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+end_of_line = lf +indent_size = 2 +indent_style = space +insert_final_newline = false +max_line_length = 100 +tab_width = 2 + +[{*.py,*.pyw}] +indent_size = 4 +max_line_length = 120 +tab_width = 4 diff --git a/datacontract-cli/.github/dependabot.yml b/datacontract-cli/.github/dependabot.yml new file mode 100644 index 000000000..74da8216f --- /dev/null +++ b/datacontract-cli/.github/dependabot.yml @@ -0,0 +1,11 @@ +# To get started with Dependabot version updates, you'll need to specify which +# package ecosystems to update and where the package manifests are located. +# Please see the documentation for all configuration options: +# https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates + +version: 2 +updates: + - package-ecosystem: "pip" # See documentation for possible values + directory: "/" # Location of package manifests + schedule: + interval: "weekly" diff --git a/datacontract-cli/.github/pull_request_template.md b/datacontract-cli/.github/pull_request_template.md new file mode 100644 index 000000000..77de616d3 --- /dev/null +++ b/datacontract-cli/.github/pull_request_template.md @@ -0,0 +1,4 @@ +- [ ] Tests pass +- [ ] ruff format +- [ ] README.md updated (if relevant) +- [ ] CHANGELOG.md entry added diff --git a/datacontract-cli/.github/workflows/ci.yaml b/datacontract-cli/.github/workflows/ci.yaml new file mode 100644 index 000000000..cdfd2e0aa --- /dev/null +++ b/datacontract-cli/.github/workflows/ci.yaml @@ -0,0 +1,113 @@ +on: + push: + branches: [ "main" ] + pull_request: + branches: [ "main" ] + workflow_call: + +permissions: + contents: read + +name: CI +jobs: + test: + runs-on: ${{ matrix.os }} + strategy: + matrix: + os: + - 'ubuntu-latest' + python-version: + - '3.10' + - '3.11' + - '3.12' + fail-fast: false + steps: + - uses: actions/checkout@v4 + - name: Set up Python ${{matrix.python-version}} + uses: actions/setup-python@v5 + with: + python-version: ${{matrix.python-version}} + cache: 'pip' # caching pip dependencies + - name: Install msodbcsql18 + run: | + sudo apt-get update + sudo apt-get install -y msodbcsql18 + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install -e '.[dev]' + - uses: chartboost/ruff-action@v1 + - name: Test with pytest + run: | + # -n0 disables parallel tests for more stability + pytest -n0 + + integration-tests: + runs-on: ${{ matrix.os }} + strategy: + matrix: + os: + - 'ubuntu-latest' + python-version: + - '3.11' + fail-fast: false + steps: + - uses: actions/checkout@v4 + - name: Set up Python ${{matrix.python-version}} + uses: actions/setup-python@v5 + with: + python-version: ${{matrix.python-version}} + cache: 'pip' # caching pip dependencies + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install -e '.' # do not install dev dependencies or other extras + - name: Test datacontract --help + run: datacontract --help + - name: Test datacontract --version + run: datacontract --version + - name: Test datacontract init + run: datacontract init new-datacontract.yaml + - name: Test datacontract test + run: cd tests && datacontract test fixtures/local-delta/datacontract.yaml + - name: Test datacontract export + run: datacontract export --format odcs tests/fixtures/export/datacontract.yaml + + docker: + runs-on: ubuntu-latest + needs: + - test + if: github.event_name != 'pull_request' + steps: + - name: Checkout + uses: actions/checkout@v4 + - name: Docker meta + id: meta + uses: docker/metadata-action@v5 + with: + images: | + datacontract/cli + tags: | + type=ref,event=branch + type=ref,event=pr + type=semver,pattern={{version}} + type=semver,pattern={{major}}.{{minor}} + - name: Set up Docker Buildx + uses: docker/setup-buildx-action@v3 + - name: Login to Docker Hub + uses: docker/login-action@v3 + with: + username: ${{ secrets.DOCKERHUB_USERNAME }} + password: ${{ secrets.DOCKERHUB_TOKEN }} + - name: Build and push + uses: docker/build-push-action@v6 + with: + context: . + # linux/arm64 is disabled + # duckdb currently does not support linux_arm64_gcc4 + # https://duckdb.org/docs/extensions/working_with_extensions#platforms + platforms: linux/amd64,linux/arm64 + push: ${{ github.ref == 'refs/heads/main' }} + tags: datacontract/cli:snapshot-latest + labels: ${{ steps.meta.outputs.labels }} + sbom: true diff --git a/datacontract-cli/.github/workflows/release.yaml b/datacontract-cli/.github/workflows/release.yaml new file mode 100644 index 000000000..568c27ce5 --- /dev/null +++ b/datacontract-cli/.github/workflows/release.yaml @@ -0,0 +1,194 @@ +on: + push: + # Pattern matched against refs/tags + tags: ["v[0-9]+", "v[0-9]+.[0-9]+", "v[0-9]+.[0-9]+.[0-9]+", "v[0-9]+.[0-9]+.[0-9]+-*"] + +permissions: + contents: read + +name: Release +jobs: + test: + uses: ./.github/workflows/ci.yaml + secrets: inherit + + check_version: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: check tag version == pyproject.version + id: version + run: | + pip install toml-cli + PROJECT_VERSION=$(toml get --toml-path pyproject.toml project.version) + TAG=$(git describe HEAD --tags --abbrev=0) + echo TAG: $TAG + echo "PROJECT_VERSION: $PROJECT_VERSION" + echo "project_version=$PROJECT_VERSION" >> $GITHUB_OUTPUT + if [[ "$TAG" != "v$PROJECT_VERSION" ]]; then exit 1; fi + - name: Check tag version > pypi version + uses: maybe-hello-world/pyproject-check-version@v4 + id: versioncheck + with: + pyproject-path: "./pyproject.toml" + test-regex: "[0-9]+.[0-9]+.[0-9]+-.+" + - name: check output + run: | + echo "Output: ${{ steps.versioncheck.outputs.local_version_is_higher }}" # 'true' or 'false + echo "Local version: ${{ steps.versioncheck.outputs.local_version }}" # e.g., 0.1.1 + echo "Public version: ${{ steps.versioncheck.outputs.public_version }}" # e.g., 0.1.0 + + build: + runs-on: ubuntu-latest + needs: + - test + - check_version + strategy: + matrix: + python-version: + - "3.11" + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + - name: Set up Python ${{matrix.python-version}} + uses: actions/setup-python@v5 + with: + python-version: ${{matrix.python-version}} + cache: 'pip' # caching pip dependencies + - name: Install dependencies + run: | + python -m pip install --upgrade pip setuptools wheel build && \ + pip install . && \ + python -m build + - name: Store the distribution packages + uses: actions/upload-artifact@v4 + with: + name: python-package-distributions + path: dist/ + + publish-to-pypi: + name: >- + Publish Python 🐍 distribution 📦 to PyPI + needs: + - build + runs-on: ubuntu-latest + environment: + name: release-pypi + url: https://pypi.org/p/datacontract-cli + permissions: + id-token: write # IMPORTANT: mandatory for trusted publishing + + steps: + - name: Download all the dists + uses: actions/download-artifact@v4 + with: + name: python-package-distributions + path: dist/ + - name: Publish distribution 📦 to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 + + github-release: + name: >- + Create a GitHub Release + needs: + - publish-to-pypi + runs-on: ubuntu-latest + + permissions: + contents: write # IMPORTANT: mandatory for making GitHub Releases + id-token: write # IMPORTANT: mandatory for sigstore + + steps: + - name: Download all the dists + uses: actions/download-artifact@v4 + with: + name: python-package-distributions + path: dist/ + - name: Sign the dists with Sigstore + uses: sigstore/gh-action-sigstore-python@v3.0.0 + with: + inputs: >- + ./dist/*.tar.gz + ./dist/*.whl + - name: Create GitHub Release + env: + GITHUB_TOKEN: ${{ github.token }} + run: >- + gh release create + '${{ github.ref_name }}' + --repo '${{ github.repository }}' + --notes "" + - name: Upload artifact signatures to GitHub Release + env: + GITHUB_TOKEN: ${{ github.token }} + # Upload to GitHub Release using the `gh` CLI. + # `dist/` contains the built packages, and the + # sigstore-produced signatures and certificates. + run: >- + gh release upload + '${{ github.ref_name }}' dist/** + --repo '${{ github.repository }}' + + publish-to-testpypi: + name: Publish Python 🐍 distribution 📦 to TestPyPI + needs: + - build + runs-on: ubuntu-latest + environment: + name: release-testpypi + url: https://test.pypi.org/p/datacontract-cli + permissions: + id-token: write + steps: + - name: Download all the dists + uses: actions/download-artifact@v4 + with: + name: python-package-distributions + path: dist/ + - name: Publish distribution 📦 to TestPyPI + uses: pypa/gh-action-pypi-publish@release/v1 + with: + repository-url: https://test.pypi.org/legacy/ + + docker: + runs-on: ubuntu-latest + needs: + - test + - check_version + steps: + - name: Checkout + uses: actions/checkout@v4 + - name: Docker meta + id: meta + uses: docker/metadata-action@v5 + with: + images: | + datacontract/cli + tags: | + type=ref,event=branch + type=ref,event=pr + type=semver,pattern={{version}} + type=semver,pattern={{major}}.{{minor}} + # try to disable qemu +# - name: Set up QEMU +# uses: docker/setup-qemu-action@v3 + - name: Set up Docker Buildx + uses: docker/setup-buildx-action@v3 + - name: Login to Docker Hub + uses: docker/login-action@v3 + with: + username: ${{ secrets.DOCKERHUB_USERNAME }} + password: ${{ secrets.DOCKERHUB_TOKEN }} + - name: Build and push + uses: docker/build-push-action@v5 + with: + context: . + # linux/arm64 is disabled + # duckdb currently does not support linux_arm64_gcc4 + # https://duckdb.org/docs/extensions/working_with_extensions#platforms + platforms: linux/amd64,linux/arm64 + push: ${{ github.event_name != 'pull_request' }} + tags: ${{ steps.meta.outputs.tags }} + labels: ${{ steps.meta.outputs.labels }} + sbom: true diff --git a/datacontract-cli/.gitignore b/datacontract-cli/.gitignore new file mode 100644 index 000000000..eb20098d4 --- /dev/null +++ b/datacontract-cli/.gitignore @@ -0,0 +1,330 @@ +.idea +.DS_Store +/datacontract.yaml +datacontract.sh +/cli +tmp +/contracts/ +/quality/ +db.duckdb +.soda/ +.vscode/ +.duckdb/ + + +### JetBrains template +# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider +# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839 + +# User-specific stuff +.idea/**/workspace.xml +.idea/**/tasks.xml +.idea/**/usage.statistics.xml +.idea/**/dictionaries +.idea/**/shelf + +# AWS User-specific +.idea/**/aws.xml + +# Generated files +.idea/**/contentModel.xml + +# Sensitive or high-churn files +.idea/**/dataSources/ +.idea/**/dataSources.ids +.idea/**/dataSources.local.xml +.idea/**/sqlDataSources.xml +.idea/**/dynamic.xml +.idea/**/uiDesigner.xml +.idea/**/dbnavigator.xml + +# Gradle +.idea/**/gradle.xml +.idea/**/libraries + +# Gradle and Maven with auto-import +# When using Gradle or Maven with auto-import, you should exclude module files, +# since they will be recreated, and may cause churn. Uncomment if using +# auto-import. +# .idea/artifacts +# .idea/compiler.xml +# .idea/jarRepositories.xml +# .idea/modules.xml +# .idea/*.iml +# .idea/modules +# *.iml +# *.ipr + +# CMake +cmake-build-*/ + +# Mongo Explorer plugin +.idea/**/mongoSettings.xml + +# File-based project format +*.iws + +# IntelliJ +out/ + +# mpeltonen/sbt-idea plugin +.idea_modules/ + +# JIRA plugin +atlassian-ide-plugin.xml + +# Cursive Clojure plugin +.idea/replstate.xml + +# SonarLint plugin +.idea/sonarlint/ + +# Crashlytics plugin (for Android Studio and IntelliJ) +com_crashlytics_export_strings.xml +crashlytics.properties +crashlytics-build.properties +fabric.properties + +# Editor-based Rest Client +.idea/httpRequests + +# Android studio 3.1+ serialized cache file +.idea/caches/build_file_checksums.ser + +### Python template +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +.idea/ +### JetBrains template +# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider +# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839 + +# User-specific stuff +.idea/**/workspace.xml +.idea/**/tasks.xml +.idea/**/usage.statistics.xml +.idea/**/dictionaries +.idea/**/shelf + +# AWS User-specific +.idea/**/aws.xml + +# Generated files +.idea/**/contentModel.xml + +# Sensitive or high-churn files +.idea/**/dataSources/ +.idea/**/dataSources.ids +.idea/**/dataSources.local.xml +.idea/**/sqlDataSources.xml +.idea/**/dynamic.xml +.idea/**/uiDesigner.xml +.idea/**/dbnavigator.xml + +# Gradle +.idea/**/gradle.xml +.idea/**/libraries + +# Gradle and Maven with auto-import +# When using Gradle or Maven with auto-import, you should exclude module files, +# since they will be recreated, and may cause churn. Uncomment if using +# auto-import. +# .idea/artifacts +# .idea/compiler.xml +# .idea/jarRepositories.xml +# .idea/modules.xml +# .idea/*.iml +# .idea/modules +*.iml +# *.ipr + +# CMake +cmake-build-*/ + +# Mongo Explorer plugin +.idea/**/mongoSettings.xml + +# File-based project format +*.iws + +# IntelliJ +out/ + +# mpeltonen/sbt-idea plugin +.idea_modules/ + +# JIRA plugin +atlassian-ide-plugin.xml + +# Cursive Clojure plugin +.idea/replstate.xml + +# SonarLint plugin +.idea/sonarlint/ + +# Crashlytics plugin (for Android Studio and IntelliJ) +com_crashlytics_export_strings.xml +crashlytics.properties +crashlytics-build.properties +fabric.properties + +# Editor-based Rest Client +.idea/httpRequests + +# Android studio 3.1+ serialized cache file +.idea/caches/build_file_checksums.ser + +# Generated test files +**/.tmp diff --git a/datacontract-cli/.pre-commit-config.yaml b/datacontract-cli/.pre-commit-config.yaml new file mode 100644 index 000000000..a2251d7d7 --- /dev/null +++ b/datacontract-cli/.pre-commit-config.yaml @@ -0,0 +1,10 @@ +repos: +- repo: https://github.com/astral-sh/ruff-pre-commit + # Ruff version. + rev: v0.4.7 + hooks: + # Run the linter. + - id: ruff + args: [ --fix ] + # Run the formatter. + - id: ruff-format \ No newline at end of file diff --git a/datacontract-cli/.pre-commit-hooks.yaml b/datacontract-cli/.pre-commit-hooks.yaml new file mode 100644 index 000000000..e5158f1d8 --- /dev/null +++ b/datacontract-cli/.pre-commit-hooks.yaml @@ -0,0 +1,17 @@ +- id: datacontract-lint + name: Data Contract Linter + description: This hook lint the data contract. + entry: datacontract lint + files: "datacontract*.yaml" + language: python + additional_dependencies: ['.[all]'] + types: [yaml] + +- id: datacontract-test + name: Data Contract Tester + description: This hook test the data contract. + entry: datacontract test + files: "datacontract*.yaml" + language: python + additional_dependencies: ['.[all]'] + types: [yaml] diff --git a/datacontract-cli/API.md b/datacontract-cli/API.md new file mode 100644 index 000000000..1ae5aea4e --- /dev/null +++ b/datacontract-cli/API.md @@ -0,0 +1,168 @@ +# Data Contract CLI API + +Data Contract CLI can be started as a web server to provide a REST API for data contract testing, +linting, and exports. + +## Demo + +Open the Demo: [https://api.datacontract.com](https://api.datacontract.com) + +You can use the API to test, export, and lint your data contracts. +Please note, that this demo endpoint cannot test to your secured data sources. + +## Starting the API + +Start the API + +``` +datacontract api +``` + +You can specify the `--port` to change the port (default is `4242`) and +`--host` to change the host binding (default is `127.0.0.1`). +If you run the API in a Docker container, you should bind to `--host 0.0.0.0`. + +## Open the OpenAPI documentation + +By default, the API will start on port 4242. +You can open the OpenAPI documentation in a Swagger UI by navigating +to [http://localhost:4242](http://localhost:4242). + +## Test Data Contract + +You can now use the REST API to test data contracts. +POST a data contract as payload to the `/test` endpoint, and receive a response as JSON with the +test results. + +```bash +curl -X 'POST' \ + 'http://localhost:4242/test?server=production' \ + -H 'accept: application/json' \ + -H 'Content-Type: application/yaml' \ + -d 'dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 2.0.0 + owner: Sales Team +servers: + production: + type: s3 + location: s3://datacontract-example-orders-latest/v2/{model}/*.json + format: json + delimiter: new_line +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + type: string + primaryKey: true + order_timestamp: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + examples: + - '\''2024-09-09T08:30:00Z'\'' + order_total: + description: Total amount the smallest monetary unit (e.g., cents). + type: long + required: true + examples: + - 9999 + quality: + - type: sql + description: 95% of all order total values are expected to be between 10 and 499 EUR. + query: | + SELECT quantile_cont(order_total, 0.95) AS percentile_95 + FROM orders + mustBeBetween: + - 1000 + - 99900 + customer_id: + description: Unique identifier for the customer. + type: text + minLength: 10 + maxLength: 20' +``` + +Or if you have the file locally available: + +``` +curl -X POST "http://localhost:4242/test?server=production" \ + --data-binary @datacontract.yaml +``` + +## Export a Data Contract + +Example to generate SQL code from a data contract: + +``` +curl -X POST "http://localhost:4242/export?format=sql" \ + --data-binary @datacontract.yaml +``` + +## Try it out + +You can also use the Swagger UI to execute the commands directly. + +## Configure Server Credentials + +To connect to a data source (server), define the required credentials as environment variables, +before starting the API. + +Example for Databricks: + +``` +export DATACONTRACT_SNOWFLAKE_USERNAME=123 +export DATACONTRACT_SNOWFLAKE_PASSWORD= +export DATACONTRACT_SNOWFLAKE_WAREHOUSE= +export DATACONTRACT_SNOWFLAKE_ROLE= +``` + +## Secure the API + +To protect the API, you can set the environment variable `DATACONTRACT_CLI_API_KEY` to a secret API +key. + +To authenticate, requests must include the header `x-api-key` with the +correct API key. + +This is highly recommended, as data contract tests may be subject to SQL injections or leak +sensitive information. + +``` +export DATACONTRACT_CLI_API_KEY= +``` + +## Run as Docker Container + +You can use the pre-built Docker image to start the API in a container. +You can run it in any container environment, such as Docker Compose, Kubernetes, Azure Container +Apps, Google Cloud Run, ... + +Example for Docker Compose: + +``` +services: + datacontract-api: + image: datacontract/cli:latest + ports: + - "4242:4242" + environment: + - DATACONTRACT_CLI_API_KEY=a079ce4c-af90-45ab-abe5-a8d7697f60d6 + - DATACONTRACT_SNOWFLAKE_USERNAME= + - DATACONTRACT_SNOWFLAKE_PASSWORD= + - DATACONTRACT_SNOWFLAKE_WAREHOUSE= + - DATACONTRACT_SNOWFLAKE_ROLE= + command: ["api", "--host", "0.0.0.0"] +``` + +_docker-compose.yml_ + +and start with + +``` +docker compose up -d +``` \ No newline at end of file diff --git a/datacontract-cli/CHANGELOG.md b/datacontract-cli/CHANGELOG.md new file mode 100644 index 000000000..c66add6ec --- /dev/null +++ b/datacontract-cli/CHANGELOG.md @@ -0,0 +1,571 @@ +# Changelog + +All notable changes to this project will be documented in this file. + +The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), +and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). + +## Unreleased + +### Added + +- `datacontract test --output-format junit --output TEST-datacontract.xml` Export CLI test results + to a file, in a standard format (e.g. JUnit) to improve CI/CD experience (#650) + +### Changed + +- Changed Docker base image to python:3.11-bullseye + +### Fixed + +- Unicode Encode Error when exporting data contract YAML to HTML + (#652) + +## [0.10.22] - 2025-02-20 + +### Added + +- `datacontract test` now also executes tests for service levels freshness and retention (#407) + +### Changed + +- `datacontract import --format sql` is now using SqlGlot as importer. +- `datacontract import --format sql --dialect ` Dialect can now to defined when importing + SQL. + +### Fixed + +- Schema type checks fail on nested fields for Databricks spark (#618) +- Export to Avro add namespace on field as optional configuration (#631) + +### Removed + +- `datacontract test --examples`: This option was removed as it was not very popular and top-level + examples section is deprecated in the Data Contract Specification v1.1.0 (#628) +- Support for `odcs_v2` (#645) + +## [0.10.21] - 2025-02-06 + +### Added + +- `datacontract export --format custom`: Export to custom format with Jinja +- `datacontract api` now can be protected with an API key + +### Changed + +- `datacontract serve` renamed to `datacontract api` + +### Fixed + +- Fix Error: 'dict object' has no attribute 'model_extra' when trying to use type: string with enum + values inside an array (#619) + +## [0.10.20] - 2025-01-30 + +### Added + +- datacontract serve: now has a route for testing data contracts +- datacontract serve: now has a OpenAPI documentation on root + +### Changed + +- FastAPI endpoint is now moved to extra "web" + +### Fixed + +- API Keys for Data Mesh Manager are now also applied for on-premise installations + +## [0.10.19] - 2025-01-29 + +### Added + +- datacontract import --format csv +- publish command also supports publishing ODCS format +- Option to separate physical table name for a model via config option (#270) + +### Changed +- JSON Schemas are now bundled with the application (#598) +- datacontract export --format html: The model title is now shown if it is different to the model + name (#585) +- datacontract export --format html: Custom model attributes are now shown (#585) +- datacontract export --format html: The composite primary key is now shown. (#591) +- datacontract export --format html: now examples are rendered in the model and definition (#497) +- datacontract export --format sql: Create arrays and struct for Databricks (#467) + +### Fixed +- datacontract lint: Linter 'Field references existing field' too many values to unpack (expected + 2) (#586) +- datacontract test (Azure): Error querying delta tables from azure storage. (#458) +- datacontract export --format data-caterer: Use `fields` instead of `schema` +- datacontract export --format data-caterer: Use `options` instead of `generator.options` +- datacontract export --format data-caterer: Capture array type length option and inner data type +- Fixed schemas/datacontract-1.1.0.init.yaml not included in build and `--template` not resolving file + +## [0.10.18] - 2025-01-18 + +### Fixed +- Fixed an issue when resolving project's dependencies when all extras are installed. +- Definitions referenced by nested fields are not validated correctly (#595) +- Replaced deprecated `primary` field with `primaryKey` in exporters, importers, examples, and Jinja templates for backward compatibility. Fixes [#518](https://github.com/your-repo/your-project/issues/518). +- Cannot execute test on column of type record(bigquery) #597 + +## [0.10.17] - 2025-01-16 + +### Added +- added export format **markdown**: `datacontract export --format markdown` (#545) +- When importing in dbt format, add the dbt unique information as a datacontract unique field (#558) +- When importing in dbt format, add the dbt primary key information as a datacontract primaryKey field (#562) +- When exporting in dbt format, add the datacontract references field as a dbt relationships test (#569) +- When importing in dbt format, add the dbt relationships test field as a reference in the data contract (#570) +- Add serve command on README (#592) + +### Changed +- Primary and example fields have been deprecated in Data Contract Specification v1.1.0 (#561) +- Define primaryKey and examples for model to follow the changes in datacontract-specification v1.1.0 (#559) + +### Fixed +- SQL Server: cannot escape reserved word on model (#557) +- Export dbt-staging-sql error on multi models contracts (#587) + +### Removed +- OpenTelemetry publisher, as it was hardly used + +## [0.10.16] - 2024-12-19 + +### Added +- Support for exporting a Data Contract to an Iceberg schema definition. +- When importing in dbt format, add the dbt `not_null` information as a datacontract `required` field (#547) + +### Changed +- Type conversion when importing contracts into dbt and exporting contracts from dbt (#534) +- Ensure 'name' is the first column when exporting in dbt format, considering column attributes (#541) +- Rename dbt's `tests` to `data_tests` (#548) + +### Fixed +- Modify the arguments to narrow down the import target with `--dbt-model` (#532) +- SodaCL: Prevent `KeyError: 'fail'` from happening when testing with SodaCL +- fix: populate database and schema values for bigquery in exported dbt sources (#543) +- Fixing the options for importing and exporting to standard output (#544) +- Fixing the data quality name for model-level and field-level quality tests + +## [0.10.15] - 2024-12-02 + +### Added +- Support for model import from parquet file metadata. +- Great Expectation export: add optional args (#496) + - `suite_name` the name of the expectation suite to export + - `engine` used to run checks + - `sql_server_type` to define the type of SQL Server to use when engine is `sql` +- Changelog support for `Info` and `Terms` blocks. +- `datacontract import` now has `--output` option for saving Data Contract to file +- Enhance JSON file validation (local and S3) to return the first error for each JSON object, the max number of total errors can be configured via the environment variable: `DATACONTRACT_MAX_ERRORS`. Furthermore, the primaryKey will be additionally added to the error message. +- fixes issue where records with no fields create an invalid bq schema. + +### Changed +- Changelog support for custom extension keys in `Models` and `Fields` blocks. +- `datacontract catalog --files '*.yaml'` now checks also any subfolders for such files. +- Optimize test output table on console if tests fail + +### Fixed +- raise valid exception in DataContractSpecification.from_file if file does not exist +- Fix importing JSON Schemas containing deeply nested objects without `required` array +- SodaCL: Only add data quality tests for executable queries + +## [0.10.14] - 2024-10-26 + +Data Contract CLI now supports the Open Data Contract Standard (ODCS) v3.0.0. + +### Added +- `datacontract test` now also supports ODCS v3 data contract format +- `datacontract export --format odcs_v3`: Export to Open Data Contract Standard v3.0.0 (#460) +- `datacontract test` now also supports ODCS v3 anda Data Contract SQL quality checks on field and model level +- Support for import from Iceberg table definitions. +- Support for decimal logical type on avro export. +- Support for custom Trino types + +### Changed +- `datacontract import --format odcs`: Now supports ODSC v3.0.0 files (#474) +- `datacontract export --format odcs`: Now creates v3.0.0 Open Data Contract Standard files (alias to odcs_v3). Old versions are still available as format `odcs_v2`. (#460) + +### Fixed +- fix timestamp serialization from parquet -> duckdb (#472) + + +## [0.10.13] - 2024-09-20 + +### Added +- `datacontract export --format data-caterer`: Export to [Data Caterer YAML](https://data.catering/setup/guide/scenario/data-generation/) + +### Changed +- `datacontract export --format jsonschema` handle optional and nullable fields (#409) +- `datacontract import --format unity` handle nested and complex fields (#420) +- `datacontract import --format spark` handle field descriptions (#420) +- `datacontract export --format bigquery` handle bigqueryType (#422) + +### Fixed +- use correct float type with bigquery (#417) +- Support DATACONTRACT_MANAGER_API_KEY +- Some minor bug fixes + +## [0.10.12] - 2024-09-08 + +### Added +- Support for import of DBML Models (#379) +- `datacontract export --format sqlalchemy`: Export to [SQLAlchemy ORM models](https://docs.sqlalchemy.org/en/20/orm/quickstart.html) (#399) +- Support of varchar max length in Glue import (#351) +- `datacontract publish` now also accepts the `DATACONTRACT_MANAGER_API_KEY` as an environment variable +- Support required fields for Avro schema export (#390) +- Support data type map in Spark import and export (#408) +- Support of enum on export to avro +- Support of enum title on avro import + +### Changed +- Deltalake is now using DuckDB's native deltalake support (#258). Extra deltalake removed. +- When dumping to YAML (import) the alias name is used instead of the pythonic name. (#373) + +### Fixed +- Fix an issue where the datacontract cli fails if installed without any extras (#400) +- Fix an issue where Glue database without a location creates invalid data contract (#351) +- Fix bigint -> long data type mapping (#351) +- Fix an issue where column description for Glue partition key column is ignored (#351) +- Corrected name of table parameter for bigquery import (#377) +- Fix a failed to connect to S3 Server (#384) +- Fix a model bug mismatching with the specification (`definitions.fields`) (#375) +- Fix array type management in Spark import (#408) + + +## [0.10.11] - 2024-08-08 + +### Added + +- Support data type map in Glue import. (#340) +- Basic html export for new `keys` and `values` fields +- Support for recognition of 1 to 1 relationships when exporting to DBML +- Added support for arrays in JSON schema import (#305) + +### Changed + +- Aligned JSON schema import and export of required properties +- Change dbt importer to be more robust and customizable + +### Fixed + +- Fix required field handling in JSON schema import +- Fix an issue where the quality and definition `$ref` are not always resolved +- Fix an issue where the JSON schema validation fails for a field with type `string` and format `uuid` +- Fix an issue where common DBML renderers may not be able to parse parts of an exported file + + +## [0.10.10] - 2024-07-18 + +### Added +- Add support for dbt manifest file (#104) +- Fix import of pyspark for type-checking when pyspark isn't required as a module (#312) +- Adds support for referencing fields within a definition (#322) +- Add `map` and `enum` type for Avro schema import (#311) + +### Fixed +- Fix import of pyspark for type-checking when pyspark isn't required as a module (#312)- `datacontract import --format spark`: Import from Spark tables (#326) +- Fix an issue where specifying `glue_table` as parameter did not filter the tables and instead returned all tables from `source` database (#333) + +## [0.10.9] - 2024-07-03 + +### Added +- Add support for Trino (#278) +- Spark export: add Spark StructType exporter (#277) +- add `--schema` option for the `catalog` and `export` command to provide the schema also locally +- Integrate support into the pre-commit workflow. For further details, please refer to the information provided [here](./README.md#use-with-pre-commit). +- Improved HTML export, supporting links, tags, and more +- Add support for AWS SESSION_TOKEN (#309) + +### Changed +- Added array management on HTML export (#299) + +### Fixed +- Fix `datacontract import --format jsonschema` when description is missing (#300) +- Fix `datacontract test` with case-sensitive Postgres table names (#310) + +## [0.10.8] - 2024-06-19 + +### Added +- `datacontract serve` start a local web server to provide a REST-API for the commands +- Provide server for sql export for the appropriate schema (#153) +- Add struct and array management to Glue export (#271) + +### Changed +- Introduced optional dependencies/extras for significantly faster installation times. (#213) +- Added delta-lake as an additional optional dependency +- support `GOOGLE_APPLICATION_CREDENTIALS` as variable for connecting to bigquery in `datacontract test` +- better support bigqueries `type` attribute, don't assume all imported models are tables +- added initial implementation of an importer from unity catalog (not all data types supported, yet) +- added the importer factory. This refactoring aims to make it easier to create new importers and consequently the growth and maintainability of the project. (#273) + +### Fixed +- `datacontract export --format avro` fixed array structure (#243) + +## [0.10.7] - 2024-05-31 + +### Added +- Test data contract against dataframes / temporary views (#175) + +### Fixed +- AVRO export: Logical Types should be nested (#233) + +## [0.10.6] - 2024-05-29 + +### Fixed + +- Fixed Docker build by removing msodbcsql18 dependency (temporary workaround) + +## [0.10.5] - 2024-05-29 + +### Added +- Added support for `sqlserver` (#196) +- `datacontract export --format dbml`: Export to [Database Markup Language (DBML)](https://dbml.dbdiagram.io/home/) (#135) +- `datacontract export --format avro`: Now supports config map on field level for logicalTypes and default values [Custom Avro Properties](./README.md#custom-avro-properties) +- `datacontract import --format avro`: Now supports importing logicalType and default definition on avro files [Custom Avro Properties](./README.md#custom-avro-properties) +- Support `config.bigqueryType` for testing BigQuery types +- Added support for selecting specific tables in an AWS Glue `import` through the `glue-table` parameter (#122) + +### Fixed + +- Fixed jsonschema export for models with empty object-typed fields (#218) +- Fixed testing BigQuery tables with BOOL fields +- `datacontract catalog` Show search bar also on mobile + +## [0.10.4] - 2024-05-17 + +### Added + +- `datacontract catalog` Search +- `datacontract publish`: Publish the data contract to the Data Mesh Manager +- `datacontract import --format bigquery`: Import from BigQuery format (#110) +- `datacontract export --format bigquery`: Export to BigQuery format (#111) +- `datacontract export --format avro`: Now supports [Avro logical types](https://avro.apache.org/docs/1.11.1/specification/#logical-types) to better model date types. `date`, `timestamp`/`timestamp-tz` and `timestamp-ntz` are now mapped to the appropriate logical types. (#141) +- `datacontract import --format jsonschema`: Import from JSON schema (#91) +- `datacontract export --format jsonschema`: Improved export by exporting more additional information +- `datacontract export --format html`: Added support for Service Levels, Definitions, Examples and nested Fields +- `datacontract export --format go`: Export to go types format + +## [0.10.3] - 2024-05-05 + +### Fixed +- datacontract catalog: Add index.html to manifest + +## [0.10.2] - 2024-05-05 + +### Added + +- Added import glue (#166) +- Added test support for `azure` (#146) +- Added support for `delta` tables on S3 (#24) +- Added new command `datacontract catalog` that generates a data contract catalog with an `index.html` file. +- Added field format information to HTML export + +### Fixed +- RDF Export: Fix error if owner is not a URI/URN + + +## [0.10.1] - 2024-04-19 + +### Fixed + +- Fixed docker columns + +## [0.10.0] - 2024-04-19 + +### Added + +- Added timestamp when ah HTML export was created + +### Fixed + +- Fixed export format **html** + +## [0.9.9] - 2024-04-18 + +### Added + +- Added export format **html** (#15) +- Added descriptions as comments to `datacontract export --format sql` for Databricks dialects +- Added import of arrays in Avro import + +## [0.9.8] - 2024-04-01 + +### Added + +- Added export format **great-expectations**: `datacontract export --format great-expectations` +- Added gRPC support to OpenTelemetry integration for publishing test results +- Added AVRO import support for namespace (#121) +- Added handling for optional fields in avro import (#112) +- Added Databricks SQL dialect for `datacontract export --format sql` + +### Fixed + +- Use `sql_type_converter` to build checks. +- Fixed AVRO import when doc is missing (#121) + +## [0.9.7] - 2024-03-15 + +### Added + +- Added option publish test results to **OpenTelemetry**: `datacontract test --publish-to-opentelemetry` +- Added export format **protobuf**: `datacontract export --format protobuf` +- Added export format **terraform**: `datacontract export --format terraform` (limitation: only works for AWS S3 right now) +- Added export format **sql**: `datacontract export --format sql` +- Added export format **sql-query**: `datacontract export --format sql-query` +- Added export format **avro-idl**: `datacontract export --format avro-idl`: Generates an Avro IDL file containing records for each model. +- Added new command **changelog**: `datacontract changelog datacontract1.yaml datacontract2.yaml` will now generate a changelog based on the changes in the data contract. This will be useful for keeping track of changes in the data contract over time. +- Added extensive linting on data contracts. `datacontract lint` will now check for a variety of possible errors in the data contract, such as missing descriptions, incorrect references to models or fields, nonsensical constraints, and more. +- Added importer for avro schemas. `datacontract import --format avro` will now import avro schemas into a data contract. + +### Fixed + +- Fixed a bug where the export to YAML always escaped the unicode characters. + + +## [0.9.6-2] - 2024-03-04 + +### Added + +- test kafka for avro messages +- added export format **avro**: `datacontract export --format avro` + +## [0.9.6] - 2024-03-04 + +This is a huge step forward, we now support testing Kafka messages. +We start with JSON messages and avro, and Protobuf will follow. + +### Added +- test kafka for JSON messages +- added import format **sql**: `datacontract import --format sql` (#51) +- added export format **dbt-sources**: `datacontract export --format dbt-sources` +- added export format **dbt-staging-sql**: `datacontract export --format dbt-staging-sql` +- added export format **rdf**: `datacontract export --format rdf` (#52) +- added command `datacontract breaking` to detect breaking changes in between two data contracts. + +## [0.9.5] - 2024-02-22 + +### Added +- export to dbt models (#37). +- export to ODCS (#49). +- test - show a test summary table. +- lint - Support local schema (#46). + +## [0.9.4] - 2024-02-18 + +### Added +- Support for Postgres +- Support for Databricks + +## [0.9.3] - 2024-02-10 + +### Added +- Support for BigQuery data connection +- Support for multiple models with S3 + +### Fixed + +- Fix Docker images. Disable builds for linux/amd64. + +## [0.9.2] - 2024-01-31 + +### Added +- Publish to Docker Hub + +## [0.9.0] - 2024-01-26 - BREAKING + +This is a breaking change (we are still on a 0.x.x version). +The project migrated from Golang to Python. +The Golang version can be found at [cli-go](https://github.com/datacontract/cli-go) + +### Added +- `test` Support to directly run tests and connect to data sources defined in servers section. +- `test` generated schema tests from the model definition. +- `test --publish URL` Publish test results to a server URL. +- `export` now exports the data contract so format jsonschema and sodacl. + +### Changed +- The `--file` option removed in favor of a direct argument.: Use `datacontract test datacontract.yaml` instead of `datacontract test --file datacontract.yaml`. + +### Removed +- `model` is now part of `export` +- `quality` is now part of `export` +- Temporary Removed: `diff` needs to be migrated to Python. +- Temporary Removed: `breaking` needs to be migrated to Python. +- Temporary Removed: `inline` needs to be migrated to Python. + +## [0.6.0] +### Added +- Support local json schema in lint command. +- Update to specification 0.9.2. + +## [0.5.3] +### Fixed +- Fix format flag bug in model (print) command. + +## [0.5.2] +### Changed +- Log to STDOUT. +- Rename `model` command parameter, `type` -> `format`. + +## [0.5.1] +### Removed +- Remove `schema` command. + +### Fixed +- Fix documentation. +- Security update of x/sys. + +## [0.5.0] +### Added +- Adapt Data Contract Specification in version 0.9.2. +- Use `models` section for `diff`/`breaking`. +- Add `model` command. +- Let `inline` print to STDOUT instead of overwriting datacontract file. +- Let `quality` write input from STDIN if present. + +## [0.4.0] +### Added +- Basic implementation of `test` command for Soda Core. + +### Changed +- Change package structure to allow usage as library. + +## [0.3.2] +### Fixed +- Fix field parsing for dbt models, affects stability of `diff`/`breaking`. + +## [0.3.1] +### Fixed +- Fix comparing order of contracts in `diff`/`breaking`. + +## [0.3.0] +### Added +- Handle non-existent schema specification when using `diff`/`breaking`. +- Resolve local and remote resources such as schema specifications when using "$ref: ..." notation. +- Implement `schema` command: prints your schema. +- Implement `quality` command: prints your quality definitions. +- Implement the `inline` command: resolves all references using the "$ref: ..." notation and writes them to your data contract. + +### Changed +- Allow remote and local location for all data contract inputs (`--file`, `--with`). + +## [0.2.0] +### Added +- Add `diff` command for dbt schema specification. +- Add `breaking` command for dbt schema specification. + +### Changed +- Suggest a fix during `init` when the file already exists. +- Rename `validate` command to `lint`. + +### Removed +- Remove `check-compatibility` command. + +### Fixed +- Improve usage documentation. + +## [0.1.1] +### Added +- Initial release. diff --git a/datacontract-cli/CNAME b/datacontract-cli/CNAME new file mode 100644 index 000000000..e8231003e --- /dev/null +++ b/datacontract-cli/CNAME @@ -0,0 +1 @@ +cli.datacontract.com \ No newline at end of file diff --git a/datacontract-cli/Dockerfile b/datacontract-cli/Dockerfile new file mode 100644 index 000000000..60889e392 --- /dev/null +++ b/datacontract-cli/Dockerfile @@ -0,0 +1,22 @@ +FROM python:3.11-bullseye + +# Setting PYTHONUNBUFFERED to a non-empty value different from 0 ensures that the python output i.e. +# the stdout and stderr streams are sent straight to terminal (e.g. your container log) without +# being first buffered and that you can see the output of your application in real time. +ENV PYTHONUNBUFFERED=1 + +# copy resources +COPY pyproject.toml /app/. +COPY MANIFEST.in /app/. +COPY datacontract/ /app/datacontract/ + +# install requirements +RUN cd /app && pip3 --no-cache-dir install ".[all]" + +# install duckdb httpfs extension +RUN python -c "import duckdb; duckdb.connect().sql(\"INSTALL httpfs\");" + +RUN mkdir -p /home/datacontract +WORKDIR /home/datacontract + +ENTRYPOINT ["datacontract"] diff --git a/datacontract-cli/LICENSE b/datacontract-cli/LICENSE new file mode 100644 index 000000000..5e7c14f78 --- /dev/null +++ b/datacontract-cli/LICENSE @@ -0,0 +1,48 @@ +MIT License + +Copyright (c) 2023 innoQ Deutschland GmbH + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. + + +Open Source Licenses for Dependencies + +This project utilizes the following open-source libraries, each of which has its own respective license: + +1. github.com/pkg/browser v0.0.0-20210911075715-681adbf594b8 + License: MIT License + License URL: https://github.com/pkg/browser/blob/main/LICENSE + +2. github.com/qri-io/jsonschema v0.2.1 + License: MIT License + License URL: https://github.com/qri-io/jsonschema/blob/main/LICENSE + +3. github.com/urfave/cli/v2 v2.25.7 + License: MIT License + License URL: https://github.com/urfave/cli/blob/v2.25.7/LICENSE + +4. gopkg.in/yaml.v3 v3.0.1 + License: Apache License 2.0 + License URL: https://gopkg.in/yaml.v3/blob/v3.0.1/LICENSE + +Please review and comply with the terms and conditions of each respective license when using this software. + +The complete text of each license can be found in the provided License URLs. Ensure that you adhere to the terms and obligations outlined in these licenses when using the dependencies in your project. + +It is your responsibility to understand and comply with the licensing terms of these dependencies as specified by the respective licenses. diff --git a/datacontract-cli/MANIFEST.in b/datacontract-cli/MANIFEST.in new file mode 100644 index 000000000..eb0791ca5 --- /dev/null +++ b/datacontract-cli/MANIFEST.in @@ -0,0 +1,3 @@ +include datacontract/templates/style/output.css +recursive-include datacontract/templates/ **/*.html +recursive-include datacontract/schemas/ **/*.json **/*.yaml \ No newline at end of file diff --git a/datacontract-cli/README.md b/datacontract-cli/README.md new file mode 100644 index 000000000..1a797e4b0 --- /dev/null +++ b/datacontract-cli/README.md @@ -0,0 +1,1918 @@ +# Data Contract CLI + +

+ + Test Workflow + + Stars + Slack Status +

+ +The `datacontract` CLI is an open-source command-line tool for working with data contracts. +It uses data contract YAML files as [Data Contract Specification](https://datacontract.com/) or [ODCS](https://bitol-io.github.io/open-data-contract-standard/latest/) to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library. + +![Main features of the Data Contract CLI](datacontractcli.png) + + +## Getting started + +Let's look at this data contract: +[https://datacontract.com/examples/orders-latest/datacontract.yaml](https://datacontract.com/examples/orders-latest/datacontract.yaml) + +We have a _servers_ section with endpoint details to the S3 bucket, _models_ for the structure of the data, _servicelevels_ and _quality_ attributes that describe the expected freshness and number of rows. + +This data contract contains all information to connect to S3 and check that the actual data meets the defined schema and quality requirements. We can use this information to test if the actual data product in S3 is compliant to the data contract. + +Let's use [pip](https://pip.pypa.io/en/stable/getting-started/) to install the CLI (or use the [Docker image](#docker)), +```bash +$ python3 -m pip install 'datacontract-cli[all]' +``` + + +now, let's run the tests: + +```bash +$ datacontract test https://datacontract.com/examples/orders-latest/datacontract.yaml + +# returns: +Testing https://datacontract.com/examples/orders-latest/datacontract.yaml +╭────────┬─────────────────────────────────────────────────────────────────────┬───────────────────────────────┬─────────╮ +│ Result │ Check │ Field │ Details │ +├────────┼─────────────────────────────────────────────────────────────────────┼───────────────────────────────┼─────────┤ +│ passed │ Check that JSON has valid schema │ orders │ │ +│ passed │ Check that JSON has valid schema │ line_items │ │ +│ passed │ Check that field order_id is present │ orders │ │ +│ passed │ Check that field order_timestamp is present │ orders │ │ +│ passed │ Check that field order_total is present │ orders │ │ +│ passed │ Check that field customer_id is present │ orders │ │ +│ passed │ Check that field customer_email_address is present │ orders │ │ +│ passed │ row_count >= 5000 │ orders │ │ +│ passed │ Check that required field order_id has no null values │ orders.order_id │ │ +│ passed │ Check that unique field order_id has no duplicate values │ orders.order_id │ │ +│ passed │ duplicate_count(order_id) = 0 │ orders.order_id │ │ +│ passed │ Check that required field order_timestamp has no null values │ orders.order_timestamp │ │ +│ passed │ freshness(order_timestamp) < 24h │ orders.order_timestamp │ │ +│ passed │ Check that required field order_total has no null values │ orders.order_total │ │ +│ passed │ Check that required field customer_email_address has no null values │ orders.customer_email_address │ │ +│ passed │ Check that field lines_item_id is present │ line_items │ │ +│ passed │ Check that field order_id is present │ line_items │ │ +│ passed │ Check that field sku is present │ line_items │ │ +│ passed │ values in (order_id) must exist in orders (order_id) │ line_items.order_id │ │ +│ passed │ row_count >= 5000 │ line_items │ │ +│ passed │ Check that required field lines_item_id has no null values │ line_items.lines_item_id │ │ +│ passed │ Check that unique field lines_item_id has no duplicate values │ line_items.lines_item_id │ │ +╰────────┴─────────────────────────────────────────────────────────────────────┴───────────────────────────────┴─────────╯ +🟢 data contract is valid. Run 22 checks. Took 6.739514 seconds. +``` + +Voilà, the CLI tested that the _datacontract.yaml_ itself is valid, all records comply with the schema, and all quality attributes are met. + +We can also use the datacontract.yaml to export in many [formats](#format), e.g., to generate a SQL DDL: + +```bash +$ datacontract export --format sql https://datacontract.com/examples/orders-latest/datacontract.yaml + +# returns: +-- Data Contract: urn:datacontract:checkout:orders-latest +-- SQL Dialect: snowflake +CREATE TABLE orders ( + order_id TEXT not null primary key, + order_timestamp TIMESTAMP_TZ not null, + order_total NUMBER not null, + customer_id TEXT, + customer_email_address TEXT not null, + processed_timestamp TIMESTAMP_TZ not null +); +CREATE TABLE line_items ( + lines_item_id TEXT not null primary key, + order_id TEXT, + sku TEXT +); +``` + +Or generate an HTML export: + +```bash +$ datacontract export --format html https://datacontract.com/examples/orders-latest/datacontract.yaml > datacontract.html +``` + +which will create this [HTML export](https://datacontract.com/examples/orders-latest/datacontract.html). + + +## Usage + +```bash +# create a new data contract from example and write it to datacontract.yaml +$ datacontract init datacontract.yaml + +# lint the datacontract.yaml +$ datacontract lint datacontract.yaml + +# execute schema and quality checks (define credentials as environment variables) +$ datacontract test datacontract.yaml + +# export data contract as html (other formats: avro, dbt, dbt-sources, dbt-staging-sql, jsonschema, odcs, rdf, sql, sodacl, terraform, ...) +$ datacontract export --format html datacontract.yaml --output datacontract.html + +# export data contract to ODCS +$ datacontract export --format odcs datacontract.yaml --output odcs.yaml + +# import ODCS to data contract +$ datacontract import --format odcs odcs.yaml --output datacontract.yaml + +# import sql (other formats: avro, glue, bigquery, jsonschema ...) +$ datacontract import --format sql --source my-ddl.sql --dialect postgres --output datacontract.yaml + +# find differences between two data contracts +$ datacontract diff datacontract-v1.yaml datacontract-v2.yaml + +# find differences between two data contracts categorized into error, warning, and info. +$ datacontract changelog datacontract-v1.yaml datacontract-v2.yaml + +# fail pipeline on breaking changes. Uses changelog internally and showing only error and warning. +$ datacontract breaking datacontract-v1.yaml datacontract-v2.yaml +``` + +## Programmatic (Python) +```python +from datacontract.data_contract import DataContract + +data_contract = DataContract(data_contract_file="datacontract.yaml") +run = data_contract.test() +if not run.has_passed(): + print("Data quality validation failed.") + # Abort pipeline, alert, or take corrective actions... +``` + +## How to + +- [How to integrate Data Contract CLI in your CI/CD pipeline as a GitHub Action](https://github.com/datacontract/datacontract-action/) +- [How to run the Data Contract CLI API to test data contracts with POST requests](https://cli.datacontract.com/API) +- [How to run Data Contract CLI in a Databricks pipeline](https://www.datamesh-architecture.com/howto/build-a-dataproduct-with-databricks#test-the-data-product) + + +## Installation + +Choose the most appropriate installation method for your needs: + +### pip +Python 3.10, 3.11, and 3.12 are supported. We recommend to use Python 3.11. + +```bash +python3 -m pip install 'datacontract-cli[all]' +datacontract --version +``` + +### pip with venv + +Typically it is better to install the application in a virtual environment for your projects: + +```bash +cd my-project +python3.11 -m venv venv +source venv/bin/activate +pip install 'datacontract-cli[all]' +datacontract --version +``` + +### pipx + +pipx installs into an isolated environment. + +```bash +pipx install 'datacontract-cli[all]' +datacontract --version +``` + +### Docker + +You can also use our Docker image to run the CLI tool. It is also convenient for CI/CD pipelines. + +```bash +docker pull datacontract/cli +docker run --rm -v ${PWD}:/home/datacontract datacontract/cli +``` + +You can create an alias for the Docker command to make it easier to use: + +```bash +alias datacontract='docker run --rm -v "${PWD}:/home/datacontract" datacontract/cli:latest' +``` + +_Note:_ The output of Docker command line messages is limited to 80 columns and may include line breaks. Don't pipe docker output to files if you want to export code. Use the `--output` option instead. + + + +## Optional Dependencies (Extras) + +The CLI tool defines several optional dependencies (also known as extras) that can be installed for using with specific servers types. +With _all_, all server dependencies are included. + +```bash +pip install datacontract-cli[all] +``` + +A list of available extras: + +| Dependency | Installation Command | +|-------------------------|--------------------------------------------| +| Avro Support | `pip install datacontract-cli[avro]` | +| Google BigQuery | `pip install datacontract-cli[bigquery]` | +| Databricks Integration | `pip install datacontract-cli[databricks]` | +| Iceberg | `pip install datacontract-cli[iceberg]` | +| Kafka Integration | `pip install datacontract-cli[kafka]` | +| PostgreSQL Integration | `pip install datacontract-cli[postgres]` | +| S3 Integration | `pip install datacontract-cli[s3]` | +| Snowflake Integration | `pip install datacontract-cli[snowflake]` | +| Microsoft SQL Server | `pip install datacontract-cli[sqlserver]` | +| Trino | `pip install datacontract-cli[trino]` | +| dbt | `pip install datacontract-cli[dbt]` | +| DBML | `pip install datacontract-cli[dbml]` | +| Parquet | `pip install datacontract-cli[parquet]` | +| RDF | `pip install datacontract-cli[rdf]` | +| API (run as web server) | `pip install datacontract-cli[api]` | + + + +## Documentation + +Commands + +- [init](#init) +- [lint](#lint) +- [test](#test) +- [export](#export) +- [import](#import) +- [breaking](#breaking) +- [changelog](#changelog) +- [diff](#diff) +- [catalog](#catalog) +- [publish](#publish) +- [api](#api) + +### init +``` + + Usage: datacontract init [OPTIONS] [LOCATION] + + Download a datacontract.yaml template and write it to file. + +╭─ Arguments ──────────────────────────────────────────────────────────────────╮ +│ location [LOCATION] The location (url or path) of the data contract │ +│ yaml to create. │ +│ [default: datacontract.yaml] │ +╰──────────────────────────────────────────────────────────────────────────────╯ +╭─ Options ────────────────────────────────────────────────────────────────────╮ +│ --template TEXT URL of a template or data contract │ +│ [default: │ +│ https://datacontract.com/datacontrac… │ +│ --overwrite --no-overwrite Replace the existing │ +│ datacontract.yaml │ +│ [default: no-overwrite] │ +│ --help Show this message and exit. │ +╰──────────────────────────────────────────────────────────────────────────────╯ + +``` + +### lint +``` + + Usage: datacontract lint [OPTIONS] [LOCATION] + + Validate that the datacontract.yaml is correctly formatted. + +╭─ Arguments ──────────────────────────────────────────────────────────────────╮ +│ location [LOCATION] The location (url or path) of the data contract │ +│ yaml. │ +│ [default: datacontract.yaml] │ +╰──────────────────────────────────────────────────────────────────────────────╯ +╭─ Options ────────────────────────────────────────────────────────────────────╮ +│ --schema TEXT The location (url or path) of the Data Contract │ +│ Specification JSON Schema │ +│ [default: │ +│ https://datacontract.com/datacontract.schema.json] │ +│ --help Show this message and exit. │ +╰──────────────────────────────────────────────────────────────────────────────╯ + +``` + +### test +``` + + Usage: datacontract test [OPTIONS] [LOCATION] + + Run schema and quality tests on configured servers. + +╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮ +│ location [LOCATION] The location (url or path) of the data contract yaml. │ +│ [default: datacontract.yaml] │ +╰──────────────────────────────────────────────────────────────────────────────────────────────────╯ +╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮ +│ --schema TEXT The location (url or path) of the Data │ +│ Contract Specification JSON Schema │ +│ [default: None] │ +│ --server TEXT The server configuration to run the │ +│ schema and quality tests. Use the key of │ +│ the server object in the data contract │ +│ yaml file to refer to a server, e.g., │ +│ `production`, or `all` for all servers │ +│ (default). │ +│ [default: all] │ +│ --publish TEXT The url to publish the results after the │ +│ test │ +│ [default: None] │ +│ --output PATH Specify the file path where the test │ +│ results should be written to (e.g., │ +│ './test-results/TEST-datacontract.xml'). │ +│ [default: None] │ +│ --output-format [junit] The target format for the test results. │ +│ [default: None] │ +│ --logs --no-logs Print logs [default: no-logs] │ +│ --ssl-verification --no-ssl-verification SSL verification when publishing the │ +│ data contract. │ +│ [default: ssl-verification] │ +│ --help Show this message and exit. │ +╰──────────────────────────────────────────────────────────────────────────────────────────────────╯ +``` + +Data Contract CLI connects to a data source and runs schema and quality tests to verify that the data contract is valid. + +```bash +$ datacontract test --server production datacontract.yaml +``` + +To connect to the databases the `server` block in the datacontract.yaml is used to set up the connection. +In addition, credentials, such as username and passwords, may be defined with environment variables. + +The application uses different engines, based on the server `type`. +Internally, it connects with DuckDB, Spark, or a native connection and executes the most tests with _soda-core_ and _fastjsonschema_. + +Credentials are provided with environment variables. + +Supported server types: + +- [s3](#S3) +- [bigquery](#bigquery) +- [azure](#azure) +- [sqlserver](#sqlserver) +- [databricks](#databricks) +- [databricks (programmatic)](#databricks-programmatic) +- [dataframe (programmatic)](#dataframe-programmatic) +- [snowflake](#snowflake) +- [kafka](#kafka) +- [postgres](#postgres) +- [trino](#trino) +- [local](#local) + +Supported formats: + +- parquet +- json +- csv +- delta +- iceberg (coming soon) + +Feel free to create an [issue](https://github.com/datacontract/datacontract-cli/issues), if you need support for an additional type and formats. + +#### S3 + +Data Contract CLI can test data that is stored in S3 buckets or any S3-compliant endpoints in various formats. + +- CSV +- JSON +- Delta +- Parquet +- Iceberg (coming soon) + +##### Examples + +###### JSON + +datacontract.yaml +```yaml +servers: + production: + type: s3 + endpointUrl: https://minio.example.com # not needed with AWS S3 + location: s3://bucket-name/path/*/*.json + format: json + delimiter: new_line # new_line, array, or none +``` + +###### Delta Tables + +datacontract.yaml +```yaml +servers: + production: + type: s3 + endpointUrl: https://minio.example.com # not needed with AWS S3 + location: s3://bucket-name/path/table.delta # path to the Delta table folder containing parquet data files and the _delta_log + format: delta +``` + +##### Environment Variables + +| Environment Variable | Example | Description | +|-------------------------------------|---------------------------------|----------------------------------------| +| `DATACONTRACT_S3_REGION` | `eu-central-1` | Region of S3 bucket | +| `DATACONTRACT_S3_ACCESS_KEY_ID` | `AKIAXV5Q5QABCDEFGH` | AWS Access Key ID | +| `DATACONTRACT_S3_SECRET_ACCESS_KEY` | `93S7LRrJcqLaaaa/XXXXXXXXXXXXX` | AWS Secret Access Key | +| `DATACONTRACT_S3_SESSION_TOKEN` | `AQoDYXdzEJr...` | AWS temporary session token (optional) | + + + +#### Google Cloud Storage (GCS) + +The [S3](#S3) integration also works with files on Google Cloud Storage through its [interoperability](https://cloud.google.com/storage/docs/interoperability). +Use `https://storage.googleapis.com` as the endpoint URL. + +##### Example + +datacontract.yaml +```yaml +servers: + production: + type: s3 + endpointUrl: https://storage.googleapis.com + location: s3://bucket-name/path/*/*.json # use s3:// schema instead of gs:// + format: json + delimiter: new_line # new_line, array, or none +``` + +##### Environment Variables + +| Environment Variable | Example | Description | +|-------------------------------------|----------------|------------------------------------------------------------------------------------------| +| `DATACONTRACT_S3_ACCESS_KEY_ID` | `GOOG1EZZZ...` | The GCS [HMAC Key](https://cloud.google.com/storage/docs/authentication/hmackeys) Key ID | +| `DATACONTRACT_S3_SECRET_ACCESS_KEY` | `PDWWpb...` | The GCS [HMAC Key](https://cloud.google.com/storage/docs/authentication/hmackeys) Secret | + + +#### BigQuery + +We support authentication to BigQuery using Service Account Key. The used Service Account should include the roles: +* BigQuery Job User +* BigQuery Data Viewer + + +##### Example + +datacontract.yaml +```yaml +servers: + production: + type: bigquery + project: datameshexample-product + dataset: datacontract_cli_test_dataset +models: + datacontract_cli_test_table: # corresponds to a BigQuery table + type: table + fields: ... +``` + +##### Environment Variables + +| Environment Variable | Example | Description | +|----------------------------------------------|---------------------------|---------------------------------------------------------| +| `DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH` | `~/service-access-key.json` | Service Access key as saved on key creation by BigQuery. If this environment variable isn't set, the cli tries to use `GOOGLE_APPLICATION_CREDENTIALS` as a fallback, so if you have that set for using their Python library anyway, it should work seamlessly. | + + +#### Azure + +Data Contract CLI can test data that is stored in Azure Blob storage or Azure Data Lake Storage (Gen2) (ADLS) in various formats. + +##### Example + +datacontract.yaml +```yaml +servers: + production: + type: azure + storageAccount: datameshdatabricksdemo + location: abfss://dataproducts/inventory_events/*.parquet + format: parquet +``` + +##### Environment Variables + +Authentication works with an Azure Service Principal (SPN) aka App Registration with a secret. + +| Environment Variable | Example | Description | +|------------------------------------|----------------------------------------|------------------------------------------------------| +| `DATACONTRACT_AZURE_TENANT_ID` | `79f5b80f-10ff-40b9-9d1f-774b42d605fc` | The Azure Tenant ID | +| `DATACONTRACT_AZURE_CLIENT_ID` | `3cf7ce49-e2e9-4cbc-a922-4328d4a58622` | The ApplicationID / ClientID of the app registration | +| `DATACONTRACT_AZURE_CLIENT_SECRET` | `yZK8Q~GWO1MMXXXXXXXXXXXXX` | The Client Secret value | + + + +#### Sqlserver + +Data Contract CLI can test data in MS SQL Server (including Azure SQL, Synapse Analytics SQL Pool). + +##### Example + +datacontract.yaml +```yaml +servers: + production: + type: sqlserver + host: localhost + port: 5432 + database: tempdb + schema: dbo + driver: ODBC Driver 18 for SQL Server +models: + my_table_1: # corresponds to a table + type: table + fields: + my_column_1: # corresponds to a column + type: varchar +``` + +##### Environment Variables + +| Environment Variable | Example| Description | +|---------------------------------------------------|--------|----------------------------------------------| +| `DATACONTRACT_SQLSERVER_USERNAME` | `root` | Username | +| `DATACONTRACT_SQLSERVER_PASSWORD` | `toor` | Password | +| `DATACONTRACT_SQLSERVER_TRUSTED_CONNECTION` | `True` | Use windows authentication, instead of login | +| `DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE` | `True` | Trust self-signed certificate | +| `DATACONTRACT_SQLSERVER_ENCRYPTED_CONNECTION` | `True` | Use SSL | + + + + +#### Databricks + +Works with Unity Catalog and Hive metastore. + +Needs a running SQL warehouse or compute cluster. + +##### Example + +datacontract.yaml +```yaml +servers: + production: + type: databricks + catalog: acme_catalog_prod + schema: orders_latest +models: + orders: # corresponds to a table + type: table + fields: ... +``` + +##### Environment Variables + +| Environment Variable | Example | Description | +|-------------------------------------------|--------------------------------------|-----------------------------------------------------------| +| `DATACONTRACT_DATABRICKS_TOKEN` | `dapia00000000000000000000000000000` | The personal access token to authenticate | +| `DATACONTRACT_DATABRICKS_HTTP_PATH` | `/sql/1.0/warehouses/b053a3ffffffff` | The HTTP path to the SQL warehouse or compute cluster | +| `DATACONTRACT_DATABRICKS_SERVER_HOSTNAME` | `dbc-abcdefgh-1234.cloud.databricks.com` | The host name of the SQL warehouse or compute cluster | + + +#### Databricks (programmatic) + +Works with Unity Catalog and Hive metastore. +When running in a notebook or pipeline, the provided `spark` session can be used. +An additional authentication is not required. + +Requires a Databricks Runtime with Python >= 3.10. + +##### Example + +datacontract.yaml +```yaml +servers: + production: + type: databricks + host: dbc-abcdefgh-1234.cloud.databricks.com # ignored, always use current host + catalog: acme_catalog_prod + schema: orders_latest +models: + orders: # corresponds to a table + type: table + fields: ... +``` + +Notebook +```python +%pip install datacontract-cli[databricks] +dbutils.library.restartPython() + +from datacontract.data_contract import DataContract + +data_contract = DataContract( + data_contract_file="/Volumes/acme_catalog_prod/orders_latest/datacontract/datacontract.yaml", + spark=spark) +run = data_contract.test() +run.result +``` + +#### Dataframe (programmatic) + +Works with Spark DataFrames. +DataFrames need to be created as named temporary views. +Multiple temporary views are supported if your data contract contains multiple models. + +Testing DataFrames is useful to test your datasets in a pipeline before writing them to a data source. + +##### Example + +datacontract.yaml +```yaml +servers: + production: + type: dataframe +models: + my_table: # corresponds to a temporary view + type: table + fields: ... +``` + +Example code +```python +from datacontract.data_contract import DataContract + +df.createOrReplaceTempView("my_table") + +data_contract = DataContract( + data_contract_file="datacontract.yaml", + spark=spark, +) +run = data_contract.test() +assert run.result == "passed" +``` + + +#### Snowflake + +Data Contract CLI can test data in Snowflake. + +##### Example + +datacontract.yaml +```yaml + +servers: + snowflake: + type: snowflake + account: abcdefg-xn12345 + database: ORDER_DB + schema: ORDERS_PII_V2 +models: + my_table_1: # corresponds to a table + type: table + fields: + my_column_1: # corresponds to a column + type: varchar +``` + +##### Environment Variables +All [parameters supported by Soda](https://docs.soda.io/soda/connect-snowflake.html), uppercased and prepended by `DATACONTRACT_SNOWFLAKE_` prefix. +For example: + +| Soda parameter | Environment Variable | +|----------------------|---------------------------------------------| +| `username` | `DATACONTRACT_SNOWFLAKE_USERNAME` | +| `password` | `DATACONTRACT_SNOWFLAKE_PASSWORD` | +| `warehouse` | `DATACONTRACT_SNOWFLAKE_WAREHOUSE` | +| `role` | `DATACONTRACT_SNOWFLAKE_ROLE` | +| `connection_timeout` | `DATACONTRACT_SNOWFLAKE_CONNECTION_TIMEOUT` | + +Beware, that parameters: +* `account` +* `database` +* `schema` + +are obtained from the `servers` section of the YAML-file. +E.g. from the example above: +```yaml +servers: + snowflake: + account: abcdefg-xn12345 + database: ORDER_DB + schema: ORDERS_PII_V2 +``` + + +#### Kafka + +Kafka support is currently considered experimental. + +##### Example + +datacontract.yaml +```yaml +servers: + production: + type: kafka + host: abc-12345.eu-central-1.aws.confluent.cloud:9092 + topic: my-topic-name + format: json +``` + +##### Environment Variables + +| Environment Variable | Example | Description | +|-------------------------------------|---------|----------------------------------------------------------------------------------| +| `DATACONTRACT_KAFKA_SASL_USERNAME` | `xxx` | The SASL username (key). | +| `DATACONTRACT_KAFKA_SASL_PASSWORD` | `xxx` | The SASL password (secret). | +| `DATACONTRACT_KAFKA_SASL_MECHANISM` | `PLAIN` | Default `PLAIN`. Other supported mechanisms: `SCRAM-SHA-256` and `SCRAM-SHA-512` | + + +#### Postgres + +Data Contract CLI can test data in Postgres or Postgres-compliant databases (e.g., RisingWave). + +##### Example + +datacontract.yaml +```yaml +servers: + postgres: + type: postgres + host: localhost + port: 5432 + database: postgres + schema: public +models: + my_table_1: # corresponds to a table + type: table + fields: + my_column_1: # corresponds to a column + type: varchar +``` + +##### Environment Variables + +| Environment Variable | Example | Description | +|----------------------------------|--------------------|-------------| +| `DATACONTRACT_POSTGRES_USERNAME` | `postgres` | Username | +| `DATACONTRACT_POSTGRES_PASSWORD` | `mysecretpassword` | Password | + + +#### Trino + +Data Contract CLI can test data in Trino. + +##### Example + +datacontract.yaml +```yaml +servers: + trino: + type: trino + host: localhost + port: 8080 + catalog: my_catalog + schema: my_schema +models: + my_table_1: # corresponds to a table + type: table + fields: + my_column_1: # corresponds to a column + type: varchar + my_column_2: # corresponds to a column with custom trino type + type: object + config: + trinoType: row(en_us varchar, pt_br varchar) +``` + +##### Environment Variables + +| Environment Variable | Example | Description | +|-------------------------------|--------------------|-------------| +| `DATACONTRACT_TRINO_USERNAME` | `trino` | Username | +| `DATACONTRACT_TRINO_PASSWORD` | `mysecretpassword` | Password | + + + +### export +``` + + Usage: datacontract export [OPTIONS] [LOCATION] + + Convert data contract to a specific format. Saves to file specified by + `output` option if present, otherwise prints to stdout. + +╭─ Arguments ──────────────────────────────────────────────────────────────────╮ +│ location [LOCATION] The location (url or path) of the data contract │ +│ yaml. │ +│ [default: datacontract.yaml] │ +╰──────────────────────────────────────────────────────────────────────────────╯ +╭─ Options ────────────────────────────────────────────────────────────────────╮ +│ * --format [jsonschema|pydantic-model| The export format. │ +│ sodacl|dbt|dbt-sources|dbt- [default: None] │ +│ staging-sql|odcs| [required] │ +│ rdf|avro|protobuf|gre │ +│ at-expectations|terraform|a │ +│ vro-idl|sql|sql-query|html| │ +│ go|bigquery|dbml|spark|sqla │ +│ lchemy|data-caterer|dcs|mar │ +│ kdown|iceberg|custom] │ +│ --output PATH Specify the file path where │ +│ the exported data will be │ +│ saved. If no path is │ +│ provided, the output will be │ +│ printed to stdout. │ +│ [default: None] │ +│ --server TEXT The server name to export. │ +│ [default: None] │ +│ --model TEXT Use the key of the model in │ +│ the data contract yaml file │ +│ to refer to a model, e.g., │ +│ `orders`, or `all` for all │ +│ models (default). │ +│ [default: all] │ +│ --schema TEXT The location (url or path) │ +│ of the Data Contract │ +│ Specification JSON Schema │ +│ [default: │ +│ https://datacontract.com/da… │ +│ --engine TEXT [engine] The engine used for │ +│ great expection run. │ +│ [default: None] │ +│ --template PATH [custom] The file path of │ +│ Jinja template. │ +│ [default: None] │ +│ --help Show this message and exit. │ +╰──────────────────────────────────────────────────────────────────────────────╯ +╭─ RDF Options ────────────────────────────────────────────────────────────────╮ +│ --rdf-base TEXT [rdf] The base URI used to generate the RDF graph. │ +│ [default: None] │ +╰──────────────────────────────────────────────────────────────────────────────╯ +╭─ SQL Options ────────────────────────────────────────────────────────────────╮ +│ --sql-server-type TEXT [sql] The server type to determine the sql │ +│ dialect. By default, it uses 'auto' to │ +│ automatically detect the sql dialect via the │ +│ specified servers in the data contract. │ +│ [default: auto] │ +╰──────────────────────────────────────────────────────────────────────────────╯ + +``` + +```bash +# Example export data contract as HTML +datacontract export --format html --output datacontract.html +``` + +Available export options: + +| Type | Description | Status | +|----------------------|---------------------------------------------------------|--------| +| `html` | Export to HTML | ✅ | +| `jsonschema` | Export to JSON Schema | ✅ | +| `odcs` | Export to Open Data Contract Standard (ODCS) V3 | ✅ | +| `sodacl` | Export to SodaCL quality checks in YAML format | ✅ | +| `dbt` | Export to dbt models in YAML format | ✅ | +| `dbt-sources` | Export to dbt sources in YAML format | ✅ | +| `dbt-staging-sql` | Export to dbt staging SQL models | ✅ | +| `rdf` | Export data contract to RDF representation in N3 format | ✅ | +| `avro` | Export to AVRO models | ✅ | +| `protobuf` | Export to Protobuf | ✅ | +| `terraform` | Export to terraform resources | ✅ | +| `sql` | Export to SQL DDL | ✅ | +| `sql-query` | Export to SQL Query | ✅ | +| `great-expectations` | Export to Great Expectations Suites in JSON Format | ✅ | +| `bigquery` | Export to BigQuery Schemas | ✅ | +| `go` | Export to Go types | ✅ | +| `pydantic-model` | Export to pydantic models | ✅ | +| `DBML` | Export to a DBML Diagram description | ✅ | +| `spark` | Export to a Spark StructType | ✅ | +| `sqlalchemy` | Export to SQLAlchemy Models | ✅ | +| `data-caterer` | Export to Data Caterer in YAML format | ✅ | +| `dcs` | Export to Data Contract Specification in YAML format | ✅ | +| `markdown` | Export to Markdown | ✅ | +| `iceberg` | Export to an Iceberg JSON Schema Definition | partial | +| `custom` | Export to Custom format with Jinja | ✅ | +| Missing something? | Please create an issue on GitHub | TBD | + + +#### Great Expectations + +The `export` function transforms a specified data contract into a comprehensive Great Expectations JSON suite. +If the contract includes multiple models, you need to specify the names of the model you wish to export. + +```shell +datacontract export datacontract.yaml --format great-expectations --model orders +``` + +The export creates a list of expectations by utilizing: + +- The data from the Model definition with a fixed mapping +- The expectations provided in the quality field for each model (find here the expectations gallery: [Great Expectations Gallery](https://greatexpectations.io/expectations/)) + +##### Additional Arguments + +To further customize the export, the following optional arguments are available: + +- **`suite_name`**: The name of the expectation suite. This suite groups all generated expectations and provides a convenient identifier within Great Expectations. If not provided, a default suite name will be generated based on the model name(s). + +- **`engine`**: Specifies the engine used to run Great Expectations checks. Accepted values are: + - `pandas` — Use this when working with in-memory data frames through the Pandas library. + - `spark` — Use this for working with Spark dataframes. + - `sql` — Use this for working with SQL databases. + +- **`sql_server_type`**: Specifies the type of SQL server to connect with when `engine` is set to `sql`. + + Providing `sql_server_type` ensures that the appropriate SQL dialect and connection settings are applied during the expectation validation. + +#### RDF + +The export function converts a given data contract into a RDF representation. You have the option to +add a base_url which will be used as the default prefix to resolve relative IRIs inside the document. + +```shell +datacontract export --format rdf --rdf-base https://www.example.com/ datacontract.yaml +``` + +The data contract is mapped onto the following concepts of a yet to be defined Data Contract +Ontology named https://datacontract.com/DataContractSpecification/ : +- DataContract +- Server +- Model + +Having the data contract inside an RDF Graph gives us access the following use cases: +- Interoperability with other data contract specification formats +- Store data contracts inside a knowledge graph +- Enhance a semantic search to find and retrieve data contracts +- Linking model elements to already established ontologies and knowledge +- Using full power of OWL to reason about the graph structure of data contracts +- Apply graph algorithms on multiple data contracts (Find similar data contracts, find "gatekeeper" +data products, find the true domain owner of a field attribute) + +#### DBML + +The export function converts the logical data types of the datacontract into the specific ones of a concrete Database +if a server is selected via the `--server` option (based on the `type` of that server). If no server is selected, the +logical data types are exported. + +#### Spark + +The export function converts the data contract specification into a StructType Spark schema. The returned value is a Python code picture of the model schemas. +Spark DataFrame schema is defined as StructType. For more details about Spark Data Types please see [the spark documentation](https://spark.apache.org/docs/latest/sql-ref-datatypes.html) + +#### Avro + +The export function converts the data contract specification into an avro schema. It supports specifying custom avro properties for logicalTypes and default values. + +##### Custom Avro Properties + +We support a **config map on field level**. A config map may include any additional key-value pairs and support multiple server type bindings. + +To specify custom Avro properties in your data contract, you can define them within the `config` section of your field definition. Below is an example of how to structure your YAML configuration to include custom Avro properties, such as `avroLogicalType` and `avroDefault`. + +>NOTE: At this moment, we just support [logicalType](https://avro.apache.org/docs/1.11.0/spec.html#Logical+Types) and [default](https://avro.apache.org/docs/1.11.0/spec.htm) + +#### Example Configuration + +```yaml +models: + orders: + fields: + my_field_1: + description: Example for AVRO with Timestamp (microsecond precision) https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29 + type: long + example: 1672534861000000 # Equivalent to 2023-01-01 01:01:01 in microseconds + required: true + config: + avroLogicalType: local-timestamp-micros + avroDefault: 1672534861000000 +``` + +#### Explanation + +- **models**: The top-level key that contains different models (tables or objects) in your data contract. +- **orders**: A specific model name. Replace this with the name of your model. +- **fields**: The fields within the model. Each field can have various properties defined. +- **my_field_1**: The name of a specific field. Replace this with your field name. + - **description**: A textual description of the field. + - **type**: The data type of the field. In this example, it is `long`. + - **example**: An example value for the field. + - **required**: Is this a required field (as opposed to optional/nullable). + - **config**: Section to specify custom Avro properties. + - **avroLogicalType**: Specifies the logical type of the field in Avro. In this example, it is `local-timestamp-micros`. + - **avroDefault**: Specifies the default value for the field in Avro. In this example, it is 1672534861000000 which corresponds to ` 2023-01-01 01:01:01 UTC`. + +#### Data Caterer + +The export function converts the data contract to a data generation task in YAML format that can be +ingested by [Data Caterer](https://github.com/data-catering/data-caterer). This gives you the +ability to generate production-like data in any environment based off your data contract. + +```shell +datacontract export datacontract.yaml --format data-caterer --model orders +``` + +You can further customise the way data is generated via adding +[additional metadata in the YAML](https://data.catering/setup/generator/data-generator/) +to suit your needs. + +#### Iceberg + +Exports to an [Iceberg Table Json Schema Definition](https://iceberg.apache.org/spec/#appendix-c-json-serialization). + +This export only supports a single model export at a time because Iceberg's schema definition is for a single table and the exporter maps 1 model to 1 table, use the `--model` flag +to limit your contract export to a single model. + +```bash + $ datacontract export --format iceberg --model orders https://datacontract.com/examples/orders-latest/datacontract.yaml --output /tmp/orders_iceberg.json + + $ cat /tmp/orders_iceberg.json | jq '.' +{ + "type": "struct", + "fields": [ + { + "id": 1, + "name": "order_id", + "type": "string", + "required": true + }, + { + "id": 2, + "name": "order_timestamp", + "type": "timestamptz", + "required": true + }, + { + "id": 3, + "name": "order_total", + "type": "long", + "required": true + }, + { + "id": 4, + "name": "customer_id", + "type": "string", + "required": false + }, + { + "id": 5, + "name": "customer_email_address", + "type": "string", + "required": true + }, + { + "id": 6, + "name": "processed_timestamp", + "type": "timestamptz", + "required": true + } + ], + "schema-id": 0, + "identifier-field-ids": [ + 1 + ] +} +``` + +#### Custom + +The export function converts the data contract specification into the custom format with Jinja. You can specify the path to a Jinja template with the `--template` argument, allowing you to output files in any format. + +```shell +datacontract export --format custom --template template.txt datacontract.yaml +``` + +##### Jinja variables + +You can directly use the Data Contract Specification as template variables. + +```shell +$ cat template.txt +title: {{ data_contract.info.title }} + +$ datacontract export --format custom --template template.txt datacontract.yaml +title: Orders Latest +``` + +##### Example Jinja Templates + +###### Customized dbt model + +You can export the dbt models containing any logic. + +Below is an example of a dbt staging layer that converts a field of `type: timestamp` to a `DATETIME` type with time zone conversion. + +template.sql + +{% raw %} +```sql +{%- for model_name, model in data_contract.models.items() %} +{#- Export only the first model #} +{%- if loop.first -%} +SELECT +{%- for field_name, field in model.fields.items() %} + {%- if field.type == "timestamp" %} + DATETIME({{ field_name }}, "Asia/Tokyo") AS {{ field_name }}, + {%- else %} + {{ field_name }} AS {{ field_name }}, + {%- endif %} +{%- endfor %} +FROM + {{ "{{" }} ref('{{ model_name }}') {{ "}}" }} +{%- endif %} +{%- endfor %} +``` +{% endraw %} + +command + +```shell +datacontract export --format custom --template template.sql --output output.sql datacontract.yaml +``` + +output.sql + +```sql +SELECT + order_id AS order_id, + DATETIME(order_timestamp, "Asia/Tokyo") AS order_timestamp, + order_total AS order_total, + customer_id AS customer_id, + customer_email_address AS customer_email_address, + DATETIME(processed_timestamp, "Asia/Tokyo") AS processed_timestamp, +FROM + {{ ref('orders') }} +``` + +### import +``` + Usage: datacontract import [OPTIONS] + + Create a data contract from the given source location. Saves to file specified by `output` option if present, + otherwise prints to stdout. + +╭─ Options ──────────────────────────────────────────────────────────────────────────────────────────────────────╮ +│ * --format [sql|avro|dbt|dbml|glue|jsonschema|bi The format of the source file. │ +│ gquery|odcs|unity|spark|iceberg|parqu [default: None] │ +│ et|csv] [required] │ +│ --output PATH Specify the file path where the Data │ +│ Contract will be saved. If no path is │ +│ provided, the output will be printed │ +│ to stdout. │ +│ [default: None] │ +│ --source TEXT The path to the file or Glue Database │ +│ that should be imported. │ +│ [default: None] │ +│ --dialect TEXT The SQL dialect to use when importing │ +│ SQL files, e.g., postgres, tsql, │ +│ bigquery. │ +│ [default: None] │ +│ --glue-table TEXT List of table ids to import from the │ +│ Glue Database (repeat for multiple │ +│ table ids, leave empty for all tables │ +│ in the dataset). │ +│ [default: None] │ +│ --bigquery-project TEXT The bigquery project id. │ +│ [default: None] │ +│ --bigquery-dataset TEXT The bigquery dataset id. │ +│ [default: None] │ +│ --bigquery-table TEXT List of table ids to import from the │ +│ bigquery API (repeat for multiple │ +│ table ids, leave empty for all tables │ +│ in the dataset). │ +│ [default: None] │ +│ --unity-table-full-name TEXT Full name of a table in the unity │ +│ catalog │ +│ [default: None] │ +│ --dbt-model TEXT List of models names to import from │ +│ the dbt manifest file (repeat for │ +│ multiple models names, leave empty │ +│ for all models in the dataset). │ +│ [default: None] │ +│ --dbml-schema TEXT List of schema names to import from │ +│ the DBML file (repeat for multiple │ +│ schema names, leave empty for all │ +│ tables in the file). │ +│ [default: None] │ +│ --dbml-table TEXT List of table names to import from │ +│ the DBML file (repeat for multiple │ +│ table names, leave empty for all │ +│ tables in the file). │ +│ [default: None] │ +│ --iceberg-table TEXT Table name to assign to the model │ +│ created from the Iceberg schema. │ +│ [default: None] │ +│ --template TEXT The location (url or path) of the │ +│ Data Contract Specification Template │ +│ [default: None] │ +│ --schema TEXT The location (url or path) of the │ +│ Data Contract Specification JSON │ +│ Schema │ +│ [default: None] │ +│ --help Show this message and exit. │ +╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ + +``` + +Example: +```bash +# Example import from SQL DDL +datacontract import --format sql --source my_ddl.sql --dialect postgres +# To save to file +datacontract import --format sql --source my_ddl.sql --dialect postgres --output datacontract.yaml +``` + +Available import options: + +| Type | Description | Status | +|--------------------|------------------------------------------------|--------| +| `sql` | Import from SQL DDL | ✅ | +| `avro` | Import from AVRO schemas | ✅ | +| `glue` | Import from AWS Glue DataCatalog | ✅ | +| `jsonschema` | Import from JSON Schemas | ✅ | +| `bigquery` | Import from BigQuery Schemas | ✅ | +| `unity` | Import from Databricks Unity Catalog | partial | +| `dbt` | Import from dbt models | ✅ | +| `odcs` | Import from Open Data Contract Standard (ODCS) | ✅ | +| `spark` | Import from Spark StructTypes | ✅ | +| `dbml` | Import from DBML models | ✅ | +| `csv` | Import from CSV File | ✅ | +| `protobuf` | Import from Protobuf schemas | TBD | +| `iceberg` | Import from an Iceberg JSON Schema Definition | partial | +| `parquet` | Import from Parquet File Metadta | ✅ | +| Missing something? | Please create an issue on GitHub | TBD | + + +#### ODCS + +Import from Open Data Contract Standard (ODCS) v2 or v3. +The importer automatically detects the ODCS version and imports the data contract. + +Examples: + +```bash +# Example import from ODCS +datacontract import --format odcs --source my_data_contract.odcs.yaml +``` + +#### BigQuery + +BigQuery data can either be imported off of JSON Files generated from the table descriptions or directly from the Bigquery API. In case you want to use JSON Files, specify the `source` parameter with a path to the JSON File. + +To import from the Bigquery API, you have to _omit_ `source` and instead need to provide `bigquery-project` and `bigquery-dataset`. Additionally you may specify `bigquery-table` to enumerate the tables that should be imported. If no tables are given, _all_ available tables of the dataset will be imported. + +For providing authentication to the Client, please see [the google documentation](https://cloud.google.com/docs/authentication/provide-credentials-adc#how-to) or the one [about authorizing client libraries](https://cloud.google.com/bigquery/docs/authentication#client-libs). + +Examples: + +```bash +# Example import from Bigquery JSON +datacontract import --format bigquery --source my_bigquery_table.json +``` + +```bash +# Example import from Bigquery API with specifying the tables to import +datacontract import --format bigquery --bigquery-project --bigquery-dataset --bigquery-table --bigquery-table --bigquery-table +``` + +```bash +# Example import from Bigquery API importing all tables in the dataset +datacontract import --format bigquery --bigquery-project --bigquery-dataset +``` + +#### Unity Catalog + +```bash +# Example import from a Unity Catalog JSON file +datacontract import --format unity --source my_unity_table.json +``` + +```bash +# Example import single table from Unity Catalog via HTTP endpoint +export DATABRICKS_IMPORT_INSTANCE="https://xyz.cloud.databricks.com" +export DATABRICKS_IMPORT_ACCESS_TOKEN= +datacontract import --format unity --unity-table-full-name +``` + +#### dbt + +Importing from dbt manifest file. +You may give the `dbt-model` parameter to enumerate the tables that should be imported. If no tables are given, _all_ available tables of the database will be imported. + +Examples: + +```bash +# Example import from dbt manifest with specifying the tables to import +datacontract import --format dbt --source --dbt-model --dbt-model --dbt-model +``` + +```bash +# Example import from dbt manifest importing all tables in the database +datacontract import --format dbt --source +``` + +#### Glue + +Importing from Glue reads the necessary Data directly off of the AWS API. +You may give the `glue-table` parameter to enumerate the tables that should be imported. If no tables are given, _all_ available tables of the database will be imported. + +Examples: + +```bash +# Example import from AWS Glue with specifying the tables to import +datacontract import --format glue --source --glue-table --glue-table --glue-table +``` + +```bash +# Example import from AWS Glue importing all tables in the database +datacontract import --format glue --source +``` + +#### Spark + +Importing from Spark table or view these must be created or accessible in the Spark context. Specify tables list in `source` parameter. + +Example: + +```bash +datacontract import --format spark --source "users,orders" +``` + +#### DBML + +Importing from DBML Documents. +**NOTE:** Since DBML does _not_ have strict requirements on the types of columns, this import _may_ create non-valid datacontracts, as not all types of fields can be properly mapped. In this case you will have to adapt the generated document manually. +We also assume, that the description for models and fields is stored in a Note within the DBML model. + +You may give the `dbml-table` or `dbml-schema` parameter to enumerate the tables or schemas that should be imported. +If no tables are given, _all_ available tables of the source will be imported. Likewise, if no schema is given, _all_ schemas are imported. + +Examples: + +```bash +# Example import from DBML file, importing everything +datacontract import --format dbml --source +``` + +```bash +# Example import from DBML file, filtering for tables from specific schemas +datacontract import --format dbml --source --dbml-schema --dbml-schema +``` + +```bash +# Example import from DBML file, filtering for tables with specific names +datacontract import --format dbml --source --dbml-table --dbml-table +``` + +```bash +# Example import from DBML file, filtering for tables with specific names from a specific schema +datacontract import --format dbml --source --dbml-table --dbml-schema +``` + +#### Iceberg + +Importing from an [Iceberg Table Json Schema Definition](https://iceberg.apache.org/spec/#appendix-c-json-serialization). Specify location of json files using the `source` parameter. + +Examples: + +```bash +datacontract import --format iceberg --source ./tests/fixtures/iceberg/simple_schema.json --iceberg-table test-table +``` + +#### CSV + +Importing from CSV File. Specify file in `source` parameter. It does autodetection for encoding and csv dialect + +Example: + +```bash +datacontract import --format csv --source "test.csv" +``` + + +### breaking +``` + + Usage: datacontract breaking [OPTIONS] LOCATION_OLD LOCATION_NEW + + Identifies breaking changes between data contracts. Prints to stdout. + +╭─ Arguments ──────────────────────────────────────────────────────────────────╮ +│ * location_old TEXT The location (url or path) of the old data │ +│ contract yaml. │ +│ [default: None] │ +│ [required] │ +│ * location_new TEXT The location (url or path) of the new data │ +│ contract yaml. │ +│ [default: None] │ +│ [required] │ +╰──────────────────────────────────────────────────────────────────────────────╯ +╭─ Options ────────────────────────────────────────────────────────────────────╮ +│ --help Show this message and exit. │ +╰──────────────────────────────────────────────────────────────────────────────╯ + +``` + +### changelog +``` + + Usage: datacontract changelog [OPTIONS] LOCATION_OLD LOCATION_NEW + + Generate a changelog between data contracts. Prints to stdout. + +╭─ Arguments ──────────────────────────────────────────────────────────────────╮ +│ * location_old TEXT The location (url or path) of the old data │ +│ contract yaml. │ +│ [default: None] │ +│ [required] │ +│ * location_new TEXT The location (url or path) of the new data │ +│ contract yaml. │ +│ [default: None] │ +│ [required] │ +╰──────────────────────────────────────────────────────────────────────────────╯ +╭─ Options ────────────────────────────────────────────────────────────────────╮ +│ --help Show this message and exit. │ +╰──────────────────────────────────────────────────────────────────────────────╯ + +``` + +### diff +``` + + Usage: datacontract diff [OPTIONS] LOCATION_OLD LOCATION_NEW + + PLACEHOLDER. Currently works as 'changelog' does. + +╭─ Arguments ──────────────────────────────────────────────────────────────────╮ +│ * location_old TEXT The location (url or path) of the old data │ +│ contract yaml. │ +│ [default: None] │ +│ [required] │ +│ * location_new TEXT The location (url or path) of the new data │ +│ contract yaml. │ +│ [default: None] │ +│ [required] │ +╰──────────────────────────────────────────────────────────────────────────────╯ +╭─ Options ────────────────────────────────────────────────────────────────────╮ +│ --help Show this message and exit. │ +╰──────────────────────────────────────────────────────────────────────────────╯ + +``` + +### catalog +``` + + Usage: datacontract catalog [OPTIONS] + + Create an html catalog of data contracts. + +╭─ Options ────────────────────────────────────────────────────────────────────╮ +│ --files TEXT Glob pattern for the data contract files to include in │ +│ the catalog. Applies recursively to any subfolders. │ +│ [default: *.yaml] │ +│ --output TEXT Output directory for the catalog html files. │ +│ [default: catalog/] │ +│ --schema TEXT The location (url or path) of the Data Contract │ +│ Specification JSON Schema │ +│ [default: │ +│ https://datacontract.com/datacontract.schema.json] │ +│ --help Show this message and exit. │ +╰──────────────────────────────────────────────────────────────────────────────╯ + +``` + +Examples: + +``` +# create a catalog right in the current folder +datacontract catalog --output "." + +# Create a catalog based on a filename convention +datacontract catalog --files "*.odcs.yaml" +``` + +### publish +``` + + Usage: datacontract publish [OPTIONS] [LOCATION] + + Publish the data contract to the Data Mesh Manager. + +╭─ Arguments ──────────────────────────────────────────────────────────────────╮ +│ location [LOCATION] The location (url or path) of the data contract │ +│ yaml. │ +│ [default: datacontract.yaml] │ +╰──────────────────────────────────────────────────────────────────────────────╯ +╭─ Options ────────────────────────────────────────────────────────────────────╮ +│ --schema TEXT The location (url or │ +│ path) of the Data │ +│ Contract Specification │ +│ JSON Schema │ +│ [default: │ +│ https://datacontract.c… │ +│ --ssl-verification --no-ssl-verification SSL verification when │ +│ publishing the data │ +│ contract. │ +│ [default: │ +│ ssl-verification] │ +│ --help Show this message and │ +│ exit. │ +╰──────────────────────────────────────────────────────────────────────────────╯ + +``` + +### api +``` + + Usage: datacontract api [OPTIONS] + + Start the datacontract CLI as server application with REST API. + The OpenAPI documentation as Swagger UI is available on http://localhost:4242. You can execute the commands directly from the Swagger UI. + To protect the API, you can set the environment variable DATACONTRACT_CLI_API_KEY to a secret API key. To authenticate, requests must include the header 'x-api-key' with the + correct API key. This is highly recommended, as data contract tests may be subject to SQL injections or leak sensitive information. + To connect to servers (such as a Snowflake data source), set the credentials as environment variables as documented in https://cli.datacontract.com/#test + +╭─ Options ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮ +│ --port INTEGER Bind socket to this port. [default: 4242] │ +│ --host TEXT Bind socket to this host. Hint: For running in docker, set it to 0.0.0.0 [default: 127.0.0.1] │ +│ --help Show this message and exit. │ +╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ + + +``` + +## Integrations + +| Integration | Option | Description | +|-----------------------|------------------------------|---------------------------------------------------------------------------------------------------------------| +| Data Mesh Manager | `--publish` | Push full results to the [Data Mesh Manager API](https://api.datamesh-manager.com/swagger/index.html) | +| Data Contract Manager | `--publish` | Push full results to the [Data Contract Manager API](https://api.datacontract-manager.com/swagger/index.html) | + +### Integration with Data Mesh Manager + +If you use [Data Mesh Manager](https://datamesh-manager.com/) or [Data Contract Manager](https://datacontract-manager.com/), you can use the data contract URL and append the `--publish` option to send and display the test results. Set an environment variable for your API key. + +```bash +# Fetch current data contract, execute tests on production, and publish result to data mesh manager +$ EXPORT DATAMESH_MANAGER_API_KEY=xxx +$ datacontract test https://demo.datamesh-manager.com/demo279750347121/datacontracts/4df9d6ee-e55d-4088-9598-b635b2fdcbbc/datacontract.yaml \ + --server production \ + --publish https://api.datamesh-manager.com/api/test-results +``` + +## Best Practices + +We share best practices in using the Data Contract CLI. + +### Data-first Approach + +Create a data contract based on the actual data. This is the fastest way to get started and to get feedback from the data consumers. + +1. Use an existing physical schema (e.g., SQL DDL) as a starting point to define your logical data model in the contract. Double check right after the import whether the actual data meets the imported logical data model. Just to be sure. + ```bash + $ datacontract import --format sql --source ddl.sql + $ datacontract test + ``` + +2. Add quality checks and additional type constraints one by one to the contract and make sure the + data still adheres to the contract. + ```bash + $ datacontract test + ``` + +3. Make sure that all the best practices for a `datacontract.yaml` are met using the linter. You + probably forgot to document some fields and add the terms and conditions. + ```bash + $ datacontract lint + ``` + +4. Set up a CI pipeline that executes daily for continuous quality checks. You can also report the + test results to tools like [Data Mesh Manager](https://datamesh-manager.com) + ```bash + $ datacontract test --publish https://api.datamesh-manager.com/api/test-results + ``` + +### Contract-First + +Create a data contract based on the requirements from use cases. + +1. Start with a `datacontract.yaml` template. + ```bash + $ datacontract init + ``` + +2. Create the model and quality guarantees based on your business requirements. Fill in the terms, + descriptions, etc. Make sure you follow all best practices for a `datacontract.yaml` using the + linter. + ```bash + $ datacontract lint + ``` + +3. Use the export function to start building the providing data product as well as the integration + into the consuming data products. + ```bash + # data provider + $ datacontract export --format dbt + # data consumer + $ datacontract export --format dbt-sources + $ datacontract export --format dbt-staging-sql + ``` + +4. Test that your data product implementation adheres to the contract. + ```bash + $ datacontract test + ``` + +### Schema Evolution + +#### Non-breaking Changes +Examples: adding models or fields + +- Add the models or fields in the datacontract.yaml +- Increment the minor version of the datacontract.yaml on any change. Simply edit the datacontract.yaml for this. +- You need a policy that these changes are non-breaking. That means that one cannot use the star expression in SQL to query a table under contract. Make the consequences known. +- Fail the build in the Pull Request if a datacontract.yaml accidentally adds a breaking change even despite only a minor version change + ```bash + $ datacontract breaking datacontract-from-pr.yaml datacontract-from-main.yaml + ``` +- Create a changelog of this minor change. + ```bash + $ datacontract changelog datacontract-from-pr.yaml datacontract-from-main.yaml + ``` +#### Breaking Changes +Examples: Removing or renaming models and fields. + +- Remove or rename models and fields in the datacontract.yaml, and any other change that might be part of this new major version of this data contract. +- Increment the major version of the datacontract.yaml for this and create a new file for the major version. The reason being, that one needs to offer an upgrade path for the data consumers from the old to the new major version. +- As data consumers need to migrate, try to reduce the frequency of major versions by making multiple breaking changes together if possible. +- Be aware of the notice period in the data contract as this is the minimum amount of time you have to offer both the old and the new version for a migration path. +- Do not fear making breaking changes with data contracts. It's okay to do them in this controlled way. Really! +- Create a changelog of this major change. + ```bash + $ datacontract changelog datacontract-from-pr.yaml datacontract-from-main.yaml + ``` + +## Customizing Exporters and Importers + +### Custom Exporter +Using the exporter factory to add a new custom exporter +```python + +from datacontract.data_contract import DataContract +from datacontract.export.exporter import Exporter +from datacontract.export.exporter_factory import exporter_factory + + +# Create a custom class that implements export method +class CustomExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + result = { + "title": data_contract.info.title, + "version": data_contract.info.version, + "description": data_contract.info.description, + "email": data_contract.info.contact.email, + "url": data_contract.info.contact.url, + "model": model, + "model_columns": ", ".join(list(data_contract.models.get(model).fields.keys())), + "export_args": export_args, + "custom_args": export_args.get("custom_arg", ""), + } + return result + + +# Register the new custom class into factory +exporter_factory.register_exporter("custom_exporter", CustomExporter) + + +if __name__ == "__main__": + # Create a DataContract instance + data_contract = DataContract( + data_contract_file="/path/datacontract.yaml" + ) + # Call export + result = data_contract.export( + export_format="custom_exporter", model="orders", server="production", custom_arg="my_custom_arg" + ) + print(result) + +``` +Output +```python +{ + 'title': 'Orders Unit Test', + 'version': '1.0.0', + 'description': 'The orders data contract', + 'email': 'team-orders@example.com', + 'url': 'https://wiki.example.com/teams/checkout', + 'model': 'orders', + 'model_columns': 'order_id, order_total, order_status', + 'export_args': {'server': 'production', 'custom_arg': 'my_custom_arg'}, + 'custom_args': 'my_custom_arg' +} +``` + +### Custom Importer +Using the importer factory to add a new custom importer +```python + +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model +from datacontract.data_contract import DataContract +from datacontract.imports.importer import Importer +from datacontract.imports.importer_factory import importer_factory + +import json + +# Create a custom class that implements import_source method +class CustomImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> dict: + source_dict = json.loads(source) + data_contract_specification.id = source_dict.get("id_custom") + data_contract_specification.info.title = source_dict.get("title") + data_contract_specification.info.version = source_dict.get("version") + data_contract_specification.info.description = source_dict.get("description_from_app") + + for model in source_dict.get("models", []): + fields = {} + for column in model.get('columns'): + field = Field( + description=column.get('column_description'), + type=column.get('type') + ) + fields[column.get('name')] = field + + dc_model = Model( + description=model.get('description'), + fields= fields + ) + + data_contract_specification.models[model.get('name')] = dc_model + return data_contract_specification + + +# Register the new custom class into factory +importer_factory.register_importer("custom_company_importer", CustomImporter) + + +if __name__ == "__main__": + # Get a custom data from other app + json_from_custom_app = ''' + { + "id_custom": "uuid-custom", + "version": "0.0.2", + "title": "my_custom_imported_data", + "description_from_app": "Custom contract description", + "models": [ + { + "name": "model1", + "description": "model description from app", + "columns": [ + { + "name": "columnA", + "type": "varchar", + "column_description": "my_column description" + }, + { + "name": "columnB", + "type": "varchar", + "column_description": "my_columnB description" + } + ] + } + ] + } + ''' + # Create a DataContract instance + data_contract = DataContract() + + # Call import_from_source + result = data_contract.import_from_source( + format="custom_company_importer", + data_contract_specification=DataContract.init(), + source=json_from_custom_app + ) + print(result.to_yaml() ) +``` +Output + +```yaml +dataContractSpecification: 1.1.0 +id: uuid-custom +info: + title: my_custom_imported_data + version: 0.0.2 + description: Custom contract description +models: + model1: + fields: + columnA: + type: varchar + description: my_column description + columnB: + type: varchar + description: my_columnB description + +``` +## Development Setup + +Python base interpreter should be 3.11.x (unless working on 3.12 release candidate). + +```bash +# create venv +python3.11 -m venv venv +source venv/bin/activate + +# Install Requirements +pip install --upgrade pip setuptools wheel +pip install -e '.[dev]' +pre-commit install +pre-commit run --all-files +pytest +``` + + +### Docker Build + +```bash +docker build -t datacontract/cli . +docker run --rm -v ${PWD}:/home/datacontract datacontract/cli +``` + +#### Docker compose integration + +We've included a [docker-compose.yml](./docker-compose.yml) configuration to simplify the build, test, and deployment of the image. + +##### Building the Image with Docker Compose + +To build the Docker image using Docker Compose, run the following command: + +```bash +docker compose build +``` + +This command utilizes the `docker-compose.yml` to build the image, leveraging predefined settings such as the build context and Dockerfile location. This approach streamlines the image creation process, avoiding the need for manual build specifications each time. + +#### Testing the Image + +After building the image, you can test it directly with Docker Compose: + +```bash +docker compose run --rm datacontract --version +``` + +This command runs the container momentarily to check the version of the `datacontract` CLI. The `--rm` flag ensures that the container is automatically removed after the command executes, keeping your environment clean. + +## Use with pre-commit + +To run `datacontract-cli` as part of a [pre-commit](https://pre-commit.com/) workflow, add something like the below to the `repos` list in the project's `.pre-commit-config.yaml`: + +```yaml +repos: + - repo: https://github.com/datacontract/datacontract-cli + rev: "v0.10.9" + hooks: + - id: datacontract-lint + - id: datacontract-test + args: ["--server", "production"] +``` + +### Available Hook IDs + +| Hook ID | Description | Dependency | +| ----------------- | -------------------------------------------------- | ---------- | +| datacontract-lint | Runs the lint subcommand. | Python3 | +| datacontract-test | Runs the test subcommand. Please look at | Python3 | +| | [test](#test) section for all available arguments. | | + +## Release Steps + +1. Update the version in `pyproject.toml` +2. Have a look at the `CHANGELOG.md` +3. Create release commit manually +4. Execute `./release` +5. Wait until GitHub Release is created +6. Add the release notes to the GitHub Release + +## Contribution + +We are happy to receive your contributions. Propose your change in an issue or directly create a pull request with your improvements. + +## Companies using this tool + +- [INNOQ](https://innoq.com) +- [Data Catering](https://data.catering/) +- And many more. To add your company, please create a pull request. + +## Related Tools + +- [Data Contract Manager](https://www.datacontract-manager.com/) is a commercial tool to manage data contracts. It contains a web UI, access management, and data governance for a full enterprise data marketplace. +- [Data Contract GPT](https://gpt.datacontract.com) is a custom GPT that can help you write data contracts. +- [Data Contract Editor](https://editor.datacontract.com) is an editor for Data Contracts, including a live html preview. +- [Data Contract Playground](https://data-catering.github.io/data-contract-playground/) allows you to validate and export your data contract to different formats within your browser. + +## License + +[MIT License](LICENSE) + +## Credits + +Created by [Stefan Negele](https://www.linkedin.com/in/stefan-negele-573153112/) and [Jochen Christ](https://www.linkedin.com/in/jochenchrist/). + + + + diff --git a/datacontract-cli/_config.yml b/datacontract-cli/_config.yml new file mode 100644 index 000000000..91f57cadb --- /dev/null +++ b/datacontract-cli/_config.yml @@ -0,0 +1,5 @@ +plugins: + - jekyll-sitemap +markdown: kramdown +name: "Data Contract CLI" +title: null diff --git a/datacontract-cli/_layouts/default.html b/datacontract-cli/_layouts/default.html new file mode 100644 index 000000000..45ca9343a --- /dev/null +++ b/datacontract-cli/_layouts/default.html @@ -0,0 +1,68 @@ + + + + + + + + + + + + + {% seo %} + + + + +
+ {% if site.title and site.title != page.title %} +

{{ site.title }}

+ {% endif %} + + {{ content }} + + {% if site.github.private != true and site.github.license %} +
+ This site is open source. {% github_edit_link "Improve this page" %}. +
+ {% endif %} +
+ + + + {% if site.google_analytics %} + + {% endif %} + + + + + diff --git a/datacontract-cli/datacontract/__init__.py b/datacontract-cli/datacontract/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/datacontract-cli/datacontract/api.py b/datacontract-cli/datacontract/api.py new file mode 100644 index 000000000..422016083 --- /dev/null +++ b/datacontract-cli/datacontract/api.py @@ -0,0 +1,253 @@ +import logging +import os +from typing import Annotated, Optional + +import typer +from fastapi import Body, Depends, FastAPI, HTTPException, Query, status +from fastapi.responses import PlainTextResponse +from fastapi.security.api_key import APIKeyHeader + +from datacontract.data_contract import DataContract, ExportFormat +from datacontract.model.run import Run + +DATA_CONTRACT_EXAMPLE_PAYLOAD = """dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 2.0.0 + owner: Sales Team +servers: + production: + type: s3 + location: s3://datacontract-example-orders-latest/v2/{model}/*.json + format: json + delimiter: new_line +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + type: string + primaryKey: true + order_timestamp: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + examples: + - "2024-09-09T08:30:00Z" + order_total: + description: Total amount the smallest monetary unit (e.g., cents). + type: long + required: true + examples: + - 9999 + quality: + - type: sql + description: 95% of all order total values are expected to be between 10 and 499 EUR. + query: | + SELECT quantile_cont(order_total, 0.95) AS percentile_95 + FROM orders + mustBeBetween: [1000, 99900] + customer_id: + description: Unique identifier for the customer. + type: text + minLength: 10 + maxLength: 20 +""" + +app = FastAPI( + docs_url="/", + title="Data Contract CLI API", + summary="You can use the API to test, export, and lint your data contracts.", + license_info={ + "name": "MIT License", + "identifier": "MIT", + }, + contact={"name": "Data Contract CLI", "url": "https://cli.datacontract.com/"}, + openapi_tags=[ + { + "name": "test", + "externalDocs": { + "description": "Documentation", + "url": "https://cli.datacontract.com/#test", + }, + }, + { + "name": "lint", + "externalDocs": { + "description": "Documentation", + "url": "https://cli.datacontract.com/#lint", + }, + }, + { + "name": "export", + "externalDocs": { + "description": "Documentation", + "url": "https://cli.datacontract.com/#export", + }, + }, + ], +) + +api_key_header = APIKeyHeader( + name="x-api-key", + auto_error=False, # this makes authentication optional +) + + +def check_api_key(api_key_header: str | None): + correct_api_key = os.getenv("DATACONTRACT_CLI_API_KEY") + if correct_api_key is None or correct_api_key == "": + logging.info("Environment variable DATACONTRACT_CLI_API_KEY is not set. Skip API key check.") + return + if api_key_header is None or api_key_header == "": + logging.info("The API key is missing.") + raise HTTPException( + status_code=status.HTTP_401_UNAUTHORIZED, + detail="Missing API key. Use Header 'x-api-key' to provide the API key.", + ) + if api_key_header != correct_api_key: + logging.info("The provided API key is not correct.") + raise HTTPException( + status_code=status.HTTP_403_FORBIDDEN, + detail="The provided API key is not correct.", + ) + logging.info("Request authenticated with API key.") + pass + + +@app.post( + "/test", + tags=["test"], + summary="Run data contract tests", + description=""" + Run schema and quality tests. Data Contract CLI connects to the data sources configured in the server section. + This usually requires credentials to access the data sources. + Credentials must be provided via environment variables when running the web server. + POST the data contract YAML as payload. + """, + responses={ + 401: { + "description": "Unauthorized (when an environment variable DATACONTRACT_CLI_API_KEY is configured).", + "content": { + "application/json": { + "examples": { + "api_key_missing": { + "summary": "API key Missing", + "value": {"detail": "Missing API key. Use Header 'x-api-key' to provide the API key."}, + }, + "api_key_wrong": { + "summary": "API key Wrong", + "value": {"detail": "The provided API key is not correct."}, + }, + } + } + }, + }, + }, + response_model_exclude_none=True, + response_model_exclude_unset=True, +) +async def test( + body: Annotated[ + str, + Body( + title="Data Contract YAML", + media_type="application/yaml", + examples=[DATA_CONTRACT_EXAMPLE_PAYLOAD], + ), + ], + api_key: Annotated[str | None, Depends(api_key_header)] = None, + server: Annotated[ + str | None, + Query( + example="production", + description="The server name to test. Optional, if there is only one server.", + ), + ] = None, +) -> Run: + check_api_key(api_key) + logging.info("Testing data contract...") + logging.info(body) + return DataContract(data_contract_str=body, server=server).test() + + +@app.post( + "/lint", + tags=["lint"], + summary="Validate that the datacontract.yaml is correctly formatted.", + description="""Validate that the datacontract.yaml is correctly formatted.""", +) +async def lint( + body: Annotated[ + str, + Body( + title="Data Contract YAML", + media_type="application/yaml", + examples=[DATA_CONTRACT_EXAMPLE_PAYLOAD], + ), + ], + schema: Annotated[ + str | None, + Query( + example="https://datacontract.com/datacontract.schema.json", + description="The schema to use for validation. This must be a URL.", + ), + ] = None, +): + data_contract = DataContract(data_contract_str=body, schema_location=schema) + lint_result = data_contract.lint() + return {"result": lint_result.result, "checks": lint_result.checks} + + +@app.post( + "/export", + tags=["export"], + summary="Convert data contract to a specific format.", + response_class=PlainTextResponse, +) +def export( + body: Annotated[ + str, + Body( + title="Data Contract YAML", + media_type="application/yaml", + examples=[DATA_CONTRACT_EXAMPLE_PAYLOAD], + ), + ], + format: Annotated[ExportFormat, typer.Option(help="The export format.")], + server: Annotated[ + str | None, + Query( + example="production", + description="The server name to export. Optional, if there is only one server.", + ), + ] = None, + model: Annotated[ + str | None, + Query( + description="Use the key of the model in the data contract yaml file " + "to refer to a model, e.g., `orders`, or `all` for all " + "models (default).", + ), + ] = "all", + rdf_base: Annotated[ + Optional[str], + typer.Option(help="[rdf] The base URI used to generate the RDF graph.", rich_help_panel="RDF Options"), + ] = None, + sql_server_type: Annotated[ + Optional[str], + Query( + description="[sql] The server type to determine the sql dialect. By default, it uses 'auto' to automatically detect the sql dialect via the specified servers in the data contract.", + ), + ] = None, +): + result = DataContract(data_contract_str=body, server=server).export( + export_format=format, + model=model, + rdf_base=rdf_base, + sql_server_type=sql_server_type, + ) + + return result diff --git a/datacontract-cli/datacontract/breaking/breaking.py b/datacontract-cli/datacontract/breaking/breaking.py new file mode 100644 index 000000000..4263cf67b --- /dev/null +++ b/datacontract-cli/datacontract/breaking/breaking.py @@ -0,0 +1,546 @@ +from datacontract.breaking.breaking_change import BreakingChange, Location, Severity +from datacontract.breaking.breaking_rules import BreakingRules +from datacontract.model.data_contract_specification import Contact, DeprecatedQuality, Field, Info, Model, Terms + + +def info_breaking_changes( + old_info: Info, + new_info: Info, + new_path: str, + include_severities: [Severity], +) -> list[BreakingChange]: + results = list[BreakingChange]() + + composition = ["info"] + + if old_info and new_info: + info_definition_fields = vars(new_info) | new_info.model_extra | old_info.model_extra + + for info_definition_field in info_definition_fields.keys(): + if info_definition_field == "contact": + continue + + old_value = getattr(old_info, info_definition_field, None) + new_value = getattr(new_info, info_definition_field, None) + + rule_name = None + description = None + + if old_value is None and new_value is not None: + rule_name = f"info_{_camel_to_snake(info_definition_field)}_added" + description = f"added with value: `{new_value}`" + + elif old_value is not None and new_value is None: + rule_name = f"info_{_camel_to_snake(info_definition_field)}_removed" + description = "removed info property" + + elif old_value != new_value: + rule_name = f"info_{_camel_to_snake(info_definition_field)}_updated" + description = f"changed from `{old_value}` to `{new_value}`" + + if rule_name is not None: + severity = _get_rule(rule_name) + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition + [info_definition_field]), + ) + ) + + results.extend( + contact_breaking_changes( + old_contact=getattr(old_info, "contact", None), + new_contact=getattr(new_info, "contact", None), + composition=composition + ["contact"], + new_path=new_path, + include_severities=include_severities, + ) + ) + + return results + + +def contact_breaking_changes( + old_contact: Contact, + new_contact: Contact, + composition: list[str], + new_path: str, + include_severities: [Severity], +) -> list[BreakingChange]: + results = list[BreakingChange]() + + if not old_contact and new_contact: + rule_name = "contact_added" + severity = _get_rule(rule_name) + description = "added contact" + + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition), + ) + ) + + elif old_contact and not new_contact: + rule_name = "contact_removed" + severity = _get_rule(rule_name) + description = "removed contact" + + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition), + ) + ) + + elif old_contact and new_contact: + contact_definition_fields = vars(new_contact) | new_contact.model_extra | old_contact.model_extra + + for contact_definition_field in contact_definition_fields.keys(): + old_value = getattr(old_contact, contact_definition_field, None) + new_value = getattr(new_contact, contact_definition_field, None) + + rule_name = None + description = None + + if old_value is None and new_value is not None: + rule_name = f"contact_{_camel_to_snake(contact_definition_field)}_added" + description = f"added with value: `{new_value}`" + + elif old_value is not None and new_value is None: + rule_name = f"contact_{_camel_to_snake(contact_definition_field)}_removed" + description = "removed contact property" + + elif old_value != new_value: + rule_name = f"contact_{_camel_to_snake(contact_definition_field)}_updated" + description = f"changed from `{old_value}` to `{new_value}`" + + if rule_name is not None: + severity = _get_rule(rule_name) + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition + [contact_definition_field]), + ) + ) + + return results + + +def terms_breaking_changes( + old_terms: Terms, + new_terms: Terms, + new_path: str, + include_severities: [Severity], +) -> list[BreakingChange]: + results = list[BreakingChange]() + + composition = ["terms"] + + if not old_terms and new_terms: + rule_name = "terms_added" + severity = _get_rule(rule_name) + description = "added terms" + + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition), + ) + ) + elif old_terms and not new_terms: + rule_name = "terms_removed" + severity = _get_rule(rule_name) + description = "removed terms" + + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition), + ) + ) + + if old_terms and new_terms: + terms_definition_fields = vars(new_terms) | new_terms.model_extra | old_terms.model_extra + + for terms_definition_field in terms_definition_fields.keys(): + old_value = getattr(old_terms, terms_definition_field, None) + new_value = getattr(new_terms, terms_definition_field, None) + + rule_name = None + description = None + + if old_value is None and new_value is not None: + rule_name = f"terms_{_camel_to_snake(terms_definition_field)}_added" + description = f"added with value: `{new_value}`" + + elif old_value is not None and new_value is None: + rule_name = f"terms_{_camel_to_snake(terms_definition_field)}_removed" + description = "removed info property" + + elif old_value != new_value: + rule_name = f"terms_{_camel_to_snake(terms_definition_field)}_updated" + description = f"changed from `{old_value}` to `{new_value}`" + + if rule_name is not None: + severity = _get_rule(rule_name) + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition + [terms_definition_field]), + ) + ) + + return results + + +def quality_breaking_changes( + old_quality: DeprecatedQuality, + new_quality: DeprecatedQuality, + new_path: str, + include_severities: [Severity], +) -> list[BreakingChange]: + results = list[BreakingChange]() + + if not old_quality and new_quality: + rule_name = "quality_added" + severity = _get_rule(rule_name) + description = "added quality" + + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=["quality"]), + ) + ) + elif old_quality and not new_quality: + rule_name = "quality_removed" + severity = _get_rule(rule_name) + description = "removed quality" + + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=["quality"]), + ) + ) + + elif old_quality and new_quality: + if old_quality.type != new_quality.type: + rule_name = "quality_type_updated" + severity = _get_rule(rule_name) + description = f"changed from `{old_quality.type}` to `{new_quality.type}`" + + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=["quality", "type"]), + ) + ) + + if old_quality.specification != new_quality.specification: + rule_name = "quality_specification_updated" + severity = _get_rule(rule_name) + description = f"changed from `{old_quality.specification}` to `{new_quality.specification}`" + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=["quality", "specification"]), + ) + ) + + return results + + +def models_breaking_changes( + old_models: dict[str, Model], + new_models: dict[str, Model], + new_path: str, + include_severities: [Severity], +) -> list[BreakingChange]: + composition = ["models"] + results = list[BreakingChange]() + + for model_name, new_model in new_models.items(): + if model_name not in old_models.keys(): + rule_name = "model_added" + severity = _get_rule(rule_name) + if severity in include_severities: + results.append( + BreakingChange( + description="added the model", + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition + [model_name]), + ) + ) + + for model_name, old_model in old_models.items(): + if model_name not in new_models.keys(): + rule_name = "model_removed" + severity = _get_rule(rule_name) + if severity in include_severities: + results.append( + BreakingChange( + description="removed the model", + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition + [model_name]), + ) + ) + continue + + results.extend( + model_breaking_changes( + old_model=old_model, + new_model=new_models[model_name], + new_path=new_path, + composition=composition + [model_name], + include_severities=include_severities, + ) + ) + + return results + + +def model_breaking_changes( + old_model: Model, new_model: Model, new_path: str, composition: list[str], include_severities: [Severity] +) -> list[BreakingChange]: + results = list[BreakingChange]() + + model_definition_fields = vars(new_model) | new_model.model_extra | old_model.model_extra + + for model_definition_field in model_definition_fields.keys(): + if model_definition_field == "fields": + continue + + old_value = getattr(old_model, model_definition_field, None) + new_value = getattr(new_model, model_definition_field, None) + + rule_name = None + description = None + + if old_value is None and new_value is not None: + rule_name = f"model_{model_definition_field}_added" + description = f"added with value: `{new_value}`" + + elif old_value is not None and new_value is None: + rule_name = f"model_{model_definition_field}_removed" + description = "removed model property" + + elif old_value != new_value: + rule_name = f"model_{model_definition_field}_updated" + description = f"changed from `{old_value}` to `{new_value}`" + + if rule_name is not None: + severity = _get_rule(rule_name) + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition + [model_definition_field]), + ) + ) + + results.extend( + fields_breaking_changes( + old_fields=old_model.fields, + new_fields=new_model.fields, + new_path=new_path, + composition=composition + ["fields"], + include_severities=include_severities, + ) + ) + + return results + + +def fields_breaking_changes( + old_fields: dict[str, Field], + new_fields: dict[str, Field], + new_path: str, + composition: list[str], + include_severities: [Severity], +) -> list[BreakingChange]: + results = list[BreakingChange]() + + for field_name, new_field in new_fields.items(): + if field_name not in old_fields.keys(): + rule_name = "field_added" + severity = _get_rule(rule_name) + if severity in include_severities: + results.append( + BreakingChange( + description="added the field", + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition + [field_name]), + ) + ) + + for field_name, old_field in old_fields.items(): + if field_name not in new_fields.keys(): + rule_name = "field_removed" + severity = _get_rule(rule_name) + if severity in include_severities: + results.append( + BreakingChange( + description="removed the field", + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition + [field_name]), + ) + ) + continue + + results.extend( + field_breaking_changes( + old_field=old_field, + new_field=new_fields[field_name], + composition=composition + [field_name], + new_path=new_path, + include_severities=include_severities, + ) + ) + return results + + +def field_breaking_changes( + old_field: Field, + new_field: Field, + composition: list[str], + new_path: str, + include_severities: [Severity], +) -> list[BreakingChange]: + results = list[BreakingChange]() + + field_definition_fields = vars(new_field) | new_field.model_extra | old_field.model_extra + for field_definition_field in field_definition_fields.keys(): + if field_definition_field == "ref_obj": + continue + + old_value = getattr(old_field, field_definition_field, None) + new_value = getattr(new_field, field_definition_field, None) + + if field_definition_field == "fields": + results.extend( + fields_breaking_changes( + old_fields=old_field.fields, + new_fields=new_field.fields, + new_path=new_path, + composition=composition + [field_definition_field], + include_severities=include_severities, + ) + ) + continue + + if field_definition_field == "items" and old_field.type == "array" and new_field.type == "array": + results.extend( + field_breaking_changes( + old_field=old_value, + new_field=new_value, + composition=composition + ["items"], + new_path=new_path, + include_severities=include_severities, + ) + ) + continue + + rule_name = None + description = None + + # logic for enum, tags and other arrays + if isinstance(old_value, list) and isinstance(new_value, list): + if not old_value and new_value: + rule_name = f"field_{_camel_to_snake(field_definition_field)}_added" + description = f"added with value: `{new_value}`" + elif old_value and not new_value: + rule_name = f"field_{_camel_to_snake(field_definition_field)}_removed" + description = "removed field property" + elif sorted(old_value) != sorted(new_value): + rule_name = f"field_{_camel_to_snake(field_definition_field)}_updated" + description = f"changed from `{old_value}` to `{new_value}`" + + # logic for normal fields + elif old_value is None and new_value is not None: + rule_name = f"field_{_camel_to_snake(field_definition_field)}_added" + description = f"added with value: `{str(new_value).lower() if isinstance(new_value, bool) else new_value}`" + + elif old_value is not None and new_value is None: + rule_name = f"field_{_camel_to_snake(field_definition_field)}_removed" + description = "removed field property" + + elif old_value != new_value: + rule_name = f"field_{_camel_to_snake(field_definition_field)}_updated" + description = ( + f"changed from `{str(old_value).lower() if isinstance(old_value, bool) else old_value}` " + f"to `{str(new_value).lower() if isinstance(new_value, bool) else new_value}`" + ) + + if rule_name is not None: + severity = _get_rule(rule_name) + field_schema_name = "$ref" if field_definition_field == "ref" else field_definition_field + if severity in include_severities: + results.append( + BreakingChange( + description=description, + check_name=rule_name, + severity=severity, + location=Location(path=new_path, composition=composition + [field_schema_name]), + ) + ) + + return results + + +def _get_rule(rule_name) -> Severity: + try: + return getattr(BreakingRules, rule_name) + except AttributeError: + try: + first, *_, last = rule_name.split("_") + short_rule = "__".join([first, last]) + return getattr(BreakingRules, short_rule) + except AttributeError: + print(f"WARNING: Breaking Rule not found for {rule_name}!") + return Severity.ERROR + + +def _camel_to_snake(s): + s = s.replace("-", "_") + return "".join(["_" + c.lower() if c.isupper() else c for c in s]).lstrip("_") diff --git a/datacontract-cli/datacontract/breaking/breaking_change.py b/datacontract-cli/datacontract/breaking/breaking_change.py new file mode 100644 index 000000000..a9f76d9b8 --- /dev/null +++ b/datacontract-cli/datacontract/breaking/breaking_change.py @@ -0,0 +1,73 @@ +from enum import Enum +from typing import List + +from pydantic import BaseModel + + +class Severity(Enum): + ERROR = "error" + WARNING = "warning" + INFO = "info" + + def __str__(self) -> str: + return self.value + + +class Location(BaseModel): + path: str + composition: List[str] + + +class BreakingChange(BaseModel): + description: str + severity: Severity + check_name: str + location: Location + + def __str__(self) -> str: + return f"""{self.severity}\t\[{self.check_name}] at {self.location.path} + in {str.join(".", self.location.composition)} + {self.description}""" + + +class BreakingChanges(BaseModel): + breaking_changes: List[BreakingChange] + + def passed_checks(self) -> bool: + errors = len(list(filter(lambda x: x.severity == Severity.ERROR, self.breaking_changes))) + return errors == 0 + + def breaking_str(self) -> str: + changes_amount = len(self.breaking_changes) + errors = len(list(filter(lambda x: x.severity == Severity.ERROR, self.breaking_changes))) + warnings = len(list(filter(lambda x: x.severity == Severity.WARNING, self.breaking_changes))) + + headline = f"{changes_amount} breaking changes: {errors} error, {warnings} warning\n" + content = str.join("\n\n", map(lambda x: str(x), self.breaking_changes)) + + return headline + content + + def changelog_str(self) -> str: + changes_amount = len(self.breaking_changes) + errors = len(list(filter(lambda x: x.severity == Severity.ERROR, self.breaking_changes))) + warnings = len(list(filter(lambda x: x.severity == Severity.WARNING, self.breaking_changes))) + infos = len(list(filter(lambda x: x.severity == Severity.INFO, self.breaking_changes))) + + headline = f"{changes_amount} changes: {errors} error, {warnings} warning, {infos} info\n" + content = str.join("\n\n", map(lambda x: str(x), self.breaking_changes)) + + return headline + content + + +# +# [ +# { +# "description": "removed the field updated_at", +# "check_name": "field-removed", +# "severity": "error", +# "location": { +# "path": "./examples/breaking/datacontract-v2.yaml", +# "model": "my_table", +# } +# } +# ] diff --git a/datacontract-cli/datacontract/breaking/breaking_rules.py b/datacontract-cli/datacontract/breaking/breaking_rules.py new file mode 100644 index 000000000..51b0b937c --- /dev/null +++ b/datacontract-cli/datacontract/breaking/breaking_rules.py @@ -0,0 +1,130 @@ +from datacontract.breaking.breaking_change import Severity + + +class BreakingRules: + # model rules + model_added = Severity.INFO + model_removed = Severity.ERROR + + model_description_added = Severity.INFO + model_description_removed = Severity.INFO + model_description_updated = Severity.INFO + + model_type_updated = Severity.ERROR + + model__removed = Severity.INFO # To support model extension keys + model__added = Severity.INFO + model__updated = Severity.INFO + + # field rules + field_added = Severity.INFO + field_removed = Severity.ERROR + + field_ref_added = Severity.WARNING + field_ref_removed = Severity.WARNING + field_ref_updated = Severity.WARNING + + field_title_added = Severity.INFO + field_title_removed = Severity.INFO + field_title_updated = Severity.INFO + + field_type_added = Severity.WARNING + field_type_removed = Severity.WARNING + field_type_updated = Severity.ERROR + + field_format_added = Severity.WARNING + field_format_removed = Severity.WARNING + field_format_updated = Severity.ERROR + + field_required_updated = Severity.ERROR + + field_primary_added = Severity.WARNING + field_primary_removed = Severity.WARNING + field_primary_updated = Severity.WARNING + + field_primary_key_added = Severity.WARNING + field_primary_key_removed = Severity.WARNING + field_primary_key_updated = Severity.WARNING + + field_references_added = Severity.WARNING + field_references_removed = Severity.WARNING + field_references_updated = Severity.WARNING + + field_unique_updated = Severity.ERROR + + field_description_added = Severity.INFO + field_description_removed = Severity.INFO + field_description_updated = Severity.INFO + + field_pii_added = Severity.WARNING + field_pii_removed = Severity.ERROR + field_pii_updated = Severity.ERROR + + field_classification_added = Severity.WARNING + field_classification_removed = Severity.ERROR + field_classification_updated = Severity.ERROR + + field_pattern_added = Severity.WARNING + field_pattern_removed = Severity.ERROR + field_pattern_updated = Severity.ERROR + + field_min_length_added = Severity.WARNING + field_min_length_removed = Severity.WARNING + field_min_length_updated = Severity.ERROR + + field_max_length_added = Severity.WARNING + field_max_length_removed = Severity.WARNING + field_max_length_updated = Severity.ERROR + + field_minimum_added = Severity.WARNING + field_minimum_removed = Severity.WARNING + field_minimum_updated = Severity.ERROR + + field_exclusive_minimum_added = Severity.WARNING + field_exclusive_minimum_removed = Severity.WARNING + field_exclusive_minimum_updated = Severity.ERROR + + field_maximum_added = Severity.WARNING + field_maximum_removed = Severity.WARNING + field_maximum_updated = Severity.ERROR + + field_exclusive_maximum_added = Severity.WARNING + field_exclusive_maximum_removed = Severity.WARNING + field_exclusive_maximum_updated = Severity.ERROR + + field_enum_added = Severity.WARNING + field_enum_removed = Severity.INFO + field_enum_updated = Severity.ERROR + + field_tags_added = Severity.INFO + field_tags_removed = Severity.INFO + field_tags_updated = Severity.INFO + + field_example_added = Severity.INFO + field_example_updated = Severity.INFO + field_example_removed = Severity.INFO + + field__removed = Severity.INFO # To support field extension keys + field__added = Severity.INFO + field__updated = Severity.INFO + + # quality Rules + quality_added = Severity.INFO + quality_removed = Severity.WARNING + + quality_type_updated = Severity.WARNING + quality_specification_updated = Severity.WARNING + + # info rules + info__added = Severity.INFO # will match `info__added` etc + info__removed = Severity.INFO + info__updated = Severity.INFO + + contact__added = Severity.INFO + contact__removed = Severity.INFO + contact__updated = Severity.INFO + + # terms rules + terms__added = Severity.INFO + terms__removed = Severity.INFO + terms__updated = Severity.INFO diff --git a/datacontract-cli/datacontract/catalog/catalog.py b/datacontract-cli/datacontract/catalog/catalog.py new file mode 100644 index 000000000..99de87dd3 --- /dev/null +++ b/datacontract-cli/datacontract/catalog/catalog.py @@ -0,0 +1,78 @@ +from dataclasses import dataclass +from datetime import datetime +from pathlib import Path + +import pytz +from jinja2 import Environment, PackageLoader, select_autoescape + +from datacontract.data_contract import DataContract +from datacontract.export.html_export import get_version +from datacontract.model.data_contract_specification import DataContractSpecification + + +def create_data_contract_html(contracts, file: Path, path: Path, schema: str): + data_contract = DataContract( + data_contract_file=f"{file.absolute()}", inline_definitions=True, inline_quality=True, schema_location=schema + ) + html = data_contract.export(export_format="html") + spec = data_contract.get_data_contract_specification() + file_without_suffix = file.with_suffix(".html") + html_filepath = path / file_without_suffix + html_filepath.parent.mkdir(parents=True, exist_ok=True) + with open(html_filepath, "w") as f: + f.write(html) + contracts.append( + DataContractView( + html_filepath=html_filepath, + html_link=file_without_suffix, + spec=spec, + ) + ) + print(f"Created {html_filepath}") + + +@dataclass +class DataContractView: + """Class for keeping track of an item in inventory.""" + + html_filepath: Path + html_link: Path + spec: DataContractSpecification + + +def create_index_html(contracts, path): + index_filepath = path / "index.html" + with open(index_filepath, "w") as f: + # Load templates from templates folder + package_loader = PackageLoader("datacontract", "templates") + env = Environment( + loader=package_loader, + autoescape=select_autoescape( + enabled_extensions="html", + default_for_string=True, + ), + ) + + # Load the required template + # needs to be included in /MANIFEST.in + template = env.get_template("index.html") + + # needs to be included in /MANIFEST.in + style_content, _, _ = package_loader.get_source(env, "style/output.css") + + tz = pytz.timezone("UTC") + now = datetime.now(tz) + formatted_date = now.strftime("%d %b %Y %H:%M:%S UTC") + datacontract_cli_version = get_version() + + # Render the template with necessary data + html_string = template.render( + style=style_content, + formatted_date=formatted_date, + datacontract_cli_version=datacontract_cli_version, + contracts=contracts, + contracts_size=len(contracts), + owners=sorted(set(dc.spec.info.owner for dc in contracts if dc.spec.info.owner)), + ) + f.write(html_string) + print(f"Created {index_filepath}") diff --git a/datacontract-cli/datacontract/cli.py b/datacontract-cli/datacontract/cli.py new file mode 100644 index 000000000..7af97463e --- /dev/null +++ b/datacontract-cli/datacontract/cli.py @@ -0,0 +1,491 @@ +import os +from importlib import metadata +from pathlib import Path +from typing import Iterable, List, Optional + +import typer +from click import Context +from rich.console import Console +from typer.core import TyperGroup +from typing_extensions import Annotated + +from datacontract.catalog.catalog import create_data_contract_html, create_index_html +from datacontract.data_contract import DataContract, ExportFormat +from datacontract.imports.importer import ImportFormat +from datacontract.init.init_template import get_init_template +from datacontract.integration.datamesh_manager import ( + publish_data_contract_to_datamesh_manager, +) +from datacontract.lint.resolve import resolve_data_contract_dict +from datacontract.output.output_format import OutputFormat +from datacontract.output.test_results_writer import write_test_result + +console = Console() + + +class OrderedCommands(TyperGroup): + def list_commands(self, ctx: Context) -> Iterable[str]: + return self.commands.keys() + + +app = typer.Typer( + cls=OrderedCommands, + no_args_is_help=True, + add_completion=False, +) + + +def version_callback(value: bool): + if value: + console.print(metadata.version("datacontract-cli")) + raise typer.Exit() + + +@app.callback() +def common( + ctx: typer.Context, + version: bool = typer.Option( + None, + "--version", + help="Prints the current version.", + callback=version_callback, + is_eager=True, + ), +): + """ + The datacontract CLI is an open source command-line tool for working with Data Contracts (https://datacontract.com). + + It uses data contract YAML files to lint the data contract, + connect to data sources and execute schema and quality tests, + detect breaking changes, and export to different formats. + """ + pass + + +@app.command() +def init( + location: Annotated[ + str, typer.Argument(help="The location of the data contract file to create.") + ] = "datacontract.yaml", + template: Annotated[str, typer.Option(help="URL of a template or data contract")] = None, + overwrite: Annotated[bool, typer.Option(help="Replace the existing datacontract.yaml")] = False, +): + """ + Create an empty data contract. + """ + if not overwrite and os.path.exists(location): + console.print("File already exists, use --overwrite to overwrite") + raise typer.Exit(code=1) + template_str = get_init_template(template) + with open(location, "w") as f: + f.write(template_str) + console.print("📄 data contract written to " + location) + + +@app.command() +def lint( + location: Annotated[ + str, + typer.Argument(help="The location (url or path) of the data contract yaml."), + ] = "datacontract.yaml", + schema: Annotated[ + str, + typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), + ] = None, + output: Annotated[ + Path, + typer.Option( + help="Specify the file path where the test results should be written to (e.g., './test-results/TEST-datacontract.xml'). If no path is provided, the output will be printed to stdout." + ), + ] = None, + output_format: Annotated[OutputFormat, typer.Option(help="The target format for the test results.")] = None, +): + """ + Validate that the datacontract.yaml is correctly formatted. + """ + run = DataContract(data_contract_file=location, schema_location=schema).lint() + write_test_result(run, console, output_format, output) + + +@app.command() +def test( + location: Annotated[ + str, + typer.Argument(help="The location (url or path) of the data contract yaml."), + ] = "datacontract.yaml", + schema: Annotated[ + str, + typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), + ] = None, + server: Annotated[ + str, + typer.Option( + help="The server configuration to run the schema and quality tests. " + "Use the key of the server object in the data contract yaml file " + "to refer to a server, e.g., `production`, or `all` for all " + "servers (default)." + ), + ] = "all", + publish: Annotated[str, typer.Option(help="The url to publish the results after the test")] = None, + output: Annotated[ + Path, + typer.Option( + help="Specify the file path where the test results should be written to (e.g., './test-results/TEST-datacontract.xml')." + ), + ] = None, + output_format: Annotated[OutputFormat, typer.Option(help="The target format for the test results.")] = None, + logs: Annotated[bool, typer.Option(help="Print logs")] = False, + ssl_verification: Annotated[ + bool, + typer.Option(help="SSL verification when publishing the data contract."), + ] = True, +): + """ + Run schema and quality tests on configured servers. + """ + console.print(f"Testing {location}") + if server == "all": + server = None + run = DataContract( + data_contract_file=location, + schema_location=schema, + publish_url=publish, + server=server, + ssl_verification=ssl_verification, + ).test() + if logs: + _print_logs(run) + write_test_result(run, console, output_format, output) + + +@app.command() +def export( + format: Annotated[ExportFormat, typer.Option(help="The export format.")], + output: Annotated[ + Path, + typer.Option( + help="Specify the file path where the exported data will be saved. If no path is provided, the output will be printed to stdout." + ), + ] = None, + server: Annotated[str, typer.Option(help="The server name to export.")] = None, + model: Annotated[ + str, + typer.Option( + help="Use the key of the model in the data contract yaml file " + "to refer to a model, e.g., `orders`, or `all` for all " + "models (default)." + ), + ] = "all", + # TODO: this should be a subcommand + rdf_base: Annotated[ + Optional[str], + typer.Option( + help="[rdf] The base URI used to generate the RDF graph.", + rich_help_panel="RDF Options", + ), + ] = None, + # TODO: this should be a subcommand + sql_server_type: Annotated[ + Optional[str], + typer.Option( + help="[sql] The server type to determine the sql dialect. By default, it uses 'auto' to automatically detect the sql dialect via the specified servers in the data contract.", + rich_help_panel="SQL Options", + ), + ] = "auto", + location: Annotated[ + str, + typer.Argument(help="The location (url or path) of the data contract yaml."), + ] = "datacontract.yaml", + schema: Annotated[ + str, + typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), + ] = None, + # TODO: this should be a subcommand + engine: Annotated[ + Optional[str], + typer.Option(help="[engine] The engine used for great expection run."), + ] = None, + # TODO: this should be a subcommand + template: Annotated[ + Optional[Path], + typer.Option(help="[custom] The file path of Jinja template."), + ] = None, +): + """ + Convert data contract to a specific format. Saves to file specified by `output` option if present, otherwise prints to stdout. + """ + # TODO exception handling + result = DataContract(data_contract_file=location, schema_location=schema, server=server).export( + export_format=format, + model=model, + server=server, + rdf_base=rdf_base, + sql_server_type=sql_server_type, + engine=engine, + template=template, + ) + # Don't interpret console markup in output. + if output is None: + console.print(result, markup=False, soft_wrap=True) + else: + with output.open(mode="w", encoding="utf-8") as f: + f.write(result) + console.print(f"Written result to {output}") + + +@app.command(name="import") +def import_( + format: Annotated[ImportFormat, typer.Option(help="The format of the source file.")], + output: Annotated[ + Path, + typer.Option( + help="Specify the file path where the Data Contract will be saved. If no path is provided, the output will be printed to stdout." + ), + ] = None, + source: Annotated[ + Optional[str], + typer.Option(help="The path to the file or Glue Database that should be imported."), + ] = None, + dialect: Annotated[ + Optional[str], + typer.Option(help="The SQL dialect to use when importing SQL files, e.g., postgres, tsql, bigquery."), + ] = None, + glue_table: Annotated[ + Optional[List[str]], + typer.Option( + help="List of table ids to import from the Glue Database (repeat for multiple table ids, leave empty for all tables in the dataset)." + ), + ] = None, + bigquery_project: Annotated[Optional[str], typer.Option(help="The bigquery project id.")] = None, + bigquery_dataset: Annotated[Optional[str], typer.Option(help="The bigquery dataset id.")] = None, + bigquery_table: Annotated[ + Optional[List[str]], + typer.Option( + help="List of table ids to import from the bigquery API (repeat for multiple table ids, leave empty for all tables in the dataset)." + ), + ] = None, + unity_table_full_name: Annotated[ + Optional[str], typer.Option(help="Full name of a table in the unity catalog") + ] = None, + dbt_model: Annotated[ + Optional[List[str]], + typer.Option( + help="List of models names to import from the dbt manifest file (repeat for multiple models names, leave empty for all models in the dataset)." + ), + ] = None, + dbml_schema: Annotated[ + Optional[List[str]], + typer.Option( + help="List of schema names to import from the DBML file (repeat for multiple schema names, leave empty for all tables in the file)." + ), + ] = None, + dbml_table: Annotated[ + Optional[List[str]], + typer.Option( + help="List of table names to import from the DBML file (repeat for multiple table names, leave empty for all tables in the file)." + ), + ] = None, + iceberg_table: Annotated[ + Optional[str], + typer.Option(help="Table name to assign to the model created from the Iceberg schema."), + ] = None, + template: Annotated[ + Optional[str], + typer.Option(help="The location (url or path) of the Data Contract Specification Template"), + ] = None, + schema: Annotated[ + str, + typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), + ] = None, +): + """ + Create a data contract from the given source location. Saves to file specified by `output` option if present, otherwise prints to stdout. + """ + result = DataContract().import_from_source( + format=format, + source=source, + template=template, + schema=schema, + dialect=dialect, + glue_table=glue_table, + bigquery_table=bigquery_table, + bigquery_project=bigquery_project, + bigquery_dataset=bigquery_dataset, + unity_table_full_name=unity_table_full_name, + dbt_model=dbt_model, + dbml_schema=dbml_schema, + dbml_table=dbml_table, + iceberg_table=iceberg_table, + ) + if output is None: + console.print(result.to_yaml(), markup=False, soft_wrap=True) + else: + with output.open(mode="w", encoding="utf-8") as f: + f.write(result.to_yaml()) + console.print(f"Written result to {output}") + + +@app.command(name="publish") +def publish( + location: Annotated[ + str, + typer.Argument(help="The location (url or path) of the data contract yaml."), + ] = "datacontract.yaml", + schema: Annotated[ + str, + typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), + ] = None, + ssl_verification: Annotated[ + bool, + typer.Option(help="SSL verification when publishing the data contract."), + ] = True, +): + """ + Publish the data contract to the Data Mesh Manager. + """ + publish_data_contract_to_datamesh_manager( + data_contract_dict=resolve_data_contract_dict(location), + ssl_verification=ssl_verification, + ) + + +@app.command(name="catalog") +def catalog( + files: Annotated[ + Optional[str], + typer.Option( + help="Glob pattern for the data contract files to include in the catalog. Applies recursively to any subfolders." + ), + ] = "*.yaml", + output: Annotated[Optional[str], typer.Option(help="Output directory for the catalog html files.")] = "catalog/", + schema: Annotated[ + str, + typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), + ] = None, +): + """ + Create a html catalog of data contracts. + """ + path = Path(output) + path.mkdir(parents=True, exist_ok=True) + console.print(f"Created {output}") + + contracts = [] + for file in Path().rglob(files): + try: + create_data_contract_html(contracts, file, path, schema) + except Exception as e: + console.print(f"Skipped {file} due to error: {e}") + + create_index_html(contracts, path) + + +@app.command() +def breaking( + location_old: Annotated[ + str, + typer.Argument(help="The location (url or path) of the old data contract yaml."), + ], + location_new: Annotated[ + str, + typer.Argument(help="The location (url or path) of the new data contract yaml."), + ], +): + """ + Identifies breaking changes between data contracts. Prints to stdout. + """ + + # TODO exception handling + result = DataContract(data_contract_file=location_old, inline_definitions=True).breaking( + DataContract(data_contract_file=location_new, inline_definitions=True) + ) + + console.print(result.breaking_str()) + + if not result.passed_checks(): + raise typer.Exit(code=1) + + +@app.command() +def changelog( + location_old: Annotated[ + str, + typer.Argument(help="The location (url or path) of the old data contract yaml."), + ], + location_new: Annotated[ + str, + typer.Argument(help="The location (url or path) of the new data contract yaml."), + ], +): + """ + Generate a changelog between data contracts. Prints to stdout. + """ + + # TODO exception handling + result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog( + DataContract(data_contract_file=location_new, inline_definitions=True) + ) + + console.print(result.changelog_str()) + + +@app.command() +def diff( + location_old: Annotated[ + str, + typer.Argument(help="The location (url or path) of the old data contract yaml."), + ], + location_new: Annotated[ + str, + typer.Argument(help="The location (url or path) of the new data contract yaml."), + ], +): + """ + PLACEHOLDER. Currently works as 'changelog' does. + """ + + # TODO change to diff output, not the changelog entries + result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog( + DataContract(data_contract_file=location_new, inline_definitions=True) + ) + + console.print(result.changelog_str()) + + +@app.command() +def api( + port: Annotated[int, typer.Option(help="Bind socket to this port.")] = 4242, + host: Annotated[ + str, typer.Option(help="Bind socket to this host. Hint: For running in docker, set it to 0.0.0.0") + ] = "127.0.0.1", +): + """ + Start the datacontract CLI as server application with REST API. + + The OpenAPI documentation as Swagger UI is available on http://localhost:4242. + You can execute the commands directly from the Swagger UI. + + To protect the API, you can set the environment variable DATACONTRACT_CLI_API_KEY to a secret API key. + To authenticate, requests must include the header 'x-api-key' with the correct API key. + This is highly recommended, as data contract tests may be subject to SQL injections or leak sensitive information. + + To connect to servers (such as a Snowflake data source), set the credentials as environment variables as documented in + https://cli.datacontract.com/#test + """ + import uvicorn + from uvicorn.config import LOGGING_CONFIG + + log_config = LOGGING_CONFIG + log_config["root"] = {"level": "INFO"} + + uvicorn.run(app="datacontract.api:app", port=port, host=host, reload=True, log_config=LOGGING_CONFIG) + + +def _print_logs(run): + console.print("\nLogs:") + for log in run.logs: + console.print(log.timestamp.strftime("%y-%m-%d %H:%M:%S"), log.level.ljust(5), log.message) + + +if __name__ == "__main__": + app() diff --git a/datacontract-cli/datacontract/data_contract.py b/datacontract-cli/datacontract/data_contract.py new file mode 100644 index 000000000..1cef91500 --- /dev/null +++ b/datacontract-cli/datacontract/data_contract.py @@ -0,0 +1,273 @@ +import logging +import typing + +if typing.TYPE_CHECKING: + from pyspark.sql import SparkSession + +from datacontract.breaking.breaking import ( + info_breaking_changes, + models_breaking_changes, + quality_breaking_changes, + terms_breaking_changes, +) +from datacontract.breaking.breaking_change import BreakingChange, BreakingChanges, Severity +from datacontract.engines.data_contract_test import execute_data_contract_test +from datacontract.export.exporter import ExportFormat +from datacontract.export.exporter_factory import exporter_factory +from datacontract.imports.importer_factory import importer_factory +from datacontract.init.init_template import get_init_template +from datacontract.integration.datamesh_manager import publish_test_results_to_datamesh_manager +from datacontract.lint import resolve +from datacontract.lint.linters.description_linter import DescriptionLinter +from datacontract.lint.linters.field_pattern_linter import FieldPatternLinter +from datacontract.lint.linters.field_reference_linter import FieldReferenceLinter +from datacontract.lint.linters.notice_period_linter import NoticePeriodLinter +from datacontract.lint.linters.quality_schema_linter import QualityUsesSchemaLinter +from datacontract.lint.linters.valid_constraints_linter import ValidFieldConstraintsLinter +from datacontract.model.data_contract_specification import DataContractSpecification +from datacontract.model.exceptions import DataContractException +from datacontract.model.run import Check, ResultEnum, Run + + +class DataContract: + def __init__( + self, + data_contract_file: str = None, + data_contract_str: str = None, + data_contract: DataContractSpecification = None, + schema_location: str = None, + server: str = None, + publish_url: str = None, + spark: "SparkSession" = None, + inline_definitions: bool = True, + inline_quality: bool = True, + ssl_verification: bool = True, + ): + self._data_contract_file = data_contract_file + self._data_contract_str = data_contract_str + self._data_contract = data_contract + self._schema_location = schema_location + self._server = server + self._publish_url = publish_url + self._spark = spark + self._inline_definitions = inline_definitions + self._inline_quality = inline_quality + self._ssl_verification = ssl_verification + self.all_linters = { + QualityUsesSchemaLinter(), + FieldPatternLinter(), + FieldReferenceLinter(), + NoticePeriodLinter(), + ValidFieldConstraintsLinter(), + DescriptionLinter(), + } + + @classmethod + def init(cls, template: typing.Optional[str], schema: typing.Optional[str] = None) -> DataContractSpecification: + template_str = get_init_template(template) + return resolve.resolve_data_contract(data_contract_str=template_str, schema_location=schema) + + def lint(self, enabled_linters: typing.Union[str, set[str]] = "all") -> Run: + """Lint the data contract by deserializing the contract and checking the schema, as well as calling the configured linters. + + enabled_linters can be either "all" or "none", or a set of linter IDs. The "schema" linter is always enabled, even with enabled_linters="none". + """ + run = Run.create_run() + try: + run.log_info("Linting data contract") + data_contract = resolve.resolve_data_contract( + self._data_contract_file, + self._data_contract_str, + self._data_contract, + self._schema_location, + inline_definitions=self._inline_definitions, + inline_quality=self._inline_quality, + ) + run.checks.append( + Check( + type="lint", + result=ResultEnum.passed, + name="Data contract is syntactically valid", + engine="datacontract", + ) + ) + if enabled_linters == "none": + linters_to_check = set() + elif enabled_linters == "all": + linters_to_check = self.all_linters + elif isinstance(enabled_linters, set): + linters_to_check = {linter for linter in self.all_linters if linter.id in enabled_linters} + else: + raise RuntimeError(f"Unknown argument enabled_linters={enabled_linters} for lint()") + for linter in linters_to_check: + try: + run.checks.extend(linter.lint(data_contract)) + except Exception as e: + run.checks.append( + Check( + type="general", + result=ResultEnum.error, + name=f"Linter '{linter.name}'", + reason=str(e), + engine="datacontract", + ) + ) + run.dataContractId = data_contract.id + run.dataContractVersion = data_contract.info.version + except DataContractException as e: + run.checks.append( + Check(type=e.type, result=e.result, name=e.name, reason=e.reason, engine=e.engine, details="") + ) + run.log_error(str(e)) + except Exception as e: + run.checks.append( + Check( + type="general", + result=ResultEnum.error, + name="Check Data Contract", + reason=str(e), + engine="datacontract", + ) + ) + run.log_error(str(e)) + run.finish() + return run + + def test(self) -> Run: + run = Run.create_run() + try: + run.log_info("Testing data contract") + data_contract = resolve.resolve_data_contract( + self._data_contract_file, + self._data_contract_str, + self._data_contract, + self._schema_location, + inline_definitions=self._inline_definitions, + inline_quality=self._inline_quality, + ) + + execute_data_contract_test(data_contract, run, self._server, self._spark) + + except DataContractException as e: + run.checks.append( + Check( + type=e.type, + name=e.name, + result=e.result, + reason=e.reason, + model=e.model, + engine=e.engine, + details="", + ) + ) + run.log_error(str(e)) + except Exception as e: + run.checks.append( + Check( + type="general", + result=ResultEnum.error, + name="Test Data Contract", + reason=str(e), + engine="datacontract", + ) + ) + logging.exception("Exception occurred") + run.log_error(str(e)) + + run.finish() + + if self._publish_url is not None: + publish_test_results_to_datamesh_manager(run, self._publish_url, self._ssl_verification) + + return run + + def breaking(self, other: "DataContract") -> BreakingChanges: + return self.changelog(other, include_severities=[Severity.ERROR, Severity.WARNING]) + + def changelog( + self, other: "DataContract", include_severities: [Severity] = (Severity.ERROR, Severity.WARNING, Severity.INFO) + ) -> BreakingChanges: + old = self.get_data_contract_specification() + new = other.get_data_contract_specification() + + breaking_changes = list[BreakingChange]() + + breaking_changes.extend( + info_breaking_changes( + old_info=old.info, + new_info=new.info, + new_path=other._data_contract_file, + include_severities=include_severities, + ) + ) + + breaking_changes.extend( + terms_breaking_changes( + old_terms=old.terms, + new_terms=new.terms, + new_path=other._data_contract_file, + include_severities=include_severities, + ) + ) + + breaking_changes.extend( + quality_breaking_changes( + old_quality=old.quality, + new_quality=new.quality, + new_path=other._data_contract_file, + include_severities=include_severities, + ) + ) + + breaking_changes.extend( + models_breaking_changes( + old_models=old.models, + new_models=new.models, + new_path=other._data_contract_file, + include_severities=include_severities, + ) + ) + + return BreakingChanges(breaking_changes=breaking_changes) + + def get_data_contract_specification(self) -> DataContractSpecification: + return resolve.resolve_data_contract( + data_contract_location=self._data_contract_file, + data_contract_str=self._data_contract_str, + data_contract=self._data_contract, + schema_location=self._schema_location, + inline_definitions=self._inline_definitions, + inline_quality=self._inline_quality, + ) + + def export(self, export_format: ExportFormat, model: str = "all", sql_server_type: str = "auto", **kwargs) -> str: + data_contract = resolve.resolve_data_contract( + self._data_contract_file, + self._data_contract_str, + self._data_contract, + schema_location=self._schema_location, + inline_definitions=self._inline_definitions, + inline_quality=self._inline_quality, + ) + + return exporter_factory.create(export_format).export( + data_contract=data_contract, + model=model, + server=self._server, + sql_server_type=sql_server_type, + export_args=kwargs, + ) + + def import_from_source( + self, + format: str, + source: typing.Optional[str] = None, + template: typing.Optional[str] = None, + schema: typing.Optional[str] = None, + **kwargs, + ) -> DataContractSpecification: + data_contract_specification_initial = DataContract.init(template=template, schema=schema) + + return importer_factory.create(format).import_source( + data_contract_specification=data_contract_specification_initial, source=source, import_args=kwargs + ) diff --git a/datacontract-cli/datacontract/engines/__init__.py b/datacontract-cli/datacontract/engines/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/datacontract-cli/datacontract/engines/data_contract_checks.py b/datacontract-cli/datacontract/engines/data_contract_checks.py new file mode 100644 index 000000000..2be6c649e --- /dev/null +++ b/datacontract-cli/datacontract/engines/data_contract_checks.py @@ -0,0 +1,735 @@ +import uuid +from typing import List +from venv import logger + +import yaml + +from datacontract.export.sql_type_converter import convert_to_sql_type +from datacontract.model.data_contract_specification import DataContractSpecification, Quality, Server +from datacontract.model.run import Check + + +def create_checks(data_contract_spec: DataContractSpecification, server: Server) -> List[Check]: + checks: List[Check] = [] + for model_key, model_value in data_contract_spec.models.items(): + model_checks = to_model_checks(model_key, model_value, server) + checks.extend(model_checks) + checks.extend(to_servicelevel_checks(data_contract_spec)) + checks.append(to_quality_check(data_contract_spec)) + return [check for check in checks if check is not None] + + +def to_model_checks(model_key, model_value, server: Server) -> List[Check]: + checks: List[Check] = [] + server_type = server.type if server and server.type else None + model_name = to_model_name(model_key, model_value, server_type) + fields = model_value.fields + + check_types = is_check_types(server) + quote_field_name = server_type in ["postgres", "sqlserver"] + + for field_name, field in fields.items(): + checks.append(check_field_is_present(model_name, field_name, quote_field_name)) + if check_types and field.type is not None: + sql_type = convert_to_sql_type(field, server_type) + checks.append(check_field_type(model_name, field_name, sql_type, quote_field_name)) + if field.required: + checks.append(check_field_required(model_name, field_name, quote_field_name)) + if field.unique: + checks.append(check_field_unique(model_name, field_name, quote_field_name)) + if field.minLength is not None: + checks.append(check_field_min_length(model_name, field_name, field.minLength, quote_field_name)) + if field.maxLength is not None: + checks.append(check_field_max_length(model_name, field_name, field.maxLength, quote_field_name)) + if field.minimum is not None: + checks.append(check_field_minimum(model_name, field_name, field.minimum, quote_field_name)) + if field.maximum is not None: + checks.append(check_field_maximum(model_name, field_name, field.maximum, quote_field_name)) + if field.exclusiveMinimum is not None: + checks.append(check_field_minimum(model_name, field_name, field.exclusiveMinimum, quote_field_name)) + checks.append(check_field_not_equal(model_name, field_name, field.exclusiveMinimum, quote_field_name)) + if field.exclusiveMaximum is not None: + checks.append(check_field_maximum(model_name, field_name, field.exclusiveMaximum, quote_field_name)) + checks.append(check_field_not_equal(model_name, field_name, field.exclusiveMaximum, quote_field_name)) + if field.pattern is not None: + checks.append(check_field_regex(model_name, field_name, field.pattern, quote_field_name)) + if field.enum is not None and len(field.enum) > 0: + checks.append(check_field_enum(model_name, field_name, field.enum, quote_field_name)) + if field.quality is not None and len(field.quality) > 0: + quality_list = check_quality_list(model_name, field_name, field.quality) + if (quality_list is not None) and len(quality_list) > 0: + checks.extend(quality_list) + # TODO references: str = None + # TODO format + + if model_value.quality is not None and len(model_value.quality) > 0: + quality_list = check_quality_list(model_name, None, model_value.quality) + if (quality_list is not None) and len(quality_list) > 0: + checks.extend(quality_list) + + return checks + + +def checks_for(model_name, quote_field_name): + if quote_field_name: + return f'checks for "{model_name}"' + return f"checks for {model_name}" + + +def is_check_types(server: Server) -> bool: + if server is None: + return True + return server.format != "json" and server.format != "csv" and server.format != "avro" + + +def to_model_name(model_key, model_value, server_type): + if server_type == "databricks": + if model_value.config is not None and "databricksTable" in model_value.config: + return model_value.config["databricksTable"] + if server_type == "snowflake": + if model_value.config is not None and "snowflakeTable" in model_value.config: + return model_value.config["snowflakeTable"] + if server_type == "sqlserver": + if model_value.config is not None and "sqlserverTable" in model_value.config: + return model_value.config["sqlserverTable"] + if server_type == "postgres" or server_type == "postgresql": + if model_value.config is not None and "postgresTable" in model_value.config: + return model_value.config["postgresTable"] + return model_key + + +def check_field_is_present(model_name, field_name, quote_field_name: bool) -> Check: + check_type = "field_is_present" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + "schema": { + "name": check_key, + "fail": { + "when required column missing": [field_name], + }, + } + } + ] + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field '{field_name}' is present", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_type(model_name: str, field_name: str, expected_type: str, quote_field_name: bool = False): + check_type = "field_type" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + "schema": { + "name": check_key, + "fail": { + "when wrong column type": { + field_name: expected_type, + }, + }, + } + } + ] + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field {field_name} has type {expected_type}", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_required(model_name: str, field_name: str, quote_field_name: bool = False): + if quote_field_name: + field_name_for_soda = f'"{field_name}"' + else: + field_name_for_soda = field_name + + check_type = "field_required" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + f"missing_count({field_name_for_soda}) = 0": { + "name": check_key, + }, + } + ], + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field {field_name} has no missing values", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_unique(model_name: str, field_name: str, quote_field_name: bool = False): + if quote_field_name: + field_name_for_soda = f'"{field_name}"' + else: + field_name_for_soda = field_name + + check_type = "field_unique" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + f"duplicate_count({field_name_for_soda}) = 0": { + "name": check_key, + }, + } + ], + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that unique field {field_name} has no duplicate values", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_min_length(model_name: str, field_name: str, min_length: int, quote_field_name: bool = False): + if quote_field_name: + field_name_for_soda = f'"{field_name}"' + else: + field_name_for_soda = field_name + + check_type = "field_min_length" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + f"invalid_count({field_name_for_soda}) = 0": { + "name": check_key, + "valid min length": min_length, + }, + } + ] + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field {field_name} has a min length of {min_length}", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_max_length(model_name: str, field_name: str, max_length: int, quote_field_name: bool = False): + if quote_field_name: + field_name_for_soda = f'"{field_name}"' + else: + field_name_for_soda = field_name + + check_type = "field_max_length" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + f"invalid_count({field_name_for_soda}) = 0": { + "name": check_key, + "valid max length": max_length, + }, + } + ], + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field {field_name} has a max length of {max_length}", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_minimum(model_name: str, field_name: str, minimum: int, quote_field_name: bool = False): + if quote_field_name: + field_name_for_soda = f'"{field_name}"' + else: + field_name_for_soda = field_name + + check_type = "field_minimum" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + f"invalid_count({field_name_for_soda}) = 0": { + "name": check_key, + "valid min": minimum, + }, + } + ], + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field {field_name} has a minimum of {minimum}", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_maximum(model_name: str, field_name: str, maximum: int, quote_field_name: bool = False): + if quote_field_name: + field_name_for_soda = f'"{field_name}"' + else: + field_name_for_soda = field_name + + check_type = "field_maximum" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + f"invalid_count({field_name_for_soda}) = 0": { + "name": check_key, + "valid max": maximum, + }, + } + ], + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field {field_name} has a maximum of {maximum}", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_not_equal(model_name: str, field_name: str, value: int, quote_field_name: bool = False): + if quote_field_name: + field_name_for_soda = f'"{field_name}"' + else: + field_name_for_soda = field_name + + check_type = "field_not_equal" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + f"invalid_count({field_name_for_soda}) = 0": { + "name": check_key, + "invalid values": [value], + }, + } + ], + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field {field_name} is not equal to {value}", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_enum(model_name: str, field_name: str, enum: list, quote_field_name: bool = False): + if quote_field_name: + field_name_for_soda = f'"{field_name}"' + else: + field_name_for_soda = field_name + + check_type = "field_enum" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + f"invalid_count({field_name_for_soda}) = 0": { + "name": check_key, + "valid values": enum, + }, + } + ], + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field {field_name} only contains enum values {enum}", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_field_regex(model_name: str, field_name: str, pattern: str, quote_field_name: bool = False): + if quote_field_name: + field_name_for_soda = f'"{field_name}"' + else: + field_name_for_soda = field_name + + check_type = "field_regex" + check_key = f"{model_name}__{field_name}__{check_type}" + sodacl_check_dict = { + checks_for(model_name, quote_field_name): [ + { + f"invalid_count({field_name_for_soda}) = 0": { + "name": check_key, + "valid regex": pattern, + }, + } + ], + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="schema", + type=check_type, + name=f"Check that field {field_name} matches regex pattern {pattern}", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def check_quality_list(model_name, field_name, quality_list: List[Quality]) -> List[Check]: + checks: List[Check] = [] + + count = 0 + for quality in quality_list: + if quality.type == "sql": + if field_name is None: + check_key = f"{model_name}__quality_sql_{count}" + check_type = "field_quality_sql" + else: + check_key = f"{model_name}__{field_name}__quality_sql_{count}" + check_type = "model_quality_sql" + threshold = to_sodacl_threshold(quality) + query = prepare_query(quality, model_name, field_name) + if query is None: + logger.warning(f"Quality check {check_key} has no query") + continue + if threshold is None: + logger.warning(f"Quality check {check_key} has no valid threshold") + continue + sodacl_check_dict = { + f"checks for {model_name}": [ + { + f"{check_key} {threshold}": { + f"{check_key} query": query, + "name": check_key, + }, + } + ] + } + checks.append( + Check( + id=str(uuid.uuid4()), + key=check_key, + category="quality", + type=check_type, + name=quality.description if quality.description is not None else "Quality Check", + model=model_name, + field=field_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + ) + count += 1 + + return checks + + +def prepare_query(quality: Quality, model_name: str, field_name: str = None) -> str | None: + if quality.query is None: + return None + if quality.query == "": + return None + + query = quality.query + + query = query.replace("{model}", model_name) + query = query.replace("{table}", model_name) + + if field_name is not None: + query = query.replace("{field}", field_name) + query = query.replace("{column}", field_name) + + return query + + +def to_sodacl_threshold(quality: Quality) -> str | None: + if quality.mustBe is not None: + return f"= {quality.mustBe}" + if quality.mustNotBe is not None: + return f"!= {quality.mustNotBe}" + if quality.mustBeGreaterThan is not None: + return f"> {quality.mustBeGreaterThan}" + if quality.mustBeGreaterThanOrEqualTo is not None: + return f">= {quality.mustBeGreaterThanOrEqualTo}" + if quality.mustBeLessThan is not None: + return f"< {quality.mustBeLessThan}" + if quality.mustBeLessThanOrEqualTo is not None: + return f"<= {quality.mustBeLessThanOrEqualTo}" + if quality.mustBeBetween is not None: + if len(quality.mustBeBetween) != 2: + logger.warning( + f"Quality check has invalid mustBeBetween, must have exactly 2 integers in an array: {quality.mustBeBetween}" + ) + return None + return f"between {quality.mustBeBetween[0]} and {quality.mustBeBetween[1]}" + if quality.mustNotBeBetween is not None: + if len(quality.mustNotBeBetween) != 2: + logger.warning( + f"Quality check has invalid mustNotBeBetween, must have exactly 2 integers in an array: {quality.mustNotBeBetween}" + ) + return None + return f"not between {quality.mustNotBeBetween[0]} and {quality.mustNotBeBetween[1]}" + return None + + +def to_servicelevel_checks(data_contract_spec: DataContractSpecification) -> List[Check]: + checks: List[Check] = [] + if data_contract_spec.servicelevels is None: + return checks + if data_contract_spec.servicelevels.freshness is not None: + checks.append(to_servicelevel_freshness_check(data_contract_spec)) + if data_contract_spec.servicelevels.retention is not None: + checks.append(to_servicelevel_retention_check(data_contract_spec)) + # only return checks that are not None + return [check for check in checks if check is not None] + + +def to_servicelevel_freshness_check(data_contract_spec: DataContractSpecification) -> Check | None: + if data_contract_spec.servicelevels.freshness.timestampField is None: + return None + freshness_threshold = data_contract_spec.servicelevels.freshness.threshold + if freshness_threshold is None: + logger.info("servicelevel.freshness.threshold is not defined") + return None + + if not ( + "d" in freshness_threshold + or "D" in freshness_threshold + or "h" in freshness_threshold + or "H" in freshness_threshold + or "m" in freshness_threshold + or "M" in freshness_threshold + ): + logger.info("servicelevel.freshness.threshold must be in days, hours, or minutes (e.g., PT1H, or 1h)") + return None + timestamp_field_fully_qualified = data_contract_spec.servicelevels.freshness.timestampField + if "." not in timestamp_field_fully_qualified: + logger.info("servicelevel.freshness.timestampField is not fully qualified, skipping freshness check") + return None + if timestamp_field_fully_qualified.count(".") > 1: + logger.info( + "servicelevel.freshness.timestampField contains multiple dots, which is currently not supported, skipping freshness check" + ) + return None + model_name = timestamp_field_fully_qualified.split(".")[0] + field_name = timestamp_field_fully_qualified.split(".")[1] + threshold = freshness_threshold + threshold = threshold.replace("P", "") + threshold = threshold.replace("T", "") + threshold = threshold.lower() + if model_name not in data_contract_spec.models: + logger.info(f"Model {model_name} not found in data_contract_spec.models, skipping freshness check") + return None + + check_type = "servicelevel_freshness" + check_key = "servicelevel_freshness" + + sodacl_check_dict = { + checks_for(model_name, False): [ + { + f"freshness({field_name}) < {threshold}": { + "name": check_key, + }, + } + ] + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="servicelevel", + type=check_type, + name="Freshness", + model=model_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def to_servicelevel_retention_check(data_contract_spec) -> Check | None: + if data_contract_spec.servicelevels.retention is None: + return None + if data_contract_spec.servicelevels.retention.unlimited is True: + return None + if data_contract_spec.servicelevels.retention.timestampField is None: + logger.info("servicelevel.retention.timestampField is not defined") + return None + if data_contract_spec.servicelevels.retention.period is None: + logger.info("servicelevel.retention.period is not defined") + return None + timestamp_field_fully_qualified = data_contract_spec.servicelevels.retention.timestampField + if "." not in timestamp_field_fully_qualified: + logger.info("servicelevel.retention.timestampField is not fully qualified, skipping retention check") + return None + if timestamp_field_fully_qualified.count(".") > 1: + logger.info( + "servicelevel.retention.timestampField contains multiple dots, which is currently not supported, skipping retention check" + ) + return None + + model_name = timestamp_field_fully_qualified.split(".")[0] + field_name = timestamp_field_fully_qualified.split(".")[1] + period = data_contract_spec.servicelevels.retention.period + period_in_seconds = period_to_seconds(period) + if model_name not in data_contract_spec.models: + logger.info(f"Model {model_name} not found in data_contract_spec.models, skipping retention check") + return None + check_type = "servicelevel_retention" + check_key = "servicelevel_retention" + sodacl_check_dict = { + checks_for(model_name, False): [ + { + f"orders_servicelevel_retention < {period_in_seconds}": { + "orders_servicelevel_retention expression": f"TIMESTAMPDIFF(SECOND, MIN({field_name}), CURRENT_TIMESTAMP)", + "name": check_key, + } + }, + ] + } + return Check( + id=str(uuid.uuid4()), + key=check_key, + category="servicelevel", + type=check_type, + name=f"Retention: Oldest entry has a max age of {period}", + model=model_name, + engine="soda", + language="sodacl", + implementation=yaml.dump(sodacl_check_dict), + ) + + +def period_to_seconds(period: str) -> int | None: + import re + + # if period is None: + # return None + # if period is in form "30d" or "24h" or "60m" + if re.match(r"^\d+[dhm]$", period): + if period[-1] == "d": + return int(period[:-1]) * 86400 + if period[-1] == "h": + return int(period[:-1]) * 3600 + if period[-1] == "m": + return int(period[:-1]) * 60 + # if it is in iso period format (do not use isodate, can also be years) + iso_period_regex = re.compile( + r"P(?:(?P\d+)Y)?(?:(?P\d+)M)?(?:(?P\d+)D)?" + r"(?:T(?:(?P\d+)H)?(?:(?P\d+)M)?(?:(?P\d+)S)?)?" + ) + match = iso_period_regex.match(period) + if match: + years = int(match.group("years") or 0) + months = int(match.group("months") or 0) + days = int(match.group("days") or 0) + hours = int(match.group("hours") or 0) + minutes = int(match.group("minutes") or 0) + seconds = int(match.group("seconds") or 0) + + # Convert everything to seconds + total_seconds = ( + years * 365 * 86400 # Approximate conversion of years to seconds + + months * 30 * 86400 # Approximate conversion of months to seconds + + days * 86400 + + hours * 3600 + + minutes * 60 + + seconds + ) + return total_seconds + + return None + + +# These are deprecated root-level quality specifications, use the model-level and field-level quality fields instead +def to_quality_check(data_contract_spec) -> Check | None: + if data_contract_spec.quality is None: + return None + if data_contract_spec.quality.type is None: + return None + if data_contract_spec.quality.type.lower() != "sodacl": + return None + if isinstance(data_contract_spec.quality.specification, str): + quality_specification = yaml.safe_load(data_contract_spec.quality.specification) + else: + quality_specification = data_contract_spec.quality.specification + + return Check( + id=str(uuid.uuid4()), + key="quality__sodacl", + category="quality", + type="quality", + name="Quality Check", + model=None, + engine="soda", + language="sodacl", + implementation=yaml.dump(quality_specification), + ) diff --git a/datacontract-cli/datacontract/engines/data_contract_test.py b/datacontract-cli/datacontract/engines/data_contract_test.py new file mode 100644 index 000000000..9745ab2c3 --- /dev/null +++ b/datacontract-cli/datacontract/engines/data_contract_test.py @@ -0,0 +1,51 @@ +import typing + +from datacontract.engines.data_contract_checks import create_checks + +if typing.TYPE_CHECKING: + from pyspark.sql import SparkSession + +from datacontract.engines.datacontract.check_that_datacontract_contains_valid_servers_configuration import ( + check_that_datacontract_contains_valid_server_configuration, +) +from datacontract.engines.fastjsonschema.check_jsonschema import check_jsonschema +from datacontract.engines.soda.check_soda_execute import check_soda_execute +from datacontract.model.data_contract_specification import DataContractSpecification +from datacontract.model.exceptions import DataContractException +from datacontract.model.run import ResultEnum, Run + + +def execute_data_contract_test( + data_contract_specification: DataContractSpecification, + run: Run, + server_name: str = None, + spark: "SparkSession" = None, +): + if data_contract_specification.models is None or len(data_contract_specification.models) == 0: + raise DataContractException( + type="lint", + name="Check that data contract contains models", + result=ResultEnum.warning, + reason="Models block is missing. Skip executing tests.", + engine="datacontract", + ) + check_that_datacontract_contains_valid_server_configuration(run, data_contract_specification, server_name) + if server_name: + server = data_contract_specification.servers.get(server_name) + else: + server_name = list(data_contract_specification.servers.keys())[0] + server = data_contract_specification.servers.get(server_name) + run.log_info(f"Running tests for data contract {data_contract_specification.id} with server {server_name}") + run.dataContractId = data_contract_specification.id + run.dataContractVersion = data_contract_specification.info.version + run.dataProductId = server.dataProductId + run.outputPortId = server.outputPortId + run.server = server_name + + run.checks.extend(create_checks(data_contract_specification, server)) + + # TODO check server is supported type for nicer error messages + # TODO check server credentials are complete for nicer error messages + if server.format == "json" and server.type != "kafka": + check_jsonschema(run, data_contract_specification, server) + check_soda_execute(run, data_contract_specification, server, spark) diff --git a/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py b/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py new file mode 100644 index 000000000..1df743213 --- /dev/null +++ b/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py @@ -0,0 +1,35 @@ +from datacontract.model.data_contract_specification import DataContractSpecification +from datacontract.model.exceptions import DataContractException +from datacontract.model.run import Run + + +def check_that_datacontract_contains_valid_server_configuration( + run: Run, data_contract: DataContractSpecification, server_name: str +): + if data_contract.servers is None: + raise DataContractException( + type="lint", + name="Check that data contract contains valid server configuration", + result="warning", + reason="Servers block is missing. Skip executing tests.", + engine="datacontract", + ) + if len(data_contract.servers) > 1 and server_name is None: + raise DataContractException( + type="lint", + name="Check that data contract contains valid server configuration", + result="warning", + reason="Data contract contains multiple server configurations. Specify the server you want to test. Skip executing tests.", + engine="datacontract", + ) + if server_name is not None and server_name not in data_contract.servers: + raise DataContractException( + type="lint", + name="Check that data contract contains valid servers configuration", + result="warning", + reason=f"Cannot find server '{server_name}' in the data contract servers configuration. Skip executing tests.", + engine="datacontract", + ) + + +# TODO check for server.type, if all required fields are present diff --git a/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_file_exists.py b/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_file_exists.py new file mode 100644 index 000000000..f9fc7701d --- /dev/null +++ b/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_file_exists.py @@ -0,0 +1,21 @@ +import os + +from datacontract.model.run import Check, Run + + +def check_that_datacontract_file_exists(run: Run, file_path: str): + if file_path is None: + return + if file_path.startswith("http://") or file_path.startswith("https://"): + return + if not os.path.exists(file_path): + run.checks.append( + Check( + type="lint", + name="Check that data contract file exists", + result="failed", + reason=f"The file '{file_path}' does not exist.", + engine="datacontract-cli", + ) + ) + raise Exception(f"The file '{file_path}' does not exist.") diff --git a/datacontract-cli/datacontract/engines/fastjsonschema/check_jsonschema.py b/datacontract-cli/datacontract/engines/fastjsonschema/check_jsonschema.py new file mode 100644 index 000000000..5ea79caad --- /dev/null +++ b/datacontract-cli/datacontract/engines/fastjsonschema/check_jsonschema.py @@ -0,0 +1,297 @@ +import json +import logging +import os +import threading +from typing import List, Optional + +import fastjsonschema +from fastjsonschema import JsonSchemaValueException + +from datacontract.engines.fastjsonschema.s3.s3_read_files import yield_s3_files +from datacontract.export.jsonschema_converter import to_jsonschema +from datacontract.model.data_contract_specification import DataContractSpecification, Server +from datacontract.model.exceptions import DataContractException +from datacontract.model.run import Check, ResultEnum, Run + +# Thread-safe cache for primaryKey fields. +_primary_key_cache = {} +_cache_lock = threading.Lock() + + +def get_primary_key_field(schema: dict, model_name: str) -> Optional[str]: + # Check cache first. + with _cache_lock: + cached_value = _primary_key_cache.get(model_name) + if cached_value is not None: + return cached_value + + # Find primaryKey field. + fields = schema.get("properties", {}) + for field_name, attributes in fields.items(): + if attributes.get("primaryKey", False): + # Cache the result before returning. + with _cache_lock: + _primary_key_cache[model_name] = field_name + return field_name + + # Return None if no primary key was found. + return None + + +def get_primary_key_value(schema: dict, model_name: str, json_object: dict) -> Optional[str]: + # Get the `primaryKey` field. + primary_key_field = get_primary_key_field(schema, model_name) + if not primary_key_field: + return None + + # Return the value of the `primaryKey` field in the JSON object. + return json_object.get(primary_key_field) + + +def process_exceptions(run, exceptions: List[DataContractException]): + if not exceptions: + return + + # Define the maximum number of errors to process (can be adjusted by defining an ENV variable). + try: + error_limit = int(os.getenv("DATACONTRACT_MAX_ERRORS", 500)) + except ValueError: + # Fallback to default if environment variable is invalid. + error_limit = 500 + + # Calculate the effective limit to avoid index out of range + limit = min(len(exceptions), error_limit) + + # Add all exceptions up to the limit - 1 to `run.checks`. + DEFAULT_ERROR_MESSAGE = "An error occurred during validation phase. See the logs for more details." + run.checks.extend( + [ + Check( + type=exception.type, + name=exception.name, + result=exception.result, + reason=exception.reason, + model=exception.model, + engine=exception.engine, + message=exception.message or DEFAULT_ERROR_MESSAGE, + ) + for exception in exceptions[: limit - 1] + ] + ) + + # Raise the last exception within the limit. + last_exception = exceptions[limit - 1] + raise last_exception + + +def validate_json_stream( + schema: dict, model_name: str, validate: callable, json_stream: list[dict] +) -> List[DataContractException]: + logging.info(f"Validating JSON stream for model: '{model_name}'.") + exceptions: List[DataContractException] = [] + for json_obj in json_stream: + try: + validate(json_obj) + except JsonSchemaValueException as e: + logging.warning(f"Validation failed for JSON object with type: '{model_name}'.") + primary_key_value = get_primary_key_value(schema, model_name, json_obj) + exceptions.append( + DataContractException( + type="schema", + name="Check that JSON has valid schema", + result="failed", + reason=f"{f'#{primary_key_value}: ' if primary_key_value is not None else ''}{e.message}", + model=model_name, + engine="jsonschema", + message=e.message, + ) + ) + if not exceptions: + logging.info(f"All JSON objects in the stream passed validation for model: '{model_name}'.") + return exceptions + + +def read_json_lines(file): + file_content = file.read() + for line in file_content.splitlines(): + yield json.loads(line) + + +def read_json_lines_content(file_content: str): + for line in file_content.splitlines(): + yield json.loads(line) + + +def read_json_array(file): + data = json.load(file) + for item in data: + yield item + + +def read_json_array_content(file_content: str): + data = json.loads(file_content) + for item in data: + yield item + + +def read_json_file(file): + yield json.load(file) + + +def read_json_file_content(file_content: str): + yield json.loads(file_content) + + +def process_json_file(run, schema, model_name, validate, file, delimiter): + if delimiter == "new_line": + json_stream = read_json_lines(file) + elif delimiter == "array": + json_stream = read_json_array(file) + else: + json_stream = read_json_file(file) + + # Validate the JSON stream and collect exceptions. + exceptions = validate_json_stream(schema, model_name, validate, json_stream) + + # Handle all errors from schema validation. + process_exceptions(run, exceptions) + + +def process_local_file(run, server, schema, model_name, validate): + path = server.path + if "{model}" in path: + path = path.format(model=model_name) + + if os.path.isdir(path): + return process_directory(run, path, server, model_name, validate) + else: + logging.info(f"Processing file {path}") + with open(path, "r") as file: + process_json_file(run, schema, model_name, validate, file, server.delimiter) + + +def process_directory(run, path, server, model_name, validate): + success = True + for filename in os.listdir(path): + if filename.endswith(".json"): # or make this a parameter + file_path = os.path.join(path, filename) + with open(file_path, "r") as file: + if not process_json_file(run, model_name, validate, file, server.delimiter): + success = False + break + return success + + +def process_s3_file(run, server, schema, model_name, validate): + s3_endpoint_url = server.endpointUrl + s3_location = server.location + if "{model}" in s3_location: + s3_location = s3_location.format(model=model_name) + json_stream = None + + for file_content in yield_s3_files(s3_endpoint_url, s3_location): + if server.delimiter == "new_line": + json_stream = read_json_lines_content(file_content) + elif server.delimiter == "array": + json_stream = read_json_array_content(file_content) + else: + json_stream = read_json_file_content(file_content) + + if json_stream is None: + raise DataContractException( + type="schema", + name="Check that JSON has valid schema", + result="warning", + reason=f"Cannot find any file in {s3_location}", + engine="datacontract", + ) + + # Validate the JSON stream and collect exceptions. + exceptions = validate_json_stream(schema, model_name, validate, json_stream) + + # Handle all errors from schema validation. + process_exceptions(run, exceptions) + + +def check_jsonschema(run: Run, data_contract: DataContractSpecification, server: Server): + run.log_info("Running engine jsonschema") + + # Early exit conditions + if server.format != "json": + run.checks.append( + Check( + type="schema", + name="Check that JSON has valid schema", + result="warning", + reason="Server format is not 'json'. Skip validating jsonschema.", + engine="jsonschema", + ) + ) + run.log_warn("jsonschema: Server format is not 'json'. Skip jsonschema checks.") + return + + if not data_contract.models: + run.log_warn("jsonschema: No models found. Skip jsonschema checks.") + return + + for model_name, model in iter(data_contract.models.items()): + # Process the model + run.log_info(f"jsonschema: Converting model {model_name} to JSON Schema") + schema = to_jsonschema(model_name, model) + run.log_info(f"jsonschema: {schema}") + + validate = fastjsonschema.compile( + schema, + formats={"uuid": r"^[0-9a-fA-F]{8}\b-[0-9a-fA-F]{4}\b-[0-9a-fA-F]{4}\b-[0-9a-fA-F]{4}\b-[0-9a-fA-F]{12}$"}, + ) + + # Process files based on server type + if server.type == "local": + process_local_file(run, server, schema, model_name, validate) + elif server.type == "s3": + process_s3_file(run, server, schema, model_name, validate) + elif server.type == "gcs": + run.checks.append( + Check( + type="schema", + name="Check that JSON has valid schema", + model=model_name, + result=ResultEnum.info, + reason="JSON Schema check skipped for GCS, as GCS is currently not supported", + engine="jsonschema", + ) + ) + elif server.type == "azure": + run.checks.append( + Check( + type="schema", + name="Check that JSON has valid schema", + model=model_name, + result=ResultEnum.info, + reason="JSON Schema check skipped for azure, as azure is currently not supported", + engine="jsonschema", + ) + ) + else: + run.checks.append( + Check( + type="schema", + name="Check that JSON has valid schema", + model=model_name, + result=ResultEnum.warning, + reason=f"Server type {server.type} not supported", + engine="jsonschema", + ) + ) + return + + run.checks.append( + Check( + type="schema", + name="Check that JSON has valid schema", + model=model_name, + result=ResultEnum.passed, + reason="All JSON entries are valid.", + engine="jsonschema", + ) + ) diff --git a/datacontract-cli/datacontract/engines/fastjsonschema/s3/s3_read_files.py b/datacontract-cli/datacontract/engines/fastjsonschema/s3/s3_read_files.py new file mode 100644 index 000000000..b01171833 --- /dev/null +++ b/datacontract-cli/datacontract/engines/fastjsonschema/s3/s3_read_files.py @@ -0,0 +1,38 @@ +import logging +import os + +from datacontract.model.exceptions import DataContractException + + +def yield_s3_files(s3_endpoint_url, s3_location): + fs = s3_fs(s3_endpoint_url) + files = fs.glob(s3_location) + for file in files: + with fs.open(file) as f: + logging.info(f"Downloading file {file}") + yield f.read() + + +def s3_fs(s3_endpoint_url): + try: + import s3fs + except ImportError as e: + raise DataContractException( + type="schema", + result="failed", + name="s3 extra missing", + reason="Install the extra datacontract-cli\[s3] to use s3", + engine="datacontract", + original_exception=e, + ) + + aws_access_key_id = os.getenv("DATACONTRACT_S3_ACCESS_KEY_ID") + aws_secret_access_key = os.getenv("DATACONTRACT_S3_SECRET_ACCESS_KEY") + aws_session_token = os.getenv("DATACONTRACT_S3_SESSION_TOKEN") + return s3fs.S3FileSystem( + key=aws_access_key_id, + secret=aws_secret_access_key, + token=aws_session_token, + anon=aws_access_key_id is None, + client_kwargs={"endpoint_url": s3_endpoint_url}, + ) diff --git a/datacontract-cli/datacontract/engines/soda/__init__.py b/datacontract-cli/datacontract/engines/soda/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/datacontract-cli/datacontract/engines/soda/check_soda_execute.py b/datacontract-cli/datacontract/engines/soda/check_soda_execute.py new file mode 100644 index 000000000..2dfedcd20 --- /dev/null +++ b/datacontract-cli/datacontract/engines/soda/check_soda_execute.py @@ -0,0 +1,197 @@ +import logging +import uuid + +from datacontract.engines.soda.connections.bigquery import to_bigquery_soda_configuration +from datacontract.engines.soda.connections.databricks import to_databricks_soda_configuration +from datacontract.engines.soda.connections.duckdb import get_duckdb_connection +from datacontract.engines.soda.connections.kafka import create_spark_session, read_kafka_topic +from datacontract.engines.soda.connections.postgres import to_postgres_soda_configuration +from datacontract.engines.soda.connections.snowflake import to_snowflake_soda_configuration +from datacontract.engines.soda.connections.sqlserver import to_sqlserver_soda_configuration +from datacontract.engines.soda.connections.trino import to_trino_soda_configuration +from datacontract.export.sodacl_converter import to_sodacl_yaml +from datacontract.model.data_contract_specification import DataContractSpecification, Server +from datacontract.model.run import Check, Log, ResultEnum, Run + + +def check_soda_execute(run: Run, data_contract: DataContractSpecification, server: Server, spark): + from soda.common.config_helper import ConfigHelper + + ConfigHelper.get_instance().upsert_value("send_anonymous_usage_stats", False) + from soda.scan import Scan + + if data_contract is None: + run.log_warn("Cannot run engine soda-core, as data contract is invalid") + return + + run.log_info("Running engine soda-core") + scan = Scan() + + if server.type in ["s3", "gcs", "azure", "local"]: + if server.format in ["json", "parquet", "csv", "delta"]: + run.log_info(f"Configuring engine soda-core to connect to {server.type} {server.format} with duckdb") + con = get_duckdb_connection(data_contract, server, run) + scan.add_duckdb_connection(duckdb_connection=con, data_source_name=server.type) + scan.set_data_source_name(server.type) + else: + run.checks.append( + Check( + type="general", + name="Check that format is supported", + result=ResultEnum.warning, + reason=f"Format {server.format} not yet supported by datacontract CLI", + engine="datacontract", + ) + ) + run.log_warn(f"Format {server.format} not yet supported by datacontract CLI") + return + elif server.type == "snowflake": + soda_configuration_str = to_snowflake_soda_configuration(server) + scan.add_configuration_yaml_str(soda_configuration_str) + scan.set_data_source_name(server.type) + elif server.type == "bigquery": + soda_configuration_str = to_bigquery_soda_configuration(server) + scan.add_configuration_yaml_str(soda_configuration_str) + scan.set_data_source_name(server.type) + elif server.type == "postgres": + soda_configuration_str = to_postgres_soda_configuration(server) + scan.add_configuration_yaml_str(soda_configuration_str) + scan.set_data_source_name(server.type) + elif server.type == "databricks": + if spark is not None: + run.log_info("Connecting to databricks via spark") + scan.add_spark_session(spark, data_source_name=server.type) + scan.set_data_source_name(server.type) + spark.sql(f"USE {server.catalog}.{server.schema_}") + else: + run.log_info("Connecting to databricks directly") + soda_configuration_str = to_databricks_soda_configuration(server) + scan.add_configuration_yaml_str(soda_configuration_str) + scan.set_data_source_name(server.type) + elif server.type == "dataframe": + if spark is None: + run.log_warn( + "Server type dataframe only works with the Python library and requires a Spark session, " + "please provide one with the DataContract class" + ) + return + else: + logging.info("Use Spark to connect to data source") + scan.add_spark_session(spark, data_source_name="datacontract-cli") + scan.set_data_source_name("datacontract-cli") + elif server.type == "kafka": + if spark is None: + spark = create_spark_session() + read_kafka_topic(spark, data_contract, server) + scan.add_spark_session(spark, data_source_name=server.type) + scan.set_data_source_name(server.type) + elif server.type == "sqlserver": + soda_configuration_str = to_sqlserver_soda_configuration(server) + scan.add_configuration_yaml_str(soda_configuration_str) + scan.set_data_source_name(server.type) + elif server.type == "trino": + soda_configuration_str = to_trino_soda_configuration(server) + scan.add_configuration_yaml_str(soda_configuration_str) + scan.set_data_source_name(server.type) + + else: + run.checks.append( + Check( + type="general", + name="Check that server type is supported", + result=ResultEnum.warning, + reason=f"Server type {server.type} not yet supported by datacontract CLI", + engine="datacontract-cli", + ) + ) + run.log_warn(f"Server type {server.type} not yet supported by datacontract CLI") + return + + sodacl_yaml_str = to_sodacl_yaml(run) + # print("sodacl_yaml_str:\n" + sodacl_yaml_str) + scan.add_sodacl_yaml_str(sodacl_yaml_str) + + # Execute the scan + logging.info("Starting soda scan with checks:\n" + sodacl_yaml_str) + scan.execute() + logging.info("Finished soda scan") + + # pprint.PrettyPrinter(indent=2).pprint(scan.build_scan_results()) + + scan_results = scan.get_scan_results() + for scan_result in scan_results.get("checks"): + name = scan_result.get("name") + check = get_check(run, scan_result) + if check is None: + check = Check( + id=str(uuid.uuid4()), + category="custom", + type="custom", + name=name, + engine="soda-core", + ) + run.checks.append(check) + check.result = to_result(scan_result) + check.reason = ", ".join(scan_result.get("outcomeReasons")) + check.diagnostics = scan_result.get("diagnostics") + update_reason(check, scan_result) + + for log in scan_results.get("logs"): + run.logs.append( + Log( + timestamp=log.get("timestamp"), + level=log.get("level"), + message=log.get("message"), + ) + ) + + if scan.has_error_logs(): + run.log_warn("Engine soda-core has errors. See the logs for details.") + run.checks.append( + Check( + type="general", + name="Data Contract Tests", + result=ResultEnum.warning, + reason="Engine soda-core has errors. See the logs for details.", + engine="soda-core", + ) + ) + return + + +def get_check(run, scan_result) -> Check | None: + check_by_name = next((c for c in run.checks if c.key == scan_result.get("name")), None) + if check_by_name is not None: + return check_by_name + + return None + + +def to_result(c) -> ResultEnum: + soda_outcome = c.get("outcome") + if soda_outcome == "pass": + return ResultEnum.passed + elif soda_outcome == "fail": + return ResultEnum.failed + else: + return ResultEnum.unknown + + +def update_reason(check, c): + """Try to find a reason in diagnostics""" + if check.result == "passed": + return + if check.reason is not None and check.reason != "": + return + for block in c["diagnostics"]["blocks"]: + if block["title"] == "Diagnostics": + # Extract and print the 'text' value + diagnostics_text = block["text"] + # print(diagnostics_text) + diagnostics_text_split = diagnostics_text.split(":icon-fail: ") + if len(diagnostics_text_split) > 1: + check.reason = diagnostics_text_split[1].strip() + # print(check.reason) + break # Exit the loop once the desired block is found + if "fail" in c["diagnostics"]: + check.reason = f"Value: {c['diagnostics']['value']} Fail: {c['diagnostics']['fail']}" diff --git a/datacontract-cli/datacontract/engines/soda/connections/bigquery.py b/datacontract-cli/datacontract/engines/soda/connections/bigquery.py new file mode 100644 index 000000000..c614d6c23 --- /dev/null +++ b/datacontract-cli/datacontract/engines/soda/connections/bigquery.py @@ -0,0 +1,27 @@ +import os + +import yaml + + +# https://docs.soda.io/soda/connect-bigquery.html#authentication-methods +def to_bigquery_soda_configuration(server): + # with service account key, using an external json file + + # check for our own environment variable first + account_info = os.getenv("DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH") + if account_info is None: + # but as a fallback look for the default google one + account_info = os.getenv("GOOGLE_APPLICATION_CREDENTIALS") + + soda_configuration = { + f"data_source {server.type}": { + "type": "bigquery", + "account_info_json_path": account_info, + "auth_scopes": ["https://www.googleapis.com/auth/bigquery"], + "project_id": server.project, + "dataset": server.dataset, + } + } + + soda_configuration_str = yaml.dump(soda_configuration) + return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/databricks.py b/datacontract-cli/datacontract/engines/soda/connections/databricks.py new file mode 100644 index 000000000..e3e4bcb6e --- /dev/null +++ b/datacontract-cli/datacontract/engines/soda/connections/databricks.py @@ -0,0 +1,29 @@ +import os + +import yaml + + +def to_databricks_soda_configuration(server): + token = os.getenv("DATACONTRACT_DATABRICKS_TOKEN") + if token is None: + raise ValueError("DATACONTRACT_DATABRICKS_TOKEN environment variable is not set") + http_path = os.getenv("DATACONTRACT_DATABRICKS_HTTP_PATH") + host = server.host + if host is None: + host = os.getenv("DATACONTRACT_DATABRICKS_SERVER_HOSTNAME") + if host is None: + raise ValueError("DATACONTRACT_DATABRICKS_SERVER_HOSTNAME environment variable is not set") + soda_configuration = { + f"data_source {server.type}": { + "type": "spark", + "method": "databricks", + "host": host, + "catalog": server.catalog, + "schema": server.schema_, + "http_path": http_path, + "token": token, + } + } + + soda_configuration_str = yaml.dump(soda_configuration) + return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/duckdb.py b/datacontract-cli/datacontract/engines/soda/connections/duckdb.py new file mode 100644 index 000000000..ea645a090 --- /dev/null +++ b/datacontract-cli/datacontract/engines/soda/connections/duckdb.py @@ -0,0 +1,181 @@ +import os + +import duckdb + +from datacontract.export.csv_type_converter import convert_to_duckdb_csv_type +from datacontract.model.run import Run + + +def get_duckdb_connection(data_contract, server, run: Run): + con = duckdb.connect(database=":memory:") + path: str = "" + if server.type == "local": + path = server.path + if server.type == "s3": + path = server.location + setup_s3_connection(con, server) + if server.type == "gcs": + path = server.location + setup_gcs_connection(con, server) + if server.type == "azure": + path = server.location + setup_azure_connection(con, server) + for model_name, model in data_contract.models.items(): + model_path = path + if "{model}" in model_path: + model_path = model_path.format(model=model_name) + run.log_info(f"Creating table {model_name} for {model_path}") + + if server.format == "json": + format = "auto" + if server.delimiter == "new_line": + format = "newline_delimited" + elif server.delimiter == "array": + format = "array" + con.sql(f""" + CREATE VIEW "{model_name}" AS SELECT * FROM read_json_auto('{model_path}', format='{format}', hive_partitioning=1); + """) + elif server.format == "parquet": + con.sql(f""" + CREATE VIEW "{model_name}" AS SELECT * FROM read_parquet('{model_path}', hive_partitioning=1); + """) + elif server.format == "csv": + columns = to_csv_types(model) + run.log_info("Using columns: " + str(columns)) + if columns is None: + con.sql( + f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1);""" + ) + else: + con.sql( + f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1, columns={columns});""" + ) + elif server.format == "delta": + con.sql("update extensions;") # Make sure we have the latest delta extension + con.sql(f"""CREATE VIEW "{model_name}" AS SELECT * FROM delta_scan('{model_path}');""") + return con + + +def to_csv_types(model) -> dict: + if model is None: + return None + columns = {} + # ['SQLNULL', 'BOOLEAN', 'BIGINT', 'DOUBLE', 'TIME', 'DATE', 'TIMESTAMP', 'VARCHAR'] + for field_name, field in model.fields.items(): + columns[field_name] = convert_to_duckdb_csv_type(field) + return columns + + +def setup_s3_connection(con, server): + s3_region = os.getenv("DATACONTRACT_S3_REGION") + s3_access_key_id = os.getenv("DATACONTRACT_S3_ACCESS_KEY_ID") + s3_secret_access_key = os.getenv("DATACONTRACT_S3_SECRET_ACCESS_KEY") + s3_session_token = os.getenv("DATACONTRACT_S3_SESSION_TOKEN") + s3_endpoint = "s3.amazonaws.com" + use_ssl = "true" + url_style = "vhost" + if server.endpointUrl is not None: + s3_endpoint = server.endpointUrl.removeprefix("http://").removeprefix("https://") + if server.endpointUrl.startswith("http://"): + use_ssl = "false" + url_style = "path" + + if s3_access_key_id is not None: + if s3_session_token is not None: + con.sql(f""" + CREATE OR REPLACE SECRET s3_secret ( + TYPE S3, + PROVIDER CREDENTIAL_CHAIN, + REGION '{s3_region}', + KEY_ID '{s3_access_key_id}', + SECRET '{s3_secret_access_key}', + SESSION_TOKEN '{s3_session_token}', + ENDPOINT '{s3_endpoint}', + USE_SSL '{use_ssl}', + URL_STYLE '{url_style}' + ); + """) + else: + con.sql(f""" + CREATE OR REPLACE SECRET s3_secret ( + TYPE S3, + PROVIDER CREDENTIAL_CHAIN, + REGION '{s3_region}', + KEY_ID '{s3_access_key_id}', + SECRET '{s3_secret_access_key}', + ENDPOINT '{s3_endpoint}', + USE_SSL '{use_ssl}', + URL_STYLE '{url_style}' + ); + """) + + # con.sql(f""" + # SET s3_region = '{s3_region}'; + # SET s3_access_key_id = '{s3_access_key_id}'; + # SET s3_secret_access_key = '{s3_secret_access_key}'; + # """) + # else: + # con.sql(""" + # RESET s3_region; + # RESET s3_access_key_id; + # RESET s3_secret_access_key; + # """) + # con.sql("RESET s3_session_token") + # print(con.sql("SELECT * FROM duckdb_settings() WHERE name like 's3%'")) + + +def setup_gcs_connection(con, server): + key_id = os.getenv("DATACONTRACT_GCS_KEY_ID") + secret = os.getenv("DATACONTRACT_GCS_SECRET") + + if key_id is None: + raise ValueError("Error: Environment variable DATACONTRACT_GCS_KEY_ID is not set") + if secret is None: + raise ValueError("Error: Environment variable DATACONTRACT_GCS_SECRET is not set") + + con.sql(f""" + CREATE SECRET gcs_secret ( + TYPE GCS, + KEY_ID '{key_id}', + SECRET '{secret}' + ); + """) + + +def setup_azure_connection(con, server): + tenant_id = os.getenv("DATACONTRACT_AZURE_TENANT_ID") + client_id = os.getenv("DATACONTRACT_AZURE_CLIENT_ID") + client_secret = os.getenv("DATACONTRACT_AZURE_CLIENT_SECRET") + storage_account = server.storageAccount + + if tenant_id is None: + raise ValueError("Error: Environment variable DATACONTRACT_AZURE_TENANT_ID is not set") + if client_id is None: + raise ValueError("Error: Environment variable DATACONTRACT_AZURE_CLIENT_ID is not set") + if client_secret is None: + raise ValueError("Error: Environment variable DATACONTRACT_AZURE_CLIENT_SECRET is not set") + + con.install_extension("azure") + con.load_extension("azure") + + if storage_account is not None: + con.sql(f""" + CREATE SECRET azure_spn ( + TYPE AZURE, + PROVIDER SERVICE_PRINCIPAL, + TENANT_ID '{tenant_id}', + CLIENT_ID '{client_id}', + CLIENT_SECRET '{client_secret}', + ACCOUNT_NAME '{storage_account}' + ); + """) + else: + con.sql(f""" + CREATE SECRET azure_spn ( + TYPE AZURE, + PROVIDER SERVICE_PRINCIPAL, + TENANT_ID '{tenant_id}', + CLIENT_ID '{client_id}', + CLIENT_SECRET '{client_secret}' + ); + """) diff --git a/datacontract-cli/datacontract/engines/soda/connections/kafka.py b/datacontract-cli/datacontract/engines/soda/connections/kafka.py new file mode 100644 index 000000000..05b3ce02d --- /dev/null +++ b/datacontract-cli/datacontract/engines/soda/connections/kafka.py @@ -0,0 +1,243 @@ +import atexit +import logging +import os +import tempfile + +from datacontract.export.avro_converter import to_avro_schema_json +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Server +from datacontract.model.exceptions import DataContractException + + +def create_spark_session(): + """Create and configure a Spark session.""" + + try: + from pyspark.sql import SparkSession + except ImportError as e: + raise DataContractException( + type="schema", + result="failed", + name="pyspark is missing", + reason="Install the extra datacontract-cli[kafka] to use kafka", + engine="datacontract", + original_exception=e, + ) + + tmp_dir = tempfile.TemporaryDirectory(prefix="datacontract-cli-spark") + atexit.register(tmp_dir.cleanup) + + spark = ( + SparkSession.builder.appName("datacontract") + .config("spark.sql.warehouse.dir", f"{tmp_dir}/spark-warehouse") + .config("spark.streaming.stopGracefullyOnShutdown", "true") + .config("spark.ui.enabled", "false") + .config( + "spark.jars.packages", + "org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.2,org.apache.spark:spark-avro_2.12:3.5.2", + ) + .getOrCreate() + ) + spark.sparkContext.setLogLevel("WARN") + print(f"Using PySpark version {spark.version}") + return spark + + +def read_kafka_topic(spark, data_contract: DataContractSpecification, server: Server): + """Read and process data from a Kafka topic based on the server configuration.""" + + logging.info("Reading data from Kafka server %s topic %s", server.host, server.topic) + df = ( + spark.read.format("kafka") + .options(**get_auth_options()) + .option("kafka.bootstrap.servers", server.host) + .option("subscribe", server.topic) + .option("startingOffsets", "earliest") + .load() + ) + + model_name, model = next(iter(data_contract.models.items())) + + match server.format: + case "avro": + process_avro_format(df, model_name, model) + case "json": + process_json_format(df, model_name, model) + case _: + raise DataContractException( + type="test", + name="Configuring Kafka checks", + result="warning", + reason=f"Kafka format '{server.format}' is not supported. Skip executing tests.", + engine="datacontract", + ) + + +def process_avro_format(df, model_name, model): + try: + from pyspark.sql.avro.functions import from_avro + from pyspark.sql.functions import col, expr + except ImportError as e: + raise DataContractException( + type="schema", + result="failed", + name="pyspark is missing", + reason="Install the extra datacontract-cli[kafka] to use kafka", + engine="datacontract", + original_exception=e, + ) + + avro_schema = to_avro_schema_json(model_name, model) + df2 = df.withColumn("fixedValue", expr("substring(value, 6, length(value)-5)")) + options = {"mode": "PERMISSIVE"} + df2.select(from_avro(col("fixedValue"), avro_schema, options).alias("avro")).select( + col("avro.*") + ).createOrReplaceTempView(model_name) + + +def process_json_format(df, model_name, model): + try: + from pyspark.sql.functions import col, from_json + except ImportError as e: + raise DataContractException( + type="schema", + result="failed", + name="pyspark is missing", + reason="Install the extra datacontract-cli[kafka] to use kafka", + engine="datacontract", + original_exception=e, + ) + + struct_type = to_struct_type(model.fields) + df.selectExpr("CAST(key AS STRING)", "CAST(value AS STRING)").select( + from_json(col("value"), struct_type, {"mode": "PERMISSIVE"}).alias("json") + ).select(col("json.*")).createOrReplaceTempView(model_name) + + +def get_auth_options(): + """Retrieve Kafka authentication options from environment variables.""" + kafka_sasl_username = os.getenv("DATACONTRACT_KAFKA_SASL_USERNAME") + kafka_sasl_password = os.getenv("DATACONTRACT_KAFKA_SASL_PASSWORD") + kafka_sasl_mechanism = os.getenv("DATACONTRACT_KAFKA_SASL_MECHANISM", "PLAIN").upper() + + # Skip authentication if credentials are not provided + if not kafka_sasl_username or not kafka_sasl_password: + return {} + + # SASL mechanisms supported by Kafka + jaas_config = { + "PLAIN": ( + f"org.apache.kafka.common.security.plain.PlainLoginModule required " + f'username="{kafka_sasl_username}" password="{kafka_sasl_password}";' + ), + "SCRAM-SHA-256": ( + f"org.apache.kafka.common.security.scram.ScramLoginModule required " + f'username="{kafka_sasl_username}" password="{kafka_sasl_password}";' + ), + "SCRAM-SHA-512": ( + f"org.apache.kafka.common.security.scram.ScramLoginModule required " + f'username="{kafka_sasl_username}" password="{kafka_sasl_password}";' + ), + # Add more mechanisms as needed + } + + # Validate SASL mechanism + if kafka_sasl_mechanism not in jaas_config: + raise ValueError(f"Unsupported SASL mechanism: {kafka_sasl_mechanism}") + + # Return config + return { + "kafka.sasl.mechanism": kafka_sasl_mechanism, + "kafka.security.protocol": "SASL_SSL", + "kafka.sasl.jaas.config": jaas_config[kafka_sasl_mechanism], + } + + +def to_struct_type(fields): + try: + from pyspark.sql.types import StructType + except ImportError as e: + raise DataContractException( + type="schema", + result="failed", + name="pyspark is missing", + reason="Install the extra datacontract-cli[kafka] to use kafka", + engine="datacontract", + original_exception=e, + ) + + """Convert field definitions to Spark StructType.""" + return StructType([to_struct_field(field_name, field) for field_name, field in fields.items()]) + + +def to_struct_field(field_name: str, field: Field): + try: + from pyspark.sql.types import ( + ArrayType, + BinaryType, + BooleanType, + DataType, + DateType, + DecimalType, + DoubleType, + IntegerType, + LongType, + NullType, + StringType, + StructField, + StructType, + TimestampNTZType, + TimestampType, + ) + except ImportError as e: + raise DataContractException( + type="schema", + result="failed", + name="pyspark is missing", + reason="Install the extra datacontract-cli[kafka] to use kafka", + engine="datacontract", + original_exception=e, + ) + + """Map field definitions to Spark StructField using match-case.""" + match field.type: + case "string" | "varchar" | "text": + data_type = StringType() + case "number" | "decimal" | "numeric": + data_type = DecimalType() + case "float" | "double": + data_type = DoubleType() + case "integer" | "int": + data_type = IntegerType() + case "long" | "bigint": + data_type = LongType() + case "boolean": + data_type = BooleanType() + case "timestamp" | "timestamp_tz": + data_type = TimestampType() + case "timestamp_ntz": + data_type = TimestampNTZType() + case "date": + data_type = DateType() + case "time": + data_type = DataType() # Specific handling for time type + case "object" | "record" | "struct": + data_type = StructType( + [to_struct_field(sub_field_name, sub_field) for sub_field_name, sub_field in field.fields.items()] + ) + case "binary": + data_type = BinaryType() + case "array": + element_type = ( + StructType( + [to_struct_field(sub_field_name, sub_field) for sub_field_name, sub_field in field.fields.items()] + ) + if field.fields + else DataType() + ) + data_type = ArrayType(element_type) + case "null": + data_type = NullType() + case _: + data_type = DataType() # Fallback generic DataType + + return StructField(field_name, data_type, nullable=not field.required) diff --git a/datacontract-cli/datacontract/engines/soda/connections/postgres.py b/datacontract-cli/datacontract/engines/soda/connections/postgres.py new file mode 100644 index 000000000..29b5c90ce --- /dev/null +++ b/datacontract-cli/datacontract/engines/soda/connections/postgres.py @@ -0,0 +1,21 @@ +import os + +import yaml + + +def to_postgres_soda_configuration(server): + # with service account key, using an external json file + soda_configuration = { + f"data_source {server.type}": { + "type": "postgres", + "host": server.host, + "port": str(server.port), + "username": os.getenv("DATACONTRACT_POSTGRES_USERNAME"), + "password": os.getenv("DATACONTRACT_POSTGRES_PASSWORD"), + "database": server.database, + "schema": server.schema_, + } + } + + soda_configuration_str = yaml.dump(soda_configuration) + return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/snowflake.py b/datacontract-cli/datacontract/engines/soda/connections/snowflake.py new file mode 100644 index 000000000..b5a34fff2 --- /dev/null +++ b/datacontract-cli/datacontract/engines/soda/connections/snowflake.py @@ -0,0 +1,24 @@ +import os + +import yaml + + +def to_snowflake_soda_configuration(server): + prefix = "DATACONTRACT_SNOWFLAKE_" + snowflake_soda_params = {k.replace(prefix, "").lower(): v for k, v in os.environ.items() if k.startswith(prefix)} + + # backward compatibility + if "connection_timeout" not in snowflake_soda_params: + snowflake_soda_params["connection_timeout"] = "5" # minutes + + soda_configuration = { + f"data_source {server.type}": { + "type": "snowflake", + "account": server.account, + "database": server.database, + "schema": server.schema_, + **snowflake_soda_params, + } + } + soda_configuration_str = yaml.dump(soda_configuration) + return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/sqlserver.py b/datacontract-cli/datacontract/engines/soda/connections/sqlserver.py new file mode 100644 index 000000000..8272bd322 --- /dev/null +++ b/datacontract-cli/datacontract/engines/soda/connections/sqlserver.py @@ -0,0 +1,43 @@ +import os + +import yaml + +from datacontract.model.data_contract_specification import Server + + +def to_sqlserver_soda_configuration(server: Server) -> str: + """Serialize server config to soda configuration. + + + ### Example: + type: sqlserver + host: host + port: '1433' + username: simple + password: simple_pass + database: database + schema: dbo + trusted_connection: false + encrypt: false + trust_server_certificate: false + driver: ODBC Driver 18 for SQL Server + """ + # with service account key, using an external json file + soda_configuration = { + f"data_source {server.type}": { + "type": "sqlserver", + "host": server.host, + "port": str(server.port), + "username": os.getenv("DATACONTRACT_SQLSERVER_USERNAME", ""), + "password": os.getenv("DATACONTRACT_SQLSERVER_PASSWORD", ""), + "database": server.database, + "schema": server.schema_, + "trusted_connection": os.getenv("DATACONTRACT_SQLSERVER_TRUSTED_CONNECTION", False), + "trust_server_certificate": os.getenv("DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE", False), + "encrypt": os.getenv("DATACONTRACT_SQLSERVER_ENCRYPTED_CONNECTION", True), + "driver": server.driver, + } + } + + soda_configuration_str = yaml.dump(soda_configuration) + return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/trino.py b/datacontract-cli/datacontract/engines/soda/connections/trino.py new file mode 100644 index 000000000..3cb35b552 --- /dev/null +++ b/datacontract-cli/datacontract/engines/soda/connections/trino.py @@ -0,0 +1,26 @@ +import os + +import yaml + + +def to_trino_soda_configuration(server): + password = os.getenv("DATACONTRACT_TRINO_PASSWORD") + username = os.getenv("DATACONTRACT_TRINO_USERNAME") + + data_source = { + "type": "trino", + "host": server.host, + "port": str(server.port), + "username": username, + "password": password, + "catalog": server.catalog, + "schema": server.schema_, + } + + if password is None or password == "": + data_source["auth_type"] = "NoAuthentication" # default is BasicAuthentication + + soda_configuration = {f"data_source {server.type}": data_source} + + soda_configuration_str = yaml.dump(soda_configuration) + return soda_configuration_str diff --git a/datacontract-cli/datacontract/export/__init__.py b/datacontract-cli/datacontract/export/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/datacontract-cli/datacontract/export/avro_converter.py b/datacontract-cli/datacontract/export/avro_converter.py new file mode 100644 index 000000000..daac1907c --- /dev/null +++ b/datacontract-cli/datacontract/export/avro_converter.py @@ -0,0 +1,121 @@ +import json + +from datacontract.export.exporter import Exporter, _check_models_for_export +from datacontract.model.data_contract_specification import Field + + +class AvroExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) + return to_avro_schema_json(model_name, model_value) + + +def to_avro_schema(model_name, model) -> dict: + return to_avro_record(model_name, model.fields, model.description, model.namespace) + + +def to_avro_schema_json(model_name, model) -> str: + schema = to_avro_schema(model_name, model) + return json.dumps(schema, indent=2, sort_keys=False) + + +def to_avro_record(name, fields, description, namespace) -> dict: + schema = {"type": "record", "name": name} + if description is not None: + schema["doc"] = description + if namespace is not None: + schema["namespace"] = namespace + schema["fields"] = to_avro_fields(fields) + return schema + + +def to_avro_fields(fields): + result = [] + for field_name, field in fields.items(): + result.append(to_avro_field(field, field_name)) + return result + + +def to_avro_field(field, field_name): + avro_field = {"name": field_name} + if field.description is not None: + avro_field["doc"] = field.description + is_required_avro = field.required if field.required is not None else True + avro_type = to_avro_type(field, field_name) + avro_field["type"] = avro_type if is_required_avro else ["null", avro_type] + + if avro_field["type"] == "enum": + avro_field["type"] = { + "type": "enum", + "name": field.title, + "symbols": field.enum, + } + + if field.config: + if "avroDefault" in field.config: + if field.config.get("avroType") != "enum": + avro_field["default"] = field.config["avroDefault"] + + return avro_field + + +def to_avro_type(field: Field, field_name: str) -> str | dict: + if field.config: + if "avroLogicalType" in field.config and "avroType" in field.config: + return {"type": field.config["avroType"], "logicalType": field.config["avroLogicalType"]} + if "avroLogicalType" in field.config: + if field.config["avroLogicalType"] in [ + "timestamp-millis", + "timestamp-micros", + "local-timestamp-millis", + "local-timestamp-micros", + "time-micros", + ]: + return {"type": "long", "logicalType": field.config["avroLogicalType"]} + if field.config["avroLogicalType"] in ["time-millis", "date"]: + return {"type": "int", "logicalType": field.config["avroLogicalType"]} + if "avroType" in field.config: + return field.config["avroType"] + + if field.type is None: + return "null" + if field.type in ["string", "varchar", "text"]: + return "string" + elif field.type in ["number", "numeric"]: + # https://avro.apache.org/docs/1.11.1/specification/#decimal + return "bytes" + elif field.type in ["decimal"]: + typeVal = {"type": "bytes", "logicalType": "decimal"} + if field.scale is not None: + typeVal["scale"] = field.scale + if field.precision is not None: + typeVal["precision"] = field.precision + return typeVal + elif field.type in ["float", "double"]: + return "double" + elif field.type in ["integer", "int"]: + return "int" + elif field.type in ["long", "bigint"]: + return "long" + elif field.type in ["boolean"]: + return "boolean" + elif field.type in ["timestamp", "timestamp_tz"]: + return {"type": "long", "logicalType": "timestamp-millis"} + elif field.type in ["timestamp_ntz"]: + return {"type": "long", "logicalType": "local-timestamp-millis"} + elif field.type in ["date"]: + return {"type": "int", "logicalType": "date"} + elif field.type in ["time"]: + return "long" + elif field.type in ["object", "record", "struct"]: + if field.config is not None and "namespace" in field.config: + return to_avro_record(field_name, field.fields, field.description, field.config["namespace"]) + return to_avro_record(field_name, field.fields, field.description, None) + elif field.type in ["binary"]: + return "bytes" + elif field.type in ["array"]: + return {"type": "array", "items": to_avro_type(field.items, field_name)} + elif field.type in ["null"]: + return "null" + else: + return "bytes" diff --git a/datacontract-cli/datacontract/export/avro_idl_converter.py b/datacontract-cli/datacontract/export/avro_idl_converter.py new file mode 100644 index 000000000..e3cfa5b9a --- /dev/null +++ b/datacontract-cli/datacontract/export/avro_idl_converter.py @@ -0,0 +1,286 @@ +import typing +from dataclasses import dataclass +from enum import Enum +from io import StringIO + +from datacontract.export.exporter import Exporter +from datacontract.lint.resolve import inline_definitions_into_data_contract +from datacontract.model.data_contract_specification import DataContractSpecification, Field +from datacontract.model.exceptions import DataContractException + + +class AvroPrimitiveType(Enum): + int = "int" + long = "long" + string = "string" + boolean = "boolean" + float = "float" + double = "double" + null = "null" + bytes = "bytes" + + +class AvroLogicalType(Enum): + decimal = "decimal" + date = "date" + time_ms = "time_ms" + timestamp_ms = "timestamp_ms" + + +@dataclass +class AvroField: + name: str + required: bool + description: typing.Optional[str] + + +@dataclass +class AvroPrimitiveField(AvroField): + type: typing.Union[AvroPrimitiveType, AvroLogicalType] + + +@dataclass +class AvroComplexField(AvroField): + subfields: list[AvroField] + + +@dataclass +class AvroArrayField(AvroField): + type: AvroField + + +@dataclass +class AvroModelType: + name: str + description: typing.Optional[str] + fields: list[AvroField] + + +@dataclass +class AvroIDLProtocol: + name: typing.Optional[str] + description: typing.Optional[str] + model_types: list[AvroModelType] + + +# TODO use DATACONTRACT_TYPES from datacontract/model/data_contract_specification.py +avro_primitive_types = set( + [ + "string", + "text", + "varchar", + "float", + "double", + "int", + "integer", + "long", + "bigint", + "boolean", + "timestamp_ntz", + "timestamp", + "timestamp_tz", + "date", + "bytes", + "null", + ] +) + + +class AvroIdlExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_avro_idl(data_contract) + + +def to_avro_idl(contract: DataContractSpecification) -> str: + """Serialize the provided data contract specification into an Avro IDL string. + + The data contract will be serialized as a protocol, with one record type + for each contained model. Model fields are mapped one-to-one to Avro IDL + record fields. + """ + stream = StringIO() + to_avro_idl_stream(contract, stream) + return stream.getvalue() + + +def to_avro_idl_stream(contract: DataContractSpecification, stream: typing.TextIO): + """Serialize the provided data contract specification into Avro IDL.""" + ir = _contract_to_avro_idl_ir(contract) + if ir.description: + stream.write(f"/** {contract.info.description} */\n") + stream.write(f"protocol {ir.name or 'Unnamed'} {{\n") + for model_type in ir.model_types: + _write_model_type(model_type, stream) + stream.write("}\n") + + +def _to_avro_primitive_logical_type(field_name: str, field: Field) -> AvroPrimitiveField: + result = AvroPrimitiveField(field_name, field.required, field.description, AvroPrimitiveType.string) + match field.type: + case "string" | "text" | "varchar": + result.type = AvroPrimitiveType.string + case "float": + result.type = AvroPrimitiveType.float + case "double": + result.type = AvroPrimitiveType.double + case "int" | "integer": + result.type = AvroPrimitiveType.int + case "long" | "bigint": + result.type = AvroPrimitiveType.long + case "boolean": + result.type = AvroPrimitiveType.boolean + case "timestamp" | "timestamp_tz": + result.type = AvroPrimitiveType.string + case "timestamp_ntz": + result.type = AvroLogicalType.timestamp_ms + case "date": + result.type = AvroLogicalType.date + case "bytes": + result.type = AvroPrimitiveType.bytes + case "null": + result.type = AvroPrimitiveType.null + case _: + raise DataContractException( + type="general", + name="avro-idl-export", + model=field, + reason="Unknown field type {field.type}", + result="failed", + message="Avro IDL type conversion failed.", + ) + return result + + +def _to_avro_idl_type(field_name: str, field: Field) -> AvroField: + if field.type in avro_primitive_types: + return _to_avro_primitive_logical_type(field_name, field) + else: + match field.type: + case "array": + return AvroArrayField( + field_name, field.required, field.description, _to_avro_idl_type(field_name, field.items) + ) + case "object" | "record" | "struct": + return AvroComplexField( + field_name, + field.required, + field.description, + [_to_avro_idl_type(field_name, field) for (field_name, field) in field.fields.items()], + ) + case _: + raise DataContractException( + type="general", + name="avro-idl-export", + model=type, + reason="Unknown Data Contract field type", + result="failed", + message="Avro IDL type conversion failed.", + ) + + +def _generate_field_types(contract: DataContractSpecification) -> list[AvroField]: + result = [] + for _, model in contract.models.items(): + for field_name, field in model.fields.items(): + result.append(_to_avro_idl_type(field_name, field)) + return result + + +def generate_model_types(contract: DataContractSpecification) -> list[AvroModelType]: + result = [] + for model_name, model in contract.models.items(): + result.append( + AvroModelType(name=model_name, description=model.description, fields=_generate_field_types(contract)) + ) + return result + + +def _model_name_to_identifier(model_name: str): + return "".join([word.title() for word in model_name.split()]) + + +def _contract_to_avro_idl_ir(contract: DataContractSpecification) -> AvroIDLProtocol: + """Convert models into an intermediate representation for later serialization into Avro IDL. + + Each model is converted to a record containing a field for each model field. + """ + inlined_contract = contract.model_copy() + inline_definitions_into_data_contract(inlined_contract) + protocol_name = _model_name_to_identifier(contract.info.title) if contract.info and contract.info.title else None + description = contract.info.description if contract.info and contract.info.description else None + return AvroIDLProtocol( + name=protocol_name, description=description, model_types=generate_model_types(inlined_contract) + ) + + +def _write_indent(indent: int, stream: typing.TextIO): + stream.write(" " * indent) + + +def _write_field_description(field: AvroField, indent: int, stream: typing.TextIO): + if field.description: + _write_indent(indent, stream) + stream.write(f"/** {field.description} */\n") + + +def _write_field_type_definition(field: AvroField, indent: int, stream: typing.TextIO) -> str: + # Write any extra information (such as record type definition) and return + # the name of the generated type. Writes descriptions only for record + # types. This leads to record types being described twice, once on the + # record definition, and once on use. The alternative (detect when the + # complex field type is not used in an array or another complex type) is + # significantly more complex to implement. + match field: + case AvroPrimitiveField(name, required, _, typ) if required is True: + return typ.value + case AvroPrimitiveField(name, required, _, typ): + return typ.value + "?" + case AvroComplexField(name, required, _, subfields): + _write_field_description(field, indent, stream) + _write_indent(indent, stream) + stream.write(f"record {name}_type {{\n") + subfield_types = [] + # Recursively define records for all subfields if necessary + for subfield in subfields: + subfield_types.append(_write_field_type_definition(subfield, indent + 1, stream)) + # Reference all defined record types. + for field, subfield_type in zip(field.subfields, subfield_types): + _write_field_description(field, indent + 1, stream) + _write_indent(indent + 1, stream) + stream.write(f"{subfield_type} {field.name};\n") + _write_indent(indent, stream) + stream.write("}\n") + if required is True: + return f"{name}_type" + else: + return f"{name}_type?" + case AvroArrayField(name, required, _, item_type): + subfield_type = _write_field_type_definition(item_type, indent, stream) + if required is True: + return f"array<{subfield_type}>" + else: + return f"array<{subfield_type}>?" + case _: + raise RuntimeError("Unknown Avro field type {field}") + + +def _write_field(field: AvroField, indent, stream: typing.TextIO): + # Start of recursion. + typename = _write_field_type_definition(field, indent, stream) + _write_field_description(field, indent, stream) + _write_indent(indent, stream) + stream.write(f"{typename} {field.name};\n") + + +def _write_model_type(model: AvroModelType, stream: typing.TextIO): + # Called once for each model + if model.description: + _write_indent(1, stream) + stream.write(f"/** {model.description} */\n") + _write_indent(1, stream) + stream.write(f"record {model.name} {{\n") + # Called for each model field + for field in model.fields: + _write_field(field, 2, stream) + _write_indent(1, stream) + stream.write("}\n") diff --git a/datacontract-cli/datacontract/export/bigquery_converter.py b/datacontract-cli/datacontract/export/bigquery_converter.py new file mode 100644 index 000000000..e41a20429 --- /dev/null +++ b/datacontract-cli/datacontract/export/bigquery_converter.py @@ -0,0 +1,130 @@ +import json +import logging +from typing import Dict, List + +from datacontract.export.exporter import Exporter, _check_models_for_export +from datacontract.model.data_contract_specification import Field, Model, Server +from datacontract.model.exceptions import DataContractException + + +class BigQueryExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + self.dict_args = export_args + model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) + found_server = data_contract.servers.get(server) + if found_server is None: + raise RuntimeError("Export to bigquery requires selecting a bigquery server from the data contract.") + if found_server.type != "bigquery": + raise RuntimeError("Export to bigquery requires selecting a bigquery server from the data contract.") + + return to_bigquery_json(model_name, model_value, found_server) + + +def to_bigquery_json(model_name: str, model_value: Model, server: Server) -> str: + bigquery_table = to_bigquery_schema(model_name, model_value, server) + return json.dumps(bigquery_table, indent=2) + + +def to_bigquery_schema(model_name: str, model_value: Model, server: Server) -> dict: + return { + "kind": "bigquery#table", + "tableReference": {"datasetId": server.dataset, "projectId": server.project, "tableId": model_name}, + "description": model_value.description, + "schema": {"fields": to_fields_array(model_value.fields)}, + } + + +def to_fields_array(fields: Dict[str, Field]) -> List[Dict[str, Field]]: + bq_fields = [] + for field_name, field in fields.items(): + bq_fields.append(to_field(field_name, field)) + + return bq_fields + + +def to_field(field_name: str, field: Field) -> dict: + bq_type = map_type_to_bigquery(field) + bq_field = { + "name": field_name, + "type": bq_type, + "mode": "REQUIRED" if field.required else "NULLABLE", + "description": field.description, + } + + # handle arrays + if field.type == "array": + bq_field["mode"] = "REPEATED" + if field.items.type == "object": + # in case the array type is a complex object, we want to copy all its fields + bq_field["fields"] = to_fields_array(field.items.fields) + else: + bq_field["type"] = map_type_to_bigquery(field.items) + + # all of these can carry other fields + elif bq_type.lower() in ["record", "struct"]: + bq_field["fields"] = to_fields_array(field.fields) + + # strings can have a maxlength + if bq_type.lower() == "string": + bq_field["maxLength"] = field.maxLength + + # number types have precision and scale + if bq_type.lower() in ["numeric", "bignumeric"]: + bq_field["precision"] = field.precision + bq_field["scale"] = field.scale + + return bq_field + + +def map_type_to_bigquery(field: Field) -> str: + logger = logging.getLogger(__name__) + + field_type = field.type + if not field_type: + return None + + if field.config and "bigqueryType" in field.config: + return field.config["bigqueryType"] + + if field_type.lower() in ["string", "varchar", "text"]: + return "STRING" + elif field_type.lower() == "bytes": + return "BYTES" + elif field_type.lower() in ["int", "integer"]: + return "INTEGER" + elif field_type.lower() in ["long", "bigint"]: + return "INT64" + elif field_type.lower() == "float": + return "FLOAT64" + elif field_type.lower() == "boolean": + return "BOOL" + elif field_type.lower() in ["timestamp", "timestamp_tz"]: + return "TIMESTAMP" + elif field_type.lower() == "date": + return "DATE" + elif field_type.lower() == "timestamp_ntz": + return "TIME" + elif field_type.lower() in ["number", "decimal", "numeric"]: + return "NUMERIC" + elif field_type.lower() == "double": + return "BIGNUMERIC" + elif field_type.lower() in ["object", "record"] and not field.fields: + return "JSON" + elif field_type.lower() in ["object", "record", "array"]: + return "RECORD" + elif field_type.lower() == "struct": + return "STRUCT" + elif field_type.lower() == "null": + logger.info( + f"Can't properly map {field.title} to bigquery Schema, as 'null' \ + is not supported as a type. Mapping it to STRING." + ) + return "STRING" + else: + raise DataContractException( + type="schema", + result="failed", + name="Map datacontract type to bigquery data type", + reason=f"Unsupported type {field_type} in data contract definition.", + engine="datacontract", + ) diff --git a/datacontract-cli/datacontract/export/csv_type_converter.py b/datacontract-cli/datacontract/export/csv_type_converter.py new file mode 100644 index 000000000..79dfe1668 --- /dev/null +++ b/datacontract-cli/datacontract/export/csv_type_converter.py @@ -0,0 +1,36 @@ +# https://duckdb.org/docs/data/csv/overview.html +# ['SQLNULL', 'BOOLEAN', 'BIGINT', 'DOUBLE', 'TIME', 'DATE', 'TIMESTAMP', 'VARCHAR'] +def convert_to_duckdb_csv_type(field) -> None | str: + type = field.type + if type is None: + return "VARCHAR" + if type.lower() in ["string", "varchar", "text"]: + return "VARCHAR" + if type.lower() in ["timestamp", "timestamp_tz"]: + return "TIMESTAMP" + if type.lower() in ["timestamp_ntz"]: + return "TIMESTAMP" + if type.lower() in ["date"]: + return "DATE" + if type.lower() in ["time"]: + return "TIME" + if type.lower() in ["number", "decimal", "numeric"]: + # precision and scale not supported by data contract + return "VARCHAR" + if type.lower() in ["float", "double"]: + return "DOUBLE" + if type.lower() in ["integer", "int", "long", "bigint"]: + return "BIGINT" + if type.lower() in ["boolean"]: + return "BOOLEAN" + if type.lower() in ["object", "record", "struct"]: + # not supported in CSV + return "VARCHAR" + if type.lower() in ["bytes"]: + # not supported in CSV + return "VARCHAR" + if type.lower() in ["array"]: + return "VARCHAR" + if type.lower() in ["null"]: + return "SQLNULL" + return "VARCHAR" diff --git a/datacontract-cli/datacontract/export/custom_converter.py b/datacontract-cli/datacontract/export/custom_converter.py new file mode 100644 index 000000000..fd31ae41c --- /dev/null +++ b/datacontract-cli/datacontract/export/custom_converter.py @@ -0,0 +1,40 @@ +from pathlib import Path + +from jinja2 import Environment, FileSystemLoader + +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Model, +) + + +class CustomExporter(Exporter): + """Exporter implementation for converting data contracts to Markdown.""" + + def export( + self, + data_contract: DataContractSpecification, + model: Model, + server: str, + sql_server_type: str, + export_args: dict, + ) -> str: + """Exports a data contract to custom format with Jinja.""" + template = export_args.get("template") + if template is None: + raise RuntimeError("Export to custom requires template argument.") + + return to_custom(data_contract, template) + + +def to_custom(data_contract: DataContractSpecification, template_path: Path) -> str: + template = get_template(template_path) + rendered_sql = template.render(data_contract=data_contract) + return rendered_sql + + +def get_template(path: Path): + abosolute_path = Path(path).resolve() + env = Environment(loader=FileSystemLoader(str(abosolute_path.parent))) + return env.get_template(path.name) diff --git a/datacontract-cli/datacontract/export/data_caterer_converter.py b/datacontract-cli/datacontract/export/data_caterer_converter.py new file mode 100644 index 000000000..0a672411f --- /dev/null +++ b/datacontract-cli/datacontract/export/data_caterer_converter.py @@ -0,0 +1,161 @@ +from typing import Dict + +import yaml + +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model, Server + + +class DataCatererExporter(Exporter): + """ + Exporter class for Data Caterer. + Creates a YAML file, based on the data contract, for Data Caterer to generate synthetic data. + """ + + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_data_caterer_generate_yaml(data_contract, server) + + +def to_data_caterer_generate_yaml(data_contract_spec: DataContractSpecification, server): + generation_task = {"name": data_contract_spec.info.title, "steps": []} + server_info = _get_server_info(data_contract_spec, server) + + for model_key, model_value in data_contract_spec.models.items(): + odcs_table = _to_data_caterer_generate_step(model_key, model_value, server_info) + generation_task["steps"].append(odcs_table) + return yaml.dump(generation_task, indent=2, sort_keys=False, allow_unicode=True) + + +def _get_server_info(data_contract_spec: DataContractSpecification, server): + if server is not None and server in data_contract_spec.servers: + return data_contract_spec.servers.get(server) + elif server is not None: + raise Exception(f"Server name not found in servers list in data contract, server-name={server}") + elif len(data_contract_spec.servers.keys()) > 0: + return next(iter(data_contract_spec.servers.values())) + else: + return None + + +def _to_data_caterer_generate_step(model_key, model_value: Model, server: Server) -> dict: + step = { + "name": model_key, + "type": _to_step_type(server), + "options": _to_data_source_options(model_key, server), + "fields": [], + } + fields = _to_fields(model_value.fields) + if fields: + step["fields"] = fields + return step + + +def _to_step_type(server: Server): + if server is not None and server.type is not None: + if server.type in ["s3", "gcs", "azure", "local"]: + return server.format + else: + return server.type + else: + return "csv" + + +def _to_data_source_options(model_key, server: Server): + options = {} + if server is not None and server.type is not None: + if server.type in ["s3", "gcs", "azure", "local"]: + if server.path is not None: + options["path"] = server.path + elif server.location is not None: + options["path"] = server.location + else: + options["path"] = "/tmp/data_caterer_data" + elif server.type == "postgres": + options["schema"] = server.schema_ + options["table"] = model_key + elif server.type == "kafka": + options["topic"] = server.topic + + return options + + +def _to_fields(fields: Dict[str, Field]) -> list: + dc_fields = [] + for field_name, field in fields.items(): + column = _to_field(field_name, field) + dc_fields.append(column) + return dc_fields + + +def _to_field(field_name: str, field: Field) -> dict: + dc_field = {"name": field_name} + dc_generator_opts = {} + + if field.type is not None: + new_type = _to_data_type(field.type) + dc_field["type"] = _to_data_type(field.type) + if new_type == "object" or new_type == "record" or new_type == "struct": + # need to get nested field definitions + nested_fields = _to_fields(field.fields) + dc_field["fields"] = nested_fields + elif new_type == "array": + if field.items is not None and field.items.type is not None: + dc_generator_opts["arrayType"] = _to_data_type(field.items.type) + else: + dc_generator_opts["arrayType"] = "string" + + if field.enum is not None and len(field.enum) > 0: + dc_generator_opts["oneOf"] = field.enum + if field.unique is not None and field.unique: + dc_generator_opts["isUnique"] = field.unique + if field.primaryKey is not None and field.primaryKey: + dc_generator_opts["isPrimaryKey"] = field.primaryKey + if field.minLength is not None: + if field.type is not None and field.type == "array": + dc_generator_opts["arrayMinLen"] = field.minLength + else: + dc_generator_opts["minLen"] = field.minLength + if field.maxLength is not None: + if field.type is not None and field.type == "array": + dc_generator_opts["arrayMaxLen"] = field.maxLength + else: + dc_generator_opts["maxLen"] = field.maxLength + if field.pattern is not None: + dc_generator_opts["regex"] = field.pattern + if field.minimum is not None: + dc_generator_opts["min"] = field.minimum + if field.maximum is not None: + dc_generator_opts["max"] = field.maximum + + if len(dc_generator_opts.keys()) > 0: + dc_field["options"] = dc_generator_opts + return dc_field + + +def _to_data_type(data_type): + if data_type == "number" or data_type == "numeric" or data_type == "double": + return "double" + elif data_type == "decimal" or data_type == "bigint": + return "decimal" + elif data_type == "int" or data_type == "integer": + return "integer" + elif data_type == "long": + return "long" + elif data_type == "float": + return "float" + elif data_type == "string" or data_type == "text" or data_type == "varchar": + return "string" + if data_type == "boolean": + return "boolean" + if data_type == "timestamp" or data_type == "timestamp_tz" or data_type == "timestamp_ntz": + return "timestamp" + elif data_type == "date": + return "date" + elif data_type == "array": + return "array" + elif data_type == "map" or data_type == "object" or data_type == "record" or data_type == "struct": + return "struct" + elif data_type == "bytes": + return "binary" + else: + return "string" diff --git a/datacontract-cli/datacontract/export/dbml_converter.py b/datacontract-cli/datacontract/export/dbml_converter.py new file mode 100644 index 000000000..5c13ea319 --- /dev/null +++ b/datacontract-cli/datacontract/export/dbml_converter.py @@ -0,0 +1,148 @@ +from datetime import datetime +from importlib.metadata import version +from typing import Tuple + +import pytz + +import datacontract.model.data_contract_specification as spec +from datacontract.export.exporter import Exporter +from datacontract.export.sql_type_converter import convert_to_sql_type +from datacontract.model.exceptions import DataContractException + + +class DbmlExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + found_server = data_contract.servers.get(server) + return to_dbml_diagram(data_contract, found_server) + + +def to_dbml_diagram(contract: spec.DataContractSpecification, server: spec.Server) -> str: + result = "" + result += add_generated_info(contract, server) + "\n" + result += generate_project_info(contract) + "\n" + + for model_name, model in contract.models.items(): + table_description = generate_table(model_name, model, server) + result += f"\n{table_description}\n" + + return result + + +def add_generated_info(contract: spec.DataContractSpecification, server: spec.Server) -> str: + tz = pytz.timezone("UTC") + now = datetime.now(tz) + formatted_date = now.strftime("%b %d %Y") + datacontract_cli_version = get_version() + dialect = "Logical Datacontract" if server is None else server.type + + generated_info = """ +Generated at {0} by datacontract-cli version {1} +for datacontract {2} ({3}) version {4} +Using {5} Types for the field types + """.format( + formatted_date, datacontract_cli_version, contract.info.title, contract.id, contract.info.version, dialect + ) + + comment = """/* +{0} +*/ + """.format(generated_info) + return comment + + +def get_version() -> str: + try: + return version("datacontract_cli") + except Exception: + return "" + + +def generate_project_info(contract: spec.DataContractSpecification) -> str: + return """Project "{0}" {{ + Note: '''{1}''' +}}\n + """.format(contract.info.title, contract.info.description) + + +def generate_table(model_name: str, model: spec.Model, server: spec.Server) -> str: + result = """Table "{0}" {{ +Note: {1} + """.format(model_name, formatDescription(model.description)) + + references = [] + + for field_name, field in model.fields.items(): + ref, field_string = generate_field(field_name, field, model_name, server) + if ref is not None: + references.append(ref) + result += "{0}\n".format(field_string) + + result += "}\n" + + # and if any: add the references + if len(references) > 0: + for ref in references: + result += "Ref: {0}\n".format(ref) + + result += "\n" + + return result + + +def generate_field(field_name: str, field: spec.Field, model_name: str, server: spec.Server) -> Tuple[str, str]: + if field.primaryKey or field.primary: + if field.required is not None: + if not field.required: + raise DataContractException( + type="lint", + name="Primary key fields cannot have required == False.", + result="error", + reason="Primary key fields cannot have required == False.", + engine="datacontract", + ) + else: + field.required = True + if field.unique is not None: + if not field.unique: + raise DataContractException( + type="lint", + name="Primary key fields cannot have unique == False", + result="error", + reason="Primary key fields cannot have unique == False.", + engine="datacontract", + ) + else: + field.unique = True + + field_attrs = [] + if field.primaryKey or field.primary: + field_attrs.append("pk") + + if field.unique: + field_attrs.append("unique") + + if field.required: + field_attrs.append("not null") + else: + field_attrs.append("null") + + if field.description: + field_attrs.append("""Note: {0}""".format(formatDescription(field.description))) + + field_type = field.type if server is None else convert_to_sql_type(field, server.type) + + field_str = '"{0}" "{1}" [{2}]'.format(field_name, field_type, ",".join(field_attrs)) + ref_str = None + if (field.references) is not None: + if field.unique: + ref_str = "{0}.{1} - {2}".format(model_name, field_name, field.references) + else: + ref_str = "{0}.{1} > {2}".format(model_name, field_name, field.references) + return (ref_str, field_str) + + +def formatDescription(input: str) -> str: + if "\n" in input or "\r" in input or '"' in input: + return "'''{0}'''".format(input) + else: + return '"{0}"'.format(input) diff --git a/datacontract-cli/datacontract/export/dbt_converter.py b/datacontract-cli/datacontract/export/dbt_converter.py new file mode 100644 index 000000000..48c76c7b6 --- /dev/null +++ b/datacontract-cli/datacontract/export/dbt_converter.py @@ -0,0 +1,272 @@ +from typing import Dict, Optional + +import yaml + +from datacontract.export.exporter import Exporter, _check_models_for_export +from datacontract.export.sql_type_converter import convert_to_sql_type +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model + + +class DbtExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_dbt_models_yaml(data_contract) + + +class DbtSourceExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_dbt_sources_yaml(data_contract, server) + + +class DbtStageExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) + return to_dbt_staging_sql( + data_contract, + model_name, + model_value, + ) + + +def to_dbt_models_yaml(data_contract_spec: DataContractSpecification): + dbt = { + "version": 2, + "models": [], + } + for model_key, model_value in data_contract_spec.models.items(): + dbt_model = _to_dbt_model(model_key, model_value, data_contract_spec) + dbt["models"].append(dbt_model) + return yaml.dump(dbt, indent=2, sort_keys=False, allow_unicode=True) + + +def to_dbt_staging_sql(data_contract_spec: DataContractSpecification, model_name: str, model_value: Model) -> str: + id = data_contract_spec.id + columns = [] + for field_name, field in model_value.fields.items(): + # TODO escape SQL reserved key words, probably dependent on server type + columns.append(field_name) + return f""" + select + {", ".join(columns)} + from {{{{ source('{id}', '{model_name}') }}}} +""" + + +def to_dbt_sources_yaml(data_contract_spec: DataContractSpecification, server: str = None): + source = {"name": data_contract_spec.id} + dbt = { + "version": 2, + "sources": [source], + } + if data_contract_spec.info.owner is not None: + source["meta"] = {"owner": data_contract_spec.info.owner} + if data_contract_spec.info.description is not None: + source["description"] = data_contract_spec.info.description + found_server = data_contract_spec.servers.get(server) + adapter_type = None + if found_server is not None: + adapter_type = found_server.type + if adapter_type == "bigquery": + source["database"] = found_server.project + source["schema"] = found_server.dataset + else: + source["database"] = found_server.database + source["schema"] = found_server.schema_ + + source["tables"] = [] + for model_key, model_value in data_contract_spec.models.items(): + dbt_model = _to_dbt_source_table(data_contract_spec, model_key, model_value, adapter_type) + source["tables"].append(dbt_model) + return yaml.dump(dbt, indent=2, sort_keys=False, allow_unicode=True) + + +def _to_dbt_source_table( + data_contract_spec: DataContractSpecification, model_key, model_value: Model, adapter_type: Optional[str] +) -> dict: + dbt_model = { + "name": model_key, + } + + if model_value.description is not None: + dbt_model["description"] = model_value.description + columns = _to_columns(data_contract_spec, model_value.fields, False, adapter_type) + if columns: + dbt_model["columns"] = columns + return dbt_model + + +def _to_dbt_model(model_key, model_value: Model, data_contract_spec: DataContractSpecification) -> dict: + dbt_model = { + "name": model_key, + } + model_type = _to_dbt_model_type(model_value.type) + dbt_model["config"] = {"meta": {"data_contract": data_contract_spec.id}} + dbt_model["config"]["materialized"] = model_type + + if data_contract_spec.info.owner is not None: + dbt_model["config"]["meta"]["owner"] = data_contract_spec.info.owner + + if _supports_constraints(model_type): + dbt_model["config"]["contract"] = {"enforced": True} + if model_value.description is not None: + dbt_model["description"] = model_value.description + columns = _to_columns(data_contract_spec, model_value.fields, _supports_constraints(model_type), None) + if columns: + dbt_model["columns"] = columns + return dbt_model + + +def _to_dbt_model_type(model_type): + # https://docs.getdbt.com/docs/build/materializations + # Allowed values: table, view, incremental, ephemeral, materialized view + # Custom values also possible + if model_type is None: + return "table" + if model_type.lower() == "table": + return "table" + if model_type.lower() == "view": + return "view" + return "table" + + +def _supports_constraints(model_type): + return model_type == "table" or model_type == "incremental" + + +def _to_columns( + data_contract_spec: DataContractSpecification, + fields: Dict[str, Field], + supports_constraints: bool, + adapter_type: Optional[str], +) -> list: + columns = [] + for field_name, field in fields.items(): + column = _to_column(data_contract_spec, field_name, field, supports_constraints, adapter_type) + columns.append(column) + return columns + + +def get_table_name_and_column_name(references: str) -> tuple[Optional[str], str]: + parts = references.split(".") + if len(parts) < 2: + return None, parts[0] + return parts[-2], parts[-1] + + +def _to_column( + data_contract_spec: DataContractSpecification, + field_name: str, + field: Field, + supports_constraints: bool, + adapter_type: Optional[str], +) -> dict: + column = {"name": field_name} + adapter_type = adapter_type or "snowflake" + dbt_type = convert_to_sql_type(field, adapter_type) + + column["data_tests"] = [] + if dbt_type is not None: + column["data_type"] = dbt_type + else: + column["data_tests"].append( + {"dbt_expectations.dbt_expectations.expect_column_values_to_be_of_type": {"column_type": dbt_type}} + ) + if field.description is not None: + column["description"] = field.description + if field.required: + if supports_constraints: + column.setdefault("constraints", []).append({"type": "not_null"}) + else: + column["data_tests"].append("not_null") + if field.unique: + if supports_constraints: + column.setdefault("constraints", []).append({"type": "unique"}) + else: + column["data_tests"].append("unique") + if field.enum is not None and len(field.enum) > 0: + column["data_tests"].append({"accepted_values": {"values": field.enum}}) + if field.minLength is not None or field.maxLength is not None: + length_test = {} + if field.minLength is not None: + length_test["min_value"] = field.minLength + if field.maxLength is not None: + length_test["max_value"] = field.maxLength + column["data_tests"].append({"dbt_expectations.expect_column_value_lengths_to_be_between": length_test}) + if field.pii is not None: + column.setdefault("meta", {})["pii"] = field.pii + if field.classification is not None: + column.setdefault("meta", {})["classification"] = field.classification + if field.tags is not None and len(field.tags) > 0: + column.setdefault("tags", []).extend(field.tags) + if field.pattern is not None: + # Beware, the data contract pattern is a regex, not a like pattern + column["data_tests"].append({"dbt_expectations.expect_column_values_to_match_regex": {"regex": field.pattern}}) + if ( + field.minimum is not None + or field.maximum is not None + and field.exclusiveMinimum is None + and field.exclusiveMaximum is None + ): + range_test = {} + if field.minimum is not None: + range_test["min_value"] = field.minimum + if field.maximum is not None: + range_test["max_value"] = field.maximum + column["data_tests"].append({"dbt_expectations.expect_column_values_to_be_between": range_test}) + elif ( + field.exclusiveMinimum is not None + or field.exclusiveMaximum is not None + and field.minimum is None + and field.maximum is None + ): + range_test = {} + if field.exclusiveMinimum is not None: + range_test["min_value"] = field.exclusiveMinimum + if field.exclusiveMaximum is not None: + range_test["max_value"] = field.exclusiveMaximum + range_test["strictly"] = True + column["data_tests"].append({"dbt_expectations.expect_column_values_to_be_between": range_test}) + else: + if field.minimum is not None: + column["data_tests"].append( + {"dbt_expectations.expect_column_values_to_be_between": {"min_value": field.minimum}} + ) + if field.maximum is not None: + column["data_tests"].append( + {"dbt_expectations.expect_column_values_to_be_between": {"max_value": field.maximum}} + ) + if field.exclusiveMinimum is not None: + column["data_tests"].append( + { + "dbt_expectations.expect_column_values_to_be_between": { + "min_value": field.exclusiveMinimum, + "strictly": True, + } + } + ) + if field.exclusiveMaximum is not None: + column["data_tests"].append( + { + "dbt_expectations.expect_column_values_to_be_between": { + "max_value": field.exclusiveMaximum, + "strictly": True, + } + } + ) + if field.references is not None: + ref_source_name = data_contract_spec.id + table_name, column_name = get_table_name_and_column_name(field.references) + if table_name is not None and column_name is not None: + column["data_tests"].append( + { + "relationships": { + "to": f"""source("{ref_source_name}", "{table_name}")""", + "field": f"{column_name}", + } + } + ) + + if not column["data_tests"]: + column.pop("data_tests") + + # TODO: all constraints + return column diff --git a/datacontract-cli/datacontract/export/dcs_exporter.py b/datacontract-cli/datacontract/export/dcs_exporter.py new file mode 100644 index 000000000..38c3c5a54 --- /dev/null +++ b/datacontract-cli/datacontract/export/dcs_exporter.py @@ -0,0 +1,6 @@ +from datacontract.export.exporter import Exporter + + +class DcsExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return data_contract.to_yaml() diff --git a/datacontract-cli/datacontract/export/exporter.py b/datacontract-cli/datacontract/export/exporter.py new file mode 100644 index 000000000..f0b9d2f3e --- /dev/null +++ b/datacontract-cli/datacontract/export/exporter.py @@ -0,0 +1,97 @@ +import typing +from abc import ABC, abstractmethod +from enum import Enum + +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Model, +) + + +class Exporter(ABC): + def __init__(self, export_format) -> None: + self.export_format = export_format + + @abstractmethod + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict | str: + pass + + +class ExportFormat(str, Enum): + jsonschema = "jsonschema" + pydantic_model = "pydantic-model" + sodacl = "sodacl" + dbt = "dbt" + dbt_sources = "dbt-sources" + dbt_staging_sql = "dbt-staging-sql" + odcs = "odcs" + rdf = "rdf" + avro = "avro" + protobuf = "protobuf" + great_expectations = "great-expectations" + terraform = "terraform" + avro_idl = "avro-idl" + sql = "sql" + sql_query = "sql-query" + html = "html" + go = "go" + bigquery = "bigquery" + dbml = "dbml" + spark = "spark" + sqlalchemy = "sqlalchemy" + data_caterer = "data-caterer" + dcs = "dcs" + markdown = "markdown" + iceberg = "iceberg" + custom = "custom" + + @classmethod + def get_supported_formats(cls): + return list(map(lambda c: c.value, cls)) + + +def _check_models_for_export( + data_contract: DataContractSpecification, model: str, export_format: str +) -> typing.Tuple[str, Model]: + if data_contract.models is None: + raise RuntimeError(f"Export to {export_format} requires models in the data contract.") + + model_names = list(data_contract.models.keys()) + + if model == "all": + if len(data_contract.models.items()) != 1: + raise RuntimeError( + f"Export to {export_format} is model specific. Specify the model via --model $MODEL_NAME. Available models: {model_names}" + ) + + model_name, model_value = next(iter(data_contract.models.items())) + else: + model_name = model + model_value = data_contract.models.get(model_name) + if model_value is None: + raise RuntimeError(f"Model {model_name} not found in the data contract. Available models: {model_names}") + + return model_name, model_value + + +def _determine_sql_server_type(data_contract: DataContractSpecification, sql_server_type: str, server: str = None): + if sql_server_type == "auto": + if data_contract.servers is None or len(data_contract.servers) == 0: + raise RuntimeError("Export with server_type='auto' requires servers in the data contract.") + + if server is None: + server_types = set([server.type for server in data_contract.servers.values()]) + else: + server_types = {data_contract.servers[server].type} + + if "snowflake" in server_types: + return "snowflake" + elif "postgres" in server_types: + return "postgres" + elif "databricks" in server_types: + return "databricks" + else: + # default to snowflake dialect + return "snowflake" + else: + return sql_server_type diff --git a/datacontract-cli/datacontract/export/exporter_factory.py b/datacontract-cli/datacontract/export/exporter_factory.py new file mode 100644 index 000000000..4804f7993 --- /dev/null +++ b/datacontract-cli/datacontract/export/exporter_factory.py @@ -0,0 +1,200 @@ +import importlib +import sys + +from datacontract.export.exporter import Exporter, ExportFormat + + +class ExporterFactory: + def __init__(self): + self.dict_exporter = {} + self.dict_lazy_exporter = {} + + def register_exporter(self, name: str, exporter: Exporter): + self.dict_exporter.update({name: exporter}) + + def register_lazy_exporter(self, name: str, module_path: str, class_name: str): + self.dict_lazy_exporter.update({name: (module_path, class_name)}) + + def create(self, name) -> Exporter: + exporters = self.dict_exporter.copy() + exporters.update(self.dict_lazy_exporter.copy()) + if name not in exporters.keys(): + raise ValueError(f"The '{name}' format is not supported.") + exporter_class = exporters[name] + if type(exporters[name]) is tuple: + exporter_class = load_module_class(module_path=exporters[name][0], class_name=exporters[name][1]) + if not exporter_class: + raise ValueError(f"Module {name} could not be loaded.") + return exporter_class(name) + + +def import_module(module_path): + if importlib.util.find_spec(module_path) is not None: + try: + module = importlib.import_module(module_path) + except ModuleNotFoundError: + return None + sys.modules[module_path] = module + return module + + +def load_module_class(module_path, class_name): + module = import_module(module_path) + if not module: + return None + return getattr(module, class_name) + + +exporter_factory = ExporterFactory() + +exporter_factory.register_lazy_exporter( + name=ExportFormat.avro, + module_path="datacontract.export.avro_converter", + class_name="AvroExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.avro_idl, + module_path="datacontract.export.avro_idl_converter", + class_name="AvroIdlExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.bigquery, + module_path="datacontract.export.bigquery_converter", + class_name="BigQueryExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.data_caterer, + module_path="datacontract.export.data_caterer_converter", + class_name="DataCatererExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.dbml, + module_path="datacontract.export.dbml_converter", + class_name="DbmlExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.rdf, + module_path="datacontract.export.rdf_converter", + class_name="RdfExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.dbt, + module_path="datacontract.export.dbt_converter", + class_name="DbtExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.dbt_sources, + module_path="datacontract.export.dbt_converter", + class_name="DbtSourceExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.dbt_staging_sql, + module_path="datacontract.export.dbt_converter", + class_name="DbtStageExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.jsonschema, + module_path="datacontract.export.jsonschema_converter", + class_name="JsonSchemaExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.odcs, + module_path="datacontract.export.odcs_v3_exporter", + class_name="OdcsV3Exporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.go, + module_path="datacontract.export.go_converter", + class_name="GoExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.great_expectations, + module_path="datacontract.export.great_expectations_converter", + class_name="GreatExpectationsExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.html, + module_path="datacontract.export.html_export", + class_name="HtmlExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.protobuf, + module_path="datacontract.export.protobuf_converter", + class_name="ProtoBufExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.pydantic_model, + module_path="datacontract.export.pydantic_converter", + class_name="PydanticExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.sodacl, + module_path="datacontract.export.sodacl_converter", + class_name="SodaExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.sql, + module_path="datacontract.export.sql_converter", + class_name="SqlExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.sql_query, + module_path="datacontract.export.sql_converter", + class_name="SqlQueryExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.terraform, + module_path="datacontract.export.terraform_converter", + class_name="TerraformExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.spark, + module_path="datacontract.export.spark_converter", + class_name="SparkExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.sqlalchemy, + module_path="datacontract.export.sqlalchemy_converter", + class_name="SQLAlchemyExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.dcs, + module_path="datacontract.export.dcs_exporter", + class_name="DcsExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.markdown, + module_path="datacontract.export.markdown_converter", + class_name="MarkdownExporter", +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.iceberg, module_path="datacontract.export.iceberg_converter", class_name="IcebergExporter" +) + +exporter_factory.register_lazy_exporter( + name=ExportFormat.custom, module_path="datacontract.export.custom_converter", class_name="CustomExporter" +) diff --git a/datacontract-cli/datacontract/export/go_converter.py b/datacontract-cli/datacontract/export/go_converter.py new file mode 100644 index 000000000..7572a70b6 --- /dev/null +++ b/datacontract-cli/datacontract/export/go_converter.py @@ -0,0 +1,105 @@ +import re +from typing import List + +import datacontract.model.data_contract_specification as spec +from datacontract.export.exporter import Exporter + + +class GoExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_go_types(data_contract) + + +def to_go_types(contract: spec.DataContractSpecification) -> str: + result = "package main\n\n" + + for key in contract.models.keys(): + go_types = generate_go_type(contract.models[key], key) + for go_type in go_types: + # print(go_type + "\n\n") + result += f"\n{go_type}\n" + + return result + + +def python_type_to_go_type(py_type) -> str: + match py_type: + case "text": + return "string" + case "timestamp": + return "time.Time" + case "long": + return "int64" + case "int": + return "int" + case "float": + return "float64" + case "boolean": + return "bool" + case _: + return "interface{}" + + +def to_camel_case(snake_str) -> str: + return "".join(word.capitalize() for word in re.split(r"_|(? str: + go_type = "interface{}" + if field_info.fields: + nested_type_name = to_camel_case(f"{type_name}_{camel_case_name}") + nested_types[nested_type_name] = field_info.fields + go_type = nested_type_name + + match field_info.type: + case "array": + if field_info.items: + item_type = get_subtype(field_info.items, nested_types, type_name, camel_case_name + "Item") + go_type = f"[]{item_type}" + else: + go_type = "[]interface{}" + case "record": + if field_info.fields: + nested_type_name = to_camel_case(f"{type_name}_{camel_case_name}") + nested_types[nested_type_name] = field_info.fields + go_type = nested_type_name + else: + go_type = "interface{}" + case "object": + pass + case _: + go_type = field_info.type + + return go_type + + +def generate_go_type(model, model_name) -> List[str]: + go_types = [] + type_name = to_camel_case(model_name) + lines = [f"type {type_name} struct {{"] + + nested_types = {} + + for field_name, field_info in model.fields.items(): + go_type = python_type_to_go_type(field_info.type) + camel_case_name = to_camel_case(field_name) + json_tag = field_name if field_info.required else f"{field_name},omitempty" + avro_tag = field_name + + if go_type == "interface{}": + go_type = get_subtype(field_info, nested_types, type_name, camel_case_name) + + go_type = go_type if field_info.required else f"*{go_type}" + + lines.append( + f' {camel_case_name} {go_type} `json:"{json_tag}" avro:"{avro_tag}"` // {field_info.description}' + ) + lines.append("}") + go_types.append("\n".join(lines)) + + for nested_type_name, nested_fields in nested_types.items(): + nested_model = spec.Model(fields=nested_fields) + nested_go_types = generate_go_type(nested_model, nested_type_name) + go_types.extend(nested_go_types) + + return go_types diff --git a/datacontract-cli/datacontract/export/great_expectations_converter.py b/datacontract-cli/datacontract/export/great_expectations_converter.py new file mode 100644 index 000000000..a8202ea9b --- /dev/null +++ b/datacontract-cli/datacontract/export/great_expectations_converter.py @@ -0,0 +1,312 @@ +""" +This module provides functionalities to export data contracts to Great Expectations suites. +It includes definitions for exporting different types of data (pandas, Spark, SQL) into +Great Expectations expectations format. +""" + +import json +from enum import Enum +from typing import Any, Dict, List + +import yaml + +from datacontract.export.exporter import ( + Exporter, + _check_models_for_export, +) +from datacontract.export.pandas_type_converter import convert_to_pandas_type +from datacontract.export.spark_converter import to_spark_data_type +from datacontract.export.sql_type_converter import convert_to_sql_type +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Field, + Quality, +) + + +class GreatExpectationsEngine(Enum): + """Enum to represent the type of data engine for expectations. + + Attributes: + pandas (str): Represents the Pandas engine type. + spark (str): Represents the Spark engine type. + sql (str): Represents the SQL engine type. + """ + + pandas = "pandas" + spark = "spark" + sql = "sql" + + +class GreatExpectationsExporter(Exporter): + """Exporter class to convert data contracts to Great Expectations suites. + + Methods: + export: Converts a data contract model to a Great Expectations suite. + + """ + + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + """Exports a data contract model to a Great Expectations suite. + + Args: + data_contract (DataContractSpecification): The data contract specification. + model (str): The model name to export. + server (str): The server information. + sql_server_type (str): Type of SQL server (e.g., "snowflake"). + export_args (dict): Additional arguments for export, such as "suite_name" and "engine". + + Returns: + dict: A dictionary representation of the Great Expectations suite. + """ + expectation_suite_name = export_args.get("suite_name") + engine = export_args.get("engine") + model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) + sql_server_type = "snowflake" if sql_server_type == "auto" else sql_server_type + return to_great_expectations(data_contract, model_name, expectation_suite_name, engine, sql_server_type) + + +def to_great_expectations( + data_contract_spec: DataContractSpecification, + model_key: str, + expectation_suite_name: str | None = None, + engine: str | None = None, + sql_server_type: str = "snowflake", +) -> str: + """Converts a data contract model to a Great Expectations suite. + + Args: + data_contract_spec (DataContractSpecification): The data contract specification. + model_key (str): The model key. + expectation_suite_name (str | None): Optional suite name for the expectations. + engine (str | None): Optional engine type (e.g., "pandas", "spark"). + sql_server_type (str): The type of SQL server (default is "snowflake"). + + Returns: + str: JSON string of the Great Expectations suite. + """ + expectations = [] + if not expectation_suite_name: + expectation_suite_name = "{model_key}.{contract_version}".format( + model_key=model_key, contract_version=data_contract_spec.info.version + ) + model_value = data_contract_spec.models.get(model_key) + quality_checks = get_quality_checks(data_contract_spec.quality) + expectations.extend(model_to_expectations(model_value.fields, engine, sql_server_type)) + expectations.extend(checks_to_expectations(quality_checks, model_key)) + model_expectation_suite = to_suite(expectations, expectation_suite_name) + + return model_expectation_suite + + +def to_suite(expectations: List[Dict[str, Any]], expectation_suite_name: str) -> str: + """Converts a list of expectations to a JSON-formatted suite. + + Args: + expectations (List[Dict[str, Any]]): List of expectations. + expectation_suite_name (str): Name of the expectation suite. + + Returns: + str: JSON string of the expectation suite. + """ + return json.dumps( + { + "data_asset_type": "null", + "expectation_suite_name": expectation_suite_name, + "expectations": expectations, + "meta": {}, + }, + indent=2, + ) + + +def model_to_expectations(fields: Dict[str, Field], engine: str | None, sql_server_type: str) -> List[Dict[str, Any]]: + """Converts model fields to a list of expectations. + + Args: + fields (Dict[str, Field]): Dictionary of model fields. + engine (str | None): Engine type (e.g., "pandas", "spark"). + sql_server_type (str): SQL server type. + + Returns: + List[Dict[str, Any]]: List of expectations. + """ + expectations = [] + add_column_order_exp(fields, expectations) + for field_name, field in fields.items(): + add_field_expectations(field_name, field, expectations, engine, sql_server_type) + return expectations + + +def add_field_expectations( + field_name, + field: Field, + expectations: List[Dict[str, Any]], + engine: str | None, + sql_server_type: str, +) -> List[Dict[str, Any]]: + """Adds expectations for a specific field based on its properties. + + Args: + field_name (str): The name of the field. + field (Field): The field object. + expectations (List[Dict[str, Any]]): The expectations list to update. + engine (str | None): Engine type (e.g., "pandas", "spark"). + sql_server_type (str): SQL server type. + + Returns: + List[Dict[str, Any]]: Updated list of expectations. + """ + if field.type is not None: + if engine == GreatExpectationsEngine.spark.value: + field_type = to_spark_data_type(field).__class__.__name__ + elif engine == GreatExpectationsEngine.pandas.value: + field_type = convert_to_pandas_type(field) + elif engine == GreatExpectationsEngine.sql.value: + field_type = convert_to_sql_type(field, sql_server_type) + else: + field_type = field.type + expectations.append(to_column_types_exp(field_name, field_type)) + if field.unique: + expectations.append(to_column_unique_exp(field_name)) + if field.maxLength is not None or field.minLength is not None: + expectations.append(to_column_length_exp(field_name, field.minLength, field.maxLength)) + if field.minimum is not None or field.maximum is not None: + expectations.append(to_column_min_max_exp(field_name, field.minimum, field.maximum)) + + return expectations + + +def add_column_order_exp(fields: Dict[str, Field], expectations: List[Dict[str, Any]]): + """Adds expectation for column ordering. + + Args: + fields (Dict[str, Field]): Dictionary of fields. + expectations (List[Dict[str, Any]]): The expectations list to update. + """ + expectations.append( + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": {"column_list": list(fields.keys())}, + "meta": {}, + } + ) + + +def to_column_types_exp(field_name, field_type) -> Dict[str, Any]: + """Creates a column type expectation. + + Args: + field_name (str): The name of the field. + field_type (str): The type of the field. + + Returns: + Dict[str, Any]: Column type expectation. + """ + return { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": field_name, "type_": field_type}, + "meta": {}, + } + + +def to_column_unique_exp(field_name) -> Dict[str, Any]: + """Creates a column uniqueness expectation. + + Args: + field_name (str): The name of the field. + + Returns: + Dict[str, Any]: Column uniqueness expectation. + """ + return { + "expectation_type": "expect_column_values_to_be_unique", + "kwargs": {"column": field_name}, + "meta": {}, + } + + +def to_column_length_exp(field_name, min_length, max_length) -> Dict[str, Any]: + """Creates a column length expectation. + + Args: + field_name (str): The name of the field. + min_length (int | None): Minimum length. + max_length (int | None): Maximum length. + + Returns: + Dict[str, Any]: Column length expectation. + """ + return { + "expectation_type": "expect_column_value_lengths_to_be_between", + "kwargs": { + "column": field_name, + "min_value": min_length, + "max_value": max_length, + }, + "meta": {}, + } + + +def to_column_min_max_exp(field_name, minimum, maximum) -> Dict[str, Any]: + """Creates a column min-max value expectation. + + Args: + field_name (str): The name of the field. + minimum (float | None): Minimum value. + maximum (float | None): Maximum value. + + Returns: + Dict[str, Any]: Column min-max value expectation. + """ + return { + "expectation_type": "expect_column_values_to_be_between", + "kwargs": {"column": field_name, "min_value": minimum, "max_value": maximum}, + "meta": {}, + } + + +def get_quality_checks(quality: Quality) -> Dict[str, Any]: + """Retrieves quality checks defined in a data contract. + + Args: + quality (Quality): Quality object from the data contract. + + Returns: + Dict[str, Any]: Dictionary of quality checks. + """ + if quality is None: + return {} + if quality.type is None: + return {} + if quality.type.lower() != "great-expectations": + return {} + if isinstance(quality.specification, str): + quality_specification = yaml.safe_load(quality.specification) + else: + quality_specification = quality.specification + return quality_specification + + +def checks_to_expectations(quality_checks: Dict[str, Any], model_key: str) -> List[Dict[str, Any]]: + """Converts quality checks to a list of expectations. + + Args: + quality_checks (Dict[str, Any]): Dictionary of quality checks by model. + model_key (str): The model key. + + Returns: + List[Dict[str, Any]]: List of expectations for the model. + """ + if quality_checks is None or model_key not in quality_checks: + return [] + + model_quality_checks = quality_checks[model_key] + + if model_quality_checks is None: + return [] + + if isinstance(model_quality_checks, str): + expectation_list = json.loads(model_quality_checks) + return expectation_list + return [] diff --git a/datacontract-cli/datacontract/export/html_export.py b/datacontract-cli/datacontract/export/html_export.py new file mode 100644 index 000000000..bc1b1c101 --- /dev/null +++ b/datacontract-cli/datacontract/export/html_export.py @@ -0,0 +1,75 @@ +import datetime +import logging +from importlib.metadata import version + +import jinja_partials +import pytz +import yaml +from jinja2 import Environment, PackageLoader, select_autoescape + +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import DataContractSpecification + + +class HtmlExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_html(data_contract) + + +def to_html(data_contract_spec: DataContractSpecification) -> str: + # Load templates from templates folder + package_loader = PackageLoader("datacontract", "templates") + env = Environment( + loader=package_loader, + autoescape=select_autoescape( + enabled_extensions="html", + default_for_string=True, + ), + ) + # Set up for partials + jinja_partials.register_environment(env) + + # Load the required template + # needs to be included in /MANIFEST.in + template = env.get_template("datacontract.html") + + if data_contract_spec.quality is not None and isinstance(data_contract_spec.quality.specification, str): + quality_specification = data_contract_spec.quality.specification + elif data_contract_spec.quality is not None and isinstance(data_contract_spec.quality.specification, object): + if data_contract_spec.quality.type == "great-expectations": + quality_specification = yaml.dump( + data_contract_spec.quality.specification, sort_keys=False, default_style="|" + ) + else: + quality_specification = yaml.dump(data_contract_spec.quality.specification, sort_keys=False) + else: + quality_specification = None + + style_content, _, _ = package_loader.get_source(env, "style/output.css") + + datacontract_yaml = data_contract_spec.to_yaml() + + tz = pytz.timezone("UTC") + now = datetime.datetime.now(tz) + formatted_date = now.strftime("%d %b %Y %H:%M:%S UTC") + datacontract_cli_version = get_version() + + # Render the template with necessary data + html_string = template.render( + datacontract=data_contract_spec, + quality_specification=quality_specification, + style=style_content, + datacontract_yaml=datacontract_yaml, + formatted_date=formatted_date, + datacontract_cli_version=datacontract_cli_version, + ) + + return html_string + + +def get_version() -> str: + try: + return version("datacontract_cli") + except Exception as e: + logging.debug("Ignoring exception", e) + return "" diff --git a/datacontract-cli/datacontract/export/iceberg_converter.py b/datacontract-cli/datacontract/export/iceberg_converter.py new file mode 100644 index 000000000..a343ec807 --- /dev/null +++ b/datacontract-cli/datacontract/export/iceberg_converter.py @@ -0,0 +1,188 @@ +from pyiceberg import types +from pyiceberg.schema import Schema, assign_fresh_schema_ids + +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Field, + Model, +) + + +class IcebergExporter(Exporter): + """ + Exporter class for exporting data contracts to Iceberg schemas. + """ + + def export( + self, + data_contract: DataContractSpecification, + model, + server, + sql_server_type, + export_args, + ): + """ + Export the given data contract model to an Iceberg schema. + + Args: + data_contract (DataContractSpecification): The data contract specification. + model: The model to export, currently just supports one model. + server: Not used in this implementation. + sql_server_type: Not used in this implementation. + export_args: Additional arguments for export. + + Returns: + str: A string representation of the Iceberg json schema. + """ + + return to_iceberg(data_contract, model) + + +def to_iceberg(contract: DataContractSpecification, model: str) -> str: + """ + Converts a DataContractSpecification into an Iceberg json schema string. JSON string follows https://iceberg.apache.org/spec/#appendix-c-json-serialization. + + Args: + contract (DataContractSpecification): The data contract specification containing models. + model: The model to export, currently just supports one model. + + Returns: + str: A string representation of the Iceberg json schema. + """ + if model is None or model == "all": + if len(contract.models.items()) != 1: + # Iceberg doesn't have a way to combine multiple models into a single schema, an alternative would be to export json lines + raise Exception(f"Can only output one model at a time, found {len(contract.models.items())} models") + for model_name, model in contract.models.items(): + schema = to_iceberg_schema(model) + else: + if model not in contract.models: + raise Exception(f"model {model} not found in contract") + schema = to_iceberg_schema(contract.models[model]) + + return schema.model_dump_json() + + +def to_iceberg_schema(model: Model) -> types.StructType: + """ + Convert a model to a Iceberg schema. + + Args: + model (Model): The model to convert. + + Returns: + types.StructType: The corresponding Iceberg schema. + """ + iceberg_fields = [] + primary_keys = [] + for field_name, spec_field in model.fields.items(): + iceberg_field = make_field(field_name, spec_field) + iceberg_fields.append(iceberg_field) + + if spec_field.primaryKey: + primary_keys.append(iceberg_field.name) + + schema = Schema(*iceberg_fields) + + # apply non-0 field IDs so we can set the identifier fields for the schema + schema = assign_fresh_schema_ids(schema) + for field in schema.fields: + if field.name in primary_keys: + schema.identifier_field_ids.append(field.field_id) + + return schema + + +def make_field(field_name, field): + field_type = get_field_type(field) + + # Note: might want to re-populate field_id from config['icebergFieldId'] if it exists, however, it gets + # complicated since field_ids impact the list and map element_ids, and the importer is not keeping track of those. + # Even if IDs are re-constituted, it seems like the SDK code would still reset them before any operation against a catalog, + # so it's likely not worth it. + + # Note 2: field_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values. + # also, the Iceberg sdk catalog code will re-set the fieldIDs prior to executing any table operations on the schema + # ref: https://github.com/apache/iceberg-python/pull/1072 + return types.NestedField(field_id=0, name=field_name, field_type=field_type, required=field.required is True) + + +def make_list(item): + field_type = get_field_type(item) + + # element_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values (see #make_field) + return types.ListType(element_id=0, element_type=field_type, element_required=item.required is True) + + +def make_map(field): + key_type = get_field_type(field.keys) + value_type = get_field_type(field.values) + + # key_id and value_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values (see #make_field) + return types.MapType( + key_id=0, key_type=key_type, value_id=0, value_type=value_type, value_required=field.values.required is True + ) + + +def to_struct_type(fields: dict[str, Field]) -> types.StructType: + """ + Convert a dictionary of fields to a Iceberg StructType. + + Args: + fields (dict[str, Field]): The fields to convert. + + Returns: + types.StructType: The corresponding Iceberg StructType. + """ + struct_fields = [] + for field_name, field in fields.items(): + struct_field = make_field(field_name, field) + struct_fields.append(struct_field) + return types.StructType(*struct_fields) + + +def get_field_type(field: Field) -> types.IcebergType: + """ + Convert a field to a Iceberg IcebergType. + + Args: + field (Field): The field to convert. + + Returns: + types.IcebergType: The corresponding Iceberg IcebergType. + """ + field_type = field.type + if field_type is None or field_type in ["null"]: + return types.NullType() + if field_type == "array": + return make_list(field.items) + if field_type == "map": + return make_map(field) + if field_type in ["object", "record", "struct"]: + return to_struct_type(field.fields) + if field_type in ["string", "varchar", "text"]: + return types.StringType() + if field_type in ["number", "decimal", "numeric"]: + precision = field.precision if field.precision is not None else 38 + scale = field.scale if field.scale is not None else 0 + return types.DecimalType(precision=precision, scale=scale) + if field_type in ["integer", "int"]: + return types.IntegerType() + if field_type in ["bigint", "long"]: + return types.LongType() + if field_type == "float": + return types.FloatType() + if field_type == "double": + return types.DoubleType() + if field_type == "boolean": + return types.BooleanType() + if field_type in ["timestamp", "timestamp_tz"]: + return types.TimestamptzType() + if field_type == "timestamp_ntz": + return types.TimestampType() + if field_type == "date": + return types.DateType() + if field_type == "bytes": + return types.BinaryType() + return types.BinaryType() diff --git a/datacontract-cli/datacontract/export/jsonschema_converter.py b/datacontract-cli/datacontract/export/jsonschema_converter.py new file mode 100644 index 000000000..80d9c08e2 --- /dev/null +++ b/datacontract-cli/datacontract/export/jsonschema_converter.py @@ -0,0 +1,157 @@ +import json +from typing import Dict + +from datacontract.export.exporter import Exporter, _check_models_for_export +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model + + +class JsonSchemaExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) + return to_jsonschema_json(model_name, model_value) + + +def to_jsonschemas(data_contract_spec: DataContractSpecification): + jsonschmemas = {} + for model_key, model_value in data_contract_spec.models.items(): + jsonschema = to_jsonschema(model_key, model_value) + jsonschmemas[model_key] = jsonschema + return jsonschmemas + + +def to_jsonschema_json(model_key, model_value: Model) -> str: + jsonschema = to_jsonschema(model_key, model_value) + return json.dumps(jsonschema, indent=2) + + +def to_properties(fields: Dict[str, Field]) -> dict: + properties = {} + for field_name, field in fields.items(): + properties[field_name] = to_property(field) + return properties + + +def to_property(field: Field) -> dict: + property = {} + json_type, json_format = convert_type_format(field.type, field.format) + if json_type is not None: + if not field.required: + """ + From: https://json-schema.org/understanding-json-schema/reference/type + The type keyword may either be a string or an array: + + If it's a string, it is the name of one of the basic types above. + If it is an array, it must be an array of strings, where each string + is the name of one of the basic types, and each element is unique. + In this case, the JSON snippet is valid if it matches any of the given types. + """ + property["type"] = [json_type, "null"] + else: + property["type"] = json_type + if json_format is not None: + property["format"] = json_format + if field.primaryKey: + property["primaryKey"] = field.primaryKey + if field.unique: + property["unique"] = True + if json_type == "object": + # TODO: any better idea to distinguish between properties and patternProperties? + if field.fields.keys() and next(iter(field.fields.keys())).startswith("^"): + property["patternProperties"] = to_properties(field.fields) + else: + property["properties"] = to_properties(field.fields) + property["required"] = to_required(field.fields) + if json_type == "array": + property["items"] = to_property(field.items) + if field.pattern: + property["pattern"] = field.pattern + if field.enum: + property["enum"] = field.enum + if field.minLength is not None: + property["minLength"] = field.minLength + if field.maxLength is not None: + property["maxLength"] = field.maxLength + if field.title: + property["title"] = field.title + if field.description: + property["description"] = field.description + if field.exclusiveMinimum is not None: + property["exclusiveMinimum"] = field.exclusiveMinimum + if field.exclusiveMaximum is not None: + property["exclusiveMaximum"] = field.exclusiveMaximum + if field.minimum is not None: + property["minimum"] = field.minimum + if field.maximum is not None: + property["maximum"] = field.maximum + if field.tags: + property["tags"] = field.tags + if field.pii: + property["pii"] = field.pii + if field.classification is not None: + property["classification"] = field.classification + + # TODO: all constraints + return property + + +def to_required(fields: Dict[str, Field]): + required = [] + for field_name, field in fields.items(): + if field.required is True: + required.append(field_name) + return required + + +def convert_type_format(type, format) -> (str, str): + if type is None: + return None, None + if type.lower() in ["string", "varchar", "text"]: + return "string", format + if type.lower() in ["timestamp", "timestamp_tz", "date-time", "datetime"]: + return "string", "date-time" + if type.lower() in ["timestamp_ntz"]: + return "string", None + if type.lower() in ["date"]: + return "string", "date" + if type.lower() in ["time"]: + return "string", "time" + if type.lower() in ["number", "decimal", "numeric", "float", "double"]: + return "number", None + if type.lower() in ["integer", "int", "long", "bigint"]: + return "integer", None + if type.lower() in ["boolean"]: + return "boolean", None + if type.lower() in ["object", "record", "struct"]: + return "object", None + if type.lower() in ["array"]: + return "array", None + return None, None + + +def convert_format(self, format): + if format is None: + return None + if format.lower() in ["uri"]: + return "uri" + if format.lower() in ["email"]: + return "email" + if format.lower() in ["uuid"]: + return "uuid" + if format.lower() in ["boolean"]: + return "boolean" + return None + + +def to_jsonschema(model_key, model_value: Model) -> dict: + model = { + "$schema": "http://json-schema.org/draft-07/schema#", + "type": "object", + "properties": to_properties(model_value.fields), + "required": to_required(model_value.fields), + } + if model_value.title: + model["title"] = model_value.title + if model_value.description: + model["description"] = model_value.description + + return model diff --git a/datacontract-cli/datacontract/export/markdown_converter.py b/datacontract-cli/datacontract/export/markdown_converter.py new file mode 100644 index 000000000..b2da3e8d7 --- /dev/null +++ b/datacontract-cli/datacontract/export/markdown_converter.py @@ -0,0 +1,208 @@ +from typing import Dict + +from pydantic import BaseModel + +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Definition, + Field, + Model, + Server, + ServiceLevel, +) + + +class MarkdownExporter(Exporter): + """Exporter implementation for converting data contracts to Markdown.""" + + def export( + self, + data_contract: DataContractSpecification, + model: Model, + server: str, + sql_server_type: str, + export_args: dict, + ) -> str: + """Exports a data contract to Markdown format.""" + return to_markdown(data_contract) + + +def to_markdown(data_contract: DataContractSpecification) -> str: + """ + Convert a data contract to its Markdown representation. + + Args: + data_contract (DataContractSpecification): The data contract to convert. + + Returns: + str: The Markdown representation of the data contract. + """ + markdown_parts = [ + f"# {data_contract.id}", + "## Info", + obj_attributes_to_markdown(data_contract.info), + "", + "## Servers", + servers_to_markdown(data_contract.servers), + "", + "## Terms", + obj_attributes_to_markdown(data_contract.terms), + "", + "## Models", + models_to_markdown(data_contract.models), + "", + "## Definitions", + definitions_to_markdown(data_contract.definitions), + "", + "## Service levels", + service_level_to_markdown(data_contract.servicelevels), + ] + return "\n".join(markdown_parts) + + +def obj_attributes_to_markdown(obj: BaseModel, excluded_fields: set = set(), is_in_table_cell: bool = False) -> str: + if not obj: + return "" + if is_in_table_cell: + bullet_char = "•" + newline_char = "
" + else: + bullet_char = "-" + newline_char = "\n" + obj_model = obj.model_dump(exclude_unset=True, exclude=excluded_fields) + description_value = obj_model.pop("description", None) + attributes = [ + (f"{bullet_char} `{attr}`" if value is True else f"{bullet_char} **{attr}:** {value}") + for attr, value in obj_model.items() + if value + ] + description = f"*{description_to_markdown(description_value)}*" + return newline_char.join([description] + attributes) + + +def servers_to_markdown(servers: Dict[str, Server]) -> str: + if not servers: + return "" + markdown_parts = [ + "| Name | Type | Attributes |", + "| ---- | ---- | ---------- |", + ] + for server_name, server in servers.items(): + markdown_parts.append( + f"| {server_name} | {server.type or ''} | {obj_attributes_to_markdown(server, {'type'}, True)} |" + ) + return "\n".join(markdown_parts) + + +def models_to_markdown(models: Dict[str, Model]) -> str: + return "\n".join(model_to_markdown(model_name, model) for model_name, model in models.items()) + + +def model_to_markdown(model_name: str, model: Model) -> str: + """ + Generate Markdown representation for a specific model. + + Args: + model_name (str): The name of the model. + model (Model): The model object. + + Returns: + str: The Markdown representation of the model. + """ + parts = [ + f"### {model_name}", + f"*{description_to_markdown(model.description)}*", + "", + "| Field | Type | Attributes |", + "| ----- | ---- | ---------- |", + ] + + # Append generated field rows + parts.append(fields_to_markdown(model.fields)) + return "\n".join(parts) + + +def fields_to_markdown( + fields: Dict[str, Field], + level: int = 0, +) -> str: + """ + Generate Markdown table rows for all fields in a model. + + Args: + fields (Dict[str, Field]): The fields to process. + level (int): The level of nesting for indentation. + + Returns: + str: A Markdown table rows for the fields. + """ + + return "\n".join(field_to_markdown(field_name, field, level) for field_name, field in fields.items()) + + +def field_to_markdown(field_name: str, field: Field, level: int = 0) -> str: + """ + Generate Markdown table rows for a single field, including nested structures. + + Args: + field_name (str): The name of the field. + field (Field): The field object. + level (int): The level of nesting for indentation. + + Returns: + str: A Markdown table rows for the field. + """ + tabs = " " * level + arrow = "↳" if level > 0 else "" + column_name = f"{tabs}{arrow} {field_name}" + + attributes = obj_attributes_to_markdown(field, {"type", "fields", "items", "keys", "values"}, True) + + rows = [f"| {column_name} | {field.type} | {attributes} |"] + + # Recursively handle nested fields, array, map + if field.fields: + rows.append(fields_to_markdown(field.fields, level + 1)) + if field.items: + rows.append(field_to_markdown("items", field.items, level + 1)) + if field.keys: + rows.append(field_to_markdown("keys", field.keys, level + 1)) + if field.values: + rows.append(field_to_markdown("values", field.values, level + 1)) + + return "\n".join(rows) + + +def definitions_to_markdown(definitions: Dict[str, Definition]) -> str: + if not definitions: + return "" + markdown_parts = [ + "| Name | Type | Domain | Attributes |", + "| ---- | ---- | ------ | ---------- |", + ] + for definition_name, definition in definitions.items(): + markdown_parts.append( + f"| {definition_name} | {definition.type or ''} | {definition.domain or ''} | {obj_attributes_to_markdown(definition, {'name', 'type', 'domain'}, True)} |", + ) + return "\n".join(markdown_parts) + + +def service_level_to_markdown(service_level: ServiceLevel | None) -> str: + if not service_level: + return "" + sections = { + "Availability": service_level.availability, + "Retention": service_level.retention, + "Latency": service_level.latency, + "Freshness": service_level.freshness, + "Frequency": service_level.frequency, + "Support": service_level.support, + "Backup": service_level.backup, + } + result = [f"### {name}\n{obj_attributes_to_markdown(attr)}\n" for name, attr in sections.items() if attr] + return "\n".join(result) + + +def description_to_markdown(description: str | None) -> str: + return (description or "No description.").replace("\n", "
") diff --git a/datacontract-cli/datacontract/export/odcs_v3_exporter.py b/datacontract-cli/datacontract/export/odcs_v3_exporter.py new file mode 100644 index 000000000..f523ee387 --- /dev/null +++ b/datacontract-cli/datacontract/export/odcs_v3_exporter.py @@ -0,0 +1,314 @@ +from typing import Dict + +import yaml + +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model + + +class OdcsV3Exporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_odcs_v3_yaml(data_contract) + + +def to_odcs_v3_yaml(data_contract_spec: DataContractSpecification) -> str: + odcs = { + "apiVersion": "v3.0.0", + "kind": "DataContract", + "id": data_contract_spec.id, + "name": data_contract_spec.info.title, + "version": data_contract_spec.info.version, + "domain": data_contract_spec.info.owner, + "status": data_contract_spec.info.status, + } + + if data_contract_spec.terms is not None: + odcs["description"] = { + "purpose": data_contract_spec.terms.description.strip() + if data_contract_spec.terms.description is not None + else None, + "usage": data_contract_spec.terms.usage.strip() if data_contract_spec.terms.usage is not None else None, + "limitations": data_contract_spec.terms.limitations.strip() + if data_contract_spec.terms.limitations is not None + else None, + } + + odcs["schema"] = [] + for model_key, model_value in data_contract_spec.models.items(): + odcs_schema = to_odcs_schema(model_key, model_value) + odcs["schema"].append(odcs_schema) + + if data_contract_spec.servicelevels is not None: + slas = [] + if data_contract_spec.servicelevels.availability is not None: + slas.append( + { + "property": "generalAvailability", + "value": data_contract_spec.servicelevels.availability.description, + } + ) + if data_contract_spec.servicelevels.retention is not None: + slas.append({"property": "retention", "value": data_contract_spec.servicelevels.retention.period}) + + if len(slas) > 0: + odcs["slaProperties"] = slas + + if data_contract_spec.info.contact is not None: + support = [] + if data_contract_spec.info.contact.email is not None: + support.append( + { + "channel": "email", + "url": "mailto:" + data_contract_spec.info.contact.email, + } + ) + if data_contract_spec.info.contact.url is not None: + support.append( + { + "channel": "other", + "url": data_contract_spec.info.contact.url, + } + ) + if len(support) > 0: + odcs["support"] = support + + if data_contract_spec.servers is not None and len(data_contract_spec.servers) > 0: + servers = [] + + for server_key, server_value in data_contract_spec.servers.items(): + server_dict = {} + server_dict["server"] = server_key + if server_value.type is not None: + server_dict["type"] = server_value.type + if server_value.environment is not None: + server_dict["environment"] = server_value.environment + if server_value.account is not None: + server_dict["account"] = server_value.account + if server_value.database is not None: + server_dict["database"] = server_value.database + if server_value.schema_ is not None: + server_dict["schema"] = server_value.schema_ + if server_value.format is not None: + server_dict["format"] = server_value.format + if server_value.project is not None: + server_dict["project"] = server_value.project + if server_value.dataset is not None: + server_dict["dataset"] = server_value.dataset + if server_value.path is not None: + server_dict["path"] = server_value.path + if server_value.delimiter is not None: + server_dict["delimiter"] = server_value.delimiter + if server_value.endpointUrl is not None: + server_dict["endpointUrl"] = server_value.endpointUrl + if server_value.location is not None: + server_dict["location"] = server_value.location + if server_value.host is not None: + server_dict["host"] = server_value.host + if server_value.port is not None: + server_dict["port"] = server_value.port + if server_value.catalog is not None: + server_dict["catalog"] = server_value.catalog + if server_value.topic is not None: + server_dict["topic"] = server_value.topic + if server_value.http_path is not None: + server_dict["http_path"] = server_value.http_path + if server_value.token is not None: + server_dict["token"] = server_value.token + if server_value.driver is not None: + server_dict["driver"] = server_value.driver + if server_value.roles is not None: + server_dict["roles"] = [ + {"name": role.name, "description": role.description} for role in server_value.roles + ] + servers.append(server_dict) + + if len(servers) > 0: + odcs["servers"] = servers + + odcs["customProperties"] = [] + if data_contract_spec.info.model_extra is not None: + for key, value in data_contract_spec.info.model_extra.items(): + odcs["customProperties"].append({"property": key, "value": value}) + if len(odcs["customProperties"]) == 0: + del odcs["customProperties"] + + return yaml.dump(odcs, indent=2, sort_keys=False, allow_unicode=True) + + +def to_odcs_schema(model_key, model_value: Model) -> dict: + odcs_table = { + "name": model_key, + "physicalName": model_key, + "logicalType": "object", + "physicalType": model_value.type, + } + if model_value.description is not None: + odcs_table["description"] = model_value.description + properties = to_properties(model_value.fields) + if properties: + odcs_table["properties"] = properties + + model_quality = to_odcs_quality_list(model_value.quality) + if len(model_quality) > 0: + odcs_table["quality"] = model_quality + + odcs_table["customProperties"] = [] + if model_value.model_extra is not None: + for key, value in model_value.model_extra.items(): + odcs_table["customProperties"].append({"property": key, "value": value}) + if len(odcs_table["customProperties"]) == 0: + del odcs_table["customProperties"] + + return odcs_table + + +def to_properties(fields: Dict[str, Field]) -> list: + properties = [] + for field_name, field in fields.items(): + property = to_property(field_name, field) + properties.append(property) + return properties + + +def to_logical_type(type: str) -> str | None: + if type is None: + return None + if type.lower() in ["string", "varchar", "text"]: + return "string" + if type.lower() in ["timestamp", "timestamp_tz"]: + return "date" + if type.lower() in ["timestamp_ntz"]: + return "date" + if type.lower() in ["date"]: + return "date" + if type.lower() in ["time"]: + return "string" + if type.lower() in ["number", "decimal", "numeric"]: + return "number" + if type.lower() in ["float", "double"]: + return "number" + if type.lower() in ["integer", "int", "long", "bigint"]: + return "integer" + if type.lower() in ["boolean"]: + return "boolean" + if type.lower() in ["object", "record", "struct"]: + return "object" + if type.lower() in ["bytes"]: + return "array" + if type.lower() in ["array"]: + return "array" + if type.lower() in ["null"]: + return None + return None + + +def to_physical_type(type: str) -> str | None: + # TODO: to we need to do a server mapping here? + return type + + +def to_property(field_name: str, field: Field) -> dict: + property = {"name": field_name} + if field.title is not None: + property["businessName"] = field.title + if field.type is not None: + property["logicalType"] = to_logical_type(field.type) + property["physicalType"] = to_physical_type(field.type) + if field.description is not None: + property["description"] = field.description + if field.required is not None: + property["isNullable"] = not field.required + if field.unique is not None: + property["isUnique"] = field.unique + if field.classification is not None: + property["classification"] = field.classification + if field.examples is not None: + property["examples"] = field.examples + if field.example is not None: + property["examples"] = [field.example] + if field.primaryKey is not None and field.primaryKey: + property["primaryKey"] = field.primaryKey + property["primaryKeyPosition"] = 1 + if field.primary is not None and field.primary: + property["primaryKey"] = field.primary + property["primaryKeyPosition"] = 1 + + property["customProperties"] = [] + if field.model_extra is not None: + for key, value in field.model_extra.items(): + property["customProperties"].append({"property": key, "value": value}) + if field.pii is not None: + property["customProperties"].append({"property": "pii", "value": field.pii}) + if property.get("customProperties") is not None and len(property["customProperties"]) == 0: + del property["customProperties"] + + property["tags"] = [] + if field.tags is not None: + property["tags"].extend(field.tags) + if not property["tags"]: + del property["tags"] + + property["logicalTypeOptions"] = {} + if field.minLength is not None: + property["logicalTypeOptions"]["minLength"] = field.minLength + if field.maxLength is not None: + property["logicalTypeOptions"]["maxLength"] = field.maxLength + if field.pattern is not None: + property["logicalTypeOptions"]["pattern"] = field.pattern + if field.minimum is not None: + property["logicalTypeOptions"]["minimum"] = field.minimum + if field.maximum is not None: + property["logicalTypeOptions"]["maximum"] = field.maximum + if field.exclusiveMinimum is not None: + property["logicalTypeOptions"]["exclusiveMinimum"] = field.exclusiveMinimum + if field.exclusiveMaximum is not None: + property["logicalTypeOptions"]["exclusiveMaximum"] = field.exclusiveMaximum + if property["logicalTypeOptions"] == {}: + del property["logicalTypeOptions"] + + if field.quality is not None: + quality_list = field.quality + quality_property = to_odcs_quality_list(quality_list) + if len(quality_property) > 0: + property["quality"] = quality_property + + # todo enum + + return property + + +def to_odcs_quality_list(quality_list): + quality_property = [] + for quality in quality_list: + quality_property.append(to_odcs_quality(quality)) + return quality_property + + +def to_odcs_quality(quality): + quality_dict = {"type": quality.type} + if quality.description is not None: + quality_dict["description"] = quality.description + if quality.query is not None: + quality_dict["query"] = quality.query + # dialect is not supported in v3.0.0 + if quality.mustBe is not None: + quality_dict["mustBe"] = quality.mustBe + if quality.mustNotBe is not None: + quality_dict["mustNotBe"] = quality.mustNotBe + if quality.mustBeGreaterThan is not None: + quality_dict["mustBeGreaterThan"] = quality.mustBeGreaterThan + if quality.mustBeGreaterThanOrEqualTo is not None: + quality_dict["mustBeGreaterThanOrEqualTo"] = quality.mustBeGreaterThanOrEqualTo + if quality.mustBeLessThan is not None: + quality_dict["mustBeLessThan"] = quality.mustBeLessThan + if quality.mustBeLessThanOrEqualTo is not None: + quality_dict["mustBeLessThanOrEqualTo"] = quality.mustBeLessThanOrEqualTo + if quality.mustBeBetween is not None: + quality_dict["mustBeBetween"] = quality.mustBeBetween + if quality.mustNotBeBetween is not None: + quality_dict["mustNotBeBetween"] = quality.mustNotBeBetween + if quality.engine is not None: + quality_dict["engine"] = quality.engine + if quality.implementation is not None: + quality_dict["implementation"] = quality.implementation + return quality_dict diff --git a/datacontract-cli/datacontract/export/pandas_type_converter.py b/datacontract-cli/datacontract/export/pandas_type_converter.py new file mode 100644 index 000000000..3ab84b68f --- /dev/null +++ b/datacontract-cli/datacontract/export/pandas_type_converter.py @@ -0,0 +1,40 @@ +""" +Module for converting data contract field types to corresponding pandas data types. +""" + +from datacontract.model.data_contract_specification import Field + + +def convert_to_pandas_type(field: Field) -> str: + """ + Convert a data contract field type to the equivalent pandas data type. + + Parameters: + ---------- + field : Field + A Field object containing metadata about the data type of the field. + + Returns: + ------- + str + The corresponding pandas data type as a string. + """ + field_type = field.type + + if field_type in ["string", "varchar", "text"]: + return "str" + if field_type in ["integer", "int"]: + return "int32" + if field_type == "long": + return "int64" + if field_type == "float": + return "float32" + if field_type in ["number", "decimal", "numeric", "double"]: + return "float64" + if field_type == "boolean": + return "bool" + if field_type in ["timestamp", "timestamp_tz", "timestamp_ntz", "date"]: + return "datetime64[ns]" + if field_type == "bytes": + return "object" + return "object" diff --git a/datacontract-cli/datacontract/export/protobuf_converter.py b/datacontract-cli/datacontract/export/protobuf_converter.py new file mode 100644 index 000000000..4b314483f --- /dev/null +++ b/datacontract-cli/datacontract/export/protobuf_converter.py @@ -0,0 +1,105 @@ +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import DataContractSpecification + + +class ProtoBufExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_protobuf(data_contract) + + +def to_protobuf(data_contract_spec: DataContractSpecification): + messages = "" + for model_name, model in data_contract_spec.models.items(): + messages += to_protobuf_message(model_name, model.fields, model.description, 0) + messages += "\n" + + result = f"""syntax = "proto3"; + +{messages} +""" + + return result + + +def _to_protobuf_message_name(model_name): + return model_name[0].upper() + model_name[1:] + + +def to_protobuf_message(model_name, fields, description, indent_level: int = 0): + result = "" + + if description is not None: + result += f"""{indent(indent_level)}/* {description} */\n""" + + fields_protobuf = "" + number = 1 + for field_name, field in fields.items(): + if field.type in ["object", "record", "struct"]: + fields_protobuf += ( + "\n".join( + map( + lambda x: " " + x, + to_protobuf_message(field_name, field.fields, field.description, indent_level + 1).splitlines(), + ) + ) + + "\n" + ) + + fields_protobuf += to_protobuf_field(field_name, field, field.description, number, 1) + "\n" + number += 1 + result += f"message {_to_protobuf_message_name(model_name)} {{\n{fields_protobuf}}}\n" + + return result + + +def to_protobuf_field(field_name, field, description, number: int, indent_level: int = 0): + optional = "" + if not field.required: + optional = "optional " + + result = "" + + if description is not None: + result += f"""{indent(indent_level)}/* {description} */\n""" + + result += f"{indent(indent_level)}{optional}{_convert_type(field_name, field)} {field_name} = {number};" + + return result + + +def indent(indent_level): + return " " * indent_level + + +def _convert_type(field_name, field) -> None | str: + type = field.type + if type is None: + return None + if type.lower() in ["string", "varchar", "text"]: + return "string" + if type.lower() in ["timestamp", "timestamp_tz"]: + return "string" + if type.lower() in ["timestamp_ntz"]: + return "string" + if type.lower() in ["date"]: + return "string" + if type.lower() in ["time"]: + return "string" + if type.lower() in ["number", "decimal", "numeric"]: + return "double" + if type.lower() in ["float", "double"]: + return type.lower() + if type.lower() in ["integer", "int"]: + return "int32" + if type.lower() in ["long", "bigint"]: + return "int64" + if type.lower() in ["boolean"]: + return "bool" + if type.lower() in ["bytes"]: + return "bytes" + if type.lower() in ["object", "record", "struct"]: + return _to_protobuf_message_name(field_name) + if type.lower() in ["array"]: + # TODO spec is missing arrays + return "repeated string" + return None diff --git a/datacontract-cli/datacontract/export/pydantic_converter.py b/datacontract-cli/datacontract/export/pydantic_converter.py new file mode 100644 index 000000000..9e6779dc4 --- /dev/null +++ b/datacontract-cli/datacontract/export/pydantic_converter.py @@ -0,0 +1,137 @@ +import ast +import typing + +import datacontract.model.data_contract_specification as spec +from datacontract.export.exporter import Exporter + + +class PydanticExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_pydantic_model_str(data_contract) + + +def to_pydantic_model_str(contract: spec.DataContractSpecification) -> str: + classdefs = [generate_model_class(model_name, model) for (model_name, model) in contract.models.items()] + documentation = ( + [ast.Expr(ast.Constant(contract.info.description))] if (contract.info and contract.info.description) else [] + ) + result = ast.Module( + body=[ + ast.Import( + names=[ + ast.Name("datetime", ctx=ast.Load()), + ast.Name("typing", ctx=ast.Load()), + ast.Name("pydantic", ctx=ast.Load()), + ] + ), + *documentation, + *classdefs, + ], + type_ignores=[], + ) + return ast.unparse(result) + + +def optional_of(node) -> ast.Subscript: + return ast.Subscript( + value=ast.Attribute(ast.Name(id="typing", ctx=ast.Load()), attr="Optional", ctx=ast.Load()), slice=node + ) + + +def list_of(node) -> ast.Subscript: + return ast.Subscript(value=ast.Name(id="list", ctx=ast.Load()), slice=node) + + +def product_of(nodes: list[typing.Any]) -> ast.Subscript: + return ast.Subscript( + value=ast.Attribute(value=ast.Name(id="typing", ctx=ast.Load()), attr="Product", ctx=ast.Load()), + slice=ast.Tuple(nodes, ctx=ast.Load()), + ) + + +type_annotation_type = typing.Union[ast.Name, ast.Attribute, ast.Constant, ast.Subscript] + + +def constant_field_annotation( + field_name: str, field: spec.Field +) -> tuple[type_annotation_type, typing.Optional[ast.ClassDef]]: + match field.type: + case "string" | "text" | "varchar": + return (ast.Name("str", ctx=ast.Load()), None) + case "number", "decimal", "numeric": + # Either integer or float in specification, + # so we use float. + return (ast.Name("float", ctx=ast.Load()), None) + case "int" | "integer" | "long" | "bigint": + return (ast.Name("int", ctx=ast.Load()), None) + case "float" | "double": + return (ast.Name("float", ctx=ast.Load()), None) + case "boolean": + return (ast.Name("bool", ctx=ast.Load()), None) + case "timestamp" | "timestamp_tz" | "timestamp_ntz": + return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="datetime"), None) + case "date": + return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="date"), None) + case "bytes": + return (ast.Name("bytes", ctx=ast.Load()), None) + case "null": + return (ast.Constant("None"), None) + case "array": + (annotated_type, new_class) = type_annotation(field_name, field.items) + return (list_of(annotated_type), new_class) + case "object" | "record" | "struct": + classdef = generate_field_class(field_name.capitalize(), field) + return (ast.Name(field_name.capitalize(), ctx=ast.Load()), classdef) + case _: + raise RuntimeError(f"Unsupported field type {field.type}.") + + +def type_annotation(field_name: str, field: spec.Field) -> tuple[type_annotation_type, typing.Optional[ast.ClassDef]]: + if field.required: + return constant_field_annotation(field_name, field) + else: + (annotated_type, new_classes) = constant_field_annotation(field_name, field) + return (optional_of(annotated_type), new_classes) + + +def is_simple_field(field: spec.Field) -> bool: + return field.type not in set(["object", "record", "struct"]) + + +def field_definitions(fields: dict[str, spec.Field]) -> tuple[list[ast.Expr], list[ast.ClassDef]]: + annotations = [] + classes = [] + for field_name, field in fields.items(): + (ann, new_class) = type_annotation(field_name, field) + annotations.append(ast.AnnAssign(target=ast.Name(id=field_name, ctx=ast.Store()), annotation=ann, simple=1)) + if field.description and is_simple_field(field): + annotations.append(ast.Expr(ast.Constant(field.description))) + if new_class: + classes.append(new_class) + return (annotations, classes) + + +def generate_field_class(field_name: str, field: spec.Field) -> ast.ClassDef: + assert field.type in set(["object", "record", "struct"]) + (annotated_type, new_classes) = field_definitions(field.fields) + documentation = [ast.Expr(ast.Constant(field.description))] if field.description else [] + return ast.ClassDef( + name=field_name, + bases=[ast.Attribute(value=ast.Name(id="pydantic", ctx=ast.Load()), attr="BaseModel", ctx=ast.Load())], + body=[*documentation, *new_classes, *annotated_type], + keywords=[], + decorator_list=[], + ) + + +def generate_model_class(name: str, model_definition: spec.Model) -> ast.ClassDef: + (field_assignments, nested_classes) = field_definitions(model_definition.fields) + documentation = [ast.Expr(ast.Constant(model_definition.description))] if model_definition.description else [] + result = ast.ClassDef( + name=name.capitalize(), + bases=[ast.Attribute(value=ast.Name(id="pydantic", ctx=ast.Load()), attr="BaseModel", ctx=ast.Load())], + body=[*documentation, *nested_classes, *field_assignments], + keywords=[], + decorator_list=[], + ) + return result diff --git a/datacontract-cli/datacontract/export/rdf_converter.py b/datacontract-cli/datacontract/export/rdf_converter.py new file mode 100644 index 000000000..1aaee8df6 --- /dev/null +++ b/datacontract-cli/datacontract/export/rdf_converter.py @@ -0,0 +1,180 @@ +from pydantic import BaseModel +from rdflib import RDF, BNode, Graph, Literal, Namespace, URIRef + +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import DataContractSpecification + + +class RdfExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + self.dict_args = export_args + rdf_base = self.dict_args.get("rdf_base") + return to_rdf_n3(data_contract_spec=data_contract, base=rdf_base) + + +def is_literal(property_name): + return property_name in [ + "dataContractSpecification", + "title", + "version", + "description", + "name", + "url", + "type", + "location", + "format", + "delimiter", + "usage", + "limitations", + "billing", + "noticePeriod", + "required", + "unique", + "minLength", + "maxLength", + "example", + "pii", + "classification", + "data", + "enum", + "minimum", + "maximum", + "patterns", + ] + + +def is_uriref(property_name): + return property_name in ["model", "domain", "owner"] + + +def to_rdf_n3(data_contract_spec: DataContractSpecification, base) -> str: + return to_rdf(data_contract_spec, base).serialize(format="n3") + + +def to_rdf(data_contract_spec: DataContractSpecification, base) -> Graph: + if base is not None: + g = Graph(base=base) + else: + g = Graph(base=Namespace("")) + + dc = Namespace("https://datacontract.com/DataContractSpecification/1.1.0/") + dcx = Namespace("https://datacontract.com/DataContractSpecification/1.1.0/Extension/") + + g.bind("dc", dc) + g.bind("dcx", dcx) + + this_contract = URIRef(data_contract_spec.id) + + g.add((this_contract, dc.dataContractSpecification, Literal(data_contract_spec.dataContractSpecification))) + g.add((this_contract, dc.id, Literal(data_contract_spec.id))) + g.add((this_contract, RDF.type, URIRef(dc + "DataContract"))) + + add_info(contract=this_contract, info=data_contract_spec.info, graph=g, dc=dc, dcx=dcx) + + if data_contract_spec.terms is not None: + add_terms(contract=this_contract, terms=data_contract_spec.terms, graph=g, dc=dc, dcx=dcx) + + for server_name, server in data_contract_spec.servers.items(): + add_server(contract=this_contract, server=server, server_name=server_name, graph=g, dc=dc, dcx=dcx) + + for model_name, model in data_contract_spec.models.items(): + add_model(contract=this_contract, model=model, model_name=model_name, graph=g, dc=dc, dcx=dcx) + + for example in data_contract_spec.examples: + add_example(contract=this_contract, example=example, graph=g, dc=dc, dcx=dcx) + + g.commit() + g.close() + + return g + + +def add_example(contract, example, graph, dc, dcx): + an_example = BNode() + graph.add((contract, dc["example"], an_example)) + graph.add((an_example, RDF.type, URIRef(dc + "Example"))) + for example_property in example.model_fields: + add_triple(sub=an_example, pred=example_property, obj=example, graph=graph, dc=dc, dcx=dcx) + + +def add_triple(sub, pred, obj, graph, dc, dcx): + if pred == "ref": + pass + elif isinstance(getattr(obj, pred), list): + for item in getattr(obj, pred): + add_predicate(sub=sub, pred=pred, obj=item, graph=graph, dc=dc, dcx=dcx) + elif isinstance(getattr(obj, pred), dict): + pass + else: + add_predicate(sub=sub, pred=pred, obj=obj, graph=graph, dc=dc, dcx=dcx) + + +def add_model(contract, model, model_name, graph, dc, dcx): + a_model = URIRef(model_name) + graph.add((contract, dc["model"], a_model)) + graph.add((a_model, dc.description, Literal(model.description))) + graph.add((a_model, RDF.type, URIRef(dc + "Model"))) + for field_name, field in model.fields.items(): + a_field = BNode() + graph.add((a_model, dc["field"], a_field)) + graph.add((a_field, RDF.type, URIRef(dc + "Field"))) + graph.add((a_field, dc["name"], Literal(field_name))) + for field_property in field.model_fields: + add_triple(sub=a_field, pred=field_property, obj=field, graph=graph, dc=dc, dcx=dcx) + + +def add_server(contract, server, server_name, graph, dc, dcx): + a_server = URIRef(server_name) + graph.add((contract, dc.server, a_server)) + graph.add((a_server, RDF.type, URIRef(dc + "Server"))) + for server_property_name in server.model_fields: + add_triple(sub=a_server, pred=server_property_name, obj=server, graph=graph, dc=dc, dcx=dcx) + + +def add_terms(contract, terms, graph, dc, dcx): + bnode_terms = BNode() + graph.add((contract, dc.terms, bnode_terms)) + graph.add((bnode_terms, RDF.type, URIRef(dc + "Terms"))) + for term_name in terms.model_fields: + add_triple(sub=bnode_terms, pred=term_name, obj=terms, graph=graph, dc=dc, dcx=dcx) + + +def add_info(contract, info, graph, dc, dcx): + bnode_info = BNode() + graph.add((contract, dc.info, bnode_info)) + graph.add((bnode_info, RDF.type, URIRef(dc + "Info"))) + graph.add((bnode_info, dc.title, Literal(info.title))) + graph.add((bnode_info, dc.description, Literal(info.description))) + graph.add((bnode_info, dc.version, Literal(info.version))) + + # add owner + owner = Literal(info.owner) + graph.add((bnode_info, dc.owner, owner)) + + # add contact + contact = BNode() + graph.add((bnode_info, dc.contact, contact)) + graph.add((contact, RDF.type, URIRef(dc + "Contact"))) + for contact_property in info.contact.model_fields: + add_triple(sub=contact, pred=contact_property, obj=info.contact, graph=graph, dc=dc, dcx=dcx) + + +def add_predicate(sub, pred, obj, graph, dc, dcx): + if isinstance(obj, BaseModel): + if getattr(obj, pred) is not None: + if is_literal(pred): + graph.add((sub, dc[pred], Literal(getattr(obj, pred)))) + elif is_uriref(pred): + graph.add((sub, dc[pred], URIRef(getattr(obj, pred)))) + else: + # treat it as an extension + graph.add((sub, dcx[pred], Literal(getattr(obj, pred)))) + else: + # assume primitive + if is_literal(pred): + graph.add((sub, dc[pred], Literal(obj))) + elif is_uriref(pred): + graph.add((sub, dc[pred], URIRef(obj))) + else: + # treat it as an extension + graph.add((sub, dcx[pred], Literal(obj))) diff --git a/datacontract-cli/datacontract/export/sodacl_converter.py b/datacontract-cli/datacontract/export/sodacl_converter.py new file mode 100644 index 000000000..8ecc546af --- /dev/null +++ b/datacontract-cli/datacontract/export/sodacl_converter.py @@ -0,0 +1,30 @@ +import yaml + +from datacontract.engines.data_contract_checks import create_checks +from datacontract.export.exporter import Exporter +from datacontract.model.run import Run + + +class SodaExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + run = Run.create_run() + run.checks.extend(create_checks(data_contract, server)) + return to_sodacl_yaml(run) + + +def to_sodacl_yaml(run: Run) -> str: + sodacl_dict = {} + for run_check in run.checks: + if run_check.engine != "soda" or run_check.language != "sodacl": + continue + check_yaml_str = run_check.implementation + check_yaml_dict = yaml.safe_load(check_yaml_str) + for key, value in check_yaml_dict.items(): + if key in sodacl_dict: + if isinstance(sodacl_dict[key], list) and isinstance(value, list): + sodacl_dict[key].extend(value) + else: + sodacl_dict[key].update(value) + else: + sodacl_dict[key] = value + return yaml.dump(sodacl_dict) diff --git a/datacontract-cli/datacontract/export/spark_converter.py b/datacontract-cli/datacontract/export/spark_converter.py new file mode 100644 index 000000000..be2b6cae5 --- /dev/null +++ b/datacontract-cli/datacontract/export/spark_converter.py @@ -0,0 +1,218 @@ +from pyspark.sql import types + +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Field, + Model, +) + + +class SparkExporter(Exporter): + """ + Exporter class for exporting data contracts to Spark schemas. + """ + + def export( + self, + data_contract: DataContractSpecification, + model, + server, + sql_server_type, + export_args, + ) -> dict[str, types.StructType]: + """ + Export the given data contract to Spark schemas. + + Args: + data_contract (DataContractSpecification): The data contract specification. + model: Not used in this implementation. + server: Not used in this implementation. + sql_server_type: Not used in this implementation. + export_args: Additional arguments for export. + + Returns: + dict[str, types.StructType]: A dictionary mapping model names to their corresponding Spark schemas. + """ + return to_spark(data_contract) + + +def to_spark(contract: DataContractSpecification) -> str: + """ + Converts a DataContractSpecification into a Spark schema string. + + Args: + contract (DataContractSpecification): The data contract specification containing models. + + Returns: + str: A string representation of the Spark schema for each model in the contract. + """ + return "\n\n".join( + f"{model_name} = {print_schema(to_spark_schema(model))}" for model_name, model in contract.models.items() + ) + + +def to_spark_dict(contract: DataContractSpecification) -> dict[str, types.StructType]: + """ + Convert a data contract specification to Spark schemas. + + Args: + contract (DataContractSpecification): The data contract specification. + + Returns: + dict[str, types.StructType]: A dictionary mapping model names to their corresponding Spark schemas. + """ + return {model_name: to_spark_schema(model) for model_name, model in contract.models.items()} + + +def to_spark_schema(model: Model) -> types.StructType: + """ + Convert a model to a Spark schema. + + Args: + model (Model): The model to convert. + + Returns: + types.StructType: The corresponding Spark schema. + """ + return to_struct_type(model.fields) + + +def to_struct_type(fields: dict[str, Field]) -> types.StructType: + """ + Convert a dictionary of fields to a Spark StructType. + + Args: + fields (dict[str, Field]): The fields to convert. + + Returns: + types.StructType: The corresponding Spark StructType. + """ + struct_fields = [to_struct_field(field, field_name) for field_name, field in fields.items()] + return types.StructType(struct_fields) + + +def to_struct_field(field: Field, field_name: str) -> types.StructField: + """ + Convert a field to a Spark StructField. + + Args: + field (Field): The field to convert. + field_name (str): The name of the field. + + Returns: + types.StructField: The corresponding Spark StructField. + """ + data_type = to_spark_data_type(field) + return types.StructField(name=field_name, dataType=data_type, nullable=not field.required) + + +def to_spark_data_type(field: Field) -> types.DataType: + """ + Convert a field to a Spark DataType. + + Args: + field (Field): The field to convert. + + Returns: + types.DataType: The corresponding Spark DataType. + """ + field_type = field.type + if field_type is None or field_type in ["null"]: + return types.NullType() + if field_type == "array": + return types.ArrayType(to_spark_data_type(field.items)) + if field_type in ["object", "record", "struct"]: + return types.StructType(to_struct_type(field.fields)) + if field_type == "map": + return types.MapType(to_spark_data_type(field.keys), to_spark_data_type(field.values)) + if field_type in ["string", "varchar", "text"]: + return types.StringType() + if field_type in ["number", "decimal", "numeric"]: + precision = field.precision if field.precision is not None else 38 + scale = field.scale if field.scale is not None else 0 + return types.DecimalType(precision=precision, scale=scale) + if field_type in ["integer", "int"]: + return types.IntegerType() + if field_type == "long": + return types.LongType() + if field_type == "float": + return types.FloatType() + if field_type == "double": + return types.DoubleType() + if field_type == "boolean": + return types.BooleanType() + if field_type in ["timestamp", "timestamp_tz"]: + return types.TimestampType() + if field_type == "timestamp_ntz": + return types.TimestampNTZType() + if field_type == "date": + return types.DateType() + if field_type == "bytes": + return types.BinaryType() + return types.BinaryType() + + +def print_schema(dtype: types.DataType) -> str: + """ + Converts a PySpark DataType schema to its equivalent code representation. + + Args: + dtype (types.DataType): The PySpark DataType schema to be converted. + + Returns: + str: The code representation of the PySpark DataType schema. + """ + + def indent(text: str, level: int) -> str: + """ + Indents each line of the given text by a specified number of levels. + + Args: + text (str): The text to be indented. + level (int): The number of indentation levels. + + Returns: + str: The indented text. + """ + return "\n".join([f'{" " * level}{line}' for line in text.split("\n")]) + + def repr_column(column: types.StructField) -> str: + """ + Converts a PySpark StructField to its code representation. + + Args: + column (types.StructField): The StructField to be converted. + + Returns: + str: The code representation of the StructField. + """ + name = f'"{column.name}"' + data_type = indent(print_schema(column.dataType), 1) + nullable = indent(f"{column.nullable}", 1) + return f"StructField({name},\n{data_type},\n{nullable}\n)" + + def format_struct_type(struct_type: types.StructType) -> str: + """ + Converts a PySpark StructType to its code representation. + + Args: + struct_type (types.StructType): The StructType to be converted. + + Returns: + str: The code representation of the StructType. + """ + fields = ",\n".join([indent(repr_column(field), 1) for field in struct_type.fields]) + return f"StructType([\n{fields}\n])" + + if isinstance(dtype, types.StructType): + return format_struct_type(dtype) + elif isinstance(dtype, types.ArrayType): + return f"ArrayType({print_schema(dtype.elementType)})" + elif isinstance(dtype, types.MapType): + return f"MapType(\n{indent(print_schema(dtype.keyType), 1)}, {print_schema(dtype.valueType)})" + elif isinstance(dtype, types.DecimalType): + return f"DecimalType({dtype.precision}, {dtype.scale})" + else: + dtype_str = str(dtype) + return dtype_str if dtype_str.endswith("()") else f"{dtype_str}()" diff --git a/datacontract-cli/datacontract/export/sql_converter.py b/datacontract-cli/datacontract/export/sql_converter.py new file mode 100644 index 000000000..2aabe111d --- /dev/null +++ b/datacontract-cli/datacontract/export/sql_converter.py @@ -0,0 +1,134 @@ +from datacontract.export.exporter import Exporter, _check_models_for_export, _determine_sql_server_type +from datacontract.export.sql_type_converter import convert_to_sql_type +from datacontract.model.data_contract_specification import DataContractSpecification, Model + + +class SqlExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + server_type = _determine_sql_server_type( + data_contract, + sql_server_type, + ) + return to_sql_ddl(data_contract, server_type, export_args.get("server")) + + +class SqlQueryExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) + server_type = _determine_sql_server_type(data_contract, sql_server_type, export_args.get("server")) + return to_sql_query( + data_contract, + model_name, + model_value, + server_type, + ) + + +def to_sql_query( + data_contract_spec: DataContractSpecification, model_name: str, model_value: Model, server_type: str = "snowflake" +) -> str: + if data_contract_spec is None: + return "" + if data_contract_spec.models is None or len(data_contract_spec.models) == 0: + return "" + + result = "" + result += f"-- Data Contract: {data_contract_spec.id}\n" + result += f"-- SQL Dialect: {server_type}\n" + result += _to_sql_query(model_name, model_value, server_type) + + return result + + +def _to_sql_query(model_name, model_value, server_type) -> str: + columns = [] + for field_name, field in model_value.fields.items(): + # TODO escape SQL reserved key words, probably dependent on server type + columns.append(field_name) + + result = "select\n" + current_column_index = 1 + number_of_columns = len(columns) + for column in columns: + result += f" {column}" + if current_column_index < number_of_columns: + result += "," + result += "\n" + current_column_index += 1 + result += f"from {model_name}\n" + return result + + +def to_sql_ddl( + data_contract_spec: DataContractSpecification, server_type: str = "snowflake", server: str = None +) -> str: + if data_contract_spec is None: + return "" + if data_contract_spec.models is None or len(data_contract_spec.models) == 0: + return "" + + table_prefix = "" + + if server is None: + servers = data_contract_spec.servers + else: + servers = {server: data_contract_spec.servers[server]} + + for server_name, server in iter(servers.items()): + if server.type == "snowflake": + server_type = "snowflake" + break + if server.type == "postgres": + server_type = "postgres" + break + if server.type == "databricks": + server_type = "databricks" + if server.catalog is not None and server.schema_ is not None: + table_prefix = server.catalog + "." + server.schema_ + "." + break + if server.type == server_type: + break + + result = "" + result += f"-- Data Contract: {data_contract_spec.id}\n" + result += f"-- SQL Dialect: {server_type}\n" + + for model_name, model in iter(data_contract_spec.models.items()): + result += _to_sql_table(table_prefix + model_name, model, server_type) + + return result.strip() + + +def _to_sql_table(model_name, model, server_type="snowflake"): + if server_type == "databricks": + # Databricks recommends to use the CREATE OR REPLACE statement for unity managed tables + # https://docs.databricks.com/en/sql/language-manual/sql-ref-syntax-ddl-create-table-using.html + result = f"CREATE OR REPLACE TABLE {model_name} (\n" + else: + result = f"CREATE TABLE {model_name} (\n" + fields = len(model.fields) + current_field_index = 1 + for field_name, field in iter(model.fields.items()): + type = convert_to_sql_type(field, server_type) + result += f" {field_name} {type}" + if field.required: + result += " not null" + if field.primaryKey or field.primary: + result += " primary key" + if server_type == "databricks" and field.description is not None: + result += f' COMMENT "{_escape(field.description)}"' + if current_field_index < fields: + result += "," + result += "\n" + current_field_index += 1 + result += ")" + if server_type == "databricks" and model.description is not None: + result += f' COMMENT "{_escape(model.description)}"' + result += ";\n" + return result + + +def _escape(text: str | None) -> str | None: + if text is None: + return None + return text.replace('"', '\\"') diff --git a/datacontract-cli/datacontract/export/sql_type_converter.py b/datacontract-cli/datacontract/export/sql_type_converter.py new file mode 100644 index 000000000..7e6bb5f3f --- /dev/null +++ b/datacontract-cli/datacontract/export/sql_type_converter.py @@ -0,0 +1,380 @@ +from datacontract.export.bigquery_converter import map_type_to_bigquery +from datacontract.model.data_contract_specification import Field + + +def convert_to_sql_type(field: Field, server_type: str) -> str: + if server_type == "snowflake": + return convert_to_snowflake(field) + elif server_type == "postgres": + return convert_type_to_postgres(field) + elif server_type == "dataframe": + return convert_to_dataframe(field) + elif server_type == "databricks": + return convert_to_databricks(field) + elif server_type == "local" or server_type == "s3": + return convert_to_duckdb(field) + elif server_type == "sqlserver": + return convert_type_to_sqlserver(field) + elif server_type == "bigquery": + return convert_type_to_bigquery(field) + elif server_type == "trino": + return convert_type_to_trino(field) + return field.type + + +# snowflake data types: +# https://docs.snowflake.com/en/sql-reference/data-types.html +def convert_to_snowflake(field: Field) -> None | str: + if field.config and "snowflakeType" in field.config: + return field.config["snowflakeType"] + + type = field.type + # currently optimized for snowflake + # LEARNING: data contract has no direct support for CHAR,CHARACTER + # LEARNING: data contract has no support for "date-time", "datetime", "time" + # LEARNING: No precision and scale support in data contract + # LEARNING: no support for any + # GEOGRAPHY and GEOMETRY are not supported by the mapping + if type is None: + return None + if type.lower() in ["string", "varchar", "text"]: + return type.upper() # STRING, TEXT, VARCHAR are all the same in snowflake + if type.lower() in ["timestamp", "timestamp_tz"]: + return "TIMESTAMP_TZ" + if type.lower() in ["timestamp_ntz"]: + return "TIMESTAMP_NTZ" + if type.lower() in ["date"]: + return "DATE" + if type.lower() in ["time"]: + return "TIME" + if type.lower() in ["number", "decimal", "numeric"]: + # precision and scale not supported by data contract + return "NUMBER" + if type.lower() in ["float", "double"]: + return "FLOAT" + if type.lower() in ["integer", "int", "long", "bigint"]: + return "NUMBER" # always NUMBER(38,0) + if type.lower() in ["boolean"]: + return "BOOLEAN" + if type.lower() in ["object", "record", "struct"]: + return "OBJECT" + if type.lower() in ["bytes"]: + return "BINARY" + if type.lower() in ["array"]: + return "ARRAY" + return None + + +# https://www.postgresql.org/docs/current/datatype.html +# Using the name whenever possible +def convert_type_to_postgres(field: Field) -> None | str: + if field.config and "postgresType" in field.config: + return field.config["postgresType"] + + type = field.type + if type is None: + return None + if type.lower() in ["string", "varchar", "text"]: + if field.format == "uuid": + return "uuid" + return "text" # STRING does not exist, TEXT and VARCHAR are all the same in postrges + if type.lower() in ["timestamp", "timestamp_tz"]: + return "timestamptz" + if type.lower() in ["timestamp_ntz"]: + return "timestamp" + if type.lower() in ["date"]: + return "date" + if type.lower() in ["time"]: + return "time" + if type.lower() in ["number", "decimal", "numeric"]: + # precision and scale not supported by data contract + if type.lower() == "number": + return "numeric" + return type.lower() + if type.lower() in ["float"]: + return "real" + if type.lower() in ["double"]: + return "double precision" + if type.lower() in ["integer", "int", "bigint"]: + return type.lower() + if type.lower() in ["long"]: + return "bigint" + if type.lower() in ["boolean"]: + return "boolean" + if type.lower() in ["object", "record", "struct"]: + return "jsonb" + if type.lower() in ["bytes"]: + return "bytea" + if type.lower() in ["array"]: + return convert_to_sql_type(field.items, "postgres") + "[]" + return None + + +# dataframe data types: +# https://spark.apache.org/docs/latest/sql-ref-datatypes.html +def convert_to_dataframe(field: Field) -> None | str: + if field.config and "dataframeType" in field.config: + return field.config["dataframeType"] + type = field.type + if type is None: + return None + if type.lower() in ["string", "varchar", "text"]: + return "STRING" + if type.lower() in ["timestamp", "timestamp_tz"]: + return "TIMESTAMP" + if type.lower() in ["timestamp_ntz"]: + return "TIMESTAMP_NTZ" + if type.lower() in ["date"]: + return "DATE" + if type.lower() in ["time"]: + return "STRING" + if type.lower() in ["number", "decimal", "numeric"]: + # precision and scale not supported by data contract + return "DECIMAL" + if type.lower() in ["float"]: + return "FLOAT" + if type.lower() in ["double"]: + return "DOUBLE" + if type.lower() in ["integer", "int"]: + return "INT" + if type.lower() in ["long", "bigint"]: + return "BIGINT" + if type.lower() in ["boolean"]: + return "BOOLEAN" + if type.lower() in ["object", "record", "struct"]: + nested_fields = [] + for nested_field_name, nested_field in field.fields.items(): + nested_field_type = convert_to_dataframe(nested_field) + nested_fields.append(f"{nested_field_name}:{nested_field_type}") + return f"STRUCT<{','.join(nested_fields)}>" + if type.lower() in ["bytes"]: + return "BINARY" + if type.lower() in ["array"]: + item_type = convert_to_dataframe(field.items) + return f"ARRAY<{item_type}>" + return None + + +# databricks data types: +# https://docs.databricks.com/en/sql/language-manual/sql-ref-datatypes.html +def convert_to_databricks(field: Field) -> None | str: + if field.config and "databricksType" in field.config: + return field.config["databricksType"] + type = field.type + if type is None: + return None + if type.lower() in ["string", "varchar", "text"]: + return "STRING" + if type.lower() in ["timestamp", "timestamp_tz"]: + return "TIMESTAMP" + if type.lower() in ["timestamp_ntz"]: + return "TIMESTAMP_NTZ" + if type.lower() in ["date"]: + return "DATE" + if type.lower() in ["time"]: + return "STRING" + if type.lower() in ["number", "decimal", "numeric"]: + # precision and scale not supported by data contract + return "DECIMAL" + if type.lower() in ["float"]: + return "FLOAT" + if type.lower() in ["double"]: + return "DOUBLE" + if type.lower() in ["integer", "int"]: + return "INT" + if type.lower() in ["long", "bigint"]: + return "BIGINT" + if type.lower() in ["boolean"]: + return "BOOLEAN" + if type.lower() in ["object", "record", "struct"]: + nested_fields = [] + for nested_field_name, nested_field in field.fields.items(): + nested_field_type = convert_to_databricks(nested_field) + nested_fields.append(f"{nested_field_name} {nested_field_type}") + return f"STRUCT<{', '.join(nested_fields)}>" + if type.lower() in ["bytes"]: + return "BINARY" + if type.lower() in ["array"]: + item_type = convert_to_databricks(field.items) + return f"ARRAY<{item_type}>" + return None + + +def convert_to_duckdb(field: Field) -> None | str: + """ + Convert a data contract field to the corresponding DuckDB SQL type. + + Parameters: + field (Field): The data contract field to convert. + + Returns: + str: The corresponding DuckDB SQL type. + """ + # Check + if field is None or field.type is None: + return None + + # Get + type_lower = field.type.lower() + + # Prepare + type_mapping = { + "varchar": "VARCHAR", + "string": "VARCHAR", + "text": "VARCHAR", + "binary": "BLOB", + "bytes": "BLOB", + "blob": "BLOB", + "boolean": "BOOLEAN", + "float": "FLOAT", + "double": "DOUBLE", + "int": "INTEGER", + "int32": "INTEGER", + "integer": "INTEGER", + "int64": "BIGINT", + "long": "BIGINT", + "bigint": "BIGINT", + "date": "DATE", + "time": "TIME", + "timestamp": "TIMESTAMP WITH TIME ZONE", + "timestamp_tz": "TIMESTAMP WITH TIME ZONE", + "timestamp_ntz": "TIMESTAMP", + } + + # Convert simple mappings + if type_lower in type_mapping: + return type_mapping[type_lower] + + # convert decimal numbers with precision and scale + if type_lower == "decimal" or type_lower == "number" or type_lower == "numeric": + return f"DECIMAL({field.precision},{field.scale})" + + # Check list and map + if type_lower == "list" or type_lower == "array": + item_type = convert_to_duckdb(field.items) + return f"{item_type}[]" + if type_lower == "map": + key_type = convert_to_duckdb(field.keys) + value_type = convert_to_duckdb(field.values) + return f"MAP({key_type}, {value_type})" + if type_lower == "struct" or type_lower == "object" or type_lower == "record": + structure_field = "STRUCT(" + field_strings = [] + for fieldKey, fieldValue in field.fields.items(): + field_strings.append(f"{fieldKey} {convert_to_duckdb(fieldValue)}") + structure_field += ", ".join(field_strings) + structure_field += ")" + return structure_field + + # Return none + return None + + +def convert_type_to_sqlserver(field: Field) -> None | str: + """Convert from supported datacontract types to equivalent sqlserver types""" + field_type = field.type + if not field_type: + return None + + # If provided sql-server config type, prefer it over default mapping + if sqlserver_type := get_type_config(field, "sqlserverType"): + return sqlserver_type + + field_type = field_type.lower() + if field_type in ["string", "varchar", "text"]: + if field.format == "uuid": + return "uniqueidentifier" + return "varchar" + if field_type in ["timestamp", "timestamp_tz"]: + return "datetimeoffset" + if field_type in ["timestamp_ntz"]: + if field.format == "datetime": + return "datetime" + return "datetime2" + if field_type in ["date"]: + return "date" + if field_type in ["time"]: + return "time" + if field_type in ["number", "decimal", "numeric"]: + # precision and scale not supported by data contract + if field_type == "number": + return "numeric" + return field_type + if field_type in ["float"]: + return "float" + if field_type in ["double"]: + return "double precision" + if field_type in ["integer", "int", "bigint"]: + return field_type + if field_type in ["long"]: + return "bigint" + if field_type in ["boolean"]: + return "bit" + if field_type in ["object", "record", "struct"]: + return "jsonb" + if field_type in ["bytes"]: + return "binary" + if field_type in ["array"]: + raise NotImplementedError("SQLServer does not support array types.") + return None + + +def convert_type_to_bigquery(field: Field) -> None | str: + """Convert from supported datacontract types to equivalent bigquery types""" + + # BigQuery exporter cannot be used for complex types, as the exporter has different syntax than SodaCL + + field_type = field.type + if not field_type: + return None + + if field.config and "bigqueryType" in field.config: + return field.config["bigqueryType"] + + if field_type.lower() in ["array"]: + item_type = convert_type_to_bigquery(field.items) + return f"ARRAY<{item_type}>" + + if field_type.lower() in ["object", "record", "struct"]: + nested_fields = [] + for nested_field_name, nested_field in field.fields.items(): + nested_field_type = convert_type_to_bigquery(nested_field) + nested_fields.append(f"{nested_field_name} {nested_field_type}") + return f"STRUCT<{', '.join(nested_fields)}>" + + return map_type_to_bigquery(field) + + +def get_type_config(field: Field, config_attr: str) -> dict[str, str] | None: + """Retrieve type configuration if provided in datacontract.""" + if not field.config: + return None + return field.config.get(config_attr, None) + + +def convert_type_to_trino(field: Field) -> None | str: + """Convert from supported datacontract types to equivalent trino types""" + if field.config and "trinoType" in field.config: + return field.config["trinoType"] + + field_type = field.type.lower() + if field_type in ["string", "text", "varchar"]: + return "varchar" + # tinyint, smallint not supported by data contract + if field_type in ["number", "decimal", "numeric"]: + # precision and scale not supported by data contract + return "decimal" + if field_type in ["int", "integer"]: + return "integer" + if field_type in ["long", "bigint"]: + return "bigint" + if field_type in ["float"]: + return "real" + if field_type in ["timestamp", "timestamp_tz"]: + return "timestamp(3) with time zone" + if field_type in ["timestamp_ntz"]: + return "timestamp(3)" + if field_type in ["bytes"]: + return "varbinary" + if field_type in ["object", "record", "struct"]: + return "json" diff --git a/datacontract-cli/datacontract/export/sqlalchemy_converter.py b/datacontract-cli/datacontract/export/sqlalchemy_converter.py new file mode 100644 index 000000000..71d116aaa --- /dev/null +++ b/datacontract-cli/datacontract/export/sqlalchemy_converter.py @@ -0,0 +1,170 @@ +import ast +import typing + +import datacontract.model.data_contract_specification as spec +from datacontract.export.exporter import Exporter, _determine_sql_server_type + + +class SQLAlchemyExporter(Exporter): + def export( + self, data_contract: spec.DataContractSpecification, model, server, sql_server_type, export_args + ) -> dict: + sql_server_type = _determine_sql_server_type(data_contract, sql_server_type, server) + return to_sqlalchemy_model_str(data_contract, sql_server_type, server) + + +DECLARATIVE_BASE = "Base" + + +def to_sqlalchemy_model_str(contract: spec.DataContractSpecification, sql_server_type: str = "", server=None) -> str: + server_obj = contract.servers.get(server) + classdefs = [ + generate_model_class(model_name, model, server_obj, sql_server_type) + for (model_name, model) in contract.models.items() + ] + documentation = ( + [ast.Expr(ast.Constant(contract.info.description))] if (contract.info and contract.info.description) else [] + ) + + declarative_base = ast.ClassDef( + name=DECLARATIVE_BASE, + bases=[ast.Name(id="DeclarativeBase", ctx=ast.Load())], + body=[ast.Pass()], + keywords=[], + decorator_list=[], + ) + + databricks_timestamp = ast.ImportFrom( + module="databricks.sqlalchemy", names=[ast.alias("TIMESTAMP"), ast.alias("TIMESTAMP_NTZ")] + ) + timestamp = ast.ImportFrom(module="sqlalchemy", names=[ast.alias(name="TIMESTAMP")]) + result = ast.Module( + body=[ + ast.ImportFrom(module="sqlalchemy.orm", names=[ast.alias(name="DeclarativeBase")]), + ast.ImportFrom( + module="sqlalchemy", + names=[ + ast.alias("Column"), + ast.alias("Date"), + ast.alias("Integer"), + ast.alias("Numeric"), + ast.alias("String"), + ast.alias("Text"), + ast.alias("VARCHAR"), + ast.alias("BigInteger"), + ast.alias("Float"), + ast.alias("Double"), + ast.alias("Boolean"), + ast.alias("Date"), + ast.alias("ARRAY"), + ast.alias("LargeBinary"), + ], + ), + databricks_timestamp if sql_server_type == "databricks" else timestamp, + *documentation, + declarative_base, + *classdefs, + ], + type_ignores=[], + ) + return ast.unparse(result) + + +def Call(name, *args, **kwargs) -> ast.Call: + return ast.Call( + ast.Name(name), + args=[v for v in args], + keywords=[ast.keyword(arg=f"{k}", value=ast.Constant(v)) for (k, v) in kwargs.items()], + ) + + +def Column(predicate, **kwargs) -> ast.Call: + return Call("Column", predicate, **kwargs) + + +def sqlalchemy_primitive(field: spec.Field): + sqlalchemy_name = { + "string": Call("String", ast.Constant(field.maxLength)), + "text": Call("Text", ast.Constant(field.maxLength)), + "varchar": Call("VARCHAR", ast.Constant(field.maxLength)), + "number": Call("Numeric", ast.Constant(field.precision), ast.Constant(field.scale)), + "decimal": Call("Numeric", ast.Constant(field.precision), ast.Constant(field.scale)), + "numeric": Call("Numeric", ast.Constant(field.precision), ast.Constant(field.scale)), + "int": ast.Name("Integer"), + "integer": ast.Name("Integer"), + "long": ast.Name("BigInteger"), + "bigint": ast.Name("BigInteger"), + "float": ast.Name("Float"), + "double": ast.Name("Double"), + "boolean": ast.Name("Boolean"), + "timestamp": ast.Name("TIMESTAMP"), + "timestamp_tz": Call("TIMESTAMP", ast.Constant(True)), + "timestamp_ntz": ast.Name("TIMESTAMP_NTZ"), + "date": ast.Name("Date"), + "bytes": Call("LargeBinary", ast.Constant(field.maxLength)), + } + return sqlalchemy_name.get(field.type) + + +def constant_field_value(field_name: str, field: spec.Field) -> tuple[ast.Call, typing.Optional[ast.ClassDef]]: + new_type = sqlalchemy_primitive(field) + match field.type: + case "array": + new_type = Call("ARRAY", sqlalchemy_primitive(field.items)) + if new_type is None: + raise RuntimeError(f"Unsupported field type {field.type}.") + + return Column( + new_type, nullable=not field.required, comment=field.description, primary_key=field.primaryKey or field.primary + ), None + + +def column_assignment(field_name: str, field: spec.Field) -> tuple[ast.Call, typing.Optional[ast.ClassDef]]: + return constant_field_value(field_name, field) + + +def is_simple_field(field: spec.Field) -> bool: + return field.type not in set(["object", "record", "struct"]) + + +def field_definitions(fields: dict[str, spec.Field]) -> tuple[list[ast.Expr], list[ast.ClassDef]]: + annotations: list[ast.Expr] = [] + classes: list[typing.Any] = [] + for field_name, field in fields.items(): + (ann, new_class) = column_assignment(field_name, field) + annotations.append(ast.Assign(targets=[ast.Name(id=field_name, ctx=ast.Store())], value=ann, lineno=0)) + return (annotations, classes) + + +def generate_model_class( + name: str, model_definition: spec.Model, server=None, sql_server_type: str = "" +) -> ast.ClassDef: + (field_assignments, nested_classes) = field_definitions(model_definition.fields) + documentation = [ast.Expr(ast.Constant(model_definition.description))] if model_definition.description else [] + + schema = None if server is None else server.schema_ + table_name = ast.Constant(name) + if sql_server_type == "databricks": + table_name = ast.Constant(name.lower()) + + result = ast.ClassDef( + name=name.capitalize(), + bases=[ast.Name(id=DECLARATIVE_BASE, ctx=ast.Load())], + body=[ + *documentation, + ast.Assign(targets=[ast.Name("__tablename__")], value=table_name, lineno=0), + ast.Assign( + targets=[ast.Name("__table_args__")], + value=ast.Dict( + keys=[ast.Constant("comment"), ast.Constant("schema")], + values=[ast.Constant(model_definition.description), ast.Constant(schema)], + ), + lineno=0, + ), + *nested_classes, + *field_assignments, + ], + keywords=[], + decorator_list=[], + ) + return result diff --git a/datacontract-cli/datacontract/export/terraform_converter.py b/datacontract-cli/datacontract/export/terraform_converter.py new file mode 100644 index 000000000..850442d77 --- /dev/null +++ b/datacontract-cli/datacontract/export/terraform_converter.py @@ -0,0 +1,76 @@ +import re + +from datacontract.export.exporter import Exporter +from datacontract.model.data_contract_specification import DataContractSpecification, Server + + +class TerraformExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: + return to_terraform(data_contract) + + +def to_terraform(data_contract_spec: DataContractSpecification, server_id: str = None) -> str: + if data_contract_spec is None: + return "" + if data_contract_spec.servers is None or len(data_contract_spec.servers) == 0: + return "" + + result = "" + for server_name, server in iter(data_contract_spec.servers.items()): + if server_id is not None and server_name != server_id: + continue + result = server_to_terraform_resource(data_contract_spec, result, server, server_name) + + return result.strip() + + +def server_to_terraform_resource(data_contract_spec, result, server: Server, server_name): + tag_data_contract = data_contract_spec.id + tag_name = data_contract_spec.info.title + tag_server = server_name + bucket_name = extract_bucket_name(server) + resource_id = f"{data_contract_spec.id}_{server_name}" + data_product_id = server.dataProductId + + if data_product_id is not None: + result += f""" +resource "aws_s3_bucket" "{resource_id}" {{ + bucket = "{bucket_name}" + + tags = {{ + Name = "{tag_name}" + DataContract = "{tag_data_contract}" + Server = "{tag_server}" + DataProduct = "{data_product_id}" + }} +}} + +""" + else: + result += f""" +resource "aws_s3_bucket" "{resource_id}" {{ + bucket = "{bucket_name}" + + tags = {{ + Name = "{tag_name}" + DataContract = "{tag_data_contract}" + Server = "{tag_server}" + }} +}} + +""" + return result + + +def extract_bucket_name(server) -> str | None: + if server.type == "s3": + s3_url = server.location + # Regular expression to match the S3 bucket name + match = re.search(r"s3://([^/]+)/", s3_url) + if match: + # Return the first group (bucket name) + return match.group(1) + else: + return "" + + return "" diff --git a/datacontract-cli/datacontract/imports/avro_importer.py b/datacontract-cli/datacontract/imports/avro_importer.py new file mode 100644 index 000000000..94d7873ab --- /dev/null +++ b/datacontract-cli/datacontract/imports/avro_importer.py @@ -0,0 +1,300 @@ +from typing import Dict, List + +import avro.schema + +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model +from datacontract.model.exceptions import DataContractException + + +class AvroImporter(Importer): + """Class to import Avro Schema file""" + + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + """ + Import Avro schema from a source file. + + Args: + data_contract_specification: The data contract specification to update. + source: The path to the Avro schema file. + import_args: Additional import arguments. + + Returns: + The updated data contract specification. + """ + return import_avro(data_contract_specification, source) + + +def import_avro(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: + """ + Import an Avro schema from a file and update the data contract specification. + + Args: + data_contract_specification: The data contract specification to update. + source: The path to the Avro schema file. + + Returns: + DataContractSpecification: The updated data contract specification. + + Raises: + DataContractException: If there's an error parsing the Avro schema. + """ + if data_contract_specification.models is None: + data_contract_specification.models = {} + + try: + with open(source, "r") as file: + avro_schema = avro.schema.parse(file.read()) + except Exception as e: + raise DataContractException( + type="schema", + name="Parse avro schema", + reason=f"Failed to parse avro schema from {source}", + engine="datacontract", + original_exception=e, + ) + + # type record is being used for both the table and the object types in data contract + # -> CONSTRAINT: one table per .avsc input, all nested records are interpreted as objects + fields = import_record_fields(avro_schema.fields) + + data_contract_specification.models[avro_schema.name] = Model( + fields=fields, + ) + + if avro_schema.get_prop("doc") is not None: + data_contract_specification.models[avro_schema.name].description = avro_schema.get_prop("doc") + + if avro_schema.get_prop("namespace") is not None: + data_contract_specification.models[avro_schema.name].namespace = avro_schema.get_prop("namespace") + + return data_contract_specification + + +def handle_config_avro_custom_properties(field: avro.schema.Field, imported_field: Field) -> None: + """ + Handle custom Avro properties and add them to the imported field's config. + + Args: + field: The Avro field. + imported_field: The imported field to update. + """ + if field.get_prop("logicalType") is not None: + if imported_field.config is None: + imported_field.config = {} + imported_field.config["avroLogicalType"] = field.get_prop("logicalType") + + if field.default is not None: + if imported_field.config is None: + imported_field.config = {} + imported_field.config["avroDefault"] = field.default + + +def import_record_fields(record_fields: List[avro.schema.Field]) -> Dict[str, Field]: + """ + Import Avro record fields and convert them to data contract fields. + + Args: + record_fields: List of Avro record fields. + + Returns: + A dictionary of imported fields. + """ + imported_fields = {} + for field in record_fields: + imported_field = Field() + imported_field.required = True + imported_field.description = field.doc + + handle_config_avro_custom_properties(field, imported_field) + + # Determine field type and handle nested structures + if field.type.type == "record": + imported_field.type = "object" + imported_field.description = field.type.doc + imported_field.fields = import_record_fields(field.type.fields) + elif field.type.type == "union": + imported_field.required = False + type = import_type_of_optional_field(field) + imported_field.type = type + if type == "record": + imported_field.fields = import_record_fields(get_record_from_union_field(field).fields) + elif type == "array": + imported_field.type = "array" + imported_field.items = import_avro_array_items(get_array_from_union_field(field)) + elif field.type.type == "array": + imported_field.type = "array" + imported_field.items = import_avro_array_items(field.type) + elif field.type.type == "map": + imported_field.type = "map" + imported_field.values = import_avro_map_values(field.type) + elif field.type.type == "enum": + imported_field.type = "string" + imported_field.enum = field.type.symbols + imported_field.title = field.type.name + if not imported_field.config: + imported_field.config = {} + imported_field.config["avroType"] = "enum" + else: # primitive type + imported_field.type = map_type_from_avro(field.type.type) + + imported_fields[field.name] = imported_field + + return imported_fields + + +def import_avro_array_items(array_schema: avro.schema.ArraySchema) -> Field: + """ + Import Avro array items and convert them to a data contract field. + + Args: + array_schema: The Avro array schema. + + Returns: + Field: The imported field representing the array items. + """ + items = Field() + for prop in array_schema.other_props: + items.__setattr__(prop, array_schema.other_props[prop]) + + if array_schema.items.type == "record": + items.type = "object" + items.fields = import_record_fields(array_schema.items.fields) + elif array_schema.items.type == "array": + items.type = "array" + items.items = import_avro_array_items(array_schema.items) + else: # primitive type + items.type = map_type_from_avro(array_schema.items.type) + + return items + + +def import_avro_map_values(map_schema: avro.schema.MapSchema) -> Field: + """ + Import Avro map values and convert them to a data contract field. + + Args: + map_schema: The Avro map schema. + + Returns: + Field: The imported field representing the map values. + """ + values = Field() + for prop in map_schema.other_props: + values.__setattr__(prop, map_schema.other_props[prop]) + + if map_schema.values.type == "record": + values.type = "object" + values.fields = import_record_fields(map_schema.values.fields) + elif map_schema.values.type == "array": + values.type = "array" + values.items = import_avro_array_items(map_schema.values) + else: # primitive type + values.type = map_type_from_avro(map_schema.values.type) + + return values + + +def import_type_of_optional_field(field: avro.schema.Field) -> str: + """ + Determine the type of optional field in an Avro union. + + Args: + field: The Avro field with a union type. + + Returns: + str: The mapped type of the non-null field in the union. + + Raises: + DataContractException: If no non-null type is found in the union. + """ + for field_type in field.type.schemas: + if field_type.type != "null": + return map_type_from_avro(field_type.type) + raise DataContractException( + type="schema", + result="failed", + name="Map avro type to data contract type", + reason="Could not import optional field: union type does not contain a non-null type", + engine="datacontract", + ) + + +def get_record_from_union_field(field: avro.schema.Field) -> avro.schema.RecordSchema | None: + """ + Get the record schema from a union field. + + Args: + field: The Avro field with a union type. + + Returns: + The record schema if found, None otherwise. + """ + for field_type in field.type.schemas: + if field_type.type == "record": + return field_type + return None + + +def get_array_from_union_field(field: avro.schema.Field) -> avro.schema.ArraySchema | None: + """ + Get the array schema from a union field. + + Args: + field: The Avro field with a union type. + + Returns: + The array schema if found, None otherwise. + """ + for field_type in field.type.schemas: + if field_type.type == "array": + return field_type + return None + + +def map_type_from_avro(avro_type_str: str) -> str: + """ + Map Avro type strings to data contract type strings. + + Args: + avro_type_str (str): The Avro type string. + + Returns: + str: The corresponding data contract type string. + + Raises: + DataContractException: If the Avro type is unsupported. + """ + # TODO: ambiguous mapping in the export + if avro_type_str == "null": + return "null" + elif avro_type_str == "string": + return "string" + elif avro_type_str == "bytes": + return "binary" + elif avro_type_str == "double": + return "double" + elif avro_type_str == "int": + return "int" + elif avro_type_str == "long": + return "long" + elif avro_type_str == "boolean": + return "boolean" + elif avro_type_str == "record": + return "record" + elif avro_type_str == "array": + return "array" + elif avro_type_str == "map": + return "map" + elif avro_type_str == "enum": + return "string" + else: + raise DataContractException( + type="schema", + result="failed", + name="Map avro type to data contract type", + reason=f"Unsupported type {avro_type_str} in avro schema.", + engine="datacontract", + ) diff --git a/datacontract-cli/datacontract/imports/bigquery_importer.py b/datacontract-cli/datacontract/imports/bigquery_importer.py new file mode 100644 index 000000000..e07904c91 --- /dev/null +++ b/datacontract-cli/datacontract/imports/bigquery_importer.py @@ -0,0 +1,221 @@ +import json +import logging +from typing import List + +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model +from datacontract.model.exceptions import DataContractException + + +class BigQueryImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + if source is not None: + data_contract_specification = import_bigquery_from_json(data_contract_specification, source) + else: + data_contract_specification = import_bigquery_from_api( + data_contract_specification, + import_args.get("bigquery_table"), + import_args.get("bigquery_project"), + import_args.get("bigquery_dataset"), + ) + return data_contract_specification + + +def import_bigquery_from_json( + data_contract_specification: DataContractSpecification, source: str +) -> DataContractSpecification: + try: + with open(source, "r") as file: + bigquery_schema = json.loads(file.read()) + except json.JSONDecodeError as e: + raise DataContractException( + type="schema", + name="Parse bigquery schema", + reason=f"Failed to parse bigquery schema from {source}", + engine="datacontract", + original_exception=e, + ) + return convert_bigquery_schema(data_contract_specification, bigquery_schema) + + +def import_bigquery_from_api( + data_contract_specification: DataContractSpecification, + bigquery_tables: List[str], + bigquery_project: str, + bigquery_dataset: str, +) -> DataContractSpecification: + try: + from google.cloud import bigquery + except ImportError as e: + raise DataContractException( + type="schema", + result="failed", + name="bigquery extra missing", + reason="Install the extra datacontract-cli[bigquery] to use bigquery", + engine="datacontract", + original_exception=e, + ) + + client = bigquery.Client(project=bigquery_project) + + if bigquery_tables is None: + bigquery_tables = fetch_table_names(client, bigquery_dataset) + + for table in bigquery_tables: + try: + api_table = client.get_table("{}.{}.{}".format(bigquery_project, bigquery_dataset, table)) + + except ValueError as e: + raise DataContractException( + type="schema", + result="failed", + name="Invalid table name for bigquery API", + reason=f"Tablename {table} is invalid for the bigquery API", + original_exception=e, + engine="datacontract", + ) + + if api_table is None: + raise DataContractException( + type="request", + result="failed", + name="Query bigtable Schema from API", + reason=f"Table {table} bnot found on bigtable schema Project {bigquery_project}, dataset {bigquery_dataset}.", + engine="datacontract", + ) + + convert_bigquery_schema(data_contract_specification, api_table.to_api_repr()) + + return data_contract_specification + + +def fetch_table_names(client, dataset: str) -> List[str]: + table_names = [] + api_tables = client.list_tables(dataset) + for api_table in api_tables: + table_names.append(api_table.table_id) + + return table_names + + +def convert_bigquery_schema( + data_contract_specification: DataContractSpecification, bigquery_schema: dict +) -> DataContractSpecification: + if data_contract_specification.models is None: + data_contract_specification.models = {} + + fields = import_table_fields(bigquery_schema.get("schema").get("fields")) + + # Looking at actual export data, I guess this is always set and friendlyName isn't, though I couldn't say + # what exactly leads to friendlyName being set + table_id = bigquery_schema.get("tableReference").get("tableId") + + data_contract_specification.models[table_id] = Model( + fields=fields, type=map_bigquery_type(bigquery_schema.get("type")) + ) + + # Copy the description, if it exists + if bigquery_schema.get("description") is not None: + data_contract_specification.models[table_id].description = bigquery_schema.get("description") + + # Set the title from friendlyName if it exists + if bigquery_schema.get("friendlyName") is not None: + data_contract_specification.models[table_id].title = bigquery_schema.get("friendlyName") + + return data_contract_specification + + +def import_table_fields(table_fields): + imported_fields = {} + for field in table_fields: + field_name = field.get("name") + imported_fields[field_name] = Field() + imported_fields[field_name].required = field.get("mode") == "REQUIRED" + imported_fields[field_name].description = field.get("description") + + if field.get("type") == "RECORD": + imported_fields[field_name].type = "object" + imported_fields[field_name].fields = import_table_fields(field.get("fields")) + elif field.get("type") == "STRUCT": + imported_fields[field_name].type = "struct" + imported_fields[field_name].fields = import_table_fields(field.get("fields")) + elif field.get("type") == "RANGE": + # This is a range of date/datetime/timestamp but multiple values + # So we map it to an array + imported_fields[field_name].type = "array" + imported_fields[field_name].items = Field( + type=map_type_from_bigquery(field["rangeElementType"].get("type")) + ) + else: # primitive type + imported_fields[field_name].type = map_type_from_bigquery(field.get("type")) + + if field.get("type") == "STRING": + # in bigquery both string and bytes have maxLength but in the datacontracts + # spec it is only valid for strings + if field.get("maxLength") is not None: + imported_fields[field_name].maxLength = int(field.get("maxLength")) + + if field.get("type") == "NUMERIC" or field.get("type") == "BIGNUMERIC": + if field.get("precision") is not None: + imported_fields[field_name].precision = int(field.get("precision")) + + if field.get("scale") is not None: + imported_fields[field_name].scale = int(field.get("scale")) + + return imported_fields + + +def map_type_from_bigquery(bigquery_type_str: str): + if bigquery_type_str == "STRING": + return "string" + elif bigquery_type_str == "BYTES": + return "bytes" + elif bigquery_type_str == "INTEGER": + return "int" + elif bigquery_type_str == "INT64": + return "bigint" + elif bigquery_type_str == "FLOAT": + return "float" + elif bigquery_type_str == "FLOAT64": + return "double" + elif bigquery_type_str == "BOOLEAN" or bigquery_type_str == "BOOL": + return "boolean" + elif bigquery_type_str == "TIMESTAMP": + return "timestamp" + elif bigquery_type_str == "DATE": + return "date" + elif bigquery_type_str == "TIME": + return "timestamp_ntz" + elif bigquery_type_str == "DATETIME": + return "timestamp" + elif bigquery_type_str == "NUMERIC": + return "numeric" + elif bigquery_type_str == "BIGNUMERIC": + return "double" + elif bigquery_type_str == "GEOGRAPHY": + return "object" + elif bigquery_type_str == "JSON": + return "object" + else: + raise DataContractException( + type="schema", + result="failed", + name="Map bigquery type to data contract type", + reason=f"Unsupported type {bigquery_type_str} in bigquery json definition.", + engine="datacontract", + ) + + +def map_bigquery_type(bigquery_type: str) -> str: + if bigquery_type == "TABLE" or bigquery_type == "EXTERNAL" or bigquery_type == "SNAPSHOT": + return "table" + elif bigquery_type == "VIEW" or bigquery_type == "MATERIALIZED_VIEW": + return "view" + else: + logger = logging.getLogger(__name__) + logger.info( + f"Can't properly map bigquery table type '{bigquery_type}' to datacontracts model types. Mapping it to table." + ) + return "table" diff --git a/datacontract-cli/datacontract/imports/csv_importer.py b/datacontract-cli/datacontract/imports/csv_importer.py new file mode 100644 index 000000000..485c1130f --- /dev/null +++ b/datacontract-cli/datacontract/imports/csv_importer.py @@ -0,0 +1,89 @@ +import os + +import clevercsv + +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import DataContractSpecification, Example, Field, Model, Server + + +class CsvImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + return import_csv(data_contract_specification, self.import_format, source) + + +def import_csv(data_contract_specification: DataContractSpecification, format: str, source: str): + include_example = False + + # detect encoding and dialect + encoding = clevercsv.encoding.get_encoding(source) + with open(source, "r", newline="") as fp: + dialect = clevercsv.Sniffer().sniff(fp.read(10000)) + + # using auto detecting of the format and encoding + df = clevercsv.read_dataframe(source) + + if data_contract_specification.models is None: + data_contract_specification.models = {} + + # use the file name as table name + table_name = os.path.splitext(os.path.basename(source))[0] + + if data_contract_specification.servers is None: + data_contract_specification.servers = {} + + data_contract_specification.servers["production"] = Server( + type="local", path=source, format="csv", delimiter=dialect.delimiter + ) + + fields = {} + for column, dtype in df.dtypes.items(): + field = Field() + field.type = map_type_from_pandas(dtype.name) + fields[column] = field + + data_contract_specification.models[table_name] = Model( + type="table", + description=f"Csv file with encoding {encoding}", + fields=fields, + ) + + # multiline data is not correctly handled by yaml dump + if include_example: + if data_contract_specification.examples is None: + data_contract_specification.examples = [] + + # read first 10 lines with the detected encoding + with open(source, "r", encoding=encoding) as csvfile: + lines = csvfile.readlines()[:10] + + data_contract_specification.examples.append(Example(type="csv", model=table_name, data="".join(lines))) + + return data_contract_specification + + +def map_type_from_pandas(sql_type: str): + if sql_type is None: + return None + + sql_type_normed = sql_type.lower().strip() + + if sql_type_normed == "object": + return "string" + elif sql_type_normed.startswith("str"): + return "string" + elif sql_type_normed.startswith("int"): + return "integer" + elif sql_type_normed.startswith("float"): + return "float" + elif sql_type_normed.startswith("bool"): + return "boolean" + elif sql_type_normed.startswith("timestamp"): + return "timestamp" + elif sql_type_normed == "datetime64": + return "date" + elif sql_type_normed == "timedelta[ns]": + return "timestamp_ntz" + else: + return "variant" diff --git a/datacontract-cli/datacontract/imports/dbml_importer.py b/datacontract-cli/datacontract/imports/dbml_importer.py new file mode 100644 index 000000000..6ee3864f7 --- /dev/null +++ b/datacontract-cli/datacontract/imports/dbml_importer.py @@ -0,0 +1,112 @@ +from typing import List + +from pydbml import Database, PyDBML +from pyparsing import ParseException + +from datacontract.imports.importer import Importer +from datacontract.imports.sql_importer import map_type_from_sql +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model +from datacontract.model.exceptions import DataContractException + + +class DBMLImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + data_contract_specification = import_dbml_from_source( + data_contract_specification, + source, + import_args.get("dbml_schema"), + import_args.get("dbml_table"), + ) + return data_contract_specification + + +def import_dbml_from_source( + data_contract_specification: DataContractSpecification, + source: str, + import_schemas: List[str], + import_tables: List[str], +) -> DataContractSpecification: + try: + with open(source, "r") as file: + dbml_schema = PyDBML(file) + except ParseException as e: + raise DataContractException( + type="schema", + name="Parse DBML schema", + reason=f"Failed to parse DBML schema from {source}", + engine="datacontract", + original_exception=e, + ) + + return convert_dbml(data_contract_specification, dbml_schema, import_schemas, import_tables) + + +def convert_dbml( + data_contract_specification: DataContractSpecification, + dbml_schema: Database, + import_schemas: List[str], + import_tables: List[str], +) -> DataContractSpecification: + if dbml_schema.project is not None: + data_contract_specification.info.title = dbml_schema.project.name + + if data_contract_specification.models is None: + data_contract_specification.models = {} + + for table in dbml_schema.tables: + schema_name = table.schema + table_name = table.name + + # Skip if import schemas or table names are defined + # and the current table doesn't match + # if empty no filtering is done + if import_schemas and schema_name not in import_schemas: + continue + + if import_tables and table_name not in import_tables: + continue + + fields = import_table_fields(table, dbml_schema.refs) + + data_contract_specification.models[table_name] = Model( + fields=fields, namespace=schema_name, description=table.note.text + ) + + return data_contract_specification + + +def import_table_fields(table, references) -> dict[str, Field]: + imported_fields = {} + for field in table.columns: + field_name = field.name + imported_fields[field_name] = Field() + imported_fields[field_name].required = field.not_null + imported_fields[field_name].description = field.note.text + imported_fields[field_name].primaryKey = field.pk + imported_fields[field_name].unique = field.unique + # This is an assumption, that these might be valid SQL Types, since + # DBML doesn't really enforce anything other than 'no spaces' in column types + imported_fields[field_name].type = map_type_from_sql(field.type) + + ref = get_reference(field, references) + if ref is not None: + imported_fields[field_name].references = ref + + return imported_fields + + +def get_reference(field, references): + result = None + for ref in references: + ref_table_name = ref.col1[0].table.name + ref_col_name = ref.col1[0].name + field_table_name = field.table.name + field_name = field.name + + if ref_table_name == field_table_name and ref_col_name == field_name: + result = f"{ref.col2[0].table.name}.{ref.col2[0].name}" + return result + + return result diff --git a/datacontract-cli/datacontract/imports/dbt_importer.py b/datacontract-cli/datacontract/imports/dbt_importer.py new file mode 100644 index 000000000..2214eb77d --- /dev/null +++ b/datacontract-cli/datacontract/imports/dbt_importer.py @@ -0,0 +1,240 @@ +import json +from typing import TypedDict + +from dbt.artifacts.resources.v1.components import ColumnInfo +from dbt.contracts.graph.manifest import Manifest +from dbt.contracts.graph.nodes import GenericTestNode, ManifestNode, ModelNode +from dbt_common.contracts.constraints import ConstraintType + +from datacontract.imports.bigquery_importer import map_type_from_bigquery +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model + + +class DBTImportArgs(TypedDict, total=False): + """ + A dictionary representing arguments for importing DBT models. + Makes the DBT Importer more customizable by allowing for flexible filtering + of models and their properties, through wrapping or extending. + + Attributes: + dbt_models: The keys of models to be used in contract. All as default. + resource_types: Nodes listed in resource_types are kept while importing. model as default. + """ + + dbt_nodes: list[str] + resource_types: list[str] + + +class DbtManifestImporter(Importer): + def import_source( + self, + data_contract_specification: DataContractSpecification, + source: str, + import_args: DBTImportArgs, + ) -> DataContractSpecification: + manifest = read_dbt_manifest(manifest_path=source) + return import_dbt_manifest( + data_contract_specification=data_contract_specification, + manifest=manifest, + dbt_nodes=import_args.get("dbt_model", []), + resource_types=import_args.get("resource_types", ["model"]), + ) + + +def read_dbt_manifest(manifest_path: str) -> Manifest: + """Read a manifest from file.""" + with open(file=manifest_path, mode="r", encoding="utf-8") as f: + manifest_dict: dict = json.load(f) + manifest = Manifest.from_dict(manifest_dict) + manifest.build_parent_and_child_maps() + return manifest + + +def _get_primary_keys(manifest: Manifest, node: ManifestNode) -> list[str]: + node_unique_id = node.unique_id + if isinstance(node, ModelNode): + test_nodes = [] + for node_id in manifest.child_map.get(node_unique_id, []): + test_node = manifest.nodes.get(node_id) + if not test_node or test_node.resource_type != "test": + continue + if not isinstance(test_node, GenericTestNode): + continue + if test_node.config.where is not None: + continue + test_nodes.append(test_node) + return node.infer_primary_key(test_nodes) + return [] + + +def _get_references(manifest: Manifest, node: ManifestNode) -> dict[str, str]: + node_unique_id = node.unique_id + references = {} + for node_id in manifest.child_map.get(node_unique_id, []): + test_node = manifest.nodes.get(node_id) + if not test_node or test_node.resource_type != "test": + continue + if not isinstance(test_node, GenericTestNode): + continue + if test_node.test_metadata.name != "relationships": + continue + if test_node.config.where is not None: + continue + if test_node.attached_node != node_unique_id: + continue + relationship_target_node_id = [n for n in test_node.depends_on.nodes if n != node_unique_id][0] + relationship_target_node = manifest.nodes.get(relationship_target_node_id) + references[f"{node.name}.{test_node.column_name}"] = ( + f"""{relationship_target_node.name}.{test_node.test_metadata.kwargs["field"]}""" + ) + return references + + +def import_dbt_manifest( + data_contract_specification: DataContractSpecification, + manifest: Manifest, + dbt_nodes: list[str], + resource_types: list[str], +) -> DataContractSpecification: + """ + Extracts all relevant information from the manifest, + and puts it in a data contract specification. + """ + data_contract_specification.info.title = manifest.metadata.project_name + data_contract_specification.info.dbt_version = manifest.metadata.dbt_version + adapter_type = manifest.metadata.adapter_type + data_contract_specification.models = data_contract_specification.models or {} + for node in manifest.nodes.values(): + # Only intressted in processing models. + if node.resource_type not in resource_types: + continue + + # To allow args stored in dbt_models to filter relevant models. + # If dbt_models is empty, use all models. + if dbt_nodes and node.name not in dbt_nodes: + continue + + model_unique_id = node.unique_id + primary_keys = _get_primary_keys(manifest, node) + references = _get_references(manifest, node) + + primary_key = None + if len(primary_keys) == 1: + primary_key = primary_keys[0] + + dc_model = Model( + description=node.description, + tags=node.tags, + fields=create_fields( + manifest, + model_unique_id=model_unique_id, + columns=node.columns, + primary_key_name=primary_key, + references=references, + adapter_type=adapter_type, + ), + ) + if len(primary_keys) > 1: + dc_model.primaryKey = primary_keys + + data_contract_specification.models[node.name] = dc_model + + return data_contract_specification + + +def convert_data_type_by_adapter_type(data_type: str, adapter_type: str) -> str: + if adapter_type == "bigquery": + return map_type_from_bigquery(data_type) + return data_type + + +def create_fields( + manifest: Manifest, + model_unique_id: str, + columns: dict[str, ColumnInfo], + primary_key_name: str, + references: dict[str, str], + adapter_type: str, +) -> dict[str, Field]: + fields = { + column.name: create_field(manifest, model_unique_id, column, primary_key_name, references, adapter_type) + for column in columns.values() + } + return fields + + +def get_column_tests(manifest: Manifest, model_name: str, column_name: str) -> list[dict[str, str]]: + column_tests = [] + model_node = manifest.nodes.get(model_name) + if not model_node: + raise ValueError(f"Model {model_name} not found in manifest.") + + model_unique_id = model_node.unique_id + test_ids = manifest.child_map.get(model_unique_id, []) + + for test_id in test_ids: + test_node = manifest.nodes.get(test_id) + if not test_node or test_node.resource_type != "test": + continue + + if not isinstance(test_node, GenericTestNode): + continue + + if test_node.column_name != column_name: + continue + + if test_node.config.where is not None: + continue + + column_tests.append( + { + "test_name": test_node.name, + "test_type": test_node.test_metadata.name, + "column": test_node.column_name, + } + ) + return column_tests + + +def create_field( + manifest: Manifest, + model_unique_id: str, + column: ColumnInfo, + primary_key_name: str, + references: dict[str, str], + adapter_type: str, +) -> Field: + column_type = convert_data_type_by_adapter_type(column.data_type, adapter_type) if column.data_type else "" + field = Field( + description=column.description, + type=column_type, + tags=column.tags, + ) + + all_tests = get_column_tests(manifest, model_unique_id, column.name) + + required = False + if any(constraint.type == ConstraintType.not_null for constraint in column.constraints): + required = True + if [test for test in all_tests if test["test_type"] == "not_null"]: + required = True + if required: + field.required = required + + unique = False + if any(constraint.type == ConstraintType.unique for constraint in column.constraints): + unique = True + if [test for test in all_tests if test["test_type"] == "unique"]: + unique = True + if unique: + field.unique = unique + + if column.name == primary_key_name: + field.primaryKey = True + + references_key = f"{manifest.nodes[model_unique_id].name}.{column.name}" + if references_key in references: + field.references = references[references_key] + + return field diff --git a/datacontract-cli/datacontract/imports/glue_importer.py b/datacontract-cli/datacontract/imports/glue_importer.py new file mode 100644 index 000000000..b3063be08 --- /dev/null +++ b/datacontract-cli/datacontract/imports/glue_importer.py @@ -0,0 +1,288 @@ +import re +from typing import Dict, Generator, List + +import boto3 + +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Field, + Model, + Server, +) + + +class GlueImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + return import_glue(data_contract_specification, source, import_args.get("glue_table")) + + +def get_glue_database(database_name: str): + """Get the details Glue database. + + Args: + database_name (str): glue database to request. + + Returns: + set: catalogid and locationUri + """ + glue = boto3.client("glue") + try: + response = glue.get_database(Name=database_name) + except glue.exceptions.EntityNotFoundException: + print(f"Database not found {database_name}.") + return (None, None) + except Exception as e: + # todo catch all + print(f"Error: {e}") + return (None, None) + + return ( + response["Database"]["CatalogId"], + response["Database"].get("LocationUri"), + ) + + +def get_glue_tables(database_name: str) -> List[str]: + """Get the list of tables in a Glue database. + + Args: + database_name (str): Glue database to request. + + Returns: + List[str]: List of table names + """ + glue = boto3.client("glue") + + # Set the paginator + paginator = glue.get_paginator("get_tables") + + # Initialize an empty list to store the table names + table_names = [] + try: + # Paginate through the tables + for page in paginator.paginate(DatabaseName=database_name, PaginationConfig={"PageSize": 100}): + # Add the tables from the current page to the list + table_names.extend([table["Name"] for table in page["TableList"] if "Name" in table]) + except glue.exceptions.EntityNotFoundException: + print(f"Database {database_name} not found.") + return [] + except Exception as e: + # todo catch all + print(f"Error: {e}") + return [] + + return table_names + + +def get_glue_table_schema(database_name: str, table_name: str) -> List[Dict]: + """Get the schema of a Glue table. + + Args: + database_name (str): Glue database name. + table_name (str): Glue table name. + + Returns: + dict: Table schema + """ + + glue = boto3.client("glue") + + # Get the table schema + try: + response = glue.get_table(DatabaseName=database_name, Name=table_name) + except glue.exceptions.EntityNotFoundException: + print(f"Table {table_name} not found in database {database_name}.") + return [] + except Exception as e: + # todo catch all + print(f"Error: {e}") + return [] + + table_schema = response["Table"]["StorageDescriptor"]["Columns"] + + # when using hive partition keys, the schema is stored in the PartitionKeys field + if response["Table"].get("PartitionKeys") is not None: + for pk in response["Table"]["PartitionKeys"]: + table_schema.append( + { + "Name": pk["Name"], + "Type": pk["Type"], + "Hive": True, + "Comment": pk.get("Comment"), + } + ) + return table_schema + + +def import_glue( + data_contract_specification: DataContractSpecification, + source: str, + table_names: List[str], +) -> DataContractSpecification: + """Import the schema of a Glue database. + + Args: + data_contract_specification (DataContractSpecification): The data contract specification to update. + source (str): The name of the Glue database. + table_names (List[str]): List of table names to import. If None, all tables in the database are imported. + + Returns: + DataContractSpecification: The updated data contract specification. + """ + catalogid, location_uri = get_glue_database(source) + + # something went wrong + if catalogid is None: + return data_contract_specification + + if table_names is None: + table_names = get_glue_tables(source) + + server_kwargs = {"type": "glue", "account": catalogid, "database": source} + + if location_uri: + server_kwargs["location"] = location_uri + + data_contract_specification.servers = { + "production": Server(**server_kwargs), + } + + for table_name in table_names: + if data_contract_specification.models is None: + data_contract_specification.models = {} + + table_schema = get_glue_table_schema(source, table_name) + + fields = {} + for column in table_schema: + field = create_typed_field(column["Type"]) + + # hive partitions are required, but are not primary keys + if column.get("Hive"): + field.required = True + + field.description = column.get("Comment") + fields[column["Name"]] = field + + data_contract_specification.models[table_name] = Model( + type="table", + fields=fields, + ) + + return data_contract_specification + + +def create_typed_field(dtype: str) -> Field: + """Create a typed field based on the given data type. + + Args: + dtype (str): The data type of the field. + + Returns: + Field: The created field with the appropriate type. + """ + field = Field() + dtype = dtype.strip().lower().replace(" ", "") + # Example: array + if dtype.startswith("array"): + field.type = "array" + field.items = create_typed_field(dtype[6:-1]) + # Example: struct + elif dtype.startswith("struct"): + field.type = "struct" + for f in split_struct(dtype[7:-1]): + field_name, field_key = f.split(":", 1) + field.fields[field_name] = create_typed_field(field_key) + # Example: map + elif dtype.startswith("map"): + field.type = "map" + map_match = re.match(r"map<(.+?),\s*(.+)>", dtype) + if map_match: + key_type = map_match.group(1) + value_type = map_match.group(2) + field.keys = create_typed_field(key_type) + field.values = create_typed_field(value_type) + # Example: decimal(38, 6) or decimal + elif dtype.startswith("decimal"): + field.type = "decimal" + decimal_match = re.match(r"decimal\((\d+),\s*(\d+)\)", dtype) + if decimal_match: # if precision specified + field.precision = int(decimal_match.group(1)) + field.scale = int(decimal_match.group(2)) + # Example: varchar(255) or varchar + elif dtype.startswith("varchar"): + field.type = "varchar" + if len(dtype) > 7: + field.maxLength = int(dtype[8:-1]) + else: + field.type = map_type_from_sql(dtype) + return field + + +def split_fields(s: str) -> Generator[str, None, None]: + """Split a string of fields considering nested structures. + + Args: + s (str): The string to split. + + Yields: + str: The next field in the string. + """ + counter: int = 0 + last: int = 0 + for i, x in enumerate(s): + if x in ("<", "("): + counter += 1 + elif x in (">", ")"): + counter -= 1 + elif x == "," and counter == 0: + yield s[last:i] + last = i + 1 + yield s[last:] + + +def split_struct(s: str) -> List[str]: + """Split a struct string into individual fields. + + Args: + s (str): The struct string to split. + + Returns: + List[str]: List of individual fields in the struct. + """ + return list(split_fields(s=s)) + + +def map_type_from_sql(sql_type: str) -> str: + """Map an SQL type to a corresponding field type. + + Args: + sql_type (str): The SQL type to map. + + Returns: + str: The corresponding field type. + """ + if sql_type is None: + return None + + sql_type = sql_type.lower() + + type_mapping = { + "string": "string", + "int": "int", + "bigint": "bigint", + "float": "float", + "double": "double", + "boolean": "boolean", + "timestamp": "timestamp", + "date": "date", + } + + for prefix, mapped_type in type_mapping.items(): + if sql_type.startswith(prefix): + return mapped_type + + return "unknown" diff --git a/datacontract-cli/datacontract/imports/iceberg_importer.py b/datacontract-cli/datacontract/imports/iceberg_importer.py new file mode 100644 index 000000000..f63db25fa --- /dev/null +++ b/datacontract-cli/datacontract/imports/iceberg_importer.py @@ -0,0 +1,172 @@ +from typing import Any, Dict + +from pydantic import ValidationError +from pyiceberg import types as iceberg_types +from pyiceberg.schema import Schema + +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model +from datacontract.model.exceptions import DataContractException + + +class IcebergImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + schema = load_and_validate_iceberg_schema(source) + return import_iceberg( + data_contract_specification, + schema, + import_args.get("iceberg_table"), + ) + + +def load_and_validate_iceberg_schema(source: str) -> Schema: + with open(source, "r") as file: + try: + return Schema.model_validate_json(file.read()) + except ValidationError as e: + raise DataContractException( + type="schema", + name="Parse iceberg schema", + reason=f"Failed to validate iceberg schema from {source}: {e}", + engine="datacontract", + ) + + +def import_iceberg( + data_contract_specification: DataContractSpecification, schema: Schema, table_name: str +) -> DataContractSpecification: + if data_contract_specification.models is None: + data_contract_specification.models = {} + + model = Model(type="table", title=table_name) + + # Iceberg identifier_fields aren't technically primary keys since Iceberg doesn't support primary keys, + # but they are close enough that we can probably treat them as primary keys on the conversion. + # ref: https://iceberg.apache.org/spec/#identifier-field-ids + # this code WILL NOT support finding nested primary key fields. + identifier_fields_ids = schema.identifier_field_ids + + for field in schema.fields: + model_field = _field_from_nested_field(field) + + if field.field_id in identifier_fields_ids: + model_field.primaryKey = True + + model.fields[field.name] = model_field + + data_contract_specification.models[table_name] = model + return data_contract_specification + + +def _field_from_nested_field(nested_field: iceberg_types.NestedField) -> Field: + """ + Converts an Iceberg NestedField into a Field object for the data contract. + + Args: + nested_field: The Iceberg NestedField to convert. + + Returns: + Field: The generated Field object. + """ + field = Field( + title=nested_field.name, + required=nested_field.required, + config=build_field_config(nested_field), + ) + + if nested_field.doc is not None: + field.description = nested_field.doc + + return _type_from_iceberg_type(field, nested_field.field_type) + + +def _type_from_iceberg_type(field: Field, iceberg_type: iceberg_types.IcebergType) -> Field: + """ + Maps Iceberg data types to the Data Contract type system and updates the field. + + Args: + field: The Field object to update. + iceberg_type: The Iceberg data type to map. + + Returns: + Field: The updated Field object. + """ + field.type = _data_type_from_iceberg(iceberg_type) + + if field.type == "array": + field.items = _type_from_iceberg_type(Field(required=iceberg_type.element_required), iceberg_type.element_type) + + elif field.type == "map": + field.keys = _type_from_iceberg_type(Field(required=True), iceberg_type.key_type) + field.values = _type_from_iceberg_type(Field(required=iceberg_type.value_required), iceberg_type.value_type) + + elif field.type == "object": + field.fields = {nf.name: _field_from_nested_field(nf) for nf in iceberg_type.fields} + + return field + + +def build_field_config(iceberg_field: iceberg_types.NestedField) -> Dict[str, Any]: + config = {} + + if iceberg_field.field_id > 0: + config["icebergFieldId"] = iceberg_field.field_id + + if iceberg_field.initial_default is not None: + config["icebergInitialDefault"] = iceberg_field.initial_default + + if iceberg_field.write_default is not None: + config["icebergWriteDefault"] = iceberg_field.write_default + + return config + + +def _data_type_from_iceberg(type: iceberg_types.IcebergType) -> str: + """ + Convert an Iceberg field type to a datacontract field type + + Args: + type: The Iceberg field type + + Returns: + str: The datacontract field type + """ + if isinstance(type, iceberg_types.BooleanType): + return "boolean" + if isinstance(type, iceberg_types.IntegerType): + return "integer" + if isinstance(type, iceberg_types.LongType): + return "long" + if isinstance(type, iceberg_types.FloatType): + return "float" + if isinstance(type, iceberg_types.DoubleType): + return "double" + if isinstance(type, iceberg_types.DecimalType): + return "decimal" + if isinstance(type, iceberg_types.DateType): + return "date" + if isinstance(type, iceberg_types.TimeType): + # there isn't a great mapping for the iceberg type "time", just map to string for now + return "string" + if isinstance(type, iceberg_types.TimestampType): + return "timestamp_ntz" + if isinstance(type, iceberg_types.TimestamptzType): + return "timestamp_tz" + if isinstance(type, iceberg_types.StringType): + return "string" + if isinstance(type, iceberg_types.UUIDType): + return "string" + if isinstance(type, iceberg_types.BinaryType): + return "bytes" + if isinstance(type, iceberg_types.FixedType): + return "bytes" + if isinstance(type, iceberg_types.MapType): + return "map" + if isinstance(type, iceberg_types.ListType): + return "array" + if isinstance(type, iceberg_types.StructType): + return "object" + + raise ValueError(f"Unknown Iceberg type: {type}") diff --git a/datacontract-cli/datacontract/imports/importer.py b/datacontract-cli/datacontract/imports/importer.py new file mode 100644 index 000000000..453b08294 --- /dev/null +++ b/datacontract-cli/datacontract/imports/importer.py @@ -0,0 +1,38 @@ +from abc import ABC, abstractmethod +from enum import Enum + +from datacontract.model.data_contract_specification import DataContractSpecification + + +class Importer(ABC): + def __init__(self, import_format) -> None: + self.import_format = import_format + + @abstractmethod + def import_source( + self, + data_contract_specification: DataContractSpecification, + source: str, + import_args: dict, + ) -> DataContractSpecification: + pass + + +class ImportFormat(str, Enum): + sql = "sql" + avro = "avro" + dbt = "dbt" + dbml = "dbml" + glue = "glue" + jsonschema = "jsonschema" + bigquery = "bigquery" + odcs = "odcs" + unity = "unity" + spark = "spark" + iceberg = "iceberg" + parquet = "parquet" + csv = "csv" + + @classmethod + def get_supported_formats(cls): + return list(map(lambda c: c.value, cls)) diff --git a/datacontract-cli/datacontract/imports/importer_factory.py b/datacontract-cli/datacontract/imports/importer_factory.py new file mode 100644 index 000000000..c8297205d --- /dev/null +++ b/datacontract-cli/datacontract/imports/importer_factory.py @@ -0,0 +1,111 @@ +import importlib.util +import sys + +from datacontract.imports.importer import Importer, ImportFormat + + +class ImporterFactory: + def __init__(self): + self.dict_importer = {} + self.dict_lazy_importer = {} + + def register_importer(self, name, importer: Importer): + self.dict_importer.update({name: importer}) + + def register_lazy_importer(self, name: str, module_path: str, class_name: str): + self.dict_lazy_importer.update({name: (module_path, class_name)}) + + def create(self, name) -> Importer: + importers = self.dict_importer.copy() + importers.update(self.dict_lazy_importer.copy()) + if name not in importers.keys(): + raise ValueError(f"The '{name}' format is not supported.") + importer_class = importers[name] + if type(importers[name]) is tuple: + importer_class = load_module_class(module_path=importers[name][0], class_name=importers[name][1]) + if not importer_class: + raise ValueError(f"Module {name} could not be loaded.") + return importer_class(name) + + +def import_module(module_path): + if importlib.util.find_spec(module_path) is not None: + try: + module = importlib.import_module(module_path) + except ModuleNotFoundError: + return None + sys.modules[module_path] = module + return module + + +def load_module_class(module_path, class_name): + module = import_module(module_path) + if not module: + return None + return getattr(module, class_name) + + +importer_factory = ImporterFactory() +importer_factory.register_lazy_importer( + name=ImportFormat.avro, + module_path="datacontract.imports.avro_importer", + class_name="AvroImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.bigquery, + module_path="datacontract.imports.bigquery_importer", + class_name="BigQueryImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.glue, + module_path="datacontract.imports.glue_importer", + class_name="GlueImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.jsonschema, + module_path="datacontract.imports.jsonschema_importer", + class_name="JsonSchemaImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.odcs, + module_path="datacontract.imports.odcs_importer", + class_name="OdcsImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.sql, + module_path="datacontract.imports.sql_importer", + class_name="SqlImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.unity, + module_path="datacontract.imports.unity_importer", + class_name="UnityImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.spark, + module_path="datacontract.imports.spark_importer", + class_name="SparkImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.dbt, module_path="datacontract.imports.dbt_importer", class_name="DbtManifestImporter" +) +importer_factory.register_lazy_importer( + name=ImportFormat.dbml, + module_path="datacontract.imports.dbml_importer", + class_name="DBMLImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.iceberg, + module_path="datacontract.imports.iceberg_importer", + class_name="IcebergImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.parquet, + module_path="datacontract.imports.parquet_importer", + class_name="ParquetImporter", +) +importer_factory.register_lazy_importer( + name=ImportFormat.csv, + module_path="datacontract.imports.csv_importer", + class_name="CsvImporter", +) diff --git a/datacontract-cli/datacontract/imports/jsonschema_importer.py b/datacontract-cli/datacontract/imports/jsonschema_importer.py new file mode 100644 index 000000000..eb93c2e83 --- /dev/null +++ b/datacontract-cli/datacontract/imports/jsonschema_importer.py @@ -0,0 +1,146 @@ +import json + +import fastjsonschema + +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import DataContractSpecification, Definition, Field, Model +from datacontract.model.exceptions import DataContractException + + +class JsonSchemaImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + return import_jsonschema(data_contract_specification, source) + + +def import_jsonschema(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: + if data_contract_specification.models is None: + data_contract_specification.models = {} + + json_schema = load_and_validate_json_schema(source) + + title = json_schema.get("title", "default_model") + description = json_schema.get("description") + type_ = json_schema.get("type") + properties = json_schema.get("properties", {}) + required_properties = json_schema.get("required", []) + + fields_kwargs = jsonschema_to_args(properties, required_properties) + fields = {name: Field(**kwargs) for name, kwargs in fields_kwargs.items()} + + model = Model(description=description, type=type_, title=title, fields=fields) + data_contract_specification.models[title] = model + + definitions = json_schema.get("definitions", {}) + for name, schema in definitions.items(): + kwargs = schema_to_args(schema) + data_contract_specification.definitions[name] = Definition(name=name, **kwargs) + + return data_contract_specification + + +def load_and_validate_json_schema(source): + try: + with open(source, "r") as file: + json_schema = json.loads(file.read()) + + validator = fastjsonschema.compile({}) + validator(json_schema) + + except fastjsonschema.JsonSchemaException as e: + raise DataContractException( + type="schema", + name="Parse json schema", + reason=f"Failed to validate json schema from {source}: {e}", + engine="datacontract", + ) + + except Exception as e: + raise DataContractException( + type="schema", + name="Parse json schema", + reason=f"Failed to parse json schema from {source}", + engine="datacontract", + original_exception=e, + ) + return json_schema + + +def jsonschema_to_args(properties, required_properties): + args = {} + for property, property_schema in properties.items(): + is_required = property in required_properties + args[property] = schema_to_args(property_schema, is_required) + + return args + + +def schema_to_args(property_schema, is_required: bool = None) -> dict: + direct_mappings = { + "title", + "description", + "format", + "pattern", + "enum", + "tags", + "pii", + "minLength", + "maxLength", + "minimum", + "exclusiveMinimum", + "maximum", + "exclusiveMaximum", + } + + field_kwargs = {key: value for key, value in property_schema.items() if key in direct_mappings} + + if is_required is not None: + field_kwargs["required"] = is_required + + property_type = determine_type(property_schema) + if property_type is not None: + field_kwargs["type"] = property_type + + if property_type == "array": + nested_item_type, nested_items = determine_nested_item_type(property_schema) + + if nested_items is not None: + field_kwargs["items"] = schema_to_args(nested_item_type) + + nested_properties = property_schema.get("properties") + if nested_properties is not None: + # recursive call for complex nested properties + required = property_schema.get("required", []) + field_kwargs["fields"] = jsonschema_to_args(nested_properties, required) + + return field_kwargs + + +def determine_nested_item_type(property_schema): + nested_items = property_schema.get("items") + nested_items_is_list = isinstance(nested_items, list) + if nested_items_is_list and len(nested_items) != 1: + raise DataContractException( + type="schema", + name="Parse json schema", + reason=f"Union types for arrays are currently not supported ({nested_items})", + engine="datacontract", + ) + if nested_items_is_list and len(nested_items) == 1: + nested_item_type = nested_items[0] + elif not nested_items_is_list and nested_items is not None: + nested_item_type = nested_items + return nested_item_type, nested_items + + +def determine_type(property_schema): + property_type = property_schema.get("type") + type_is_list = isinstance(property_type, list) + if type_is_list: + non_null_types = [t for t in property_type if t != "null"] + if non_null_types: + property_type = non_null_types[0] + else: + property_type = None + return property_type diff --git a/datacontract-cli/datacontract/imports/odcs_importer.py b/datacontract-cli/datacontract/imports/odcs_importer.py new file mode 100644 index 000000000..f189ef74e --- /dev/null +++ b/datacontract-cli/datacontract/imports/odcs_importer.py @@ -0,0 +1,60 @@ +import yaml + +from datacontract.imports.importer import Importer +from datacontract.lint.resources import read_resource +from datacontract.model.data_contract_specification import ( + DataContractSpecification, +) +from datacontract.model.exceptions import DataContractException + + +class OdcsImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + return import_odcs(data_contract_specification, source) + + +def import_odcs(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: + try: + odcs_contract = yaml.safe_load(read_resource(source)) + + except Exception as e: + raise DataContractException( + type="schema", + name="Parse ODCS contract", + reason=f"Failed to parse odcs contract from {source}", + engine="datacontract", + original_exception=e, + ) + + odcs_kind = odcs_contract.get("kind") + odcs_api_version = odcs_contract.get("apiVersion") + + # if odcs_kind is not DataContract throw exception + if odcs_kind != "DataContract": + raise DataContractException( + type="schema", + name="Importing ODCS contract", + reason=f"Unsupported ODCS kind: {odcs_kind}. Is this a valid ODCS data contract?", + engine="datacontract", + ) + + if odcs_api_version.startswith("v2."): + raise DataContractException( + type="schema", + name="Importing ODCS contract", + reason=f"Unsupported ODCS API version: {odcs_api_version}", + engine="datacontract", + ) + elif odcs_api_version.startswith("v3."): + from datacontract.imports.odcs_v3_importer import import_odcs_v3 + + return import_odcs_v3(data_contract_specification, source) + else: + raise DataContractException( + type="schema", + name="Importing ODCS contract", + reason=f"Unsupported ODCS API version: {odcs_api_version}", + engine="datacontract", + ) diff --git a/datacontract-cli/datacontract/imports/odcs_v3_importer.py b/datacontract-cli/datacontract/imports/odcs_v3_importer.py new file mode 100644 index 000000000..56e9998c7 --- /dev/null +++ b/datacontract-cli/datacontract/imports/odcs_v3_importer.py @@ -0,0 +1,316 @@ +import datetime +import logging +from typing import Any, Dict, List +from venv import logger + +import yaml + +from datacontract.imports.importer import Importer +from datacontract.lint.resources import read_resource +from datacontract.model.data_contract_specification import ( + DATACONTRACT_TYPES, + Availability, + DataContractSpecification, + Field, + Info, + Model, + Quality, + Retention, + Server, + ServiceLevel, + Terms, +) +from datacontract.model.exceptions import DataContractException + + +class OdcsImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + return import_odcs_v3(data_contract_specification, source) + + +def import_odcs_v3(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: + source_str = read_resource(source) + return import_odcs_v3_from_str(data_contract_specification, source_str) + + +def import_odcs_v3_from_str( + data_contract_specification: DataContractSpecification, source_str: str +) -> DataContractSpecification: + try: + odcs_contract = yaml.safe_load(source_str) + except Exception as e: + raise DataContractException( + type="schema", + name="Parse ODCS contract", + reason=f"Failed to parse odcs contract from {source_str}", + engine="datacontract", + original_exception=e, + ) + + data_contract_specification.id = odcs_contract["id"] + data_contract_specification.info = import_info(odcs_contract) + data_contract_specification.servers = import_servers(odcs_contract) + data_contract_specification.terms = import_terms(odcs_contract) + data_contract_specification.servicelevels = import_servicelevels(odcs_contract) + data_contract_specification.models = import_models(odcs_contract) + data_contract_specification.tags = import_tags(odcs_contract) + + return data_contract_specification + + +def import_info(odcs_contract: Dict[str, Any]) -> Info: + info = Info() + + info.title = odcs_contract.get("name") if odcs_contract.get("name") is not None else "" + + if odcs_contract.get("version") is not None: + info.version = odcs_contract.get("version") + + # odcs.description.purpose => datacontract.description + if odcs_contract.get("description") is not None and odcs_contract.get("description").get("purpose") is not None: + info.description = odcs_contract.get("description").get("purpose") + + # odcs.domain => datacontract.owner + if odcs_contract.get("domain") is not None: + info.owner = odcs_contract.get("domain") + + # add dataProduct as custom property + if odcs_contract.get("dataProduct") is not None: + info.dataProduct = odcs_contract.get("dataProduct") + + # add tenant as custom property + if odcs_contract.get("tenant") is not None: + info.tenant = odcs_contract.get("tenant") + + return info + + +def import_servers(odcs_contract: Dict[str, Any]) -> Dict[str, Server] | None: + if odcs_contract.get("servers") is None: + return None + servers = {} + for odcs_server in odcs_contract.get("servers"): + server_name = odcs_server.get("server") + if server_name is None: + logger.warning("Server name is missing, skipping server") + continue + + server = Server() + server.type = odcs_server.get("type") + server.description = odcs_server.get("description") + server.environment = odcs_server.get("environment") + server.format = odcs_server.get("format") + server.project = odcs_server.get("project") + server.dataset = odcs_server.get("dataset") + server.path = odcs_server.get("path") + server.delimiter = odcs_server.get("delimiter") + server.endpointUrl = odcs_server.get("endpointUrl") + server.location = odcs_server.get("location") + server.account = odcs_server.get("account") + server.database = odcs_server.get("database") + server.schema_ = odcs_server.get("schema") + server.host = odcs_server.get("host") + server.port = odcs_server.get("port") + server.catalog = odcs_server.get("catalog") + server.topic = odcs_server.get("topic") + server.http_path = odcs_server.get("http_path") + server.token = odcs_server.get("token") + server.dataProductId = odcs_server.get("dataProductId") + server.outputPortId = odcs_server.get("outputPortId") + server.driver = odcs_server.get("driver") + server.roles = odcs_server.get("roles") + + servers[server_name] = server + return servers + + +def import_terms(odcs_contract: Dict[str, Any]) -> Terms | None: + if odcs_contract.get("description") is None: + return None + if ( + odcs_contract.get("description").get("usage") is not None + or odcs_contract.get("description").get("limitations") is not None + or odcs_contract.get("price") is not None + ): + terms = Terms() + if odcs_contract.get("description").get("usage") is not None: + terms.usage = odcs_contract.get("description").get("usage") + if odcs_contract.get("description").get("limitations") is not None: + terms.limitations = odcs_contract.get("description").get("limitations") + if odcs_contract.get("price") is not None: + terms.billing = f"{odcs_contract.get('price').get('priceAmount')} {odcs_contract.get('price').get('priceCurrency')} / {odcs_contract.get('price').get('priceUnit')}" + + return terms + else: + return None + + +def import_servicelevels(odcs_contract: Dict[str, Any]) -> ServiceLevel: + # find the two properties we can map (based on the examples) + sla_properties = odcs_contract.get("slaProperties") if odcs_contract.get("slaProperties") is not None else [] + availability = next((p for p in sla_properties if p["property"] == "generalAvailability"), None) + retention = next((p for p in sla_properties if p["property"] == "retention"), None) + + if availability is not None or retention is not None: + servicelevel = ServiceLevel() + + if availability is not None: + value = availability.get("value") + if isinstance(value, datetime.datetime): + value = value.isoformat() + servicelevel.availability = Availability(description=value) + + if retention is not None: + servicelevel.retention = Retention(period=f"{retention.get('value')}{retention.get('unit')}") + + return servicelevel + else: + return None + + +def get_server_type(odcs_contract: Dict[str, Any]) -> str | None: + servers = import_servers(odcs_contract) + if servers is None or len(servers) == 0: + return None + # get first server from map + server = next(iter(servers.values())) + return server.type + + +def import_models(odcs_contract: Dict[str, Any]) -> Dict[str, Model]: + custom_type_mappings = get_custom_type_mappings(odcs_contract.get("customProperties")) + + odcs_schemas = odcs_contract.get("schema") if odcs_contract.get("schema") is not None else [] + result = {} + + for odcs_schema in odcs_schemas: + schema_name = odcs_schema.get("name") + schema_physical_name = odcs_schema.get("physicalName") + schema_description = odcs_schema.get("description") if odcs_schema.get("description") is not None else "" + model_name = schema_physical_name if schema_physical_name is not None else schema_name + model = Model(description=" ".join(schema_description.splitlines()), type="table") + model.fields = import_fields( + odcs_schema.get("properties"), custom_type_mappings, server_type=get_server_type(odcs_contract) + ) + if odcs_schema.get("quality") is not None: + # convert dict to pydantic model + + model.quality = [Quality.model_validate(q) for q in odcs_schema.get("quality")] + model.title = schema_name + if odcs_schema.get("dataGranularityDescription") is not None: + model.config = {"dataGranularityDescription": odcs_schema.get("dataGranularityDescription")} + result[model_name] = model + + return result + + +def import_field_config(odcs_property: Dict[str, Any], server_type=None) -> Dict[str, Any]: + config = {} + if odcs_property.get("criticalDataElement") is not None: + config["criticalDataElement"] = odcs_property.get("criticalDataElement") + if odcs_property.get("encryptedName") is not None: + config["encryptedName"] = odcs_property.get("encryptedName") + if odcs_property.get("partitionKeyPosition") is not None: + config["partitionKeyPosition"] = odcs_property.get("partitionKeyPosition") + if odcs_property.get("partitioned") is not None: + config["partitioned"] = odcs_property.get("partitioned") + + if odcs_property.get("customProperties") is not None and isinstance(odcs_property.get("customProperties"), list): + for item in odcs_property.get("customProperties"): + config[item["property"]] = item["value"] + + physical_type = odcs_property.get("physicalType") + if physical_type is not None: + if server_type == "postgres" or server_type == "postgresql": + config["postgresType"] = physical_type + elif server_type == "bigquery": + config["bigqueryType"] = physical_type + elif server_type == "snowflake": + config["snowflakeType"] = physical_type + elif server_type == "redshift": + config["redshiftType"] = physical_type + elif server_type == "sqlserver": + config["sqlserverType"] = physical_type + elif server_type == "databricksType": + config["databricksType"] = physical_type + else: + config["physicalType"] = physical_type + + return config + + +def has_composite_primary_key(odcs_properties) -> bool: + primary_keys = [prop for prop in odcs_properties if prop.get("primaryKey") is not None and prop.get("primaryKey")] + return len(primary_keys) > 1 + + +def import_fields( + odcs_properties: Dict[str, Any], custom_type_mappings: Dict[str, str], server_type +) -> Dict[str, Field]: + logger = logging.getLogger(__name__) + result = {} + + if odcs_properties is None: + return result + + for odcs_property in odcs_properties: + mapped_type = map_type(odcs_property.get("logicalType"), custom_type_mappings) + if mapped_type is not None: + property_name = odcs_property["name"] + description = odcs_property.get("description") if odcs_property.get("description") is not None else None + field = Field( + description=" ".join(description.splitlines()) if description is not None else None, + type=mapped_type, + title=odcs_property.get("businessName"), + required=not odcs_property.get("nullable") if odcs_property.get("nullable") is not None else False, + primaryKey=odcs_property.get("primaryKey") + if not has_composite_primary_key(odcs_properties) and odcs_property.get("primaryKey") is not None + else False, + unique=odcs_property.get("unique"), + examples=odcs_property.get("examples") if odcs_property.get("examples") is not None else None, + classification=odcs_property.get("classification") + if odcs_property.get("classification") is not None + else "", + tags=odcs_property.get("tags") if odcs_property.get("tags") is not None else None, + quality=odcs_property.get("quality") if odcs_property.get("quality") is not None else [], + config=import_field_config(odcs_property, server_type), + ) + result[property_name] = field + else: + logger.info( + f"Can't map {odcs_property.get('column')} to the Datacontract Mapping types, as there is no equivalent or special mapping. Consider introducing a customProperty 'dc_mapping_{odcs_property.get('logicalName')}' that defines your expected type as the 'value'" + ) + + return result + + +def map_type(odcs_type: str, custom_mappings: Dict[str, str]) -> str | None: + if odcs_type is None: + return None + t = odcs_type.lower() + if t in DATACONTRACT_TYPES: + return t + elif custom_mappings.get(t) is not None: + return custom_mappings.get(t) + else: + return None + + +def get_custom_type_mappings(odcs_custom_properties: List[Any]) -> Dict[str, str]: + result = {} + if odcs_custom_properties is not None: + for prop in odcs_custom_properties: + if prop["property"].startswith("dc_mapping_"): + odcs_type_name = prop["property"].substring(11) + datacontract_type = prop["value"] + result[odcs_type_name] = datacontract_type + + return result + + +def import_tags(odcs_contract) -> List[str] | None: + if odcs_contract.get("tags") is None: + return None + return odcs_contract.get("tags") diff --git a/datacontract-cli/datacontract/imports/parquet_importer.py b/datacontract-cli/datacontract/imports/parquet_importer.py new file mode 100644 index 000000000..b19c79ab2 --- /dev/null +++ b/datacontract-cli/datacontract/imports/parquet_importer.py @@ -0,0 +1,81 @@ +import os.path + +import pyarrow +from pyarrow import parquet + +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Field, + Model, +) +from datacontract.model.exceptions import DataContractException + + +class ParquetImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + return import_parquet(data_contract_specification, source) + + +def import_parquet(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: + # use filename as schema name, remove .parquet suffix, avoid breaking the yaml output by replacing dots + schema_name = os.path.basename(source).removesuffix(".parquet").replace(".", "_") + + fields: dict[str, Field] = {} + + arrow_schema = parquet.read_schema(source) + for field_name in arrow_schema.names: + parquet_field = arrow_schema.field(field_name) + + field = map_pyarrow_field_to_specification_field(parquet_field, "parquet") + + if not parquet_field.nullable: + field.required = True + + fields[field_name] = field + + data_contract_specification.models[schema_name] = Model(fields=fields) + + return data_contract_specification + + +def map_pyarrow_field_to_specification_field(pyarrow_field: pyarrow.Field, file_format: str) -> Field: + if pyarrow.types.is_boolean(pyarrow_field.type): + return Field(type="boolean") + if pyarrow.types.is_int32(pyarrow_field.type): + return Field(type="int") + if pyarrow.types.is_int64(pyarrow_field.type): + return Field(type="long") + if pyarrow.types.is_integer(pyarrow_field.type): + return Field(type="number") + if pyarrow.types.is_float32(pyarrow_field.type): + return Field(type="float") + if pyarrow.types.is_float64(pyarrow_field.type): + return Field(type="double") + if pyarrow.types.is_decimal(pyarrow_field.type): + return Field(type="decimal", precision=pyarrow_field.type.precision, scale=pyarrow_field.type.scale) + if pyarrow.types.is_timestamp(pyarrow_field.type): + return Field(type="timestamp") + if pyarrow.types.is_date(pyarrow_field.type): + return Field(type="date") + if pyarrow.types.is_null(pyarrow_field.type): + return Field(type="null") + if pyarrow.types.is_binary(pyarrow_field.type): + return Field(type="bytes") + if pyarrow.types.is_string(pyarrow_field.type): + return Field(type="string") + if pyarrow.types.is_map(pyarrow_field.type) or pyarrow.types.is_dictionary(pyarrow_field.type): + return Field(type="map") + if pyarrow.types.is_struct(pyarrow_field.type): + return Field(type="struct") + if pyarrow.types.is_list(pyarrow_field.type): + return Field(type="array") + + raise DataContractException( + type="schema", + name=f"Parse {file_format} schema", + reason=f"{pyarrow_field.type} currently not supported.", + engine="datacontract", + ) diff --git a/datacontract-cli/datacontract/imports/spark_importer.py b/datacontract-cli/datacontract/imports/spark_importer.py new file mode 100644 index 000000000..bca3f0aae --- /dev/null +++ b/datacontract-cli/datacontract/imports/spark_importer.py @@ -0,0 +1,158 @@ +from pyspark.sql import DataFrame, SparkSession, types + +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Field, + Model, + Server, +) + + +class SparkImporter(Importer): + def import_source( + self, + data_contract_specification: DataContractSpecification, + source: str, + import_args: dict, + ) -> DataContractSpecification: + """ + Imports data from a Spark source into the data contract specification. + + Args: + data_contract_specification: The data contract specification object. + source: The source string indicating the Spark tables to read. + import_args: Additional arguments for the import process. + + Returns: + dict: The updated data contract specification. + """ + return import_spark(data_contract_specification, source) + + +def import_spark(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: + """ + Reads Spark tables and updates the data contract specification with their schemas. + + Args: + data_contract_specification: The data contract specification to update. + source: A comma-separated string of Spark temporary views to read. + + Returns: + DataContractSpecification: The updated data contract specification. + """ + spark = SparkSession.builder.getOrCreate() + data_contract_specification.servers["local"] = Server(type="dataframe") + for temp_view in source.split(","): + temp_view = temp_view.strip() + df = spark.read.table(temp_view) + data_contract_specification.models[temp_view] = import_from_spark_df(df) + return data_contract_specification + + +def import_from_spark_df(df: DataFrame) -> Model: + """ + Converts a Spark DataFrame into a Model. + + Args: + df: The Spark DataFrame to convert. + + Returns: + Model: The generated data contract model. + """ + model = Model() + schema = df.schema + + for field in schema: + model.fields[field.name] = _field_from_struct_type(field) + + return model + + +def _field_from_struct_type(spark_field: types.StructField) -> Field: + """ + Converts a Spark StructField into a Field object for the data contract. + + Args: + spark_field: The Spark StructField to convert. + + Returns: + Field: The generated Field object. + """ + field = Field() + field.required = not spark_field.nullable + field.description = spark_field.metadata.get("comment") + + return _type_from_data_type(field, spark_field.dataType) + + +def _type_from_data_type(field: Field, spark_type: types.DataType) -> Field: + """ + Maps Spark data types to the Data Contract type system and updates the field. + + Args: + field: The Field object to update. + spark_type: The Spark data type to map. + + Returns: + Field: The updated Field object. + """ + field.type = _data_type_from_spark(spark_type) + + if field.type == "array": + field.items = _type_from_data_type(Field(required=not spark_type.containsNull), spark_type.elementType) + + elif field.type == "map": + field.keys = _type_from_data_type(Field(required=True), spark_type.keyType) + field.values = _type_from_data_type(Field(required=not spark_type.valueContainsNull), spark_type.valueType) + + elif field.type == "struct": + field.fields = {sf.name: _field_from_struct_type(sf) for sf in spark_type.fields} + + return field + + +def _data_type_from_spark(spark_type: types.DataType) -> str: + """ + Maps Spark data types to the Data Contract type system. + + Args: + spark_type: The Spark data type to map. + + Returns: + str: The corresponding Data Contract type. + """ + if isinstance(spark_type, types.StringType): + return "string" + elif isinstance(spark_type, (types.IntegerType, types.ShortType)): + return "integer" + elif isinstance(spark_type, types.LongType): + return "long" + elif isinstance(spark_type, types.FloatType): + return "float" + elif isinstance(spark_type, types.DoubleType): + return "double" + elif isinstance(spark_type, types.StructType): + return "struct" + elif isinstance(spark_type, types.ArrayType): + return "array" + elif isinstance(spark_type, types.MapType): + return "map" + elif isinstance(spark_type, types.TimestampType): + return "timestamp" + elif isinstance(spark_type, types.TimestampNTZType): + return "timestamp_ntz" + elif isinstance(spark_type, types.DateType): + return "date" + elif isinstance(spark_type, types.BooleanType): + return "boolean" + elif isinstance(spark_type, types.BinaryType): + return "bytes" + elif isinstance(spark_type, types.DecimalType): + return "decimal" + elif isinstance(spark_type, types.NullType): + return "null" + elif isinstance(spark_type, types.VarcharType): + return "varchar" + else: + raise ValueError(f"Unsupported Spark type: {spark_type}") diff --git a/datacontract-cli/datacontract/imports/sql_importer.py b/datacontract-cli/datacontract/imports/sql_importer.py new file mode 100644 index 000000000..c51e4272c --- /dev/null +++ b/datacontract-cli/datacontract/imports/sql_importer.py @@ -0,0 +1,286 @@ +import logging +import os + +import sqlglot +from sqlglot.dialects.dialect import Dialects + +from datacontract.imports.importer import Importer +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model, Server +from datacontract.model.exceptions import DataContractException +from datacontract.model.run import ResultEnum + + +class SqlImporter(Importer): + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + return import_sql(data_contract_specification, self.import_format, source, import_args) + + +def import_sql( + data_contract_specification: DataContractSpecification, format: str, source: str, import_args: dict = None +) -> DataContractSpecification: + sql = read_file(source) + + dialect = to_dialect(import_args) + + try: + parsed = sqlglot.parse_one(sql=sql, read=dialect) + except Exception as e: + logging.error(f"Error parsing SQL: {str(e)}") + raise DataContractException( + type="import", + name=f"Reading source from {source}", + reason=f"Error parsing SQL: {str(e)}", + engine="datacontract", + result=ResultEnum.error, + ) + + server_type: str | None = to_server_type(source, dialect) + if server_type is not None: + data_contract_specification.servers[server_type] = Server(type=server_type) + + tables = parsed.find_all(sqlglot.expressions.Table) + + for table in tables: + if data_contract_specification.models is None: + data_contract_specification.models = {} + + table_name = table.this.name + + fields = {} + for column in parsed.find_all(sqlglot.exp.ColumnDef): + if column.parent.this.name != table_name: + continue + + field = Field() + col_name = column.this.name + col_type = to_col_type(column, dialect) + field.type = map_type_from_sql(col_type) + col_description = get_description(column) + field.description = col_description + field.maxLength = get_max_length(column) + precision, scale = get_precision_scale(column) + field.precision = precision + field.scale = scale + field.primaryKey = get_primary_key(column) + field.required = column.find(sqlglot.exp.NotNullColumnConstraint) is not None or None + physical_type_key = to_physical_type_key(dialect) + field.config = { + physical_type_key: col_type, + } + + fields[col_name] = field + + data_contract_specification.models[table_name] = Model( + type="table", + fields=fields, + ) + + return data_contract_specification + + +def get_primary_key(column) -> bool | None: + if column.find(sqlglot.exp.PrimaryKeyColumnConstraint) is not None: + return True + if column.find(sqlglot.exp.PrimaryKey) is not None: + return True + return None + + +def to_dialect(import_args: dict) -> Dialects | None: + if import_args is None: + return None + if "dialect" not in import_args: + return None + dialect = import_args.get("dialect") + if dialect is None: + return None + if dialect == "sqlserver": + return Dialects.TSQL + if dialect.upper() in Dialects.__members__: + return Dialects[dialect.upper()] + if dialect == "sqlserver": + return Dialects.TSQL + return None + + +def to_physical_type_key(dialect: Dialects | None) -> str: + dialect_map = { + Dialects.TSQL: "sqlserverType", + Dialects.POSTGRES: "postgresType", + Dialects.BIGQUERY: "bigqueryType", + Dialects.SNOWFLAKE: "snowflakeType", + Dialects.REDSHIFT: "redshiftType", + Dialects.ORACLE: "oracleType", + Dialects.MYSQL: "mysqlType", + Dialects.DATABRICKS: "databricksType", + } + return dialect_map.get(dialect, "physicalType") + + +def to_server_type(source, dialect: Dialects | None) -> str | None: + if dialect is None: + return None + dialect_map = { + Dialects.TSQL: "sqlserver", + Dialects.POSTGRES: "postgres", + Dialects.BIGQUERY: "bigquery", + Dialects.SNOWFLAKE: "snowflake", + Dialects.REDSHIFT: "redshift", + Dialects.ORACLE: "oracle", + Dialects.MYSQL: "mysql", + Dialects.DATABRICKS: "databricks", + } + return dialect_map.get(dialect, None) + + +def to_col_type(column, dialect): + col_type_kind = column.args["kind"] + if col_type_kind is None: + return None + + return col_type_kind.sql(dialect) + + +def to_col_type_normalized(column): + col_type = column.args["kind"].this.name + if col_type is None: + return None + return col_type.lower() + + +def get_description(column: sqlglot.expressions.ColumnDef) -> str | None: + if column.comments is None: + return None + return " ".join(comment.strip() for comment in column.comments) + + +def get_max_length(column: sqlglot.expressions.ColumnDef) -> int | None: + col_type = to_col_type_normalized(column) + if col_type is None: + return None + if col_type not in ["varchar", "char", "nvarchar", "nchar"]: + return None + col_params = list(column.args["kind"].find_all(sqlglot.expressions.DataTypeParam)) + max_length_str = None + if len(col_params) == 0: + return None + if len(col_params) == 1: + max_length_str = col_params[0].name + if len(col_params) == 2: + max_length_str = col_params[1].name + if max_length_str is not None: + return int(max_length_str) if max_length_str.isdigit() else None + + +def get_precision_scale(column): + col_type = to_col_type_normalized(column) + if col_type is None: + return None, None + if col_type not in ["decimal", "numeric", "float", "number"]: + return None, None + col_params = list(column.args["kind"].find_all(sqlglot.expressions.DataTypeParam)) + if len(col_params) == 0: + return None, None + if len(col_params) == 1: + if not col_params[0].name.isdigit(): + return None, None + precision = int(col_params[0].name) + scale = 0 + return precision, scale + if len(col_params) == 2: + if not col_params[0].name.isdigit() or not col_params[1].name.isdigit(): + return None, None + precision = int(col_params[0].name) + scale = int(col_params[1].name) + return precision, scale + return None, None + + +def map_type_from_sql(sql_type: str): + if sql_type is None: + return None + + sql_type_normed = sql_type.lower().strip() + + if sql_type_normed.startswith("varchar"): + return "string" + elif sql_type_normed.startswith("char"): + return "string" + elif sql_type_normed.startswith("string"): + return "string" + elif sql_type_normed.startswith("nchar"): + return "string" + elif sql_type_normed.startswith("text"): + return "string" + elif sql_type_normed.startswith("nvarchar"): + return "string" + elif sql_type_normed.startswith("ntext"): + return "string" + elif sql_type_normed.startswith("int"): + return "int" + elif sql_type_normed.startswith("bigint"): + return "long" + elif sql_type_normed.startswith("tinyint"): + return "int" + elif sql_type_normed.startswith("smallint"): + return "int" + elif sql_type_normed.startswith("float"): + return "float" + elif sql_type_normed.startswith("decimal"): + return "decimal" + elif sql_type_normed.startswith("numeric"): + return "decimal" + elif sql_type_normed.startswith("bool"): + return "boolean" + elif sql_type_normed.startswith("bit"): + return "boolean" + elif sql_type_normed.startswith("binary"): + return "bytes" + elif sql_type_normed.startswith("varbinary"): + return "bytes" + elif sql_type_normed == "date": + return "date" + elif sql_type_normed == "time": + return "string" + elif sql_type_normed == "timestamp": + return "timestamp_ntz" + elif ( + sql_type_normed == "timestamptz" + or sql_type_normed == "timestamp_tz" + or sql_type_normed == "timestamp with time zone" + ): + return "timestamp_tz" + elif sql_type_normed == "timestampntz" or sql_type_normed == "timestamp_ntz": + return "timestamp_ntz" + elif sql_type_normed == "smalldatetime": + return "timestamp_ntz" + elif sql_type_normed == "datetime": + return "timestamp_ntz" + elif sql_type_normed == "datetime2": + return "timestamp_ntz" + elif sql_type_normed == "datetimeoffset": + return "timestamp_tz" + elif sql_type_normed == "uniqueidentifier": # tsql + return "string" + elif sql_type_normed == "json": + return "string" + elif sql_type_normed == "xml": # tsql + return "string" + else: + return "variant" + + +def read_file(path): + if not os.path.exists(path): + raise DataContractException( + type="import", + name=f"Reading source from {path}", + reason=f"The file '{path}' does not exist.", + engine="datacontract", + result=ResultEnum.error, + ) + with open(path, "r") as file: + file_content = file.read() + return file_content diff --git a/datacontract-cli/datacontract/imports/unity_importer.py b/datacontract-cli/datacontract/imports/unity_importer.py new file mode 100644 index 000000000..403438cb6 --- /dev/null +++ b/datacontract-cli/datacontract/imports/unity_importer.py @@ -0,0 +1,173 @@ +import json +import os +from typing import List, Optional + +from databricks.sdk import WorkspaceClient +from databricks.sdk.service.catalog import ColumnInfo, TableInfo +from pyspark.sql import types + +from datacontract.imports.importer import Importer +from datacontract.imports.spark_importer import _field_from_struct_type +from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model +from datacontract.model.exceptions import DataContractException + + +class UnityImporter(Importer): + """ + UnityImporter class for importing data contract specifications from Unity Catalog. + """ + + def import_source( + self, data_contract_specification: DataContractSpecification, source: str, import_args: dict + ) -> DataContractSpecification: + """ + Import data contract specification from a source. + + :param data_contract_specification: The data contract specification to be imported. + :type data_contract_specification: DataContractSpecification + :param source: The source from which to import the data contract specification. + :type source: str + :param import_args: Additional arguments for the import process. + :type import_args: dict + :return: The imported data contract specification. + :rtype: DataContractSpecification + """ + if source is not None: + data_contract_specification = import_unity_from_json(data_contract_specification, source) + else: + data_contract_specification = import_unity_from_api( + data_contract_specification, import_args.get("unity_table_full_name") + ) + return data_contract_specification + + +def import_unity_from_json( + data_contract_specification: DataContractSpecification, source: str +) -> DataContractSpecification: + """ + Import data contract specification from a JSON file. + + :param data_contract_specification: The data contract specification to be imported. + :type data_contract_specification: DataContractSpecification + :param source: The path to the JSON file. + :type source: str + :return: The imported data contract specification. + :rtype: DataContractSpecification + :raises DataContractException: If there is an error parsing the JSON file. + """ + try: + with open(source, "r") as file: + json_contents = json.loads(file.read()) + unity_schema = TableInfo.from_dict(json_contents) + except json.JSONDecodeError as e: + raise DataContractException( + type="schema", + name="Parse unity schema", + reason=f"Failed to parse unity schema from {source}", + engine="datacontract", + original_exception=e, + ) + return convert_unity_schema(data_contract_specification, unity_schema) + + +def import_unity_from_api( + data_contract_specification: DataContractSpecification, unity_table_full_name: Optional[str] = None +) -> DataContractSpecification: + """ + Import data contract specification from Unity Catalog API. + + :param data_contract_specification: The data contract specification to be imported. + :type data_contract_specification: DataContractSpecification + :param unity_table_full_name: The full name of the Unity table. + :type unity_table_full_name: Optional[str] + :return: The imported data contract specification. + :rtype: DataContractSpecification + :raises DataContractException: If there is an error retrieving the schema from the API. + """ + try: + workspace_client = WorkspaceClient() + unity_schema: TableInfo = workspace_client.tables.get(unity_table_full_name) + except Exception as e: + raise DataContractException( + type="schema", + name="Retrieve unity catalog schema", + reason=f"Failed to retrieve unity catalog schema from databricks profile: {os.getenv('DATABRICKS_CONFIG_PROFILE')}", + engine="datacontract", + original_exception=e, + ) + + convert_unity_schema(data_contract_specification, unity_schema) + + return data_contract_specification + + +def convert_unity_schema( + data_contract_specification: DataContractSpecification, unity_schema: TableInfo +) -> DataContractSpecification: + """ + Convert Unity schema to data contract specification. + + :param data_contract_specification: The data contract specification to be converted. + :type data_contract_specification: DataContractSpecification + :param unity_schema: The Unity schema to be converted. + :type unity_schema: TableInfo + :return: The converted data contract specification. + :rtype: DataContractSpecification + """ + if data_contract_specification.models is None: + data_contract_specification.models = {} + + fields = import_table_fields(unity_schema.columns) + + table_id = unity_schema.name or unity_schema.table_id + + data_contract_specification.models[table_id] = Model(fields=fields, type="table") + + if unity_schema.name: + data_contract_specification.models[table_id].title = unity_schema.name + + if unity_schema.comment: + data_contract_specification.models[table_id].description = unity_schema.comment + + return data_contract_specification + + +def import_table_fields(columns: List[ColumnInfo]) -> dict[str, Field]: + """ + Import table fields from Unity schema columns. + + Here we are first converting the `ColumnInfo.type_json` to a Spark StructField object + so we can leave the complexity of the Spark field types to the Spark JSON schema parser, + then re-use the logic in `datacontract.imports.spark_importer` to convert the StructField + into a Field object. + + :param columns: The list of Unity schema columns. + :type columns: List[ColumnInfo] + :return: A dictionary of imported fields. + :rtype: dict[str, Field] + """ + imported_fields = {} + + for column in columns: + struct_field: types.StructField = _type_json_to_spark_field(column.type_json) + imported_fields[column.name] = _field_from_struct_type(struct_field) + + return imported_fields + + +def _type_json_to_spark_field(type_json: str) -> types.StructField: + """ + Parses a JSON string representing a Spark field and returns a StructField object. + + The reason we do this is to leverage the Spark JSON schema parser to handle the + complexity of the Spark field types. The field `type_json` in the Unity API is + the output of a `StructField.jsonValue()` call. + + :param type_json: The JSON string representing the Spark field. + :type type_json: str + + :return: The StructField object. + :rtype: types.StructField + """ + type_dict = json.loads(type_json) + return types.StructField.fromJson(type_dict) diff --git a/datacontract-cli/datacontract/init/init_template.py b/datacontract-cli/datacontract/init/init_template.py new file mode 100644 index 000000000..4328e6826 --- /dev/null +++ b/datacontract-cli/datacontract/init/init_template.py @@ -0,0 +1,20 @@ +import importlib.resources as resources +import logging + +import requests + +DEFAULT_DATA_CONTRACT_INIT_TEMPLATE = "datacontract-1.1.0.init.yaml" + + +def get_init_template(location: str = None) -> str: + if location is None: + logging.info("Use default bundled template " + DEFAULT_DATA_CONTRACT_INIT_TEMPLATE) + schemas = resources.files("datacontract") + template = schemas.joinpath("schemas", DEFAULT_DATA_CONTRACT_INIT_TEMPLATE) + with template.open("r") as file: + return file.read() + elif location.startswith("http://") or location.startswith("https://"): + return requests.get(location).text + else: + with open(location, "r") as file: + return file.read() diff --git a/datacontract-cli/datacontract/integration/datamesh_manager.py b/datacontract-cli/datacontract/integration/datamesh_manager.py new file mode 100644 index 000000000..f314f1570 --- /dev/null +++ b/datacontract-cli/datacontract/integration/datamesh_manager.py @@ -0,0 +1,72 @@ +import os + +import requests + +from datacontract.model.run import Run + + +def publish_test_results_to_datamesh_manager(run: Run, publish_url: str, ssl_verification: bool): + try: + if publish_url is None: + # this url supports Data Mesh Manager and Data Contract Manager + url = "https://api.datamesh-manager.com/api/test-results" + else: + url = publish_url + + api_key = os.getenv("DATAMESH_MANAGER_API_KEY") + if api_key is None: + api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY") + if api_key is None: + raise Exception( + "Cannot publish run results, as DATAMESH_MANAGER_API_KEY nor DATACONTRACT_MANAGER_API_KEY are not set" + ) + + if run.dataContractId is None: + raise Exception("Cannot publish run results for unknown data contract ID") + + headers = {"Content-Type": "application/json", "x-api-key": api_key} + request_body = run.model_dump_json() + # print("Request Body:", request_body) + response = requests.post( + url, + data=request_body, + headers=headers, + verify=ssl_verification, + ) + # print("Status Code:", response.status_code) + # print("Response Body:", response.text) + if response.status_code != 200: + run.log_error(f"Error publishing test results to Data Mesh Manager: {response.text}") + return + run.log_info(f"Published test results to {url}") + except Exception as e: + run.log_error(f"Failed publishing test results. Error: {str(e)}") + + +def publish_data_contract_to_datamesh_manager(data_contract_dict: dict, ssl_verification: bool): + try: + api_key = os.getenv("DATAMESH_MANAGER_API_KEY") + host = "https://api.datamesh-manager.com" + if os.getenv("DATAMESH_MANAGER_HOST") is not None: + host = os.getenv("DATAMESH_MANAGER_HOST") + if api_key is None: + api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY") + if api_key is None: + raise Exception( + "Cannot publish data contract, as neither DATAMESH_MANAGER_API_KEY nor DATACONTRACT_MANAGER_API_KEY is set" + ) + headers = {"Content-Type": "application/json", "x-api-key": api_key} + id = data_contract_dict["id"] + url = f"{host}/api/datacontracts/{id}" + response = requests.put( + url=url, + json=data_contract_dict, + headers=headers, + verify=ssl_verification, + ) + if response.status_code != 200: + print(f"Error publishing data contract to Data Mesh Manager: {response.text}") + exit(1) + print(f"Published data contract to {url}") + except Exception as e: + print(f"Failed publishing data contract. Error: {str(e)}") diff --git a/datacontract-cli/datacontract/lint/files.py b/datacontract-cli/datacontract/lint/files.py new file mode 100644 index 000000000..572231402 --- /dev/null +++ b/datacontract-cli/datacontract/lint/files.py @@ -0,0 +1,17 @@ +import os + +from datacontract.model.exceptions import DataContractException + + +def read_file(path): + if not os.path.exists(path): + raise DataContractException( + type="lint", + name=f"Reading data contract from {path}", + reason=f"The file '{path}' does not exist.", + engine="datacontract", + result="error", + ) + with open(path, "r") as file: + file_content = file.read() + return file_content diff --git a/datacontract-cli/datacontract/lint/lint.py b/datacontract-cli/datacontract/lint/lint.py new file mode 100644 index 000000000..9c10bf602 --- /dev/null +++ b/datacontract-cli/datacontract/lint/lint.py @@ -0,0 +1,142 @@ +import abc +from dataclasses import dataclass, field +from enum import Enum +from typing import Any, Sequence, cast + +from datacontract.model.run import Check + +from ..model.data_contract_specification import DataContractSpecification + +"""This module contains linter definitions for linting a data contract. + +Lints are quality checks that can succeed, fail, or warn. They are +distinct from checks such as "valid yaml" or "file not found", which +will cause the processing of the data contract to stop. Lints can be +ignored, and are high-level requirements on the format of a data +contract.""" + + +class LintSeverity(Enum): + """The severity of a lint message. Generally, lint messages should be + emitted with a severity of ERROR. WARNING should be used when the linter + cannot determine a lint result, for example, when an unsupported model + type is used. + """ + + ERROR = 2 + WARNING = 1 + + +@dataclass +class LinterMessage: + """A single linter message with attached severity and optional "model" that + caused the message. + + Attributes: + outcome: The outcome of the linting, either ERROR or WARNING. Linting outcomes with level WARNING are discarded for now. + message: A message describing the error or warning in more detail. + model: The model that caused the lint to fail. Is optional. + + """ + + outcome: LintSeverity + message: str + model: Any = None + + @classmethod + def error(cls, message: str, model=None): + return LinterMessage(LintSeverity.ERROR, message, model) + + @classmethod + def warning(cls, message: str, model=None): + return LinterMessage(LintSeverity.WARNING, message, model) + + +@dataclass +class LinterResult: + """Result of linting a contract. Contains multiple LinterResults from + the same linter or lint phase. + + Attributes: + linter: The linter that produced these results + results: A list of linting results. Multiple identical linting + results can be present in the list. An empty list means that + the linter ran without producing warnings or errors. + """ + + results: Sequence[LinterMessage] = field(default_factory=list) + + @classmethod + def erroneous(cls, message, model=None): + return cls([LinterMessage.error(message, model)]) + + @classmethod + def cautious(cls, message, model=None): + return cls([LinterMessage.warning(message, model)]) + + def with_warning(self, message, model=None): + result = LinterMessage.warning(message, model) + return LinterResult(cast(list[LinterMessage], self.results) + [result]) + + def with_error(self, message, model=None): + result = LinterMessage.error(message, model) + return LinterResult(cast(list[LinterMessage], self.results) + [result]) + + def has_errors(self) -> bool: + return any(map(lambda result: result.outcome == LintSeverity.ERROR, self.results)) + + def has_warnings(self) -> bool: + return any(map(lambda result: result.outcome == LintSeverity.WARNING, self.results)) + + def error_results(self) -> Sequence[LinterMessage]: + return [result for result in self.results if result.outcome == LintSeverity.ERROR] + + def warning_results(self) -> Sequence[LinterMessage]: + return [result for result in self.results if result.outcome == LintSeverity.WARNING] + + def no_errors_or_warnings(self) -> bool: + return len(self.results) == 0 + + def combine(self, other: "LinterResult") -> "LinterResult": + return LinterResult(cast(list[Any], self.results) + cast(list[Any], other.results)) + + +class Linter(abc.ABC): + @property + @abc.abstractmethod + def name(self) -> str: + """Human-readable name of the linter.""" + pass + + @property + @abc.abstractmethod + def id(self) -> str: + """A linter ID for configuration (i.e. enabling and disabling).""" + pass + + @abc.abstractmethod + def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: + pass + + def lint(self, contract: DataContractSpecification) -> list[Check]: + """Call with a data contract to get a list of check results from the linter.""" + result = self.lint_implementation(contract) + checks = [] + if not result.error_results(): + checks.append(Check(type="lint", name=f"Linter '{self.name}'", result="passed", engine="datacontract")) + else: + # All linter messages are treated as warnings. Severity is + # currently ignored, but could be used in filtering in the future + # Linter messages with level WARNING are currently ignored, but might + # be logged or printed in the future. + for lint_error in result.error_results(): + checks.append( + Check( + type="lint", + name=f"Linter '{self.name}'", + result="warning", + engine="datacontract", + reason=lint_error.message, + ) + ) + return checks diff --git a/datacontract-cli/datacontract/lint/linters/__init__.py b/datacontract-cli/datacontract/lint/linters/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/datacontract-cli/datacontract/lint/linters/description_linter.py b/datacontract-cli/datacontract/lint/linters/description_linter.py new file mode 100644 index 000000000..615dd3edc --- /dev/null +++ b/datacontract-cli/datacontract/lint/linters/description_linter.py @@ -0,0 +1,35 @@ +from datacontract.model.data_contract_specification import DataContractSpecification + +from ..lint import Linter, LinterResult + + +class DescriptionLinter(Linter): + """Check for a description on contracts, models, model fields, definitions and examples.""" + + @property + def name(self) -> str: + return "Objects have descriptions" + + @property + def id(self) -> str: + return "description" + + def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: + result = LinterResult() + if not contract.info or not contract.info.description: + result = result.with_error("Contract has empty description.") + for model_name, model in contract.models.items(): + if not model.description: + result = result.with_error(f"Model '{model_name}' has empty description.") + for field_name, field in model.fields.items(): + if not field.description: + result = result.with_error( + f"Field '{field_name}' in model '{model_name}'" f" has empty description." + ) + for definition_name, definition in contract.definitions.items(): + if not definition.description: + result = result.with_error(f"Definition '{definition_name}' has empty description.") + for index, example in enumerate(contract.examples): + if not example.description: + result = result.with_error(f"Example {index + 1} has empty description.") + return result diff --git a/datacontract-cli/datacontract/lint/linters/field_pattern_linter.py b/datacontract-cli/datacontract/lint/linters/field_pattern_linter.py new file mode 100644 index 000000000..b9add00ef --- /dev/null +++ b/datacontract-cli/datacontract/lint/linters/field_pattern_linter.py @@ -0,0 +1,34 @@ +import re + +from datacontract.model.data_contract_specification import DataContractSpecification + +from ..lint import Linter, LinterResult + + +class FieldPatternLinter(Linter): + """Checks that all patterns defined for fields are correct Python regex + syntax. + + """ + + @property + def name(self): + return "Field pattern is correct regex" + + @property + def id(self) -> str: + return "field-pattern" + + def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: + result = LinterResult() + for model_name, model in contract.models.items(): + for field_name, field in model.fields.items(): + if field.pattern: + try: + re.compile(field.pattern) + except re.error as e: + result = result.with_error( + f"Failed to compile pattern regex '{field.pattern}' for " + f"field '{field_name}' in model '{model_name}': {e.msg}" + ) + return result diff --git a/datacontract-cli/datacontract/lint/linters/field_reference_linter.py b/datacontract-cli/datacontract/lint/linters/field_reference_linter.py new file mode 100644 index 000000000..97213cd72 --- /dev/null +++ b/datacontract-cli/datacontract/lint/linters/field_reference_linter.py @@ -0,0 +1,48 @@ +from datacontract.model.data_contract_specification import DataContractSpecification + +from ..lint import Linter, LinterResult + + +class FieldReferenceLinter(Linter): + """Checks that all references definitions in fields refer to existing + fields. + + """ + + @property + def name(self): + return "Field references existing field" + + @property + def id(self) -> str: + return "field-reference" + + def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: + result = LinterResult() + for model_name, model in contract.models.items(): + for field_name, field in model.fields.items(): + if field.references: + reference_hierarchy = field.references.split(".") + if len(reference_hierarchy) != 2: + result = result.with_error( + f"Field '{field_name}' in model '{model_name}'" + f" references must follow the model.field syntax and refer to a field in a model in this data contract." + ) + continue + ref_model = reference_hierarchy[0] + ref_field = reference_hierarchy[1] + + if ref_model not in contract.models: + result = result.with_error( + f"Field '{field_name}' in model '{model_name}'" + f" references non-existing model '{ref_model}'." + ) + else: + ref_model_obj = contract.models[ref_model] + if ref_field not in ref_model_obj.fields: + result = result.with_error( + f"Field '{field_name}' in model '{model_name}'" + f" references non-existing field '{ref_field}'" + f" in model '{ref_model}'." + ) + return result diff --git a/datacontract-cli/datacontract/lint/linters/notice_period_linter.py b/datacontract-cli/datacontract/lint/linters/notice_period_linter.py new file mode 100644 index 000000000..bb09703e1 --- /dev/null +++ b/datacontract-cli/datacontract/lint/linters/notice_period_linter.py @@ -0,0 +1,55 @@ +import re + +from datacontract.model.data_contract_specification import DataContractSpecification + +from ..lint import Linter, LinterResult + + +class NoticePeriodLinter(Linter): + @property + def name(self) -> str: + return "noticePeriod in ISO8601 format" + + @property + def id(self) -> str: + return "notice-period" + + # Regex matching the "simple" ISO8601 duration format + simple = re.compile( + r"""P # Introduces period + (:?[0-9\.,]+Y)? # Number of years + (:?[0-9\.,]+M)? # Number of months + (:?[0-9\.,]+W)? # Number of weeks + (:?[0-9\.,]+D)? # Number of days + (:? # Time part (optional) + T # Always starts with T + (:?[0-9\.,]+H)? # Number of hours + (:?[0-9\.,]+M)? # Number of minutes + (:?[0-9\.,]+S)? # Number of seconds + )? + """, + re.VERBOSE, + ) + datetime_basic = re.compile(r"P\d{8}T\d{6}") + datetime_extended = re.compile(r"P\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}") + + def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: + """Check whether the notice period is specified using ISO8601 duration syntax.""" + if not contract.terms: + return LinterResult.cautious("No terms defined.") + period = contract.terms.noticePeriod + if not period: + return LinterResult.cautious("No notice period defined.") + if not period.startswith("P"): + return LinterResult.erroneous(f"Notice period '{period}' is not a valid" "ISO8601 duration.") + if period == "P": + return LinterResult.erroneous( + "Notice period 'P' is not a valid" "ISO8601 duration, requires at least one" "duration to be specified." + ) + if ( + not self.simple.fullmatch(period) + and not self.datetime_basic.fullmatch(period) + and not self.datetime_extended.fullmatch(period) + ): + return LinterResult.erroneous(f"Notice period '{period}' is not a valid ISO8601 duration.") + return LinterResult() diff --git a/datacontract-cli/datacontract/lint/linters/quality_schema_linter.py b/datacontract-cli/datacontract/lint/linters/quality_schema_linter.py new file mode 100644 index 000000000..a2c17de3c --- /dev/null +++ b/datacontract-cli/datacontract/lint/linters/quality_schema_linter.py @@ -0,0 +1,52 @@ +import yaml + +from datacontract.model.data_contract_specification import DataContractSpecification, Model + +from ..lint import Linter, LinterResult + + +class QualityUsesSchemaLinter(Linter): + @property + def name(self) -> str: + return "Quality check(s) use model" + + @property + def id(self) -> str: + return "quality-schema" + + def lint_sodacl(self, check, models: dict[str, Model]) -> LinterResult: + result = LinterResult() + for sodacl_check in check.keys(): + table_name = sodacl_check[len("checks for ") :] + if table_name not in models: + result = result.with_error(f"Quality check on unknown model '{table_name}'") + return result + + def lint_montecarlo(self, check, models: dict[str, Model]) -> LinterResult: + return LinterResult().with_warning("Linting montecarlo checks is not currently implemented") + + def lint_great_expectations(self, check, models: dict[str, Model]) -> LinterResult: + return LinterResult().with_warning("Linting great expectations checks is not currently implemented") + + def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: + result = LinterResult() + models = contract.models + check = contract.quality + if not check: + return LinterResult() + if not check.specification: + return LinterResult.cautious("Quality check without specification.") + if isinstance(check.specification, str): + check_specification = yaml.safe_load(check.specification) + else: + check_specification = check.specification + match check.type: + case "SodaCL": + result = result.combine(self.lint_sodacl(check_specification, models)) + case "montecarlo": + result = result.combine(self.lint_montecarlo(check_specification, models)) + case "great-expectations": + result = result.combine(self.lint_great_expectations(check_specification, models)) + case _: + result = result.with_warning("Can't lint quality check " f"with type '{check.type}'") + return result diff --git a/datacontract-cli/datacontract/lint/linters/valid_constraints_linter.py b/datacontract-cli/datacontract/lint/linters/valid_constraints_linter.py new file mode 100644 index 000000000..c1f764787 --- /dev/null +++ b/datacontract-cli/datacontract/lint/linters/valid_constraints_linter.py @@ -0,0 +1,100 @@ +from datacontract.model.data_contract_specification import DataContractSpecification, Field + +from ..lint import Linter, LinterResult + + +class ValidFieldConstraintsLinter(Linter): + """Check validity of field constraints. + + More precisely, check that only numeric constraints are specified on + fields of numeric type and string constraints on fields of string type. + Additionally, the linter checks that defined constraints make sense. + Minimum values should not be greater than maximum values, exclusive and + non-exclusive minimum and maximum should not be combined and string + pattern and format should not be combined. + + """ + + valid_types_for_constraint = { + "pattern": set(["string", "text", "varchar"]), + "format": set(["string", "text", "varchar"]), + "minLength": set(["string", "text", "varchar"]), + "maxLength": set(["string", "text", "varchar"]), + "minimum": set(["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"]), + "exclusiveMinimum": set( + ["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"] + ), + "maximum": set(["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"]), + "exclusiveMaximum": set( + ["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"] + ), + } + + def check_minimum_maximum(self, field: Field, field_name: str, model_name: str) -> LinterResult: + (min, max, xmin, xmax) = (field.minimum, field.maximum, field.exclusiveMinimum, field.exclusiveMaximum) + match ( + "minimum" in field.model_fields_set, + "maximum" in field.model_fields_set, + "exclusiveMinimum" in field.model_fields_set, + "exclusiveMaximum" in field.model_fields_set, + ): + case (True, True, _, _) if min > max: + return LinterResult.erroneous( + f"Minimum {min} is greater than maximum {max} on " f"field '{field_name}' in model '{model_name}'." + ) + case (_, _, True, True) if xmin >= xmax: + return LinterResult.erroneous( + f"Exclusive minimum {xmin} is greater than exclusive" + f" maximum {xmax} on field '{field_name}' in model '{model_name}'." + ) + case (True, True, True, True): + return LinterResult.erroneous( + f"Both exclusive and non-exclusive minimum and maximum are " + f"defined on field '{field_name}' in model '{model_name}'." + ) + case (True, _, True, _): + return LinterResult.erroneous( + f"Both exclusive and non-exclusive minimum are " + f"defined on field '{field_name}' in model '{model_name}'." + ) + case (_, True, _, True): + return LinterResult.erroneous( + f"Both exclusive and non-exclusive maximum are " + f"defined on field '{field_name}' in model '{model_name}'." + ) + return LinterResult() + + def check_string_constraints(self, field: Field, field_name: str, model_name: str) -> LinterResult: + result = LinterResult() + if field.minLength and field.maxLength and field.minLength > field.maxLength: + result = result.with_error( + f"Minimum length is greater that maximum length on" f" field '{field_name}' in model '{model_name}'." + ) + if field.pattern and field.format: + result = result.with_error( + f"Both a pattern and a format are defined for field" f" '{field_name}' in model '{model_name}'." + ) + return result + + @property + def name(self): + return "Fields use valid constraints" + + @property + def id(self): + return "field-constraints" + + def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: + result = LinterResult() + for model_name, model in contract.models.items(): + for field_name, field in model.fields.items(): + for _property, allowed_types in self.valid_types_for_constraint.items(): + if _property in field.model_fields_set and field.type not in allowed_types: + result = result.with_error( + f"Forbidden constraint '{_property}' defined on field " + f"'{field_name}' in model '{model_name}'. Field type " + f"is '{field.type}'." + ) + result = result.combine(self.check_minimum_maximum(field, field_name, model_name)) + result = result.combine(self.check_string_constraints(field, field_name, model_name)) + return result diff --git a/datacontract-cli/datacontract/lint/resolve.py b/datacontract-cli/datacontract/lint/resolve.py new file mode 100644 index 000000000..ab95a3b91 --- /dev/null +++ b/datacontract-cli/datacontract/lint/resolve.py @@ -0,0 +1,292 @@ +import logging +import os + +import fastjsonschema +import yaml +from fastjsonschema import JsonSchemaValueException + +from datacontract.imports.odcs_v3_importer import import_odcs_v3_from_str +from datacontract.lint.resources import read_resource +from datacontract.lint.schema import fetch_schema +from datacontract.lint.urls import fetch_resource +from datacontract.model.data_contract_specification import ( + DataContractSpecification, + Definition, + DeprecatedQuality, +) +from datacontract.model.exceptions import DataContractException +from datacontract.model.odcs import is_open_data_contract_standard + + +def resolve_data_contract( + data_contract_location: str = None, + data_contract_str: str = None, + data_contract: DataContractSpecification = None, + schema_location: str = None, + inline_definitions: bool = False, + inline_quality: bool = False, +) -> DataContractSpecification: + if data_contract_location is not None: + return resolve_data_contract_from_location( + data_contract_location, schema_location, inline_definitions, inline_quality + ) + elif data_contract_str is not None: + return _resolve_data_contract_from_str(data_contract_str, schema_location, inline_definitions, inline_quality) + elif data_contract is not None: + return data_contract + else: + raise DataContractException( + type="lint", + result="failed", + name="Check that data contract YAML is valid", + reason="Data contract needs to be provided", + engine="datacontract", + ) + + +def resolve_data_contract_dict( + data_contract_location: str = None, + data_contract_str: str = None, + data_contract: DataContractSpecification = None, +) -> dict: + if data_contract_location is not None: + return _to_yaml(read_resource(data_contract_location)) + elif data_contract_str is not None: + return _to_yaml(data_contract_str) + elif data_contract is not None: + return data_contract.model_dump() + else: + raise DataContractException( + type="lint", + result="failed", + name="Check that data contract YAML is valid", + reason="Data contract needs to be provided", + engine="datacontract", + ) + + +def resolve_data_contract_from_location( + location, schema_location: str = None, inline_definitions: bool = False, inline_quality: bool = False +) -> DataContractSpecification: + data_contract_str = read_resource(location) + return _resolve_data_contract_from_str(data_contract_str, schema_location, inline_definitions, inline_quality) + + +def inline_definitions_into_data_contract(spec: DataContractSpecification): + for model in spec.models.values(): + for field in model.fields.values(): + inline_definition_into_field(field, spec) + + +def inline_definition_into_field(field, spec): + # iterate recursively over arrays + if field.items is not None: + inline_definition_into_field(field.items, spec) + + # iterate recursively over nested fields + if field.fields is not None: + for nested_field_name, nested_field in field.fields.items(): + inline_definition_into_field(nested_field, spec) + + if not field.ref: + return + + definition = _resolve_definition_ref(field.ref, spec) + for field_name in field.model_fields.keys(): + if field_name in definition.model_fields_set and field_name not in field.model_fields_set: + setattr(field, field_name, getattr(definition, field_name)) + # extras + for extra_field_name, extra_field_value in definition.model_extra.items(): + if extra_field_name not in field.model_extra.keys(): + setattr(field, extra_field_name, extra_field_value) + + +def _resolve_definition_ref(ref, spec) -> Definition: + logging.info(f"Resolving definition ref {ref}") + + if "#" in ref: + path, definition_path = ref.split("#") + else: + path, definition_path = ref, None + + if path.startswith("http://") or path.startswith("https://"): + logging.info(f"Resolving definition url {path}") + + definition_str = fetch_resource(path) + definition_dict = _to_yaml(definition_str) + definition = Definition(**definition_dict) + if definition_path is not None: + return _find_by_path_in_definition(definition_path, definition) + else: + return definition + elif path.startswith("file://"): + logging.info(f"Resolving definition file path {path}") + + path = path.replace("file://", "") + definition_str = _fetch_file(path) + definition_dict = _to_yaml(definition_str) + definition = Definition(**definition_dict) + if definition_path is not None: + return _find_by_path_in_definition(definition_path, definition) + else: + return definition + elif ref.startswith("#"): + logging.info(f"Resolving definition local path {path}") + + definition_path = ref[1:] + + return _find_by_path_in_spec(definition_path, spec) + else: + raise DataContractException( + type="lint", + result="failed", + name="Check that data contract YAML is valid", + reason=f"Cannot resolve reference {ref}", + engine="datacontract", + ) + + +def _find_by_path_in_spec(definition_path: str, spec: DataContractSpecification): + path_elements = definition_path.split("/") + definition_key = path_elements[2] + if definition_key not in spec.definitions: + raise DataContractException( + type="lint", + result="failed", + name="Check that data contract YAML is valid", + reason=f"Cannot resolve definition {definition_key}", + engine="datacontract", + ) + definition = spec.definitions[definition_key] + definition = _find_subfield_in_definition(definition, path_elements[3:]) + return definition + + +def _find_by_path_in_definition(definition_path: str, definition: Definition): + if definition_path == "" or definition_path == "/": + return definition + + path_elements = definition_path.split("/") + return _find_subfield_in_definition(definition, path_elements[1:]) + + +def _find_subfield_in_definition(definition: Definition, path_elements): + while len(path_elements) > 0 and path_elements[0] == "fields": + definition = definition.fields[path_elements[1]] + path_elements = path_elements[2:] + + return definition + + +def _fetch_file(path) -> str: + if not os.path.exists(path): + raise DataContractException( + type="export", + result="failed", + name="Check that data contract definition is valid", + reason=f"Cannot resolve reference {path}", + engine="datacontract", + ) + with open(path, "r") as file: + return file.read() + + +def _resolve_quality_ref(quality: DeprecatedQuality): + """ + Return the content of a ref file path + @param quality data contract quality specification + """ + if isinstance(quality.specification, dict): + specification = quality.specification + if quality.type == "great-expectations": + for model, model_quality in specification.items(): + specification[model] = _get_quality_ref_file(model_quality) + else: + if "$ref" in specification: + quality.specification = _get_quality_ref_file(specification) + + +def _get_quality_ref_file(quality_spec: str | object) -> str | object: + """ + Get the file associated with a quality reference + @param quality_spec quality specification + @returns: the content of the quality file + """ + if isinstance(quality_spec, dict) and "$ref" in quality_spec: + ref = quality_spec["$ref"] + if not os.path.exists(ref): + raise DataContractException( + type="export", + result="failed", + name="Check that data contract quality is valid", + reason=f"Cannot resolve reference {ref}", + engine="datacontract", + ) + with open(ref, "r") as file: + quality_spec = file.read() + return quality_spec + + +def _resolve_data_contract_from_str( + data_contract_str, schema_location: str = None, inline_definitions: bool = False, inline_quality: bool = False +) -> DataContractSpecification: + yaml_dict = _to_yaml(data_contract_str) + + if is_open_data_contract_standard(yaml_dict): + logging.info("Importing ODCS v3") + # if ODCS, then validate the ODCS schema and import to DataContractSpecification directly + data_contract_specification = DataContractSpecification(dataContractSpecification="1.1.0") + return import_odcs_v3_from_str(data_contract_specification, source_str=data_contract_str) + else: + logging.info("Importing DCS") + + _validate_data_contract_specification_schema(yaml_dict, schema_location) + data_contract_specification = yaml_dict + spec = DataContractSpecification(**data_contract_specification) + + if inline_definitions: + inline_definitions_into_data_contract(spec) + if spec.quality and inline_quality: + _resolve_quality_ref(spec.quality) + + return spec + + +def _to_yaml(data_contract_str) -> dict: + try: + yaml_dict = yaml.safe_load(data_contract_str) + return yaml_dict + except Exception as e: + logging.warning(f"Cannot parse YAML. Error: {str(e)}") + raise DataContractException( + type="lint", + result="failed", + name="Check that data contract YAML is valid", + reason=f"Cannot parse YAML. Error: {str(e)}", + engine="datacontract", + ) + + +def _validate_data_contract_specification_schema(data_contract_yaml, schema_location: str = None): + schema = fetch_schema(schema_location) + try: + fastjsonschema.validate(schema, data_contract_yaml, use_default=False) + logging.debug("YAML data is valid.") + except JsonSchemaValueException as e: + logging.warning(f"Data Contract YAML is invalid. Validation error: {e.message}") + raise DataContractException( + type="lint", + result="failed", + name="Check that data contract YAML is valid", + reason=e.message, + engine="datacontract", + ) + except Exception as e: + logging.warning(f"Data Contract YAML is invalid. Validation error: {str(e)}") + raise DataContractException( + type="lint", + result="failed", + name="Check that data contract YAML is valid", + reason=str(e), + engine="datacontract", + ) diff --git a/datacontract-cli/datacontract/lint/resources.py b/datacontract-cli/datacontract/lint/resources.py new file mode 100644 index 000000000..c7d416cc4 --- /dev/null +++ b/datacontract-cli/datacontract/lint/resources.py @@ -0,0 +1,21 @@ +from datacontract.lint.files import read_file +from datacontract.lint.urls import fetch_resource + + +def read_resource(location: str) -> str: + """ + Read a resource from a given location. + + If the location is a URL, fetch the resource from the web. API-Keys are supported. + Otherwise, read the resource from a local file. + + Args: + location (str): The location of the resource, either a URL or a file path. + + Returns: + str: The content of the resource. + """ + if location.startswith("http://") or location.startswith("https://"): + return fetch_resource(location) + else: + return read_file(location) diff --git a/datacontract-cli/datacontract/lint/schema.py b/datacontract-cli/datacontract/lint/schema.py new file mode 100644 index 000000000..ab3518031 --- /dev/null +++ b/datacontract-cli/datacontract/lint/schema.py @@ -0,0 +1,54 @@ +import importlib.resources as resources +import json +import logging +import os +from typing import Any, Dict + +import requests + +from datacontract.model.exceptions import DataContractException + +DEFAULT_DATA_CONTRACT_SCHEMA = "datacontract-1.1.0.schema.json" + + +def fetch_schema(location: str = None) -> Dict[str, Any]: + """ + Fetch and return a JSON schema from a given location. + + This function retrieves a JSON schema either from a URL or a local file path. + If no location is provided, it defaults to the DataContract schema URL. + + Args: + location: The URL or file path of the schema. + + Returns: + The JSON schema as a dictionary. + + Raises: + DataContractException: If the specified local file does not exist. + requests.RequestException: If there's an error fetching the schema from a URL. + json.JSONDecodeError: If there's an error decoding the JSON schema. + + """ + if location is None: + logging.info("Use default bundled schema " + DEFAULT_DATA_CONTRACT_SCHEMA) + schemas = resources.files("datacontract") + schema_file = schemas.joinpath("schemas", DEFAULT_DATA_CONTRACT_SCHEMA) + with schema_file.open("r") as file: + schema = json.load(file) + elif location.startswith("http://") or location.startswith("https://"): + response = requests.get(location) + schema = response.json() + else: + if not os.path.exists(location): + raise DataContractException( + type="lint", + name=f"Reading schema from {location}", + reason=f"The file '{location}' does not exist.", + engine="datacontract", + result="error", + ) + with open(location, "r") as file: + schema = json.load(file) + + return schema diff --git a/datacontract-cli/datacontract/lint/urls.py b/datacontract-cli/datacontract/lint/urls.py new file mode 100644 index 000000000..6279e6187 --- /dev/null +++ b/datacontract-cli/datacontract/lint/urls.py @@ -0,0 +1,60 @@ +import os +from urllib.parse import urlparse + +import requests + +from datacontract.model.exceptions import DataContractException + + +def fetch_resource(url: str): + headers = { + "accept": "application/yaml", + } + + _set_api_key(headers, url) + response = requests.get(url, headers=headers) + if response.status_code == 200: + return response.text + else: + raise DataContractException( + type="lint", + name=f"Reading data contract from {url}", + reason=f"Cannot read resource from URL {url}. Response status is {response.status_code}", + engine="datacontract", + result="error", + ) + + +def _set_api_key(headers, url): + hostname = urlparse(url).hostname + + datamesh_manager_api_key = os.getenv("DATAMESH_MANAGER_API_KEY") + datacontract_manager_api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY") + + if hostname == "datamesh-manager.com" or hostname.endswith(".datamesh-manager.com"): + if datamesh_manager_api_key is None or datamesh_manager_api_key == "": + print("Error: Data Mesh Manager API key is not set. Set env variable DATAMESH_MANAGER_API_KEY.") + raise DataContractException( + type="lint", + name=f"Reading data contract from {url}", + reason="Error: Data Mesh Manager API key is not set. Set env variable DATAMESH_MANAGER_API_KEY.", + engine="datacontract", + result="error", + ) + headers["x-api-key"] = datamesh_manager_api_key + elif hostname == "datacontract-manager.com" or hostname.endswith(".datacontract-manager.com"): + if datacontract_manager_api_key is None or datacontract_manager_api_key == "": + print("Error: Data Contract Manager API key is not set. Set env variable DATACONTRACT_MANAGER_API_KEY.") + raise DataContractException( + type="lint", + name=f"Reading data contract from {url}", + reason="Error: Data Contract Manager API key is not set. Set env variable DATACONTRACT_MANAGER_API_KEY.", + engine="datacontract", + result="error", + ) + headers["x-api-key"] = datacontract_manager_api_key + + if datamesh_manager_api_key is not None and datamesh_manager_api_key != "": + headers["x-api-key"] = datamesh_manager_api_key + if datacontract_manager_api_key is not None and datacontract_manager_api_key != "": + headers["x-api-key"] = datacontract_manager_api_key diff --git a/datacontract-cli/datacontract/model/data_contract_specification.py b/datacontract-cli/datacontract/model/data_contract_specification.py new file mode 100644 index 000000000..dcfdd94ec --- /dev/null +++ b/datacontract-cli/datacontract/model/data_contract_specification.py @@ -0,0 +1,327 @@ +import os +from typing import Any, Dict, List + +import pydantic as pyd +import yaml + +DATACONTRACT_TYPES = [ + "string", + "text", + "varchar", + "number", + "decimal", + "numeric", + "int", + "integer", + "long", + "bigint", + "float", + "double", + "boolean", + "timestamp", + "timestamp_tz", + "timestamp_ntz", + "date", + "array", + "bytes", + "object", + "record", + "struct", + "null", +] + + +class Contact(pyd.BaseModel): + name: str | None = None + url: str | None = None + email: str | None = None + + model_config = pyd.ConfigDict( + extra="allow", + ) + + +class ServerRole(pyd.BaseModel): + name: str | None = None + description: str | None = None + model_config = pyd.ConfigDict( + extra="allow", + ) + + +class Server(pyd.BaseModel): + type: str | None = None + description: str | None = None + environment: str | None = None + format: str | None = None + project: str | None = None + dataset: str | None = None + path: str | None = None + delimiter: str | None = None + endpointUrl: str | None = None + location: str | None = None + account: str | None = None + database: str | None = None + schema_: str | None = pyd.Field(default=None, alias="schema") + host: str | None = None + port: int | None = None + catalog: str | None = None + topic: str | None = None + http_path: str | None = None # Use ENV variable + token: str | None = None # Use ENV variable + dataProductId: str | None = None + outputPortId: str | None = None + driver: str | None = None + storageAccount: str | None = None + roles: List[ServerRole] = None + + model_config = pyd.ConfigDict( + extra="allow", + ) + + +class Terms(pyd.BaseModel): + usage: str | None = None + limitations: str | None = None + billing: str | None = None + noticePeriod: str | None = None + description: str | None = None + + model_config = pyd.ConfigDict( + extra="allow", + ) + + +class Definition(pyd.BaseModel): + domain: str | None = None + name: str | None = None + title: str | None = None + description: str | None = None + type: str | None = None + enum: List[str] = [] + format: str | None = None + minLength: int | None = None + maxLength: int | None = None + pattern: str | None = None + minimum: int | None = None + exclusiveMinimum: int | None = None + maximum: int | None = None + exclusiveMaximum: int | None = None + pii: bool | None = None + classification: str | None = None + fields: Dict[str, "Field"] = {} + items: "Field" = None + tags: List[str] = [] + links: Dict[str, str] = {} + example: str | None = None + examples: List[Any] | None = None + + model_config = pyd.ConfigDict( + extra="allow", + ) + + +class Quality(pyd.BaseModel): + type: str | None = None + description: str | None = None + query: str | None = None + dialect: str | None = None + mustBe: int | None = None + mustNotBe: int | None = None + mustBeGreaterThan: int | None = None + mustBeGreaterThanOrEqualTo: int | None = None + mustBeLessThan: int | None = None + mustBeLessThanOrEqualTo: int | None = None + mustBeBetween: List[int] = None + mustNotBeBetween: List[int] = None + engine: str | None = None + implementation: str | Dict[str, Any] | None = None + + model_config = pyd.ConfigDict( + extra="allow", + ) + + +class Field(pyd.BaseModel): + ref: str = pyd.Field(default=None, alias="$ref") + title: str | None = None + type: str | None = None + format: str | None = None + required: bool | None = None + primary: bool = pyd.Field( + default=None, + deprecated="Removed in Data Contract Specification v1.1.0. Use primaryKey instead.", + ) + primaryKey: bool | None = None + unique: bool | None = None + references: str | None = None + description: str | None = None + pii: bool | None = None + classification: str | None = None + pattern: str | None = None + minLength: int | None = None + maxLength: int | None = None + minimum: int | None = None + exclusiveMinimum: int | None = None + maximum: int | None = None + exclusiveMaximum: int | None = None + enum: List[str] | None = [] + tags: List[str] | None = [] + links: Dict[str, str] = {} + fields: Dict[str, "Field"] = {} + items: "Field" = None + keys: "Field" = None + values: "Field" = None + precision: int | None = None + scale: int | None = None + example: Any | None = pyd.Field( + default=None, + deprecated="Removed in Data Contract Specification v1.1.0. Use examples instead.", + ) + examples: List[Any] | None = None + quality: List[Quality] | None = [] + config: Dict[str, Any] | None = None + + model_config = pyd.ConfigDict( + extra="allow", + ) + + +class Model(pyd.BaseModel): + description: str | None = None + type: str | None = None + namespace: str | None = None + title: str | None = None + fields: Dict[str, Field] = {} + quality: List[Quality] | None = [] + primaryKey: List[str] | None = [] + examples: List[Any] | None = None + config: Dict[str, Any] = None + tags: List[str] | None = None + + model_config = pyd.ConfigDict( + extra="allow", + ) + + +class Info(pyd.BaseModel): + title: str | None = None + version: str | None = None + status: str | None = None + description: str | None = None + owner: str | None = None + contact: Contact | None = None + + model_config = pyd.ConfigDict( + extra="allow", + ) + + +class Example(pyd.BaseModel): + type: str | None = None + description: str | None = None + model: str | None = None + data: str | object = None + + +# Deprecated Quality class +class DeprecatedQuality(pyd.BaseModel): + type: str | None = None + specification: str | object = None + + +class Availability(pyd.BaseModel): + description: str | None = None + percentage: str | None = None + + +class Retention(pyd.BaseModel): + description: str | None = None + period: str | None = None + unlimited: bool | None = None + timestampField: str | None = None + + +class Latency(pyd.BaseModel): + description: str | None = None + threshold: str | None = None + sourceTimestampField: str | None = None + processedTimestampField: str | None = None + + +class Freshness(pyd.BaseModel): + description: str | None = None + threshold: str | None = None + timestampField: str | None = None + + +class Frequency(pyd.BaseModel): + description: str | None = None + type: str | None = None + interval: str | None = None + cron: str | None = None + + +class Support(pyd.BaseModel): + description: str | None = None + time: str | None = None + responseTime: str | None = None + + +class Backup(pyd.BaseModel): + description: str | None = None + interval: str | None = None + cron: str | None = None + recoveryTime: str | None = None + recoveryPoint: str | None = None + + +class ServiceLevel(pyd.BaseModel): + availability: Availability | None = None + retention: Retention | None = None + latency: Latency | None = None + freshness: Freshness | None = None + frequency: Frequency | None = None + support: Support | None = None + backup: Backup | None = None + + +class DataContractSpecification(pyd.BaseModel): + dataContractSpecification: str | None = None + id: str | None = None + info: Info | None = None + servers: Dict[str, Server] = {} + terms: Terms | None = None + models: Dict[str, Model] = {} + definitions: Dict[str, Definition] = {} + examples: List[Example] = pyd.Field( + default_factory=list, + deprecated="Removed in Data Contract Specification " "v1.1.0. Use models.examples instead.", + ) + quality: DeprecatedQuality | None = pyd.Field( + default=None, + deprecated="Removed in Data Contract Specification v1.1.0. Use " "model-level and field-level quality instead.", + ) + servicelevels: ServiceLevel | None = None + links: Dict[str, str] = {} + tags: List[str] = [] + + @classmethod + def from_file(cls, file): + if not os.path.exists(file): + raise FileNotFoundError(f"The file '{file}' does not exist.") + with open(file, "r") as file: + file_content = file.read() + return DataContractSpecification.from_string(file_content) + + @classmethod + def from_string(cls, data_contract_str): + data = yaml.safe_load(data_contract_str) + return DataContractSpecification(**data) + + def to_yaml(self): + return yaml.dump( + self.model_dump(exclude_defaults=True, exclude_none=True, by_alias=True), + sort_keys=False, + allow_unicode=True, + ) diff --git a/datacontract-cli/datacontract/model/exceptions.py b/datacontract-cli/datacontract/model/exceptions.py new file mode 100644 index 000000000..9c9a47358 --- /dev/null +++ b/datacontract-cli/datacontract/model/exceptions.py @@ -0,0 +1,38 @@ +from datacontract.model.run import ResultEnum + + +class DataContractException(Exception): + """Exception raised for errors in the execution of a run. + + Attributes: + type (str): The type of the error. + name (str): The name associated with the error. + model (str): The model involved in the error. + reason (str): Explanation of the error. + engine (str): The engine where the error occurred. + original_exception (Exception, optional): Original exception that led to this error. + message (str): General message for the error. + """ + + def __init__( + self, + type, + name, + reason, + engine="datacontract", + model=None, + original_exception=None, + result: ResultEnum = ResultEnum.failed, + message="Run operation failed", + ): + self.type = type + self.name = name + self.model = model + self.reason = reason + self.result = result + self.engine = engine + self.original_exception = original_exception + self.message = message + super().__init__( + f"{self.message}: [{self.type}] {self.name} - {self.model} - {self.result} - {self.reason} - {self.engine}" + ) diff --git a/datacontract-cli/datacontract/model/odcs.py b/datacontract-cli/datacontract/model/odcs.py new file mode 100644 index 000000000..3b040918e --- /dev/null +++ b/datacontract-cli/datacontract/model/odcs.py @@ -0,0 +1,11 @@ +def is_open_data_contract_standard(odcs: dict) -> bool: + """ + Check if the given dictionary is an OpenDataContractStandard. + + Args: + odcs (dict): The dictionary to check. + + Returns: + bool: True if the dictionary is an OpenDataContractStandard, False otherwise. + """ + return odcs.get("kind") == "DataContract" and odcs.get("apiVersion", "").startswith("v3") diff --git a/datacontract-cli/datacontract/model/run.py b/datacontract-cli/datacontract/model/run.py new file mode 100644 index 000000000..6cb879407 --- /dev/null +++ b/datacontract-cli/datacontract/model/run.py @@ -0,0 +1,107 @@ +import logging +from datetime import datetime, timezone +from enum import Enum +from typing import List +from uuid import UUID, uuid4 + +from pydantic import BaseModel + + +class ResultEnum(str, Enum): + passed = "passed" + warning = "warning" + failed = "failed" + error = "error" + info = "info" + unknown = "unknown" + + +class Check(BaseModel): + id: str | None = None + key: str | None = None + category: str | None = None + type: str + name: str | None = None + model: str | None = None + field: str | None = None + + engine: str | None = None + language: str | None = None + implementation: str | None = None + + result: ResultEnum | None = None + reason: str | None = None + details: str | None = None + diagnostics: dict | None = None + + +class Log(BaseModel): + level: str + message: str + timestamp: datetime + + +class Run(BaseModel): + runId: UUID + dataContractId: str | None = None + dataContractVersion: str | None = None + dataProductId: str | None = None + outputPortId: str | None = None + server: str | None = None + timestampStart: datetime | None + timestampEnd: datetime | None + result: ResultEnum = ResultEnum.unknown + checks: List[Check] | None + logs: List[Log] | None + + def has_passed(self): + self.calculate_result() + return self.result == ResultEnum.passed + + def finish(self): + self.timestampEnd = datetime.now(timezone.utc) + self.calculate_result() + + def calculate_result(self): + if any(check.result == ResultEnum.error for check in self.checks): + self.result = ResultEnum.error + elif any(check.result == ResultEnum.failed for check in self.checks): + self.result = ResultEnum.failed + elif any(check.result == ResultEnum.warning for check in self.checks): + self.result = ResultEnum.warning + elif any(check.result == ResultEnum.passed for check in self.checks): + self.result = ResultEnum.passed + else: + self.result = ResultEnum.unknown + + def log_info(self, message: str): + logging.info(message) + self.logs.append(Log(level="INFO", message=message, timestamp=datetime.now(timezone.utc))) + + def log_warn(self, message: str): + logging.warning(message) + self.logs.append(Log(level="WARN", message=message, timestamp=datetime.now(timezone.utc))) + + def log_error(self, message: str): + logging.error(message) + self.logs.append(Log(level="ERROR", message=message, timestamp=datetime.now(timezone.utc))) + + def pretty(self): + return self.model_dump_json(indent=2) + + @staticmethod + def create_run(): + """ + Factory method to create a new Run instance. + + :return: An instance of Run. + """ + run_id = uuid4() + now = datetime.now(timezone.utc) + return Run( + runId=run_id, + timestampStart=now, + timestampEnd=now, + checks=[], + logs=[], + ) diff --git a/datacontract-cli/datacontract/output/junit_test_results.py b/datacontract-cli/datacontract/output/junit_test_results.py new file mode 100644 index 000000000..c06d6232f --- /dev/null +++ b/datacontract-cli/datacontract/output/junit_test_results.py @@ -0,0 +1,135 @@ +import xml.etree.ElementTree as ET +from pathlib import Path +from xml.dom import minidom + +import yaml + +from datacontract.model.run import ResultEnum, Run + + +def write_junit_test_results(run: Run, console, output_path: Path): + if not output_path: + console.print("No output path specified for JUnit test results. Skip writing JUnit test results.") + return + + testsuite = ET.Element( + "testsuite", + id=str(run.runId), + name=run.dataContractId if run.dataContractId else "Data Contract", + tests=str(len(run.checks)), + errors=str(count_errors(run)), + failures=str(count_failed(run)), + skipped=str(count_skipped(run)), + timestamp=run.timestampStart.replace(tzinfo=None).isoformat(), + time=str((run.timestampEnd - run.timestampStart).total_seconds()), + ) + + testsuiteProperties = ET.SubElement(testsuite, "properties") + if run.dataContractId is not None: + ET.SubElement(testsuiteProperties, "property", name="dataContractId", value=run.dataContractId) + if run.dataContractVersion is not None: + ET.SubElement(testsuiteProperties, "property", name="dataContractVersion", value=run.dataContractVersion) + if run.dataProductId is not None: + ET.SubElement(testsuiteProperties, "property", name="dataProductId", value=run.dataProductId) + if run.outputPortId is not None: + ET.SubElement(testsuiteProperties, "property", name="outputPortId", value=run.outputPortId) + if run.server is not None: + ET.SubElement(testsuiteProperties, "property", name="server", value=run.server) + + for check in run.checks: + testcase = ET.SubElement(testsuite, "testcase", classname=to_class_name(check), name=to_testcase_name(check)) + if check.result == ResultEnum.passed: + pass + elif check.result == ResultEnum.failed: + failure = ET.SubElement( + testcase, + "failure", + message=check.reason if check.reason else "Failed", + type=check.category if check.category else "General", + ) + failure.text = to_failure_text(check) + elif check.result == ResultEnum.error: + error = ET.SubElement( + testcase, + "error", + message=check.reason if check.reason else "Error", + type=check.category if check.category else "General", + ) + error.text = to_failure_text(check) + elif check.result is ResultEnum.warning: + skipped = ET.SubElement( + testcase, + "skipped", + message=check.reason if check.reason else "Warning", + type=check.category if check.category else "General", + ) + skipped.skipped = to_failure_text(check) + else: + ET.SubElement( + testcase, + "skipped", + message=check.reason if check.reason else "None", + type=check.category if check.category else "General", + ) + + if run.logs: + system_out = ET.SubElement(testsuite, "system-out") + system_out.text = logs_to_system_out(run) + + xml_str: str = ET.tostring(testsuite, xml_declaration=True, encoding="utf-8") + xml_str_pretty = minidom.parseString(xml_str).toprettyxml(indent=" ") + output_path.parent.mkdir(parents=True, exist_ok=True) + with open(output_path, "w", encoding="utf-8") as f: + f.write(xml_str_pretty) + console.print(f"JUnit test results written to {output_path}") + + +def to_testcase_name(check): + if check.key: + return check.key + if check.name: + return check.name + else: + return "unknown" + + +def logs_to_system_out(run): + result = "" + for log in run.logs: + result += f"{log.timestamp} {log.level}: {log.message}\n" + return result + + +def to_class_name(check): + if check.model and check.field: + return f"{check.model}.{check.field}" + elif check.model: + return check.model + elif check.field: + return check.field + else: + return "general" + + +def to_failure_text(check): + return ( + f"Name: {check.name}\n" + f"Engine: {check.engine}\n" + f"Implementation:\n{check.implementation}\n\n" + f"Result: {check.result.value if check.result is not None else ''}\n" + f"Reason: {check.reason}\n" + f"Details: {check.details}\n" + f"Diagnostics:\n{yaml.dump(check.diagnostics, default_flow_style=False)}" + ) + + +def count_errors(run): + return sum(1 for check in run.checks if check.result == ResultEnum.error) + + +def count_failed(run): + return sum(1 for check in run.checks if check.result == ResultEnum.failed) + + +def count_skipped(run): + return sum(1 for check in run.checks if check.result is None) diff --git a/datacontract-cli/datacontract/output/output_format.py b/datacontract-cli/datacontract/output/output_format.py new file mode 100644 index 000000000..0d9ea9040 --- /dev/null +++ b/datacontract-cli/datacontract/output/output_format.py @@ -0,0 +1,10 @@ +from enum import Enum + + +class OutputFormat(str, Enum): + # json = "json" # coming soon + junit = "junit" + + @classmethod + def get_supported_formats(cls): + return list(map(lambda c: c.value, cls)) diff --git a/datacontract-cli/datacontract/output/test_results_writer.py b/datacontract-cli/datacontract/output/test_results_writer.py new file mode 100644 index 000000000..56d9f3379 --- /dev/null +++ b/datacontract-cli/datacontract/output/test_results_writer.py @@ -0,0 +1,79 @@ +from pathlib import Path + +import typer +from rich import box +from rich.console import Console +from rich.table import Table + +from datacontract.model.run import Run +from datacontract.output.junit_test_results import write_junit_test_results +from datacontract.output.output_format import OutputFormat + + +def write_test_result(run: Run, console: Console, output_format: OutputFormat, output_path: Path): + if output_format == OutputFormat.junit: + write_junit_test_results(run, console, output_path) + + _print_table(run, console) + if run.result == "passed": + console.print( + f"🟢 data contract is valid. Run {len(run.checks)} checks. Took {(run.timestampEnd - run.timestampStart).total_seconds()} seconds." + ) + elif run.result == "warning": + console.print("🟠 data contract has warnings. Found the following warnings:") + i = 1 + for check in run.checks: + if check.result != "passed": + field = to_field(run, check) + if field: + field = field + " " + else: + field = "" + console.print(f"{i}) {field}{check.name}: {check.reason}") + i += 1 + else: + console.print("🔴 data contract is invalid, found the following errors:") + i = 1 + for check in run.checks: + if check.result != "passed": + field = to_field(run, check) + if field: + field = field + " " + else: + field = "" + console.print(f"{i}) {field}{check.name}: {check.reason}") + i += 1 + raise typer.Exit(code=1) + + +def _print_table(run, console): + table = Table(box=box.ROUNDED) + table.add_column("Result", no_wrap=True) + table.add_column("Check", max_width=100) + table.add_column("Field", max_width=32) + table.add_column("Details", max_width=50) + for check in sorted(run.checks, key=lambda c: (c.result or "", c.model or "", c.field or "")): + table.add_row(with_markup(check.result), check.name, to_field(run, check), check.reason) + console.print(table) + + +def to_field(run, check): + models = [c.model for c in run.checks] + if len(set(models)) > 1: + if check.field is None: + return check.model + return check.model + "." + check.field + else: + return check.field + + +def with_markup(result): + if result == "passed": + return "[green]passed[/green]" + if result == "warning": + return "[yellow]warning[/yellow]" + if result == "failed": + return "[red]failed[/red]" + if result == "error": + return "[red]error[/red]" + return result diff --git a/datacontract-cli/datacontract/py.typed b/datacontract-cli/datacontract/py.typed new file mode 100644 index 000000000..e69de29bb diff --git a/datacontract-cli/datacontract/schemas/datacontract-1.1.0.init.yaml b/datacontract-cli/datacontract/schemas/datacontract-1.1.0.init.yaml new file mode 100644 index 000000000..81d1c7d03 --- /dev/null +++ b/datacontract-cli/datacontract/schemas/datacontract-1.1.0.init.yaml @@ -0,0 +1,91 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +# description: +# owner: +# contact: +# name: +# url: +# email: + + +### servers + +#servers: +# production: +# type: s3 +# location: s3:// +# format: parquet +# delimiter: new_line + +### terms + +#terms: +# usage: +# limitations: +# billing: +# noticePeriod: + + +### models + +# models: +# my_model: +# description: +# type: +# fields: +# my_field: +# type: +# description: + + +### definitions + +# definitions: +# my_field: +# domain: +# name: +# title: +# type: +# description: +# example: +# pii: +# classification: + + +### servicelevels + +#servicelevels: +# availability: +# description: The server is available during support hours +# percentage: 99.9% +# retention: +# description: Data is retained for one year because! +# period: P1Y +# unlimited: false +# latency: +# description: Data is available within 25 hours after the order was placed +# threshold: 25h +# sourceTimestampField: orders.order_timestamp +# processedTimestampField: orders.processed_timestamp +# freshness: +# description: The age of the youngest row in a table. +# threshold: 25h +# timestampField: orders.order_timestamp +# frequency: +# description: Data is delivered once a day +# type: batch # or streaming +# interval: daily # for batch, either or cron +# cron: 0 0 * * * # for batch, either or interval +# support: +# description: The data is available during typical business hours at headquarters +# time: 9am to 5pm in EST on business days +# responseTime: 1h +# backup: +# description: Data is backed up once a week, every Sunday at 0:00 UTC. +# interval: weekly +# cron: 0 0 * * 0 +# recoveryTime: 24 hours +# recoveryPoint: 1 week diff --git a/datacontract-cli/datacontract/schemas/datacontract-1.1.0.schema.json b/datacontract-cli/datacontract/schemas/datacontract-1.1.0.schema.json new file mode 100644 index 000000000..29b933e14 --- /dev/null +++ b/datacontract-cli/datacontract/schemas/datacontract-1.1.0.schema.json @@ -0,0 +1,1975 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "type": "object", + "title": "DataContractSpecification", + "properties": { + "dataContractSpecification": { + "type": "string", + "title": "DataContractSpecificationVersion", + "enum": [ + "1.1.0", + "0.9.3", + "0.9.2", + "0.9.1", + "0.9.0" + ], + "description": "Specifies the Data Contract Specification being used." + }, + "id": { + "type": "string", + "description": "Specifies the identifier of the data contract." + }, + "info": { + "type": "object", + "properties": { + "title": { + "type": "string", + "description": "The title of the data contract." + }, + "version": { + "type": "string", + "description": "The version of the data contract document (which is distinct from the Data Contract Specification version or the Data Product implementation version)." + }, + "status": { + "type": "string", + "description": "The status of the data contract. Can be proposed, in development, active, retired.", + "examples": [ + "proposed", + "in development", + "active", + "deprecated", + "retired" + ] + }, + "description": { + "type": "string", + "description": "A description of the data contract." + }, + "owner": { + "type": "string", + "description": "The owner or team responsible for managing the data contract and providing the data." + }, + "contact": { + "type": "object", + "properties": { + "name": { + "type": "string", + "description": "The identifying name of the contact person/organization." + }, + "url": { + "type": "string", + "format": "uri", + "description": "The URL pointing to the contact information. This MUST be in the form of a URL." + }, + "email": { + "type": "string", + "format": "email", + "description": "The email address of the contact person/organization. This MUST be in the form of an email address." + } + }, + "description": "Contact information for the data contract.", + "additionalProperties": true + } + }, + "additionalProperties": true, + "required": [ + "title", + "version" + ], + "description": "Metadata and life cycle information about the data contract." + }, + "servers": { + "type": "object", + "description": "Information about the servers.", + "additionalProperties": { + "$ref": "#/$defs/BaseServer", + "allOf": [ + { + "if": { + "properties": { + "type": { + "const": "bigquery" + } + } + }, + "then": { + "$ref": "#/$defs/BigQueryServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "postgres" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/PostgresServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "s3" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/S3Server" + } + }, + { + "if": { + "properties": { + "type": { + "const": "sftp" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/SftpServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "redshift" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/RedshiftServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "azure" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/AzureServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "sqlserver" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/SqlserverServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "snowflake" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/SnowflakeServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "databricks" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/DatabricksServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "dataframe" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/DataframeServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "glue" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/GlueServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "postgres" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/PostgresServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "oracle" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/OracleServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "kafka" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/KafkaServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "pubsub" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/PubSubServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "kinesis" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/KinesisDataStreamsServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "trino" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/TrinoServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "local" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/LocalServer" + } + } + ] + } + }, + "terms": { + "type": "object", + "description": "The terms and conditions of the data contract.", + "properties": { + "usage": { + "type": "string", + "description": "The usage describes the way the data is expected to be used. Can contain business and technical information." + }, + "limitations": { + "type": "string", + "description": "The limitations describe the restrictions on how the data can be used, can be technical or restrictions on what the data may not be used for." + }, + "policies": { + "type": "array", + "items": { + "type": "object", + "properties": { + "type": { + "type": "string", + "description": "The type of the policy.", + "examples": [ + "privacy", + "security", + "retention", + "compliance" + ] + }, + "description": { + "type": "string", + "description": "A description of the policy." + }, + "url": { + "type": "string", + "format": "uri", + "description": "A URL to the policy document." + } + }, + "additionalProperties": true + }, + "description": "The limitations describe the restrictions on how the data can be used, can be technical or restrictions on what the data may not be used for." + }, + "billing": { + "type": "string", + "description": "The billing describes the pricing model for using the data, such as whether it's free, having a monthly fee, or metered pay-per-use." + }, + "noticePeriod": { + "type": "string", + "description": "The period of time that must be given by either party to terminate or modify a data usage agreement. Uses ISO-8601 period format, e.g., 'P3M' for a period of three months." + } + }, + "additionalProperties": true + }, + "models": { + "description": "Specifies the logical data model. Use the models name (e.g., the table name) as the key.", + "type": "object", + "minProperties": 1, + "propertyNames": { + "pattern": "^[a-zA-Z0-9_-]+$" + }, + "additionalProperties": { + "type": "object", + "title": "Model", + "properties": { + "description": { + "type": "string" + }, + "type": { + "description": "The type of the model. Examples: table, view, object. Default: table.", + "type": "string", + "title": "ModelType", + "default": "table", + "enum": [ + "table", + "view", + "object" + ] + }, + "title": { + "type": "string", + "description": "An optional string providing a human readable name for the model. Especially useful if the model name is cryptic or contains abbreviations.", + "examples": [ + "Purchase Orders", + "Air Shipments" + ] + }, + "fields": { + "description": "Specifies a field in the data model. Use the field name (e.g., the column name) as the key.", + "type": "object", + "additionalProperties": { + "type": "object", + "title": "Field", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the semantic of the data in this field." + }, + "title": { + "type": "string", + "description": "An optional string providing a human readable name for the field. Especially useful if the field name is cryptic or contains abbreviations." + }, + "type": { + "$ref": "#/$defs/FieldType" + }, + "required": { + "type": "boolean", + "default": false, + "description": "An indication, if this field must contain a value and may not be null." + }, + "fields": { + "description": "The nested fields (e.g. columns) of the object, record, or struct.", + "type": "object", + "additionalProperties": { + "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" + } + }, + "items": { + "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" + }, + "keys": { + "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" + }, + "values": { + "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" + }, + "primary": { + "type": "boolean", + "deprecationMessage": "Use the primaryKey field instead." + }, + "primaryKey": { + "type": "boolean", + "default": false, + "description": "If this field is a primary key." + }, + "references": { + "type": "string", + "description": "The reference to a field in another model. E.g. use 'orders.order_id' to reference the order_id field of the model orders. Think of defining a foreign key relationship.", + "examples": [ + "orders.order_id", + "model.nested_field.field" + ] + }, + "unique": { + "type": "boolean", + "default": false, + "description": "An indication, if the value must be unique within the model." + }, + "enum": { + "type": "array", + "items": { + "type": "string" + }, + "uniqueItems": true, + "description": "A value must be equal to one of the elements in this array value. Only evaluated if the value is not null." + }, + "minLength": { + "type": "integer", + "description": "A value must greater than, or equal to, the value of this. Only applies to string types." + }, + "maxLength": { + "type": "integer", + "description": "A value must less than, or equal to, the value of this. Only applies to string types." + }, + "format": { + "type": "string", + "description": "A specific format the value must comply with (e.g., 'email', 'uri', 'uuid').", + "examples": [ + "email", + "uri", + "uuid" + ] + }, + "precision": { + "type": "number", + "examples": [ + 38 + ], + "description": "The maximum number of digits in a number. Only applies to numeric values. Defaults to 38." + }, + "scale": { + "type": "number", + "examples": [ + 0 + ], + "description": "The maximum number of decimal places in a number. Only applies to numeric values. Defaults to 0." + }, + "pattern": { + "type": "string", + "description": "A regular expression the value must match. Only applies to string types.", + "examples": [ + "^[a-zA-Z0-9_-]+$" + ] + }, + "minimum": { + "type": "number", + "description": "A value of a number must greater than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "exclusiveMinimum": { + "type": "number", + "description": "A value of a number must greater than the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "maximum": { + "type": "number", + "description": "A value of a number must less than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "exclusiveMaximum": { + "type": "number", + "description": "A value of a number must less than the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "example": { + "type": "string", + "description": "An example value for this field.", + "deprecationMessage": "Use the examples field instead." + }, + "examples": { + "type": "array", + "description": "A examples value for this field." + }, + "pii": { + "type": "boolean", + "description": "An indication, if this field contains Personal Identifiable Information (PII)." + }, + "classification": { + "type": "string", + "description": "The data class defining the sensitivity level for this field, according to the organization's classification scheme.", + "examples": [ + "sensitive", + "restricted", + "internal", + "public" + ] + }, + "tags": { + "type": "array", + "items": { + "type": "string" + }, + "description": "Custom metadata to provide additional context." + }, + "links": { + "type": "object", + "description": "Links to external resources.", + "minProperties": 1, + "propertyNames": { + "pattern": "^[a-zA-Z0-9_-]+$" + }, + "additionalProperties": { + "type": "string", + "title": "Link", + "description": "A URL to an external resource.", + "format": "uri", + "examples": [ + "https://example.com" + ] + } + }, + "$ref": { + "type": "string", + "description": "A reference URI to a definition in the specification, internally or externally. Properties will be inherited from the definition." + }, + "quality": { + "type": "array", + "items": { + "$ref": "#/$defs/Quality" + } + }, + "lineage": { + "$ref": "#/$defs/Lineage" + }, + "config": { + "type": "object", + "description": "Additional metadata for field configuration.", + "additionalProperties": { + "type": [ + "string", + "number", + "boolean", + "object", + "array", + "null" + ] + }, + "properties": { + "avroType": { + "type": "string", + "description": "Specify the field type to use when exporting the data model to Apache Avro." + }, + "avroLogicalType": { + "type": "string", + "description": "Specify the logical field type to use when exporting the data model to Apache Avro." + }, + "bigqueryType": { + "type": "string", + "description": "Specify the physical column type that is used in a BigQuery table, e.g., `NUMERIC(5, 2)`." + }, + "snowflakeType": { + "type": "string", + "description": "Specify the physical column type that is used in a Snowflake table, e.g., `TIMESTAMP_LTZ`." + }, + "redshiftType": { + "type": "string", + "description": "Specify the physical column type that is used in a Redshift table, e.g., `SMALLINT`." + }, + "sqlserverType": { + "type": "string", + "description": "Specify the physical column type that is used in a SQL Server table, e.g., `DATETIME2`." + }, + "databricksType": { + "type": "string", + "description": "Specify the physical column type that is used in a Databricks Unity Catalog table." + }, + "glueType": { + "type": "string", + "description": "Specify the physical column type that is used in an AWS Glue Data Catalog table." + } + } + } + } + } + }, + "primaryKey": { + "type": "array", + "items": { + "type": "string" + }, + "description": "The compound primary key of the model." + }, + "quality": { + "type": "array", + "items": { + "$ref": "#/$defs/Quality" + } + }, + "examples": { + "type": "array" + }, + "config": { + "type": "object", + "description": "Additional metadata for model configuration.", + "additionalProperties": { + "type": [ + "string", + "number", + "boolean", + "object", + "array", + "null" + ] + }, + "properties": { + "avroNamespace": { + "type": "string", + "description": "The namespace to use when importing and exporting the data model from / to Apache Avro." + } + } + } + } + } + }, + "definitions": { + "description": "Clear and concise explanations of syntax, semantic, and classification of business objects in a given domain.", + "type": "object", + "propertyNames": { + "pattern": "^[a-zA-Z0-9/_-]+$" + }, + "additionalProperties": { + "type": "object", + "title": "Definition", + "properties": { + "domain": { + "type": "string", + "description": "The domain in which this definition is valid.", + "default": "global", + "deprecationMessage": "This field is deprecated. Encode the domain into the ID using slashes." + }, + "name": { + "type": "string", + "description": "The technical name of this definition.", + "deprecationMessage": "This field is deprecated. Encode the name into the ID using slashes." + }, + "title": { + "type": "string", + "description": "The business name of this definition." + }, + "description": { + "type": "string", + "description": "Clear and concise explanations related to the domain." + }, + "type": { + "$ref": "#/$defs/FieldType" + }, + "fields": { + "description": "The nested fields (e.g. columns) of the object, record, or struct.", + "type": "object", + "additionalProperties": { + "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" + } + }, + "items": { + "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" + }, + "keys": { + "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" + }, + "values": { + "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" + }, + "minLength": { + "type": "integer", + "description": "A value must be greater than or equal to this value. Applies only to string types." + }, + "maxLength": { + "type": "integer", + "description": "A value must be less than or equal to this value. Applies only to string types." + }, + "format": { + "type": "string", + "description": "Specific format requirements for the value (e.g., 'email', 'uri', 'uuid')." + }, + "precision": { + "type": "integer", + "examples": [ + 38 + ], + "description": "The maximum number of digits in a number. Only applies to numeric values. Defaults to 38." + }, + "scale": { + "type": "integer", + "examples": [ + 0 + ], + "description": "The maximum number of decimal places in a number. Only applies to numeric values. Defaults to 0." + }, + "pattern": { + "type": "string", + "description": "A regular expression pattern the value must match. Applies only to string types." + }, + "minimum": { + "type": "number", + "description": "A value of a number must greater than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "exclusiveMinimum": { + "type": "number", + "description": "A value of a number must greater than the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "maximum": { + "type": "number", + "description": "A value of a number must less than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "exclusiveMaximum": { + "type": "number", + "description": "A value of a number must less than the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "example": { + "type": "string", + "description": "An example value.", + "deprecationMessage": "Use the examples field instead." + }, + "examples": { + "type": "array", + "description": "Example value." + }, + "pii": { + "type": "boolean", + "description": "Indicates if the field contains Personal Identifiable Information (PII)." + }, + "classification": { + "type": "string", + "description": "The data class defining the sensitivity level for this field." + }, + "tags": { + "type": "array", + "items": { + "type": "string" + }, + "description": "Custom metadata to provide additional context." + }, + "links": { + "type": "object", + "description": "Links to external resources.", + "minProperties": 1, + "propertyNames": { + "pattern": "^[a-zA-Z0-9_-]+$" + }, + "additionalProperties": { + "type": "string", + "title": "Link", + "description": "A URL to an external resource.", + "format": "uri", + "examples": [ + "https://example.com" + ] + } + } + }, + "required": [ + "type" + ] + } + }, + "servicelevels": { + "type": "object", + "description": "Specifies the service level agreements for the provided data, including availability, data retention policies, latency requirements, data freshness, update frequency, support availability, and backup policies.", + "properties": { + "availability": { + "type": "object", + "description": "Availability refers to the promise or guarantee by the service provider about the uptime of the system that provides the data.", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the availability service level.", + "example": "The server is available during support hours" + }, + "percentage": { + "type": "string", + "description": "An optional string describing the guaranteed uptime in percent (e.g., `99.9%`)", + "pattern": "^\\d+(\\.\\d+)?%$", + "example": "99.9%" + } + } + }, + "retention": { + "type": "object", + "description": "Retention covers the period how long data will be available.", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the retention service level.", + "example": "Data is retained for one year." + }, + "period": { + "type": "string", + "description": "An optional period of time, how long data is available. Supported formats: Simple duration (e.g., `1 year`, `30d`) and ISO 8601 duration (e.g, `P1Y`).", + "example": "P1Y" + }, + "unlimited": { + "type": "boolean", + "description": "An optional indicator that data is kept forever.", + "example": false + }, + "timestampField": { + "type": "string", + "description": "An optional reference to the field that contains the timestamp that the period refers to.", + "example": "orders.order_timestamp" + } + } + }, + "latency": { + "type": "object", + "description": "Latency refers to the maximum amount of time from the source to its destination.", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the latency service level.", + "example": "Data is available within 25 hours after the order was placed." + }, + "threshold": { + "type": "string", + "description": "An optional maximum duration between the source timestamp and the processed timestamp. Supported formats: Simple duration (e.g., `24 hours`, `5s`) and ISO 8601 duration (e.g, `PT24H`).", + "example": "25h" + }, + "sourceTimestampField": { + "type": "string", + "description": "An optional reference to the field that contains the timestamp when the data was provided at the source.", + "example": "orders.order_timestamp" + }, + "processedTimestampField": { + "type": "string", + "description": "An optional reference to the field that contains the processing timestamp, which denotes when the data is made available to consumers of this data contract.", + "example": "orders.processed_timestamp" + } + } + }, + "freshness": { + "type": "object", + "description": "The maximum age of the youngest row in a table.", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the freshness service level.", + "example": "The age of the youngest row in a table is within 25 hours." + }, + "threshold": { + "type": "string", + "description": "An optional maximum age of the youngest entry. Supported formats: Simple duration (e.g., `24 hours`, `5s`) and ISO 8601 duration (e.g., `PT24H`).", + "example": "25h" + }, + "timestampField": { + "type": "string", + "description": "An optional reference to the field that contains the timestamp that the threshold refers to.", + "example": "orders.order_timestamp" + } + } + }, + "frequency": { + "type": "object", + "description": "Frequency describes how often data is updated.", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the frequency service level.", + "example": "Data is delivered once a day." + }, + "type": { + "type": "string", + "enum": [ + "batch", + "micro-batching", + "streaming", + "manual" + ], + "description": "The method of data processing.", + "example": "batch" + }, + "interval": { + "type": "string", + "description": "Optional. Only for batch: How often the pipeline is triggered, e.g., `daily`.", + "example": "daily" + }, + "cron": { + "type": "string", + "description": "Optional. Only for batch: A cron expression when the pipelines is triggered. E.g., `0 0 * * *`.", + "example": "0 0 * * *" + } + } + }, + "support": { + "type": "object", + "description": "Support describes the times when support will be available for contact.", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the support service level.", + "example": "The data is available during typical business hours at headquarters." + }, + "time": { + "type": "string", + "description": "An optional string describing the times when support will be available for contact such as `24/7` or `business hours only`.", + "example": "9am to 5pm in EST on business days" + }, + "responseTime": { + "type": "string", + "description": "An optional string describing the time it takes for the support team to acknowledge a request. This does not mean the issue will be resolved immediately, but it assures users that their request has been received and will be dealt with.", + "example": "24 hours" + } + } + }, + "backup": { + "type": "object", + "description": "Backup specifies details about data backup procedures.", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the backup service level.", + "example": "Data is backed up once a week, every Sunday at 0:00 UTC." + }, + "interval": { + "type": "string", + "description": "An optional interval that defines how often data will be backed up, e.g., `daily`.", + "example": "weekly" + }, + "cron": { + "type": "string", + "description": "An optional cron expression when data will be backed up, e.g., `0 0 * * *`.", + "example": "0 0 * * 0" + }, + "recoveryTime": { + "type": "string", + "description": "An optional Recovery Time Objective (RTO) specifies the maximum amount of time allowed to restore data from a backup after a failure or loss event (e.g., 4 hours, 24 hours).", + "example": "24 hours" + }, + "recoveryPoint": { + "type": "string", + "description": "An optional Recovery Point Objective (RPO) defines the maximum acceptable age of files that must be recovered from backup storage for normal operations to resume after a disaster or data loss event. This essentially measures how much data you can afford to lose, measured in time (e.g., 4 hours, 24 hours).", + "example": "1 week" + } + } + } + } + }, + "links": { + "type": "object", + "description": "Links to external resources.", + "minProperties": 1, + "propertyNames": { + "pattern": "^[a-zA-Z0-9_-]+$" + }, + "additionalProperties": { + "type": "string", + "title": "Link", + "description": "A URL to an external resource.", + "format": "uri", + "examples": [ + "https://example.com" + ] + } + }, + "tags": { + "type": "array", + "items": { + "type": "string", + "description": "Tags to facilitate searching and filtering.", + "examples": [ + "databricks", + "pii", + "sensitive" + ] + }, + "description": "Tags to facilitate searching and filtering." + } + }, + "required": [ + "dataContractSpecification", + "id", + "info" + ], + "$defs": { + "FieldType": { + "type": "string", + "title": "FieldType", + "description": "The logical data type of the field.", + "enum": [ + "number", + "decimal", + "numeric", + "int", + "integer", + "long", + "bigint", + "float", + "double", + "string", + "text", + "varchar", + "boolean", + "timestamp", + "timestamp_tz", + "timestamp_ntz", + "date", + "array", + "map", + "object", + "record", + "struct", + "bytes", + "null" + ] + }, + "BaseServer": { + "type": "object", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the servers." + }, + "environment": { + "type": "string", + "description": "The environment in which the servers are running. Examples: prod, sit, stg." + }, + "type": { + "type": "string", + "description": "The type of the data product technology that implements the data contract.", + "enum": [ + "bigquery", + "BigQuery", + "s3", + "sftp", + "redshift", + "azure", + "sqlserver", + "snowflake", + "databricks", + "dataframe", + "glue", + "postgres", + "oracle", + "kafka", + "pubsub", + "kinesis", + "trino", + "local" + ] + }, + "roles": { + "description": " An optional array of roles that are available and can be requested to access the server for role-based access control. E.g. separate roles for different regions or sensitive data.", + "type": "array", + "items": { + "type": "object", + "properties": { + "name": { + "type": "string", + "description": "The name of the role." + }, + "description": { + "type": "string", + "description": "A description of the role and what access the role provides." + } + }, + "required": [ + "name" + ] + } + } + }, + "additionalProperties": true, + "required": [ + "type" + ] + }, + "BigQueryServer": { + "type": "object", + "title": "BigQueryServer", + "properties": { + "project": { + "type": "string", + "description": "The GCP project name." + }, + "dataset": { + "type": "string", + "description": "The GCP dataset name." + } + }, + "required": [ + "project", + "dataset" + ] + }, + "S3Server": { + "type": "object", + "title": "S3Server", + "properties": { + "location": { + "type": "string", + "format": "uri", + "description": "S3 URL, starting with `s3://`", + "examples": [ + "s3://datacontract-example-orders-latest/data/{model}/*.json" + ] + }, + "endpointUrl": { + "type": "string", + "format": "uri", + "description": "The server endpoint for S3-compatible servers.", + "examples": [ + "https://minio.example.com" + ] + }, + "format": { + "type": "string", + "enum": [ + "parquet", + "delta", + "json", + "csv" + ], + "description": "File format." + }, + "delimiter": { + "type": "string", + "enum": [ + "new_line", + "array" + ], + "description": "Only for format = json. How multiple json documents are delimited within one file" + } + }, + "required": [ + "location" + ] + }, + "SftpServer": { + "type": "object", + "title": "SftpServer", + "properties": { + "location": { + "type": "string", + "format": "uri", + "pattern": "^sftp://.*", + "description": "SFTP URL, starting with `sftp://`", + "examples": [ + "sftp://123.123.12.123/{model}/*.json" + ] + }, + "format": { + "type": "string", + "enum": [ + "parquet", + "delta", + "json", + "csv" + ], + "description": "File format." + }, + "delimiter": { + "type": "string", + "enum": [ + "new_line", + "array" + ], + "description": "Only for format = json. How multiple json documents are delimited within one file" + } + }, + "required": [ + "location" + ] + }, + "RedshiftServer": { + "type": "object", + "title": "RedshiftServer", + "properties": { + "account": { + "type": "string", + "description": "An optional string describing the server." + }, + "host": { + "type": "string", + "description": "An optional string describing the host name." + }, + "database": { + "type": "string", + "description": "An optional string describing the server." + }, + "schema": { + "type": "string", + "description": "An optional string describing the server." + }, + "clusterIdentifier": { + "type": "string", + "description": "An optional string describing the cluster's identifier.", + "examples": [ + "redshift-prod-eu", + "analytics-cluster" + ] + }, + "port": { + "type": "integer", + "description": "An optional string describing the cluster's port.", + "examples": [ + 5439 + ] + }, + "endpoint": { + "type": "string", + "description": "An optional string describing the cluster's endpoint.", + "examples": [ + "analytics-cluster.example.eu-west-1.redshift.amazonaws.com:5439/analytics" + ] + } + }, + "additionalProperties": true, + "required": [ + "account", + "database", + "schema" + ] + }, + "AzureServer": { + "type": "object", + "title": "AzureServer", + "properties": { + "location": { + "type": "string", + "format": "uri", + "description": "Path to Azure Blob Storage or Azure Data Lake Storage (ADLS), supports globs. Recommended pattern is 'abfss:///'", + "examples": [ + "abfss://my_container_name/path", + "abfss://my_container_name/path/*.json", + "az://my_storage_account_name.blob.core.windows.net/my_container/path/*.parquet", + "abfss://my_storage_account_name.dfs.core.windows.net/my_container_name/path/*.parquet" + ] + }, + "format": { + "type": "string", + "enum": [ + "parquet", + "delta", + "json", + "csv" + ], + "description": "File format." + }, + "delimiter": { + "type": "string", + "enum": [ + "new_line", + "array" + ], + "description": "Only for format = json. How multiple json documents are delimited within one file" + } + }, + "required": [ + "location", + "format" + ] + }, + "SqlserverServer": { + "type": "object", + "title": "SqlserverServer", + "properties": { + "host": { + "type": "string", + "description": "The host to the database server", + "examples": [ + "localhost" + ] + }, + "port": { + "type": "integer", + "description": "The port to the database server.", + "default": 1433, + "examples": [ + 1433 + ] + }, + "database": { + "type": "string", + "description": "The name of the database.", + "examples": [ + "database" + ] + }, + "schema": { + "type": "string", + "description": "The name of the schema in the database.", + "examples": [ + "dbo" + ] + } + }, + "required": [ + "host", + "database", + "schema" + ] + }, + "SnowflakeServer": { + "type": "object", + "title": "SnowflakeServer", + "properties": { + "account": { + "type": "string", + "description": "An optional string describing the server." + }, + "database": { + "type": "string", + "description": "An optional string describing the server." + }, + "schema": { + "type": "string", + "description": "An optional string describing the server." + } + }, + "required": [ + "account", + "database", + "schema" + ] + }, + "DatabricksServer": { + "type": "object", + "title": "DatabricksServer", + "properties": { + "host": { + "type": "string", + "description": "The Databricks host", + "examples": [ + "dbc-abcdefgh-1234.cloud.databricks.com" + ] + }, + "catalog": { + "type": "string", + "description": "The name of the Hive or Unity catalog" + }, + "schema": { + "type": "string", + "description": "The schema name in the catalog" + } + }, + "required": [ + "catalog", + "schema" + ] + }, + "DataframeServer": { + "type": "object", + "title": "DataframeServer", + "required": [ + "type" + ] + }, + "GlueServer": { + "type": "object", + "title": "GlueServer", + "properties": { + "account": { + "type": "string", + "description": "The AWS Glue account", + "examples": [ + "1234-5678-9012" + ] + }, + "database": { + "type": "string", + "description": "The AWS Glue database name", + "examples": [ + "my_database" + ] + }, + "location": { + "type": "string", + "format": "uri", + "description": "The AWS S3 path. Must be in the form of a URL.", + "examples": [ + "s3://datacontract-example-orders-latest/data/{model}" + ] + }, + "format": { + "type": "string", + "description": "The format of the files", + "examples": [ + "parquet", + "csv", + "json", + "delta" + ] + } + }, + "required": [ + "account", + "database" + ] + }, + "PostgresServer": { + "type": "object", + "title": "PostgresServer", + "properties": { + "host": { + "type": "string", + "description": "The host to the database server", + "examples": [ + "localhost" + ] + }, + "port": { + "type": "integer", + "description": "The port to the database server." + }, + "database": { + "type": "string", + "description": "The name of the database.", + "examples": [ + "postgres" + ] + }, + "schema": { + "type": "string", + "description": "The name of the schema in the database.", + "examples": [ + "public" + ] + } + }, + "required": [ + "host", + "port", + "database", + "schema" + ] + }, + "OracleServer": { + "type": "object", + "title": "OracleServer", + "properties": { + "host": { + "type": "string", + "description": "The host to the oracle server", + "examples": [ + "localhost" + ] + }, + "port": { + "type": "integer", + "description": "The port to the oracle server.", + "examples": [ + 1523 + ] + }, + "serviceName": { + "type": "string", + "description": "The name of the service.", + "examples": [ + "service" + ] + } + }, + "required": [ + "host", + "port", + "serviceName" + ] + }, + "KafkaServer": { + "type": "object", + "title": "KafkaServer", + "description": "Kafka Server", + "properties": { + "host": { + "type": "string", + "description": "The bootstrap server of the kafka cluster." + }, + "topic": { + "type": "string", + "description": "The topic name." + }, + "format": { + "type": "string", + "description": "The format of the message. Examples: json, avro, protobuf.", + "default": "json" + } + }, + "required": [ + "host", + "topic" + ] + }, + "PubSubServer": { + "type": "object", + "title": "PubSubServer", + "properties": { + "project": { + "type": "string", + "description": "The GCP project name." + }, + "topic": { + "type": "string", + "description": "The topic name." + } + }, + "required": [ + "project", + "topic" + ] + }, + "KinesisDataStreamsServer": { + "type": "object", + "title": "KinesisDataStreamsServer", + "description": "Kinesis Data Streams Server", + "properties": { + "stream": { + "type": "string", + "description": "The name of the Kinesis data stream." + }, + "region": { + "type": "string", + "description": "AWS region.", + "examples": [ + "eu-west-1" + ] + }, + "format": { + "type": "string", + "description": "The format of the record", + "examples": [ + "json", + "avro", + "protobuf" + ] + } + }, + "required": [ + "stream" + ] + }, + "TrinoServer": { + "type": "object", + "title": "TrinoServer", + "properties": { + "host": { + "type": "string", + "description": "The Trino host URL.", + "examples": [ + "localhost" + ] + }, + "port": { + "type": "integer", + "description": "The Trino port." + }, + "catalog": { + "type": "string", + "description": "The name of the catalog.", + "examples": [ + "hive" + ] + }, + "schema": { + "type": "string", + "description": "The name of the schema in the database.", + "examples": [ + "my_schema" + ] + } + }, + "required": [ + "host", + "port", + "catalog", + "schema" + ] + }, + "LocalServer": { + "type": "object", + "title": "LocalServer", + "properties": { + "path": { + "type": "string", + "description": "The relative or absolute path to the data file(s).", + "examples": [ + "./folder/data.parquet", + "./folder/*.parquet" + ] + }, + "format": { + "type": "string", + "description": "The format of the file(s)", + "examples": [ + "json", + "parquet", + "delta", + "csv" + ] + } + }, + "required": [ + "path", + "format" + ] + }, + "Quality": { + "allOf": [ + { + "type": "object", + "properties": { + "type": { + "type": "string", + "description": "The type of quality check", + "enum": [ + "text", + "library", + "sql", + "custom" + ] + }, + "description": { + "type": "string", + "description": "A plain text describing the quality attribute in natural language." + } + } + }, + { + "if": { + "properties": { + "type": { + "const": "text" + } + } + }, + "then": { + "required": [ + "description" + ] + } + }, + { + "if": { + "properties": { + "type": { + "const": "sql" + } + } + }, + "then": { + "properties": { + "query": { + "type": "string", + "description": "A SQL query that returns a single number to compare with the threshold." + }, + "dialect": { + "type": "string", + "description": "The SQL dialect that is used for the query. Should be compatible to the server.type.", + "examples": [ + "athena", + "bigquery", + "redshift", + "snowflake", + "trino", + "postgres", + "oracle" + ] + }, + "mustBe": { + "type": "integer" + }, + "mustNotBe": { + "type": "integer" + }, + "mustBeGreaterThan": { + "type": "integer" + }, + "mustBeGreaterThanOrEqualTo": { + "type": "integer" + }, + "mustBeLessThan": { + "type": "integer" + }, + "mustBeLessThanOrEqualTo": { + "type": "integer" + }, + "mustBeBetween": { + "type": "array", + "items": { + "type": "integer" + }, + "minItems": 2, + "maxItems": 2 + }, + "mustNotBeBetween": { + "type": "array", + "items": { + "type": "integer" + }, + "minItems": 2, + "maxItems": 2 + } + }, + "required": [ + "query" + ] + } + }, + { + "if": { + "properties": { + "type": { + "const": "library" + } + } + }, + "then": { + "properties": { + "rule": { + "type": "string", + "description": "Define a data quality check based on the predefined rules as per ODCS.", + "examples": [ + "duplicateCount", + "validValues", + "rowCount" + ] + }, + "mustBe": { + "description": "Must be equal to the value to be valid. When using numbers, it is equivalent to '='." + }, + "mustNotBe": { + "description": "Must not be equal to the value to be valid. When using numbers, it is equivalent to '!='." + }, + "mustBeGreaterThan": { + "type": "number", + "description": "Must be greater than the value to be valid. It is equivalent to '>'." + }, + "mustBeGreaterOrEqualTo": { + "type": "number", + "description": "Must be greater than or equal to the value to be valid. It is equivalent to '>='." + }, + "mustBeLessThan": { + "type": "number", + "description": "Must be less than the value to be valid. It is equivalent to '<'." + }, + "mustBeLessOrEqualTo": { + "type": "number", + "description": "Must be less than or equal to the value to be valid. It is equivalent to '<='." + }, + "mustBeBetween": { + "type": "array", + "description": "Must be between the two numbers to be valid. Smallest number first in the array.", + "minItems": 2, + "maxItems": 2, + "uniqueItems": true, + "items": { + "type": "number" + } + }, + "mustNotBeBetween": { + "type": "array", + "description": "Must not be between the two numbers to be valid. Smallest number first in the array.", + "minItems": 2, + "maxItems": 2, + "uniqueItems": true, + "items": { + "type": "number" + } + } + }, + "required": [ + "rule" + ] + } + }, + { + "if": { + "properties": { + "type": { + "const": "custom" + } + } + }, + "then": { + "properties": { + "description": { + "type": "string", + "description": "A plain text describing the quality attribute in natural language." + }, + "engine": { + "type": "string", + "examples": [ + "soda", + "great-expectations" + ], + "description": "The engine used for custom quality checks." + }, + "implementation": { + "type": [ + "object", + "array", + "string" + ], + "description": "Engine-specific quality checks and expectations." + } + }, + "required": [ + "engine" + ] + } + } + ] + }, + "Lineage": { + "type": "object", + "properties": { + "inputFields": { + "type": "array", + "items": { + "type": "object", + "properties": { + "namespace": { + "type": "string", + "description": "The input dataset namespace" + }, + "name": { + "type": "string", + "description": "The input dataset name" + }, + "field": { + "type": "string", + "description": "The input field" + }, + "transformations": { + "type": "array", + "items": { + "type": "object", + "properties": { + "type": { + "description": "The type of the transformation. Allowed values are: DIRECT, INDIRECT", + "type": "string" + }, + "subtype": { + "type": "string", + "description": "The subtype of the transformation" + }, + "description": { + "type": "string", + "description": "a string representation of the transformation applied" + }, + "masking": { + "type": "boolean", + "description": "is transformation masking the data or not" + } + }, + "required": [ + "type" + ], + "additionalProperties": true + } + } + }, + "additionalProperties": true, + "required": [ + "namespace", + "name", + "field" + ] + } + }, + "transformationDescription": { + "type": "string", + "description": "a string representation of the transformation applied", + "deprecated": true + }, + "transformationType": { + "type": "string", + "description": "IDENTITY|MASKED reflects a clearly defined behavior. IDENTITY: exact same as input; MASKED: no original data available (like a hash of PII for example)", + "deprecated": true + } + }, + "additionalProperties": true, + "required": [ + "inputFields" + ] + } + } +} diff --git a/datacontract-cli/datacontract/schemas/download b/datacontract-cli/datacontract/schemas/download new file mode 100644 index 000000000..7f5fd6d2f --- /dev/null +++ b/datacontract-cli/datacontract/schemas/download @@ -0,0 +1,7 @@ +#!/bin/bash +set -e + +curl -o datacontract-1.1.0.init.yaml https://datacontract.com/datacontract.init.yaml +curl -o datacontract-1.1.0.schema.json https://datacontract.com/datacontract.schema.json +curl -o odcs-3.0.1.schema.json https://raw.githubusercontent.com/bitol-io/open-data-contract-standard/refs/heads/main/schema/odcs-json-schema-v3.0.1.json + diff --git a/datacontract-cli/datacontract/schemas/odcs-3.0.1.schema.json b/datacontract-cli/datacontract/schemas/odcs-3.0.1.schema.json new file mode 100644 index 000000000..e501aad32 --- /dev/null +++ b/datacontract-cli/datacontract/schemas/odcs-3.0.1.schema.json @@ -0,0 +1,2634 @@ +{ + "$schema": "https://json-schema.org/draft/2019-09/schema", + "title": "Open Data Contract Standard (ODCS)", + "description": "An open data contract specification to establish agreement between data producers and consumers.", + "type": "object", + "properties": { + "version": { + "type": "string", + "description": "Current version of the data contract." + }, + "kind": { + "type": "string", + "default": "DataContract", + "description": "The kind of file this is. Valid value is `DataContract`.", + "enum": [ + "DataContract" + ] + }, + "apiVersion": { + "type": "string", + "default": "v3.0.1", + "description": "Version of the standard used to build data contract. Default value is v3.0.1.", + "enum": [ + "v3.0.1", + "v3.0.0", + "v2.2.2", + "v2.2.1", + "v2.2.0" + ] + }, + "id": { + "type": "string", + "description": "A unique identifier used to reduce the risk of dataset name collisions, such as a UUID." + }, + "name": { + "type": "string", + "description": "Name of the data contract." + }, + "tenant": { + "type": "string", + "description": "Indicates the property the data is primarily associated with. Value is case insensitive." + }, + "tags": { + "$ref": "#/$defs/Tags" + }, + "status": { + "type": "string", + "description": "Current status of the dataset.", + "examples": [ + "proposed", + "draft", + "active", + "deprecated", + "retired" + ] + }, + "servers": { + "type": "array", + "description": "List of servers where the datasets reside.", + "items": { + "$ref": "#/$defs/Server" + } + }, + "dataProduct": { + "type": "string", + "description": "The name of the data product." + }, + "description": { + "type": "object", + "description": "High level description of the dataset.", + "properties": { + "usage": { + "type": "string", + "description": "Intended usage of the dataset." + }, + "purpose": { + "type": "string", + "description": "Purpose of the dataset." + }, + "limitations": { + "type": "string", + "description": "Limitations of the dataset." + }, + "authoritativeDefinitions": { + "$ref": "#/$defs/AuthoritativeDefinitions" + }, + "customProperties": { + "$ref": "#/$defs/CustomProperties" + } + } + }, + "domain": { + "type": "string", + "description": "Name of the logical data domain.", + "examples": [ + "imdb_ds_aggregate", + "receiver_profile_out", + "transaction_profile_out" + ] + }, + "schema": { + "type": "array", + "description": "A list of elements within the schema to be cataloged.", + "items": { + "$ref": "#/$defs/SchemaObject" + } + }, + "support": { + "$ref": "#/$defs/Support" + }, + "price": { + "$ref": "#/$defs/Pricing" + }, + "team": { + "type": "array", + "items": { + "$ref": "#/$defs/Team" + } + }, + "roles": { + "type": "array", + "description": "A list of roles that will provide user access to the dataset.", + "items": { + "$ref": "#/$defs/Role" + } + }, + "slaDefaultElement": { + "type": "string", + "description": "Element (using the element path notation) to do the checks on." + }, + "slaProperties": { + "type": "array", + "description": "A list of key/value pairs for SLA specific properties. There is no limit on the type of properties (more details to come).", + "items": { + "$ref": "#/$defs/ServiceLevelAgreementProperty" + } + }, + "authoritativeDefinitions": { + "$ref": "#/$defs/AuthoritativeDefinitions" + }, + "customProperties": { + "$ref": "#/$defs/CustomProperties" + }, + "contractCreatedTs": { + "type": "string", + "format": "date-time", + "description": "Timestamp in UTC of when the data contract was created." + } + }, + "required": [ + "version", + "apiVersion", + "kind", + "id", + "status" + ], + "additionalProperties": false, + "$defs": { + "Server": { + "type": "object", + "description": "Data source details of where data is physically stored.", + "properties": { + "server": { + "type": "string", + "description": "Identifier of the server." + }, + "type": { + "type": "string", + "description": "Type of the server.", + "enum": [ + "api", + "athena", + "azure", + "bigquery", + "clickhouse", + "databricks", + "denodo", + "dremio", + "duckdb", + "glue", + "cloudsql", + "db2", + "informix", + "kafka", + "kinesis", + "local", + "mysql", + "oracle", + "postgresql", + "postgres", + "presto", + "pubsub", + "redshift", + "s3", + "sftp", + "snowflake", + "sqlserver", + "synapse", + "trino", + "vertica", + "custom" + ] + }, + "description": { + "type": "string", + "description": "Description of the server." + }, + "environment": { + "type": "string", + "description": "Environment of the server.", + "examples": [ + "prod", + "preprod", + "dev", + "uat" + ] + }, + "roles": { + "type": "array", + "description": "List of roles that have access to the server.", + "items": { + "$ref": "#/$defs/Role" + } + }, + "customProperties": { + "$ref": "#/$defs/CustomProperties" + } + }, + "allOf": [ + { + "if": { + "properties": { + "type": { + "const": "api" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/ApiServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "athena" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/AthenaServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "azure" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/AzureServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "bigquery" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/BigQueryServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "clickhouse" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/ClickHouseServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "databricks" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/DatabricksServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "denodo" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/DenodoServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "dremio" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/DremioServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "duckdb" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/DuckdbServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "glue" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/GlueServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "cloudsql" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/GoogleCloudSqlServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "db2" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/IBMDB2Server" + } + }, + { + "if": { + "properties": { + "type": { + "const": "informix" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/InformixServer" + } + }, + + { + "if": { + "properties": { + "type": { + "const": "custom" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/CustomServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "kafka" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/KafkaServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "kinesis" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/KinesisServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "local" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/LocalServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "mysql" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/MySqlServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "oracle" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/OracleServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "postgresql" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/PostgresServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "postgres" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/PostgresServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "presto" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/PrestoServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "pubsub" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/PubSubServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "redshift" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/RedshiftServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "s3" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/S3Server" + } + }, + { + "if": { + "properties": { + "type": { + "const": "sftp" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/SftpServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "snowflake" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/SnowflakeServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "sqlserver" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/SqlserverServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "synapse" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/SynapseServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "trino" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/TrinoServer" + } + }, + { + "if": { + "properties": { + "type": { + "const": "vertica" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/ServerSource/VerticaServer" + } + } + ], + "required": [ + "server", + "type" + ] + }, + "ServerSource": { + "ApiServer": { + "type": "object", + "title": "AthenaServer", + "properties": { + "location": { + "type": "string", + "format": "uri", + "description": "The url to the API.", + "examples": [ + "https://api.example.com/v1" + ] + } + }, + "required": [ + "location" + ] + }, + "AthenaServer": { + "type": "object", + "title": "AthenaServer", + "properties": { + "stagingDir": { + "type": "string", + "format": "uri", + "description": "Amazon Athena automatically stores query results and metadata information for each query that runs in a query result location that you can specify in Amazon S3.", + "examples": [ + "s3://my_storage_account_name/my_container/path" + ] + }, + "schema": { + "type": "string", + "description": "Identify the schema in the data source in which your tables exist." + }, + "catalog": { + "type": "string", + "description": "Identify the name of the Data Source, also referred to as a Catalog.", + "default": "awsdatacatalog" + }, + "regionName": { + "type": "string", + "description": "The region your AWS account uses.", + "examples": [ + "eu-west-1" + ] + } + }, + "required": [ + "staging_dir", + "schema" + ] + }, + "AzureServer": { + "type": "object", + "title": "AzureServer", + "properties": { + "location": { + "type": "string", + "format": "uri", + "description": "Fully qualified path to Azure Blob Storage or Azure Data Lake Storage (ADLS), supports globs.", + "examples": [ + "az://my_storage_account_name.blob.core.windows.net/my_container/path/*.parquet", + "abfss://my_storage_account_name.dfs.core.windows.net/my_container_name/path/*.parquet" + ] + }, + "format": { + "type": "string", + "enum": [ + "parquet", + "delta", + "json", + "csv" + ], + "description": "File format." + }, + "delimiter": { + "type": "string", + "enum": [ + "new_line", + "array" + ], + "description": "Only for format = json. How multiple json documents are delimited within one file" + } + }, + "required": [ + "location", + "format" + ] + }, + "BigQueryServer": { + "type": "object", + "title": "BigQueryServer", + "properties": { + "project": { + "type": "string", + "description": "The GCP project name." + }, + "dataset": { + "type": "string", + "description": "The GCP dataset name." + } + }, + "required": [ + "project", + "dataset" + ] + }, + "ClickHouseServer": { + "type": "object", + "title": "ClickHouseServer", + "properties": { + "host": { + "type": "string", + "description": "The host of the ClickHouse server." + }, + "port": { + "type": "integer", + "description": "The port to the ClickHouse server." + }, + "database": { + "type": "string", + "description": "The name of the database." + } + }, + "required": [ + "host", + "port", + "database" + ] + }, + "DatabricksServer": { + "type": "object", + "title": "DatabricksServer", + "properties": { + "host": { + "type": "string", + "description": "The Databricks host", + "examples": [ + "dbc-abcdefgh-1234.cloud.databricks.com" + ] + }, + "catalog": { + "type": "string", + "description": "The name of the Hive or Unity catalog" + }, + "schema": { + "type": "string", + "description": "The schema name in the catalog" + } + }, + "required": [ + "catalog", + "schema" + ] + }, + "DenodoServer": { + "type": "object", + "title": "DenodoServer", + "properties": { + "host": { + "type": "string", + "description": "The host of the Denodo server." + }, + "port": { + "type": "integer", + "description": "The port of the Denodo server." + }, + "database": { + "type": "string", + "description": "The name of the database." + } + }, + "required": [ + "host", + "port" + ] + }, + "DremioServer": { + "type": "object", + "title": "DremioServer", + "properties": { + "host": { + "type": "string", + "description": "The host of the Dremio server." + }, + "port": { + "type": "integer", + "description": "The port of the Dremio server." + }, + "schema": { + "type": "string", + "description": "The name of the schema." + } + }, + "required": [ + "host", + "port" + ] + }, + "DuckdbServer": { + "type": "object", + "title": "DuckdbServer", + "properties": { + "database": { + "type": "string", + "description": "Path to duckdb database file." + }, + "schema": { + "type": "integer", + "description": "The name of the schema." + } + }, + "required": [ + "database" + ] + }, + "GlueServer": { + "type": "object", + "title": "GlueServer", + "properties": { + "account": { + "type": "string", + "description": "The AWS Glue account", + "examples": [ + "1234-5678-9012" + ] + }, + "database": { + "type": "string", + "description": "The AWS Glue database name", + "examples": [ + "my_database" + ] + }, + "location": { + "type": "string", + "format": "uri", + "description": "The AWS S3 path. Must be in the form of a URL.", + "examples": [ + "s3://datacontract-example-orders-latest/data/{model}" + ] + }, + "format": { + "type": "string", + "description": "The format of the files", + "examples": [ + "parquet", + "csv", + "json", + "delta" + ] + } + }, + "required": [ + "account", + "database" + ] + }, + "GoogleCloudSqlServer": { + "type": "object", + "title": "GoogleCloudSqlServer", + "properties": { + "host": { + "type": "string", + "description": "The host of the Google Cloud Sql server." + }, + "port": { + "type": "integer", + "description": "The port of the Google Cloud Sql server." + }, + "database": { + "type": "string", + "description": "The name of the database." + }, + "schema": { + "type": "string", + "description": "The name of the schema." + } + }, + "required": [ + "host", + "port", + "database", + "schema" + ] + }, + "IBMDB2Server": { + "type": "object", + "title": "IBMDB2Server", + "properties": { + "host": { + "type": "string", + "description": "The host of the IBM DB2 server." + }, + "port": { + "type": "integer", + "description": "The port of the IBM DB2 server." + }, + "database": { + "type": "string", + "description": "The name of the database." + }, + "schema": { + "type": "string", + "description": "The name of the schema." + } + }, + "required": [ + "host", + "port", + "database" + ] + }, + "InformixServer": { + "type": "object", + "title": "InformixServer", + "properties": { + "host": { + "type": "string", + "description": "The host to the Informix server. " + }, + "port": { + "type": "integer", + "description": "The port to the Informix server. Defaults to 9088." + }, + "database": { + "type": "string", + "description": "The name of the database." + } + }, + "required": [ + "host", + "database" + ] + }, + "CustomServer": { + "type": "object", + "title": "CustomServer", + "properties": { + "account": { + "type": "string", + "description": "Account used by the server." + }, + "catalog": { + "type": "string", + "description": "Name of the catalog." + }, + "database": { + "type": "string", + "description": "Name of the database." + }, + "dataset": { + "type": "string", + "description": "Name of the dataset." + }, + "delimiter": { + "type": "string", + "description": "Delimiter." + }, + "endpointUrl": { + "type": "string", + "description": "Server endpoint.", + "format": "uri" + }, + "format": { + "type": "string", + "description": "File format." + }, + "host": { + "type": "string", + "description": "Host name or IP address." + }, + "location": { + "type": "string", + "description": "A URL to a location.", + "format": "uri" + }, + "path": { + "type": "string", + "description": "Relative or absolute path to the data file(s)." + }, + "port": { + "type": "integer", + "description": "Port to the server. No default value is assumed for custom servers." + }, + "project": { + "type": "string", + "description": "Project name." + }, + "region": { + "type": "string", + "description": "Cloud region." + }, + "regionName": { + "type": "string", + "description": "Region name." + }, + "schema": { + "type": "string", + "description": "Name of the schema." + }, + "serviceName": { + "type": "string", + "description": "Name of the service." + }, + "stagingDir": { + "type": "string", + "description": "Staging directory." + }, + "warehouse": { + "type": "string", + "description": "Name of the cluster or warehouse." + } + } + }, + "KafkaServer": { + "type": "object", + "title": "KafkaServer", + "description": "Kafka Server", + "properties": { + "host": { + "type": "string", + "description": "The bootstrap server of the kafka cluster." + }, + "format": { + "type": "string", + "description": "The format of the messages.", + "examples": [ + "json", + "avro", + "protobuf", + "xml" + ], + "default": "json" + } + }, + "required": [ + "host" + ] + }, + "KinesisServer": { + "type": "object", + "title": "KinesisDataStreamsServer", + "description": "Kinesis Data Streams Server", + "properties": { + "region": { + "type": "string", + "description": "AWS region.", + "examples": [ + "eu-west-1" + ] + }, + "format": { + "type": "string", + "description": "The format of the record", + "examples": [ + "json", + "avro", + "protobuf" + ] + } + } + }, + "LocalServer": { + "type": "object", + "title": "LocalServer", + "properties": { + "path": { + "type": "string", + "description": "The relative or absolute path to the data file(s).", + "examples": [ + "./folder/data.parquet", + "./folder/*.parquet" + ] + }, + "format": { + "type": "string", + "description": "The format of the file(s)", + "examples": [ + "json", + "parquet", + "delta", + "csv" + ] + } + }, + "required": [ + "path", + "format" + ] + }, + "MySqlServer": { + "type": "object", + "title": "MySqlServer", + "properties": { + "host": { + "type": "string", + "description": "The host of the MySql server." + }, + "port": { + "type": "integer", + "description": "The port of the MySql server." + }, + "database": { + "type": "string", + "description": "The name of the database." + } + }, + "required": [ + "host", + "port", + "database" + ] + }, + "OracleServer": { + "type": "object", + "title": "OracleServer", + "properties": { + "host": { + "type": "string", + "description": "The host to the oracle server", + "examples": [ + "localhost" + ] + }, + "port": { + "type": "integer", + "description": "The port to the oracle server.", + "examples": [ + 1523 + ] + }, + "serviceName": { + "type": "string", + "description": "The name of the service.", + "examples": [ + "service" + ] + } + }, + "required": [ + "host", + "port", + "serviceName" + ] + }, + "PostgresServer": { + "type": "object", + "title": "PostgresServer", + "properties": { + "host": { + "type": "string", + "description": "The host to the Postgres server" + }, + "port": { + "type": "integer", + "description": "The port to the Postgres server." + }, + "database": { + "type": "string", + "description": "The name of the database." + }, + "schema": { + "type": "string", + "description": "The name of the schema in the database." + } + }, + "required": [ + "host", + "port", + "database", + "schema" + ] + }, + "PrestoServer": { + "type": "object", + "title": "PrestoServer", + "properties": { + "host": { + "type": "string", + "description": "The host to the Presto server", + "examples": [ + "localhost:8080" + ] + }, + "catalog": { + "type": "string", + "description": "The name of the catalog.", + "examples": [ + "postgres" + ] + }, + "schema": { + "type": "string", + "description": "The name of the schema.", + "examples": [ + "public" + ] + } + }, + "required": [ + "host" + ] + }, + "PubSubServer": { + "type": "object", + "title": "PubSubServer", + "properties": { + "project": { + "type": "string", + "description": "The GCP project name." + } + }, + "required": [ + "project" + ] + }, + "RedshiftServer": { + "type": "object", + "title": "RedshiftServer", + "properties": { + "host": { + "type": "string", + "description": "An optional string describing the server." + }, + "database": { + "type": "string", + "description": "The name of the database." + }, + "schema": { + "type": "string", + "description": "The name of the schema." + }, + "region": { + "type": "string", + "description": "AWS region of Redshift server.", + "examples": [ + "us-east-1" + ] + }, + "account": { + "type": "string", + "description": "The account used by the server." + } + }, + "required": [ + "database", + "schema" + ] + }, + "S3Server": { + "type": "object", + "title": "S3Server", + "properties": { + "location": { + "type": "string", + "format": "uri", + "description": "S3 URL, starting with `s3://`", + "examples": [ + "s3://datacontract-example-orders-latest/data/{model}/*.json" + ] + }, + "endpointUrl": { + "type": "string", + "format": "uri", + "description": "The server endpoint for S3-compatible servers.", + "examples": [ + "https://minio.example.com" + ] + }, + "format": { + "type": "string", + "enum": [ + "parquet", + "delta", + "json", + "csv" + ], + "description": "File format." + }, + "delimiter": { + "type": "string", + "enum": [ + "new_line", + "array" + ], + "description": "Only for format = json. How multiple json documents are delimited within one file" + } + }, + "required": [ + "location" + ] + }, + "SftpServer": { + "type": "object", + "title": "SftpServer", + "properties": { + "location": { + "type": "string", + "format": "uri", + "pattern": "^sftp://.*", + "description": "SFTP URL, starting with `sftp://`", + "examples": [ + "sftp://123.123.12.123/{model}/*.json" + ] + }, + "format": { + "type": "string", + "enum": [ + "parquet", + "delta", + "json", + "csv" + ], + "description": "File format." + }, + "delimiter": { + "type": "string", + "enum": [ + "new_line", + "array" + ], + "description": "Only for format = json. How multiple json documents are delimited within one file" + } + }, + "required": [ + "location" + ] + }, + "SnowflakeServer": { + "type": "object", + "title": "SnowflakeServer", + "properties": { + "host": { + "type": "string", + "description": "The host to the Snowflake server" + }, + "port": { + "type": "integer", + "description": "The port to the Snowflake server." + }, + "account": { + "type": "string", + "description": "The Snowflake account used by the server." + }, + "database": { + "type": "string", + "description": "The name of the database." + }, + "schema": { + "type": "string", + "description": "The name of the schema." + }, + "warehouse": { + "type": "string", + "description": "The name of the cluster of resources that is a Snowflake virtual warehouse." + } + }, + "required": [ + "account", + "database", + "schema" + ] + }, + "SqlserverServer": { + "type": "object", + "title": "SqlserverServer", + "properties": { + "host": { + "type": "string", + "description": "The host to the database server", + "examples": [ + "localhost" + ] + }, + "port": { + "type": "integer", + "description": "The port to the database server.", + "default": 1433, + "examples": [ + 1433 + ] + }, + "database": { + "type": "string", + "description": "The name of the database.", + "examples": [ + "database" + ] + }, + "schema": { + "type": "string", + "description": "The name of the schema in the database.", + "examples": [ + "dbo" + ] + } + }, + "required": [ + "host", + "database", + "schema" + ] + }, + "SynapseServer": { + "type": "object", + "title": "SynapseServer", + "properties": { + "host": { + "type": "string", + "description": "The host of the Synapse server." + }, + "port": { + "type": "integer", + "description": "The port of the Synapse server." + }, + "database": { + "type": "string", + "description": "The name of the database." + } + }, + "required": [ + "host", + "port", + "database" + ] + }, + "TrinoServer": { + "type": "object", + "title": "TrinoServer", + "properties": { + "host": { + "type": "string", + "description": "The Trino host URL.", + "examples": [ + "localhost" + ] + }, + "port": { + "type": "integer", + "description": "The Trino port." + }, + "catalog": { + "type": "string", + "description": "The name of the catalog.", + "examples": [ + "hive" + ] + }, + "schema": { + "type": "string", + "description": "The name of the schema in the database.", + "examples": [ + "my_schema" + ] + } + }, + "required": [ + "host", + "port", + "catalog", + "schema" + ] + }, + "VerticaServer": { + "type": "object", + "title": "VerticaServer", + "properties": { + "host": { + "type": "string", + "description": "The host of the Vertica server." + }, + "port": { + "type": "integer", + "description": "The port of the Vertica server." + }, + "database": { + "type": "string", + "description": "The name of the database." + }, + "schema": { + "type": "string", + "description": "The name of the schema." + } + }, + "required": [ + "host", + "port", + "database", + "schema" + ] + } + }, + "SchemaElement": { + "type": "object", + "properties": { + "name": { + "type": "string", + "description": "Name of the element." + }, + "physicalType": { + "type": "string", + "description": "The physical element data type in the data source.", + "examples": [ + "table", + "view", + "topic", + "file" + ] + }, + "description": { + "type": "string", + "description": "Description of the element." + }, + "businessName": { + "type": "string", + "description": "The business name of the element." + }, + "authoritativeDefinitions": { + "$ref": "#/$defs/AuthoritativeDefinitions" + }, + "tags": { + "$ref": "#/$defs/Tags" + }, + "customProperties": { + "$ref": "#/$defs/CustomProperties" + } + } + }, + "SchemaObject": { + "type": "object", + "properties": { + "logicalType": { + "type": "string", + "description": "The logical element data type.", + "enum": [ + "object" + ] + }, + "physicalName": { + "type": "string", + "description": "Physical name.", + "examples": [ + "table_1_2_0" + ] + }, + "dataGranularityDescription": { + "type": "string", + "description": "Granular level of the data in the object.", + "examples": [ + "Aggregation by country" + ] + }, + "properties": { + "type": "array", + "description": "A list of properties for the object.", + "items": { + "$ref": "#/$defs/SchemaProperty" + } + }, + "quality": { + "$ref": "#/$defs/DataQualityChecks" + } + }, + "allOf": [ + { + "$ref": "#/$defs/SchemaElement" + } + ], + "required": [ + "name" + ], + "unevaluatedProperties": false + }, + "SchemaBaseProperty": { + "type": "object", + "properties": { + "primaryKey": { + "type": "boolean", + "description": "Boolean value specifying whether the element is primary or not. Default is false." + }, + "primaryKeyPosition": { + "type": "integer", + "default": -1, + "description": "If element is a primary key, the position of the primary key element. Starts from 1. Example of `account_id, name` being primary key columns, `account_id` has primaryKeyPosition 1 and `name` primaryKeyPosition 2. Default to -1." + }, + "logicalType": { + "type": "string", + "description": "The logical element data type.", + "enum": [ + "string", + "date", + "number", + "integer", + "object", + "array", + "boolean" + ] + }, + "logicalTypeOptions": { + "type": "object", + "description": "Additional optional metadata to describe the logical type." + }, + "physicalType": { + "type": "string", + "description": "The physical element data type in the data source. For example, VARCHAR(2), DOUBLE, INT." + }, + "required": { + "type": "boolean", + "default": false, + "description": "Indicates if the element may contain Null values; possible values are true and false. Default is false." + }, + "unique": { + "type": "boolean", + "default": false, + "description": "Indicates if the element contains unique values; possible values are true and false. Default is false." + }, + "partitioned": { + "type": "boolean", + "default": false, + "description": "Indicates if the element is partitioned; possible values are true and false." + }, + "partitionKeyPosition": { + "type": "integer", + "default": -1, + "description": "If element is used for partitioning, the position of the partition element. Starts from 1. Example of `country, year` being partition columns, `country` has partitionKeyPosition 1 and `year` partitionKeyPosition 2. Default to -1." + }, + "classification": { + "type": "string", + "description": "Can be anything, like confidential, restricted, and public to more advanced categorization. Some companies like PayPal, use data classification indicating the class of data in the element; expected values are 1, 2, 3, 4, or 5.", + "examples": [ + "confidential", + "restricted", + "public" + ] + }, + "encryptedName": { + "type": "string", + "description": "The element name within the dataset that contains the encrypted element value. For example, unencrypted element `email_address` might have an encryptedName of `email_address_encrypt`." + }, + "transformSourceObjects": { + "type": "array", + "description": "List of objects in the data source used in the transformation.", + "items": { + "type": "string" + } + }, + "transformLogic": { + "type": "string", + "description": "Logic used in the element transformation." + }, + "transformDescription": { + "type": "string", + "description": "Describes the transform logic in very simple terms." + }, + "examples": { + "type": "array", + "description": "List of sample element values.", + "items": { + "$ref": "#/$defs/AnyType" + } + }, + "criticalDataElement": { + "type": "boolean", + "default": false, + "description": "True or false indicator; If element is considered a critical data element (CDE) then true else false." + }, + "quality": { + "$ref": "#/$defs/DataQualityChecks" + } + }, + "allOf": [ + { + "$ref": "#/$defs/SchemaElement" + }, + { + "if": { + "properties": { + "logicalType": { + "const": "string" + } + } + }, + "then": { + "properties": { + "logicalTypeOptions": { + "type": "object", + "properties": { + "minLength": { + "type": "integer", + "minimum": 0, + "description": "Minimum length of the string." + }, + "maxLength": { + "type": "integer", + "minimum": 0, + "description": "Maximum length of the string." + }, + "pattern": { + "type": "string", + "description": "Regular expression pattern to define valid value. Follows regular expression syntax from ECMA-262 (https://262.ecma-international.org/5.1/#sec-15.10.1)." + }, + "format": { + "type": "string", + "examples": [ + "password", + "byte", + "binary", + "email", + "uuid", + "uri", + "hostname", + "ipv4", + "ipv6" + ], + "description": "Provides extra context about what format the string follows." + } + }, + "additionalProperties": false + } + } + } + }, + { + "if": { + "properties": { + "logicalType": { + "const": "date" + } + } + }, + "then": { + "properties": { + "logicalTypeOptions": { + "type": "object", + "properties": { + "format": { + "type": "string", + "examples": [ + "yyyy-MM-dd", + "yyyy-MM-dd HH:mm:ss", + "HH:mm:ss" + ], + "description": "Format of the date. Follows the format as prescribed by [JDK DateTimeFormatter](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html). For example, format 'yyyy-MM-dd'." + }, + "exclusiveMaximum": { + "type": "boolean", + "default": false, + "description": "If set to true, all values are strictly less than the maximum value (values < maximum). Otherwise, less than or equal to the maximum value (values <= maximum)." + }, + "maximum": { + "type": "string", + "description": "All date values are less than or equal to this value (values <= maximum)." + }, + "exclusiveMinimum": { + "type": "boolean", + "default": false, + "description": "If set to true, all values are strictly greater than the minimum value (values > minimum). Otherwise, greater than or equal to the minimum value (values >= minimum)." + }, + "minimum": { + "type": "string", + "description": "All date values are greater than or equal to this value (values >= minimum)." + } + }, + "additionalProperties": false + } + } + } + }, + { + "if": { + "anyOf": [ + { + "properties": { + "logicalType": { + "const": "integer" + } + } + } + ] + }, + "then": { + "properties": { + "logicalTypeOptions": { + "type": "object", + "properties": { + "multipleOf": { + "type": "number", + "exclusiveMinimum": 0, + "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5." + }, + "maximum": { + "type": "number", + "description": "All values are less than or equal to this value (values <= maximum)." + }, + "exclusiveMaximum": { + "type": "boolean", + "default": false, + "description": "If set to true, all values are strictly less than the maximum value (values < maximum). Otherwise, less than or equal to the maximum value (values <= maximum)." + }, + "minimum": { + "type": "number", + "description": "All values are greater than or equal to this value (values >= minimum)." + }, + "exclusiveMinimum": { + "type": "boolean", + "default": false, + "description": "If set to true, all values are strictly greater than the minimum value (values > minimum). Otherwise, greater than or equal to the minimum value (values >= minimum)." + }, + "format": { + "type": "string", + "default": "i32", + "description": "Format of the value in terms of how many bits of space it can use and whether it is signed or unsigned (follows the Rust integer types).", + "enum": [ + "i8", + "i16", + "i32", + "i64", + "i128", + "u8", + "u16", + "u32", + "u64", + "u128" + ] + } + }, + "additionalProperties": false + } + } + } + }, + { + "if": { + "anyOf": [ + { + "properties": { + "logicalType": { + "const": "number" + } + } + } + ] + }, + "then": { + "properties": { + "logicalTypeOptions": { + "type": "object", + "properties": { + "multipleOf": { + "type": "number", + "exclusiveMinimum": 0, + "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5." + }, + "maximum": { + "type": "number", + "description": "All values are less than or equal to this value (values <= maximum)." + }, + "exclusiveMaximum": { + "type": "boolean", + "default": false, + "description": "If set to true, all values are strictly less than the maximum value (values < maximum). Otherwise, less than or equal to the maximum value (values <= maximum)." + }, + "minimum": { + "type": "number", + "description": "All values are greater than or equal to this value (values >= minimum)." + }, + "exclusiveMinimum": { + "type": "boolean", + "default": false, + "description": "If set to true, all values are strictly greater than the minimum value (values > minimum). Otherwise, greater than or equal to the minimum value (values >= minimum)." + }, + "format": { + "type": "string", + "default": "i32", + "description": "Format of the value in terms of how many bits of space it can use (follows the Rust float types).", + "enum": [ + "f32", + "f64" + ] + } + }, + "additionalProperties": false + } + } + } + }, + { + "if": { + "properties": { + "logicalType": { + "const": "object" + } + } + }, + "then": { + "properties": { + "logicalTypeOptions": { + "type": "object", + "properties": { + "maxProperties": { + "type": "integer", + "minimum": 0, + "description": "Maximum number of properties." + }, + "minProperties": { + "type": "integer", + "minimum": 0, + "default": 0, + "description": "Minimum number of properties." + }, + "required": { + "type": "array", + "items": { + "type": "string" + }, + "minItems": 1, + "uniqueItems": true, + "description": "Property names that are required to exist in the object." + } + }, + "additionalProperties": false + }, + "properties": { + "type": "array", + "description": "A list of properties for the object.", + "items": { + "$ref": "#/$defs/SchemaProperty" + } + } + } + } + }, + { + "if": { + "properties": { + "logicalType": { + "const": "array" + } + } + }, + "then": { + "properties": { + "logicalTypeOptions": { + "type": "object", + "properties": { + "maxItems": { + "type": "integer", + "minimum": 0, + "description": "Maximum number of items." + }, + "minItems": { + "type": "integer", + "minimum": 0, + "default": 0, + "description": "Minimum number of items" + }, + "uniqueItems": { + "type": "boolean", + "default": false, + "description": "If set to true, all items in the array are unique." + } + }, + "additionalProperties": false + }, + "items": { + "$ref": "#/$defs/SchemaItemProperty", + "description": "List of items in an array (only applicable when `logicalType: array`)." + } + } + } + } + ] + }, + "SchemaProperty": { + "type": "object", + "$ref": "#/$defs/SchemaBaseProperty", + "required": [ + "name" + ], + "unevaluatedProperties": false + }, + "SchemaItemProperty": { + "type": "object", + "$ref": "#/$defs/SchemaBaseProperty", + "properties": { + "properties": { + "type": "array", + "description": "A list of properties for the object.", + "items": { + "$ref": "#/$defs/SchemaProperty" + } + } + }, + "unevaluatedProperties": false + }, + "Tags": { + "type": "array", + "description": "A list of tags that may be assigned to the elements (object or property); the tags keyword may appear at any level. Tags may be used to better categorize an element. For example, `finance`, `sensitive`, `employee_record`.", + "examples": [ + "finance", + "sensitive", + "employee_record" + ], + "items": { + "type": "string" + } + }, + "DataQuality": { + "type": "object", + "properties": { + "authoritativeDefinitions": { + "$ref": "#/$defs/AuthoritativeDefinitions" + }, + "businessImpact": { + "type": "string", + "description": "Consequences of the rule failure.", + "examples": [ + "operational", + "regulatory" + ] + }, + "customProperties": { + "type": "array", + "description": "Additional properties required for rule execution.", + "items": { + "$ref": "#/$defs/CustomProperty" + } + }, + "description": { + "type": "string", + "description": "Describe the quality check to be completed." + }, + "dimension": { + "type": "string", + "description": "The key performance indicator (KPI) or dimension for data quality.", + "enum": [ + "accuracy", + "completeness", + "conformity", + "consistency", + "coverage", + "timeliness", + "uniqueness" + ] + }, + "method": { + "type": "string", + "examples": [ + "reconciliation" + ] + }, + "name": { + "type": "string", + "description": "Name of the data quality check." + }, + "schedule": { + "type": "string", + "description": "Rule execution schedule details.", + "examples": [ + "0 20 * * *" + ] + }, + "scheduler": { + "type": "string", + "description": "The name or type of scheduler used to start the data quality check.", + "examples": [ + "cron" + ] + }, + "severity": { + "type": "string", + "description": "The severance of the quality rule.", + "examples": [ + "info", + "warning", + "error" + ] + }, + "tags": { + "$ref": "#/$defs/Tags" + }, + "type": { + "type": "string", + "description": "The type of quality check. 'text' is human-readable text that describes the quality of the data. 'library' is a set of maintained predefined quality attributes such as row count or unique. 'sql' is an individual SQL query that returns a value that can be compared. 'custom' is quality attributes that are vendor-specific, such as Soda or Great Expectations.", + "enum": [ + "text", + "library", + "sql", + "custom" + ], + "default": "library" + }, + "unit": { + "type": "string", + "description": "Unit the rule is using, popular values are `rows` or `percent`, but any value is allowed.", + "examples": [ + "rows", + "percent" + ] + } + }, + "allOf": [ + { + "if": { + "properties": { + "type": { + "const": "library" + } + } + }, + "then": { + "$ref": "#/$defs/DataQualityLibrary" + } + }, + { + "if": { + "properties": { + "type": { + "const": "sql" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/DataQualitySql" + } + }, + { + "if": { + "properties": { + "type": { + "const": "custom" + } + }, + "required": [ + "type" + ] + }, + "then": { + "$ref": "#/$defs/DataQualityCustom" + } + } + ] + }, + "DataQualityChecks": { + "type": "array", + "description": "Data quality rules with all the relevant information for rule setup and execution.", + "items": { + "$ref": "#/$defs/DataQuality" + } + }, + "DataQualityLibrary": { + "type": "object", + "properties": { + "rule": { + "type": "string", + "description": "Define a data quality check based on the predefined rules as per ODCS.", + "examples": [ + "duplicateCount", + "validValues", + "rowCount" + ] + }, + "mustBe": { + "description": "Must be equal to the value to be valid. When using numbers, it is equivalent to '='." + }, + "mustNotBe": { + "description": "Must not be equal to the value to be valid. When using numbers, it is equivalent to '!='." + }, + "mustBeGreaterThan": { + "type": "number", + "description": "Must be greater than the value to be valid. It is equivalent to '>'." + }, + "mustBeGreaterOrEqualTo": { + "type": "number", + "description": "Must be greater than or equal to the value to be valid. It is equivalent to '>='." + }, + "mustBeLessThan": { + "type": "number", + "description": "Must be less than the value to be valid. It is equivalent to '<'." + }, + "mustBeLessOrEqualTo": { + "type": "number", + "description": "Must be less than or equal to the value to be valid. It is equivalent to '<='." + }, + "mustBeBetween": { + "type": "array", + "description": "Must be between the two numbers to be valid. Smallest number first in the array.", + "minItems": 2, + "maxItems": 2, + "uniqueItems": true, + "items": { + "type": "number" + } + }, + "mustNotBeBetween": { + "type": "array", + "description": "Must not be between the two numbers to be valid. Smallest number first in the array.", + "minItems": 2, + "maxItems": 2, + "uniqueItems": true, + "items": { + "type": "number" + } + } + }, + "required": [ + "rule" + ] + }, + "DataQualitySql": { + "type": "object", + "properties": { + "query": { + "type": "string", + "description": "Query string that adheres to the dialect of the provided server.", + "examples": [ + "SELECT COUNT(*) FROM ${table} WHERE ${column} IS NOT NULL" + ] + } + }, + "required": [ + "query" + ] + }, + "DataQualityCustom": { + "type": "object", + "properties": { + "engine": { + "type": "string", + "description": "Name of the engine which executes the data quality checks.", + "examples": [ + "soda", + "great-expectations", + "monte-carlo", + "dbt" + ] + }, + "implementation": { + "oneOf": [ + { + "type": "string" + }, + { + "type": "object" + } + ] + } + }, + "required": [ + "engine", + "implementation" + ] + }, + "AuthoritativeDefinitions": { + "type": "array", + "description": "List of links to sources that provide more details on the dataset; examples would be a link to an external definition, a training video, a git repo, data catalog, or another tool. Authoritative definitions follow the same structure in the standard.", + "items": { + "type": "object", + "properties": { + "url": { + "type": "string", + "description": "URL to the authority." + }, + "type": { + "type": "string", + "description": "Type of definition for authority: v2.3 adds standard values: `businessDefinition`, `transformationImplementation`, `videoTutorial`, `tutorial`, and `implementation`.", + "examples": [ + "businessDefinition", + "transformationImplementation", + "videoTutorial", + "tutorial", + "implementation" + ] + } + }, + "required": [ + "url", + "type" + ] + } + }, + "Support": { + "type": "array", + "description": "Top level for support channels.", + "items": { + "$ref": "#/$defs/SupportItem" + } + }, + "SupportItem": { + "type": "object", + "properties": { + "channel": { + "type": "string", + "description": "Channel name or identifier." + }, + "url": { + "type": "string", + "description": "Access URL using normal [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax) (https, mailto, etc.)." + }, + "description": { + "type": "string", + "description": "Description of the channel, free text." + }, + "tool": { + "type": "string", + "description": "Name of the tool, value can be `email`, `slack`, `teams`, `discord`, `ticket`, or `other`.", + "examples": [ + "email", + "slack", + "teams", + "discord", + "ticket", + "other" + ] + }, + "scope": { + "type": "string", + "description": "Scope can be: `interactive`, `announcements`, `issues`.", + "examples": [ + "interactive", + "announcements", + "issues" + ] + }, + "invitationUrl": { + "type": "string", + "description": "Some tools uses invitation URL for requesting or subscribing. Follows the [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax)." + } + }, + "required": [ + "channel", + "url" + ] + }, + "Pricing": { + "type": "object", + "properties": { + "priceAmount": { + "type": "number", + "description": "Subscription price per unit of measure in `priceUnit`." + }, + "priceCurrency": { + "type": "string", + "description": "Currency of the subscription price in `price.priceAmount`." + }, + "priceUnit": { + "type": "string", + "description": "The unit of measure for calculating cost. Examples megabyte, gigabyte." + } + } + }, + "Team": { + "type": "object", + "properties": { + "username": { + "type": "string", + "description": "The user's username or email." + }, + "role": { + "type": "string", + "description": "The user's job role; Examples might be owner, data steward. There is no limit on the role." + }, + "dateIn": { + "type": "string", + "format": "date", + "description": "The date when the user joined the team." + }, + "dateOut": { + "type": "string", + "format": "date", + "description": "The date when the user ceased to be part of the team." + }, + "replacedByUsername": { + "type": "string", + "description": "The username of the user who replaced the previous user." + } + } + }, + "Role": { + "type": "object", + "properties": { + "role": { + "type": "string", + "description": "Name of the IAM role that provides access to the dataset." + }, + "description": { + "type": "string", + "description": "Description of the IAM role and its permissions." + }, + "access": { + "type": "string", + "description": "The type of access provided by the IAM role." + }, + "firstLevelApprovers": { + "type": "string", + "description": "The name(s) of the first-level approver(s) of the role." + }, + "secondLevelApprovers": { + "type": "string", + "description": "The name(s) of the second-level approver(s) of the role." + }, + "customProperties": { + "$ref": "#/$defs/CustomProperties" + } + }, + "required": [ + "role" + ] + }, + "ServiceLevelAgreementProperty": { + "type": "object", + "properties": { + "property": { + "type": "string", + "description": "Specific property in SLA, check the periodic table. May requires units (more details to come)." + }, + "value": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "number" + }, + { + "type": "integer" + }, + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "description": "Agreement value. The label will change based on the property itself." + }, + "valueExt": { + "$ref": "#/$defs/AnyNonCollectionType", + "description": "Extended agreement value. The label will change based on the property itself." + }, + "unit": { + "type": "string", + "description": "**d**, day, days for days; **y**, yr, years for years, etc. Units use the ISO standard." + }, + "element": { + "type": "string", + "description": "Element(s) to check on. Multiple elements should be extremely rare and, if so, separated by commas." + }, + "driver": { + "type": "string", + "description": "Describes the importance of the SLA from the list of: `regulatory`, `analytics`, or `operational`.", + "examples": [ + "regulatory", + "analytics", + "operational" + ] + } + }, + "required": [ + "property", + "value" + ] + }, + "CustomProperties": { + "type": "array", + "description": "A list of key/value pairs for custom properties.", + "items": { + "$ref": "#/$defs/CustomProperty" + } + }, + "CustomProperty": { + "type": "object", + "properties": { + "property": { + "type": "string", + "description": "The name of the key. Names should be in camel case–the same as if they were permanent properties in the contract." + }, + "value": { + "$ref": "#/$defs/AnyType", + "description": "The value of the key." + } + } + }, + "AnyType": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "number" + }, + { + "type": "integer" + }, + { + "type": "boolean" + }, + { + "type": "null" + }, + { + "type": "array" + }, + { + "type": "object" + } + ] + }, + "AnyNonCollectionType": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "number" + }, + { + "type": "integer" + }, + { + "type": "boolean" + }, + { + "type": "null" + } + ] + } + } +} diff --git a/datacontract-cli/datacontract/templates/datacontract.html b/datacontract-cli/datacontract/templates/datacontract.html new file mode 100644 index 000000000..4bd126906 --- /dev/null +++ b/datacontract-cli/datacontract/templates/datacontract.html @@ -0,0 +1,296 @@ + + + + Data Contract + + + {# #} + + + + +
+ + + +
+ +
+
+
+
+

+ Data Contract

+
+ {{ datacontract.id }} +
+
+ {% if datacontract.tags %} +
+ + + + + {% for tag in datacontract.tags %} + + {{ tag }} + + {% endfor %} +
+ {% endif %} +
+
+
+ +
+
+
+ +
+
+
+ {{ render_partial('partials/datacontract_information.html', datacontract = datacontract) }} +
+ + + {% if datacontract.servers %} +
+
+

Servers

+

Servers of the data contract

+
+ +
    + + {% for server_name, server in datacontract.servers.items() %} + {{ render_partial('partials/server.html', server_name = server_name, server = server) }} + {% endfor %} + +
+ +
+ {% endif %} + + + {% if datacontract.terms %} +
+ {{ render_partial('partials/datacontract_terms.html', datacontract = datacontract) }} +
+ {% endif %} + + +
+
+
+

+ Data Model +

+

The logical data model

+
+
+ + {% for model_name, model in datacontract.models.items() %} + +
+
+
+
+ + + + + + + + + + {% for field_name, field in model.fields.items() %} + {{ render_partial('partials/model_field.html', nested = False, field_name=field_name, field = field, level = 0) }} + {% endfor %} + + {% if model.primaryKey or model.quality %} + + {% if model.quality %} + {% for quality in model.quality %} + + + + {% endfor %} + {% endif %} + + {% if model.primaryKey %} + + + + {% endif %} + + + {% endif %} +
+ {% if model.title %} + {{ model.title }} + {% endif %} + {% if model.title != model_name %} + {{ model_name }} + {% endif %} + {{ model.type }} +
{{ model.description }}
+ {% for key, value in model.model_extra.items() %} + {{ key }}: {{ value }} + {% endfor %} +
+ {{ render_partial('partials/quality.html', quality = quality)}} +
+ Primary Key: {{ model.primaryKey }} +
+
+
+
+
+ {% endfor %} +
+ + {% if datacontract.definitions %} +
+
+

Definitions

+

Domain specific definitions in the data contract

+
+ + {% for definition_name, definition in datacontract.definitions.items() %} + {{ render_partial('partials/definition.html', definition_name = definition_name, definition = definition)}} + {% endfor %} +
+ {% endif %} + + {% if datacontract.examples %} +
+
+

Examples

+

Examples for models in the data contract

+
+ {% for example in datacontract.examples %} + {{ render_partial('partials/example.html', example = example) }} + {% endfor %} +
+ {% endif %} + + {% if datacontract.servicelevels %} +
+ {{ render_partial('partials/datacontract_servicelevels.html', datacontract = datacontract ) }} +
+ {% endif %} + + {% if quality_specification %} +
+
+

+ Quality +

+

+ {{ datacontract.quality.type }} +

+
+
+
+
+ 
{{ quality_specification }}
+
+
+
+
+ {% endif %} + +
+
+ +
+ Created at {{formatted_date}} with Data Contract CLI v{{datacontract_cli_version}} +
+ +
+
+ + +
+ +
+
+
+
+ +
+
+
+ +

Data Contract YAML

+
+ 
{{datacontract_yaml}}
+
+
+ +
+
+
+
+ + + + + +
+ + + diff --git a/datacontract-cli/datacontract/templates/index.html b/datacontract-cli/datacontract/templates/index.html new file mode 100644 index 000000000..8c15c221d --- /dev/null +++ b/datacontract-cli/datacontract/templates/index.html @@ -0,0 +1,233 @@ + + + + Data Contract + + + {# #} + + + + +
+ + + +
+ +
+
+
+
+

+ Data Contract Catalog

+
+
+ + +
+ +
+ +
+ +
+ + {% if contracts_size > 0 %} + +
+

Filters

+
+
+
+
+
+ +
+ +
+
+
+
+
+ {% endif %} + + + + + {% if contracts_size == 0 %} +

The data contract catalog is empty.

+

+ Learn more on data contracts on http://datacontract.com. +

+ {% endif %} + + + + +
+ +
+ +
+ +
+ Created at {{formatted_date}} with Data Contract CLI v{{datacontract_cli_version}} +
+ +
+
+ + +
+ +
+
+
+
+ +
+
+
+ +

Data Contract YAML

+
+ 
{{datacontract_yaml}}
+
+
+ +
+
+
+
+ + + + + +
+ + + + + diff --git a/datacontract-cli/datacontract/templates/partials/datacontract_information.html b/datacontract-cli/datacontract/templates/partials/datacontract_information.html new file mode 100644 index 000000000..a96231451 --- /dev/null +++ b/datacontract-cli/datacontract/templates/partials/datacontract_information.html @@ -0,0 +1,86 @@ +
+

Info

+

Information about the data contract

+
+
+ +
+ + {% if datacontract.links %} +
+ {% for name, href in datacontract.links.items() %} + +
+ +
+
{{ name }}
+ + {% endfor %} +
+ {% endif %} + +
+
+
Title
+
{{ datacontract.info.title }}
+
+ +
+
Version
+
{{ datacontract.info.version }}
+
+ + {% if datacontract.info.status %} +
+
Status
+
{{ datacontract.info.status }}
+
+ {% endif %} + + {% if datacontract.info.description %} +
+
Description
+
+ {{ datacontract.info.description }} +
+
+ {% endif %} + + {% if datacontract.info.owner %} +
+
Owner
+
+ {{ datacontract.info.owner }} +
+
+ {% endif %} + + {% for key, value in datacontract.info.model_extra.items() %} +
+
{{ key }}
+
{{ value }}
+
+ {% endfor %} + + {% if datacontract.info.contact %} +
+
Contact
+
+ {% if datacontract.info.contact.name %} + {{ datacontract.info.contact.name }} + {% endif %} + {% if datacontract.info.contact.email %} + {{ datacontract.info.contact.email }} + {% endif %} + {% if datacontract.info.contact.url %} + + {% endif %} +
+
+ {% endif %} + +
+
+
\ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/datacontract_servicelevels.html b/datacontract-cli/datacontract/templates/partials/datacontract_servicelevels.html new file mode 100644 index 000000000..fab0579a3 --- /dev/null +++ b/datacontract-cli/datacontract/templates/partials/datacontract_servicelevels.html @@ -0,0 +1,253 @@ +
+

Service Levels

+

Service levels of the data contract

+
+
+
+
+ {% if datacontract.servicelevels.availability %} +
+

+ Availability +

+ {% if datacontract.servicelevels.availability.description %} +
+
Description
+
+ {{ datacontract.servicelevels.availability.description }} +
+
+ {% endif %} + {% if datacontract.servicelevels.availability.percentage %} +
+
Percentage
+
+ {{ datacontract.servicelevels.availability.percentage }} +
+
+ {% endif %} +
+ {% endif %} + {% if datacontract.servicelevels.retention %} +
+

+ Retention +

+ {% if datacontract.servicelevels.retention.description %} +
+
Description
+
+ {{ datacontract.servicelevels.retention.description }} +
+
+ {% endif %} + {% if datacontract.servicelevels.retention.period %} +
+
Period
+
+ {{ datacontract.servicelevels.retention.period }} +
+
+ {% endif %} + {% if datacontract.servicelevels.retention.unlimited %} +
+
Unlimited
+
+ {{ datacontract.servicelevels.retention.unlimited }} +
+
+ {% endif %} +
+ {% endif %} + {% if datacontract.servicelevels.latency %} +
+

+ Latency +

+ {% if datacontract.servicelevels.latency.description %} +
+
Description
+
+ {{ datacontract.servicelevels.latency.description }} +
+
+ {% endif %} + {% if datacontract.servicelevels.latency.threshold %} +
+
Threshold
+
+ {{ datacontract.servicelevels.latency.threshold }} +
+
+ {% endif %} + {% if datacontract.servicelevels.latency.sourceTimestampField %} +
+
Source Timestamp field
+
+ {{ datacontract.servicelevels.latency.sourceTimestampField + }} +
+
+ {% endif %} + {% if datacontract.servicelevels.latency.processedTimestampField %} +
+
Processed Timestamp field
+
+ {{ datacontract.servicelevels.latency.processedTimestampField + }} +
+
+ {% endif %} +
+ {% endif %} + {% if datacontract.servicelevels.freshness %} +
+

+ Freshness +

+ {% if datacontract.servicelevels.freshness.description %} +
+
Description
+
+ {{ datacontract.servicelevels.freshness.description }} +
+
+ {% endif %} + {% if datacontract.servicelevels.freshness.threshold %} +
+
Threshold
+
+ {{ datacontract.servicelevels.freshness.threshold }} +
+
+ {% endif %} + {% if datacontract.servicelevels.freshness.timestampField %} +
+
Timestamp field
+
+ {{ datacontract.servicelevels.freshness.timestampField }} +
+
+ {% endif %} +
+ {% endif %} + {% if datacontract.servicelevels.frequency %} +
+

+ Frequency +

+ {% if datacontract.servicelevels.frequency.description %} +
+
Description
+
+ {{ datacontract.servicelevels.frequency.description }} +
+
+ {% endif %} + {% if datacontract.servicelevels.frequency.type %} +
+
Type
+
+ {{ datacontract.servicelevels.frequency.type }} +
+
+ {% endif %} + {% if datacontract.servicelevels.frequency.interval %} +
+
Interval
+
+ {{ datacontract.servicelevels.frequency.interval }} +
+
+ {% endif %} + {% if datacontract.servicelevels.frequency.cron %} +
+
Cron
+
+ {{ datacontract.servicelevels.frequency.cron }} +
+
+ {% endif %} +
+ {% endif %} + {% if datacontract.servicelevels.support %} +
+

+ Support +

+ {% if datacontract.servicelevels.support.description %} +
+
Description
+
+ {{ datacontract.servicelevels.support.description }} +
+
+ {% endif %} + {% if datacontract.servicelevels.support.time %} +
+
Time
+
+ {{ datacontract.servicelevels.support.time }} +
+
+ {% endif %} + {% if datacontract.servicelevels.support.responseTime %} +
+
Response Time
+
+ {{ datacontract.servicelevels.support.responseTime }} +
+
+ {% endif %} +
+ {% endif %} + {% if datacontract.servicelevels.backup %} +
+

+ Backup +

+ {% if datacontract.servicelevels.backup.description %} +
+
Description
+
+ {{ datacontract.servicelevels.backup.description }} +
+
+ {% endif %} + {% if datacontract.servicelevels.backup.internal %} +
+
Interval
+
+ {{ datacontract.servicelevels.backup.interval }} +
+
+ {% endif %} + {% if datacontract.servicelevels.backup.cron %} +
+
Cron
+
+ {{ datacontract.servicelevels.backup.cron }} +
+
+ {% endif %} + {% if datacontract.servicelevels.backup.recoveryTime %} +
+
Recovery Time
+
+ {{ datacontract.servicelevels.backup.recoveryTime }} +
+
+ {% endif %} + {% if datacontract.servicelevels.backup.recoveryPoint %} +
+
Recovery Point
+
+ {{ datacontract.servicelevels.backup.recoveryPoint }} +
+
+ {% endif %} +
+ {% endif %} +
+
+
\ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/datacontract_terms.html b/datacontract-cli/datacontract/templates/partials/datacontract_terms.html new file mode 100644 index 000000000..3ca524d54 --- /dev/null +++ b/datacontract-cli/datacontract/templates/partials/datacontract_terms.html @@ -0,0 +1,51 @@ +
+

Terms

+

Terms and conditions of the data contract

+
+
+ +
+ +
+
+
Usage
+
+ {{ datacontract.terms.usage }} +
+
+ +
+
Limitations
+
+ {{ datacontract.terms.limitations }} +
+
+ + {% if datacontract.terms.billing %} +
+
Billing
+
+ {{ datacontract.terms.billing }} +
+
+ {% endif %} + + {% if datacontract.terms.noticePeriod %} +
+
Notice Period
+
+ {{ datacontract.terms.noticePeriod }} +
+
+ {% endif %} + + {% for key, value in datacontract.terms.model_extra.items() %} +
+
{{ key }}
+
{{ value }}
+
+ {% endfor %} + +
+
+
\ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/definition.html b/datacontract-cli/datacontract/templates/partials/definition.html new file mode 100644 index 000000000..6f5f3894e --- /dev/null +++ b/datacontract-cli/datacontract/templates/partials/definition.html @@ -0,0 +1,25 @@ +
+
+
+
+ + + + + + + + + + {{ render_partial('partials/model_field.html', nested = False, field_name=definition_name, + field = definition, level = 0) }} + + +
+ {{ definition_name }} +
{{ definition.description }}
+
+
+
+
+
\ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/example.html b/datacontract-cli/datacontract/templates/partials/example.html new file mode 100644 index 000000000..ce423f5a2 --- /dev/null +++ b/datacontract-cli/datacontract/templates/partials/example.html @@ -0,0 +1,27 @@ +
+
+
+
+ + + + + + + + + + + + +
+ {{ example.model }} + {{ example.type }} +
{{ example.description }}
+
+ 
{{ example.data }}
+
+
+
+
+
\ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/model_field.html b/datacontract-cli/datacontract/templates/partials/model_field.html new file mode 100644 index 000000000..38a026867 --- /dev/null +++ b/datacontract-cli/datacontract/templates/partials/model_field.html @@ -0,0 +1,144 @@ +{% if nested %} + + + {# poor mans approach to indenting things a bit #} + {% for i in range(0,level)%} +
 
+ {% endfor %} +
+ ↳ +
+{% else %} + + +{% endif %} +
+ {% if field.title %} + {{ field.title }}
+ {% endif %} + {{ field_name }}{% if field.ref %} + + {% endif %} +
+ + + {% if field.type %} + {{ field.type }} + {% endif %} + + + {% if field.description %} +
{{ field.description }}
+ {% else %} +
No description
+ {% endif %} + + {% if field.example %} +
+ Example: {{ field.example }} +
+ {% endif %} + + {% if field.examples %} +
+ Examples: + {% for example in field.examples %} + {{ example }}{% if not loop.last %}, {% endif %} + {% endfor %} +
+ {% endif %} + + {% if field.enum %} +
+ Enum: + {% for enum_value in field.enum %} + {{ enum_value }}{% if not loop.last %}, {% endif %} + {% endfor %} +
+ {% endif %} +
+ {% if field.primaryKey or field.primary %} + primary + {% endif %} + {% if field.required %} + required + {% endif %} + {% if field.unique %} + unique + {% endif %} + {% if field.format %} + format:{{ field.format }} + {% endif %} + {% if field.minLength %} + minLength:{{ field.minLength }} + {% endif %} + {% if field.maxLength %} + maxLength:{{ field.maxLength }} + {% endif %} + {% if field.pattern %} + pattern:{{ field.pattern }} + {% endif %} + {% if field.precision %} + precision:{{ field.precision }} + {% endif %} + {% if field.scale %} + scale:{{ field.scale }} + {% endif %} + {% if field.minimum %} + minimum:{{ field.minimum }} + {% endif %} + {% if field.exclusiveMinimum %} + exclusiveMinimum:{{ field.exclusiveMinimum }} + {% endif %} + {% if field.maximum %} + maximum:{{ field.maximum }} + {% endif %} + {% if field.exclusiveMaximum %} + exclusiveMaximum:{{ field.exclusiveMaximum }} + {% endif %} + {% if field.classification %} + {{ field.classification }} + {% endif %} + {% if field.pii %} + PII + {% endif %} + {% for key, value in field.model_extra.items() %} + {{ key }}:{{ value }} + {% endfor %} + {% if field.links %} + {% for name,href in field.links.items() %} + {{ name }} + {% endfor %} + {% endif %} +
+ {% if field.quality %} + {% for quality in field.quality %} + {{ render_partial('partials/quality.html', quality = quality) }} + {% endfor %} + {% endif %} + + + +{% macro render_nested_partial(field_name, field, level) %} +{{ render_partial('partials/model_field.html', nested=True, field_name=field_name, field=field, level=level + 1) }} + + +{% endmacro %} + +{% if field.fields %} +{% for field_name, field in field.fields.items() %} +{{ render_nested_partial(field_name, field, level) }} +{% endfor %} +{% endif %} + +{% if field.items %} +{{ render_nested_partial("items", field.items, level) }} +{% endif %} + +{% if field.keys %} +{{ render_nested_partial("keys", field.keys, level) }} +{% endif %} + +{% if field.values %} +{{ render_nested_partial("values", field.values, level) }} +{% endif %} diff --git a/datacontract-cli/datacontract/templates/partials/quality.html b/datacontract-cli/datacontract/templates/partials/quality.html new file mode 100644 index 000000000..e94a24ff8 --- /dev/null +++ b/datacontract-cli/datacontract/templates/partials/quality.html @@ -0,0 +1,49 @@ +
+ Quality | {{quality.type|upper}}: {{ quality.description }} + {% if quality.type == 'sql' and quality.query %} +
+ Query: + 
{{ quality.query }}
+ {% if quality.mustBe != None %} +
+ Must Be: {{quality.mustBe}} +
+ {% endif %} + {% if quality.mustNotBe != None %} +
+ Must Not Be: {{quality.mustNotBe}} +
+ {% endif %} + {% if quality.mustBeGreaterThan != None %} +
+ Must Be Greater Than: {{quality.mustBeGreaterThan}} +
+ {% endif %} + {% if quality.mustBeGreaterThanOrEqualTo != None %} +
+ Must Be Greater Than Or Equal To: {{quality.mustBeGreaterThanOrEqualTo}} +
+ {% endif %} + {% if quality.mustBeLessThan != None %} +
+ Must Be Less Than: {{quality.mustBeLessThan}} +
+ {% endif %} + {% if quality.mustBeLessThanOrEqualTo != None %} +
+ Must Be Less Than Or Equal To: {{quality.mustBeLessThanOrEqualTo}} +
+ {% endif %} + {% if quality.mustBeBetween %} +
+ Must Be Between: {{quality.mustBeBetween|join(' and ')}} +
+ {% endif %} + {% if quality.mustNotBeBetween %} +
+ Must Not Be Between: {{quality.mustNotBeBetween}} +
+ {% endif %} +
+ {% endif %} +
\ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/server.html b/datacontract-cli/datacontract/templates/partials/server.html new file mode 100644 index 000000000..dc49cfc6f --- /dev/null +++ b/datacontract-cli/datacontract/templates/partials/server.html @@ -0,0 +1,209 @@ +
  • +
    +
    +
    +
    Server
    +
    {{server_name}}
    +
    +
    +
    + + {% if server.environment %} +
    +
    +
    +
    Environment
    +
    {{server.environment}}
    +
    +
    +
    + {% endif %} + + {% if server.type %} +
    +
    +
    +
    Type
    +
    {{server.type}}
    +
    +
    +
    + {% endif %} + + {% if server.project %} +
    +
    +
    +
    Project
    +
    {{server.project}}
    +
    +
    +
    + {% endif %} + + {% if server.dataset %} +
    +
    +
    +
    Dataset
    +
    {{server.dataset}}
    +
    +
    +
    + {% endif %} + + {% if server.location %} +
    +
    +
    +
    Location
    +
    {{server.location}}
    +
    +
    +
    + {% endif %} + + {% if server.endpointUrl %} +
    +
    +
    +
    Endpoint URL
    +
    {{server.endpointUrl}}
    +
    +
    +
    + {% endif %} + + {% if server.account %} +
    +
    +
    +
    Account
    +
    {{server.account}}
    +
    +
    +
    + {% endif %} + + {% if server.host %} +
    +
    +
    +
    Host
    +
    {{server.host}}
    +
    +
    +
    + {% endif %} + + {% if server.port %} +
    +
    +
    +
    Port
    +
    {{server.port}}
    +
    +
    +
    + {% endif %} + + {% if server.catalog %} +
    +
    +
    +
    Catalog
    +
    {{server.catalog}}
    +
    +
    +
    + {% endif %} + + {% if server.database %} +
    +
    +
    +
    Database
    +
    {{server.database}}
    +
    +
    +
    + {% endif %} + + {% if server.schema_ %} +
    +
    +
    +
    Schema
    +
    {{server.schema_}}
    +
    +
    +
    + {% endif %} + + {% if server.topic %} +
    +
    +
    +
    Topic
    +
    {{server.topic}}
    +
    +
    +
    + {% endif %} + + {% if server.path %} +
    +
    +
    +
    Path
    +
    {{server.path}}
    +
    +
    +
    + {% endif %} + + {% if server.format %} +
    +
    +
    +
    Format
    +
    {{server.format}}
    +
    +
    +
    + {% endif %} + + {% if server.delimiter %} +
    +
    +
    +
    Delimiter
    +
    {{server.delimiter}}
    +
    +
    +
    + {% endif %} + + {% if server.description %} +
    +
    +
    +
    Description
    +
    {{server.description}}
    +
    +
    +
    + {% endif %} + + {% for key, value in server.model_extra.items() %} +
    +
    +
    +
    {{ key }}
    +
    {{ value }}
    +
    +
    +
    + {% endfor %} + +
    • \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/style/generate-style b/datacontract-cli/datacontract/templates/style/generate-style new file mode 100644 index 000000000..5e40f6cf2 --- /dev/null +++ b/datacontract-cli/datacontract/templates/style/generate-style @@ -0,0 +1,4 @@ +#!/usr/bin/env bash + +# npm install --global tailwindcss +tailwindcss --input input.css --output output.css diff --git a/datacontract-cli/datacontract/templates/style/input.css b/datacontract-cli/datacontract/templates/style/input.css new file mode 100644 index 000000000..bd6213e1d --- /dev/null +++ b/datacontract-cli/datacontract/templates/style/input.css @@ -0,0 +1,3 @@ +@tailwind base; +@tailwind components; +@tailwind utilities; \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/style/output.css b/datacontract-cli/datacontract/templates/style/output.css new file mode 100644 index 000000000..6d1d5c70a --- /dev/null +++ b/datacontract-cli/datacontract/templates/style/output.css @@ -0,0 +1,1577 @@ +*, ::before, ::after { + --tw-border-spacing-x: 0; + --tw-border-spacing-y: 0; + --tw-translate-x: 0; + --tw-translate-y: 0; + --tw-rotate: 0; + --tw-skew-x: 0; + --tw-skew-y: 0; + --tw-scale-x: 1; + --tw-scale-y: 1; + --tw-pan-x: ; + --tw-pan-y: ; + --tw-pinch-zoom: ; + --tw-scroll-snap-strictness: proximity; + --tw-gradient-from-position: ; + --tw-gradient-via-position: ; + --tw-gradient-to-position: ; + --tw-ordinal: ; + --tw-slashed-zero: ; + --tw-numeric-figure: ; + --tw-numeric-spacing: ; + --tw-numeric-fraction: ; + --tw-ring-inset: ; + --tw-ring-offset-width: 0px; + --tw-ring-offset-color: #fff; + --tw-ring-color: rgb(59 130 246 / 0.5); + --tw-ring-offset-shadow: 0 0 #0000; + --tw-ring-shadow: 0 0 #0000; + --tw-shadow: 0 0 #0000; + --tw-shadow-colored: 0 0 #0000; + --tw-blur: ; + --tw-brightness: ; + --tw-contrast: ; + --tw-grayscale: ; + --tw-hue-rotate: ; + --tw-invert: ; + --tw-saturate: ; + --tw-sepia: ; + --tw-drop-shadow: ; + --tw-backdrop-blur: ; + --tw-backdrop-brightness: ; + --tw-backdrop-contrast: ; + --tw-backdrop-grayscale: ; + --tw-backdrop-hue-rotate: ; + --tw-backdrop-invert: ; + --tw-backdrop-opacity: ; + --tw-backdrop-saturate: ; + --tw-backdrop-sepia: ; + --tw-contain-size: ; + --tw-contain-layout: ; + --tw-contain-paint: ; + --tw-contain-style: ; +} + +::backdrop { + --tw-border-spacing-x: 0; + --tw-border-spacing-y: 0; + --tw-translate-x: 0; + --tw-translate-y: 0; + --tw-rotate: 0; + --tw-skew-x: 0; + --tw-skew-y: 0; + --tw-scale-x: 1; + --tw-scale-y: 1; + --tw-pan-x: ; + --tw-pan-y: ; + --tw-pinch-zoom: ; + --tw-scroll-snap-strictness: proximity; + --tw-gradient-from-position: ; + --tw-gradient-via-position: ; + --tw-gradient-to-position: ; + --tw-ordinal: ; + --tw-slashed-zero: ; + --tw-numeric-figure: ; + --tw-numeric-spacing: ; + --tw-numeric-fraction: ; + --tw-ring-inset: ; + --tw-ring-offset-width: 0px; + --tw-ring-offset-color: #fff; + --tw-ring-color: rgb(59 130 246 / 0.5); + --tw-ring-offset-shadow: 0 0 #0000; + --tw-ring-shadow: 0 0 #0000; + --tw-shadow: 0 0 #0000; + --tw-shadow-colored: 0 0 #0000; + --tw-blur: ; + --tw-brightness: ; + --tw-contrast: ; + --tw-grayscale: ; + --tw-hue-rotate: ; + --tw-invert: ; + --tw-saturate: ; + --tw-sepia: ; + --tw-drop-shadow: ; + --tw-backdrop-blur: ; + --tw-backdrop-brightness: ; + --tw-backdrop-contrast: ; + --tw-backdrop-grayscale: ; + --tw-backdrop-hue-rotate: ; + --tw-backdrop-invert: ; + --tw-backdrop-opacity: ; + --tw-backdrop-saturate: ; + --tw-backdrop-sepia: ; + --tw-contain-size: ; + --tw-contain-layout: ; + --tw-contain-paint: ; + --tw-contain-style: ; +} + +/* +! tailwindcss v3.4.17 | MIT License | https://tailwindcss.com +*/ + +/* +1. Prevent padding and border from affecting element width. (https://github.com/mozdevs/cssremedy/issues/4) +2. Allow adding a border to an element by just adding a border-width. (https://github.com/tailwindcss/tailwindcss/pull/116) +*/ + +*, +::before, +::after { + box-sizing: border-box; + /* 1 */ + border-width: 0; + /* 2 */ + border-style: solid; + /* 2 */ + border-color: #e5e7eb; + /* 2 */ +} + +::before, +::after { + --tw-content: ''; +} + +/* +1. Use a consistent sensible line-height in all browsers. +2. Prevent adjustments of font size after orientation changes in iOS. +3. Use a more readable tab size. +4. Use the user's configured `sans` font-family by default. +5. Use the user's configured `sans` font-feature-settings by default. +6. Use the user's configured `sans` font-variation-settings by default. +7. Disable tap highlights on iOS +*/ + +html, +:host { + line-height: 1.5; + /* 1 */ + -webkit-text-size-adjust: 100%; + /* 2 */ + -moz-tab-size: 4; + /* 3 */ + -o-tab-size: 4; + tab-size: 4; + /* 3 */ + font-family: ui-sans-serif, system-ui, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji"; + /* 4 */ + font-feature-settings: normal; + /* 5 */ + font-variation-settings: normal; + /* 6 */ + -webkit-tap-highlight-color: transparent; + /* 7 */ +} + +/* +1. Remove the margin in all browsers. +2. Inherit line-height from `html` so users can set them as a class directly on the `html` element. +*/ + +body { + margin: 0; + /* 1 */ + line-height: inherit; + /* 2 */ +} + +/* +1. Add the correct height in Firefox. +2. Correct the inheritance of border color in Firefox. (https://bugzilla.mozilla.org/show_bug.cgi?id=190655) +3. Ensure horizontal rules are visible by default. +*/ + +hr { + height: 0; + /* 1 */ + color: inherit; + /* 2 */ + border-top-width: 1px; + /* 3 */ +} + +/* +Add the correct text decoration in Chrome, Edge, and Safari. +*/ + +abbr:where([title]) { + -webkit-text-decoration: underline dotted; + text-decoration: underline dotted; +} + +/* +Remove the default font size and weight for headings. +*/ + +h1, +h2, +h3, +h4, +h5, +h6 { + font-size: inherit; + font-weight: inherit; +} + +/* +Reset links to optimize for opt-in styling instead of opt-out. +*/ + +a { + color: inherit; + text-decoration: inherit; +} + +/* +Add the correct font weight in Edge and Safari. +*/ + +b, +strong { + font-weight: bolder; +} + +/* +1. Use the user's configured `mono` font-family by default. +2. Use the user's configured `mono` font-feature-settings by default. +3. Use the user's configured `mono` font-variation-settings by default. +4. Correct the odd `em` font sizing in all browsers. +*/ + +code, +kbd, +samp, +pre { + font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; + /* 1 */ + font-feature-settings: normal; + /* 2 */ + font-variation-settings: normal; + /* 3 */ + font-size: 1em; + /* 4 */ +} + +/* +Add the correct font size in all browsers. +*/ + +small { + font-size: 80%; +} + +/* +Prevent `sub` and `sup` elements from affecting the line height in all browsers. +*/ + +sub, +sup { + font-size: 75%; + line-height: 0; + position: relative; + vertical-align: baseline; +} + +sub { + bottom: -0.25em; +} + +sup { + top: -0.5em; +} + +/* +1. Remove text indentation from table contents in Chrome and Safari. (https://bugs.chromium.org/p/chromium/issues/detail?id=999088, https://bugs.webkit.org/show_bug.cgi?id=201297) +2. Correct table border color inheritance in all Chrome and Safari. (https://bugs.chromium.org/p/chromium/issues/detail?id=935729, https://bugs.webkit.org/show_bug.cgi?id=195016) +3. Remove gaps between table borders by default. +*/ + +table { + text-indent: 0; + /* 1 */ + border-color: inherit; + /* 2 */ + border-collapse: collapse; + /* 3 */ +} + +/* +1. Change the font styles in all browsers. +2. Remove the margin in Firefox and Safari. +3. Remove default padding in all browsers. +*/ + +button, +input, +optgroup, +select, +textarea { + font-family: inherit; + /* 1 */ + font-feature-settings: inherit; + /* 1 */ + font-variation-settings: inherit; + /* 1 */ + font-size: 100%; + /* 1 */ + font-weight: inherit; + /* 1 */ + line-height: inherit; + /* 1 */ + letter-spacing: inherit; + /* 1 */ + color: inherit; + /* 1 */ + margin: 0; + /* 2 */ + padding: 0; + /* 3 */ +} + +/* +Remove the inheritance of text transform in Edge and Firefox. +*/ + +button, +select { + text-transform: none; +} + +/* +1. Correct the inability to style clickable types in iOS and Safari. +2. Remove default button styles. +*/ + +button, +input:where([type='button']), +input:where([type='reset']), +input:where([type='submit']) { + -webkit-appearance: button; + /* 1 */ + background-color: transparent; + /* 2 */ + background-image: none; + /* 2 */ +} + +/* +Use the modern Firefox focus style for all focusable elements. +*/ + +:-moz-focusring { + outline: auto; +} + +/* +Remove the additional `:invalid` styles in Firefox. (https://github.com/mozilla/gecko-dev/blob/2f9eacd9d3d995c937b4251a5557d95d494c9be1/layout/style/res/forms.css#L728-L737) +*/ + +:-moz-ui-invalid { + box-shadow: none; +} + +/* +Add the correct vertical alignment in Chrome and Firefox. +*/ + +progress { + vertical-align: baseline; +} + +/* +Correct the cursor style of increment and decrement buttons in Safari. +*/ + +::-webkit-inner-spin-button, +::-webkit-outer-spin-button { + height: auto; +} + +/* +1. Correct the odd appearance in Chrome and Safari. +2. Correct the outline style in Safari. +*/ + +[type='search'] { + -webkit-appearance: textfield; + /* 1 */ + outline-offset: -2px; + /* 2 */ +} + +/* +Remove the inner padding in Chrome and Safari on macOS. +*/ + +::-webkit-search-decoration { + -webkit-appearance: none; +} + +/* +1. Correct the inability to style clickable types in iOS and Safari. +2. Change font properties to `inherit` in Safari. +*/ + +::-webkit-file-upload-button { + -webkit-appearance: button; + /* 1 */ + font: inherit; + /* 2 */ +} + +/* +Add the correct display in Chrome and Safari. +*/ + +summary { + display: list-item; +} + +/* +Removes the default spacing and border for appropriate elements. +*/ + +blockquote, +dl, +dd, +h1, +h2, +h3, +h4, +h5, +h6, +hr, +figure, +p, +pre { + margin: 0; +} + +fieldset { + margin: 0; + padding: 0; +} + +legend { + padding: 0; +} + +ol, +ul, +menu { + list-style: none; + margin: 0; + padding: 0; +} + +/* +Reset default styling for dialogs. +*/ + +dialog { + padding: 0; +} + +/* +Prevent resizing textareas horizontally by default. +*/ + +textarea { + resize: vertical; +} + +/* +1. Reset the default placeholder opacity in Firefox. (https://github.com/tailwindlabs/tailwindcss/issues/3300) +2. Set the default placeholder color to the user's configured gray 400 color. +*/ + +input::-moz-placeholder, textarea::-moz-placeholder { + opacity: 1; + /* 1 */ + color: #9ca3af; + /* 2 */ +} + +input::placeholder, +textarea::placeholder { + opacity: 1; + /* 1 */ + color: #9ca3af; + /* 2 */ +} + +/* +Set the default cursor for buttons. +*/ + +button, +[role="button"] { + cursor: pointer; +} + +/* +Make sure disabled buttons don't get the pointer cursor. +*/ + +:disabled { + cursor: default; +} + +/* +1. Make replaced elements `display: block` by default. (https://github.com/mozdevs/cssremedy/issues/14) +2. Add `vertical-align: middle` to align replaced elements more sensibly by default. (https://github.com/jensimmons/cssremedy/issues/14#issuecomment-634934210) + This can trigger a poorly considered lint error in some tools but is included by design. +*/ + +img, +svg, +video, +canvas, +audio, +iframe, +embed, +object { + display: block; + /* 1 */ + vertical-align: middle; + /* 2 */ +} + +/* +Constrain images and videos to the parent width and preserve their intrinsic aspect ratio. (https://github.com/mozdevs/cssremedy/issues/14) +*/ + +img, +video { + max-width: 100%; + height: auto; +} + +/* Make elements with the HTML hidden attribute stay hidden by default */ + +[hidden]:where(:not([hidden="until-found"])) { + display: none; +} + +.sr-only { + position: absolute; + width: 1px; + height: 1px; + padding: 0; + margin: -1px; + overflow: hidden; + clip: rect(0, 0, 0, 0); + white-space: nowrap; + border-width: 0; +} + +.pointer-events-none { + pointer-events: none; +} + +.visible { + visibility: visible; +} + +.fixed { + position: fixed; +} + +.absolute { + position: absolute; +} + +.relative { + position: relative; +} + +.inset-0 { + inset: 0px; +} + +.inset-y-0 { + top: 0px; + bottom: 0px; +} + +.left-0 { + left: 0px; +} + +.right-0 { + right: 0px; +} + +.top-0 { + top: 0px; +} + +.z-10 { + z-index: 10; +} + +.col-span-1 { + grid-column: span 1 / span 1; +} + +.-mx-4 { + margin-left: -1rem; + margin-right: -1rem; +} + +.-my-2 { + margin-top: -0.5rem; + margin-bottom: -0.5rem; +} + +.mx-auto { + margin-left: auto; + margin-right: auto; +} + +.my-2 { + margin-top: 0.5rem; + margin-bottom: 0.5rem; +} + +.-ml-0\.5 { + margin-left: -0.125rem; +} + +.mb-2 { + margin-bottom: 0.5rem; +} + +.mb-3 { + margin-bottom: 0.75rem; +} + +.mb-6 { + margin-bottom: 1.5rem; +} + +.mr-1 { + margin-right: 0.25rem; +} + +.mr-1\.5 { + margin-right: 0.375rem; +} + +.mr-6 { + margin-right: 1.5rem; +} + +.mt-1 { + margin-top: 0.25rem; +} + +.mt-2 { + margin-top: 0.5rem; +} + +.mt-3 { + margin-top: 0.75rem; +} + +.mt-5 { + margin-top: 1.25rem; +} + +.mt-6 { + margin-top: 1.5rem; +} + +.mt-8 { + margin-top: 2rem; +} + +.mt-auto { + margin-top: auto; +} + +.line-clamp-3 { + overflow: hidden; + display: -webkit-box; + -webkit-box-orient: vertical; + -webkit-line-clamp: 3; +} + +.block { + display: block; +} + +.inline-block { + display: inline-block; +} + +.flex { + display: flex; +} + +.inline-flex { + display: inline-flex; +} + +.table { + display: table; +} + +.flow-root { + display: flow-root; +} + +.grid { + display: grid; +} + +.hidden { + display: none; +} + +.h-10 { + height: 2.5rem; +} + +.h-16 { + height: 4rem; +} + +.h-4 { + height: 1rem; +} + +.h-5 { + height: 1.25rem; +} + +.h-6 { + height: 1.5rem; +} + +.h-8 { + height: 2rem; +} + +.h-full { + height: 100%; +} + +.min-h-full { + min-height: 100%; +} + +.w-1\/12 { + width: 8.333333%; +} + +.w-10 { + width: 2.5rem; +} + +.w-2 { + width: 0.5rem; +} + +.w-2\/12 { + width: 16.666667%; +} + +.w-4 { + width: 1rem; +} + +.w-5 { + width: 1.25rem; +} + +.w-6 { + width: 1.5rem; +} + +.w-7\/12 { + width: 58.333333%; +} + +.w-8 { + width: 2rem; +} + +.w-full { + width: 100%; +} + +.w-screen { + width: 100vw; +} + +.min-w-0 { + min-width: 0px; +} + +.min-w-full { + min-width: 100%; +} + +.max-w-7xl { + max-width: 80rem; +} + +.flex-1 { + flex: 1 1 0%; +} + +.flex-shrink-0 { + flex-shrink: 0; +} + +.transform { + transform: translate(var(--tw-translate-x), var(--tw-translate-y)) rotate(var(--tw-rotate)) skewX(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y)); +} + +.grid-cols-1 { + grid-template-columns: repeat(1, minmax(0, 1fr)); +} + +.flex-col { + flex-direction: column; +} + +.flex-wrap { + flex-wrap: wrap; +} + +.items-end { + align-items: flex-end; +} + +.items-center { + align-items: center; +} + +.items-baseline { + align-items: baseline; +} + +.justify-center { + justify-content: center; +} + +.justify-between { + justify-content: space-between; +} + +.gap-1 { + gap: 0.25rem; +} + +.gap-3 { + gap: 0.75rem; +} + +.gap-6 { + gap: 1.5rem; +} + +.gap-x-4 { + -moz-column-gap: 1rem; + column-gap: 1rem; +} + +.gap-x-6 { + -moz-column-gap: 1.5rem; + column-gap: 1.5rem; +} + +.gap-y-6 { + row-gap: 1.5rem; +} + +.space-x-1 > :not([hidden]) ~ :not([hidden]) { + --tw-space-x-reverse: 0; + margin-right: calc(0.25rem * var(--tw-space-x-reverse)); + margin-left: calc(0.25rem * calc(1 - var(--tw-space-x-reverse))); +} + +.space-x-3 > :not([hidden]) ~ :not([hidden]) { + --tw-space-x-reverse: 0; + margin-right: calc(0.75rem * var(--tw-space-x-reverse)); + margin-left: calc(0.75rem * calc(1 - var(--tw-space-x-reverse))); +} + +.space-x-6 > :not([hidden]) ~ :not([hidden]) { + --tw-space-x-reverse: 0; + margin-right: calc(1.5rem * var(--tw-space-x-reverse)); + margin-left: calc(1.5rem * calc(1 - var(--tw-space-x-reverse))); +} + +.space-x-8 > :not([hidden]) ~ :not([hidden]) { + --tw-space-x-reverse: 0; + margin-right: calc(2rem * var(--tw-space-x-reverse)); + margin-left: calc(2rem * calc(1 - var(--tw-space-x-reverse))); +} + +.space-y-6 > :not([hidden]) ~ :not([hidden]) { + --tw-space-y-reverse: 0; + margin-top: calc(1.5rem * calc(1 - var(--tw-space-y-reverse))); + margin-bottom: calc(1.5rem * var(--tw-space-y-reverse)); +} + +.divide-y > :not([hidden]) ~ :not([hidden]) { + --tw-divide-y-reverse: 0; + border-top-width: calc(1px * calc(1 - var(--tw-divide-y-reverse))); + border-bottom-width: calc(1px * var(--tw-divide-y-reverse)); +} + +.divide-gray-100 > :not([hidden]) ~ :not([hidden]) { + --tw-divide-opacity: 1; + border-color: rgb(243 244 246 / var(--tw-divide-opacity, 1)); +} + +.divide-gray-200 > :not([hidden]) ~ :not([hidden]) { + --tw-divide-opacity: 1; + border-color: rgb(229 231 235 / var(--tw-divide-opacity, 1)); +} + +.divide-gray-300 > :not([hidden]) ~ :not([hidden]) { + --tw-divide-opacity: 1; + border-color: rgb(209 213 219 / var(--tw-divide-opacity, 1)); +} + +.overflow-hidden { + overflow: hidden; +} + +.overflow-x-auto { + overflow-x: auto; +} + +.overflow-y-auto { + overflow-y: auto; +} + +.truncate { + overflow: hidden; + text-overflow: ellipsis; + white-space: nowrap; +} + +.whitespace-nowrap { + white-space: nowrap; +} + +.whitespace-pre-wrap { + white-space: pre-wrap; +} + +.rounded-full { + border-radius: 9999px; +} + +.rounded-lg { + border-radius: 0.5rem; +} + +.rounded-md { + border-radius: 0.375rem; +} + +.border-0 { + border-width: 0px; +} + +.bg-blue-50 { + --tw-bg-opacity: 1; + background-color: rgb(239 246 255 / var(--tw-bg-opacity, 1)); +} + +.bg-gray-100 { + --tw-bg-opacity: 1; + background-color: rgb(243 244 246 / var(--tw-bg-opacity, 1)); +} + +.bg-gray-50 { + --tw-bg-opacity: 1; + background-color: rgb(249 250 251 / var(--tw-bg-opacity, 1)); +} + +.bg-gray-500 { + --tw-bg-opacity: 1; + background-color: rgb(107 114 128 / var(--tw-bg-opacity, 1)); +} + +.bg-indigo-100 { + --tw-bg-opacity: 1; + background-color: rgb(224 231 255 / var(--tw-bg-opacity, 1)); +} + +.bg-indigo-600 { + --tw-bg-opacity: 1; + background-color: rgb(79 70 229 / var(--tw-bg-opacity, 1)); +} + +.bg-white { + --tw-bg-opacity: 1; + background-color: rgb(255 255 255 / var(--tw-bg-opacity, 1)); +} + +.bg-yellow-50 { + --tw-bg-opacity: 1; + background-color: rgb(254 252 232 / var(--tw-bg-opacity, 1)); +} + +.bg-opacity-75 { + --tw-bg-opacity: 0.75; +} + +.p-2 { + padding: 0.5rem; +} + +.p-4 { + padding: 1rem; +} + +.p-6 { + padding: 1.5rem; +} + +.px-0 { + padding-left: 0px; + padding-right: 0px; +} + +.px-1 { + padding-left: 0.25rem; + padding-right: 0.25rem; +} + +.px-2 { + padding-left: 0.5rem; + padding-right: 0.5rem; +} + +.px-2\.5 { + padding-left: 0.625rem; + padding-right: 0.625rem; +} + +.px-3 { + padding-left: 0.75rem; + padding-right: 0.75rem; +} + +.px-4 { + padding-left: 1rem; + padding-right: 1rem; +} + +.px-6 { + padding-left: 1.5rem; + padding-right: 1.5rem; +} + +.py-0\.5 { + padding-top: 0.125rem; + padding-bottom: 0.125rem; +} + +.py-1 { + padding-top: 0.25rem; + padding-bottom: 0.25rem; +} + +.py-1\.5 { + padding-top: 0.375rem; + padding-bottom: 0.375rem; +} + +.py-2 { + padding-top: 0.5rem; + padding-bottom: 0.5rem; +} + +.py-5 { + padding-top: 1.25rem; + padding-bottom: 1.25rem; +} + +.pb-4 { + padding-bottom: 1rem; +} + +.pb-6 { + padding-bottom: 1.5rem; +} + +.pb-7 { + padding-bottom: 1.75rem; +} + +.pl-10 { + padding-left: 2.5rem; +} + +.pl-3 { + padding-left: 0.75rem; +} + +.pl-4 { + padding-left: 1rem; +} + +.pr-2 { + padding-right: 0.5rem; +} + +.pr-3 { + padding-right: 0.75rem; +} + +.pr-4 { + padding-right: 1rem; +} + +.pt-4 { + padding-top: 1rem; +} + +.pt-5 { + padding-top: 1.25rem; +} + +.text-left { + text-align: left; +} + +.text-center { + text-align: center; +} + +.align-middle { + vertical-align: middle; +} + +.font-mono { + font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +.text-2xl { + font-size: 1.5rem; + line-height: 2rem; +} + +.text-base { + font-size: 1rem; + line-height: 1.5rem; +} + +.text-sm { + font-size: 0.875rem; + line-height: 1.25rem; +} + +.text-xl { + font-size: 1.25rem; + line-height: 1.75rem; +} + +.text-xs { + font-size: 0.75rem; + line-height: 1rem; +} + +.font-bold { + font-weight: 700; +} + +.font-medium { + font-weight: 500; +} + +.font-semibold { + font-weight: 600; +} + +.font-normal { + font-weight: 400; +} + +.italic { + font-style: italic; +} + +.leading-5 { + line-height: 1.25rem; +} + +.leading-6 { + line-height: 1.5rem; +} + +.leading-7 { + line-height: 1.75rem; +} + +.text-blue-600 { + --tw-text-opacity: 1; + color: rgb(37 99 235 / var(--tw-text-opacity, 1)); +} + +.text-gray-400 { + --tw-text-opacity: 1; + color: rgb(156 163 175 / var(--tw-text-opacity, 1)); +} + +.text-gray-500 { + --tw-text-opacity: 1; + color: rgb(107 114 128 / var(--tw-text-opacity, 1)); +} + +.text-gray-600 { + --tw-text-opacity: 1; + color: rgb(75 85 99 / var(--tw-text-opacity, 1)); +} + +.text-gray-800 { + --tw-text-opacity: 1; + color: rgb(31 41 55 / var(--tw-text-opacity, 1)); +} + +.text-gray-900 { + --tw-text-opacity: 1; + color: rgb(17 24 39 / var(--tw-text-opacity, 1)); +} + +.text-sky-500 { + --tw-text-opacity: 1; + color: rgb(14 165 233 / var(--tw-text-opacity, 1)); +} + +.text-white { + --tw-text-opacity: 1; + color: rgb(255 255 255 / var(--tw-text-opacity, 1)); +} + +.text-yellow-600 { + --tw-text-opacity: 1; + color: rgb(202 138 4 / var(--tw-text-opacity, 1)); +} + +.shadow { + --tw-shadow: 0 1px 3px 0 rgb(0 0 0 / 0.1), 0 1px 2px -1px rgb(0 0 0 / 0.1); + --tw-shadow-colored: 0 1px 3px 0 var(--tw-shadow-color), 0 1px 2px -1px var(--tw-shadow-color); + box-shadow: var(--tw-ring-offset-shadow, 0 0 #0000), var(--tw-ring-shadow, 0 0 #0000), var(--tw-shadow); +} + +.shadow-sm { + --tw-shadow: 0 1px 2px 0 rgb(0 0 0 / 0.05); + --tw-shadow-colored: 0 1px 2px 0 var(--tw-shadow-color); + box-shadow: var(--tw-ring-offset-shadow, 0 0 #0000), var(--tw-ring-shadow, 0 0 #0000), var(--tw-shadow); +} + +.shadow-xl { + --tw-shadow: 0 20px 25px -5px rgb(0 0 0 / 0.1), 0 8px 10px -6px rgb(0 0 0 / 0.1); + --tw-shadow-colored: 0 20px 25px -5px var(--tw-shadow-color), 0 8px 10px -6px var(--tw-shadow-color); + box-shadow: var(--tw-ring-offset-shadow, 0 0 #0000), var(--tw-ring-shadow, 0 0 #0000), var(--tw-shadow); +} + +.ring-1 { + --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); + --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(1px + var(--tw-ring-offset-width)) var(--tw-ring-color); + box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000); +} + +.ring-inset { + --tw-ring-inset: inset; +} + +.ring-black { + --tw-ring-opacity: 1; + --tw-ring-color: rgb(0 0 0 / var(--tw-ring-opacity, 1)); +} + +.ring-blue-500\/10 { + --tw-ring-color: rgb(59 130 246 / 0.1); +} + +.ring-gray-300 { + --tw-ring-opacity: 1; + --tw-ring-color: rgb(209 213 219 / var(--tw-ring-opacity, 1)); +} + +.ring-gray-500\/10 { + --tw-ring-color: rgb(107 114 128 / 0.1); +} + +.ring-gray-900\/5 { + --tw-ring-color: rgb(17 24 39 / 0.05); +} + +.ring-yellow-500\/10 { + --tw-ring-color: rgb(234 179 8 / 0.1); +} + +.ring-opacity-5 { + --tw-ring-opacity: 0.05; +} + +.transition-all { + transition-property: all; + transition-timing-function: cubic-bezier(0.4, 0, 0.2, 1); + transition-duration: 150ms; +} + +.transition-opacity { + transition-property: opacity; + transition-timing-function: cubic-bezier(0.4, 0, 0.2, 1); + transition-duration: 150ms; +} + +.placeholder\:text-gray-400::-moz-placeholder { + --tw-text-opacity: 1; + color: rgb(156 163 175 / var(--tw-text-opacity, 1)); +} + +.placeholder\:text-gray-400::placeholder { + --tw-text-opacity: 1; + color: rgb(156 163 175 / var(--tw-text-opacity, 1)); +} + +.hover\:bg-gray-50:hover { + --tw-bg-opacity: 1; + background-color: rgb(249 250 251 / var(--tw-bg-opacity, 1)); +} + +.hover\:bg-indigo-500:hover { + --tw-bg-opacity: 1; + background-color: rgb(99 102 241 / var(--tw-bg-opacity, 1)); +} + +.hover\:text-gray-500:hover { + --tw-text-opacity: 1; + color: rgb(107 114 128 / var(--tw-text-opacity, 1)); +} + +.hover\:text-gray-700:hover { + --tw-text-opacity: 1; + color: rgb(55 65 81 / var(--tw-text-opacity, 1)); +} + +.focus\:ring-2:focus { + --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); + --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); + box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000); +} + +.focus\:ring-inset:focus { + --tw-ring-inset: inset; +} + +.focus\:ring-indigo-600:focus { + --tw-ring-opacity: 1; + --tw-ring-color: rgb(79 70 229 / var(--tw-ring-opacity, 1)); +} + +.focus-visible\:outline:focus-visible { + outline-style: solid; +} + +.focus-visible\:outline-2:focus-visible { + outline-width: 2px; +} + +.focus-visible\:outline-offset-2:focus-visible { + outline-offset: 2px; +} + +.focus-visible\:outline-indigo-600:focus-visible { + outline-color: #4f46e5; +} + +@media (min-width: 640px) { + .sm\:col-span-1 { + grid-column: span 1 / span 1; + } + + .sm\:col-span-2 { + grid-column: span 2 / span 2; + } + + .sm\:-mx-6 { + margin-left: -1.5rem; + margin-right: -1.5rem; + } + + .sm\:my-8 { + margin-top: 2rem; + margin-bottom: 2rem; + } + + .sm\:ml-6 { + margin-left: 1.5rem; + } + + .sm\:mt-0 { + margin-top: 0px; + } + + .sm\:mt-5 { + margin-top: 1.25rem; + } + + .sm\:mt-6 { + margin-top: 1.5rem; + } + + .sm\:flex { + display: flex; + } + + .sm\:w-4\/5 { + width: 80%; + } + + .sm\:w-72 { + width: 18rem; + } + + .sm\:grid-cols-2 { + grid-template-columns: repeat(2, minmax(0, 1fr)); + } + + .sm\:flex-row { + flex-direction: row; + } + + .sm\:flex-col { + flex-direction: column; + } + + .sm\:flex-wrap { + flex-wrap: wrap; + } + + .sm\:items-center { + align-items: center; + } + + .sm\:space-x-6 > :not([hidden]) ~ :not([hidden]) { + --tw-space-x-reverse: 0; + margin-right: calc(1.5rem * var(--tw-space-x-reverse)); + margin-left: calc(1.5rem * calc(1 - var(--tw-space-x-reverse))); + } + + .sm\:truncate { + overflow: hidden; + text-overflow: ellipsis; + white-space: nowrap; + } + + .sm\:rounded-lg { + border-radius: 0.5rem; + } + + .sm\:p-0 { + padding: 0px; + } + + .sm\:p-6 { + padding: 1.5rem; + } + + .sm\:px-0 { + padding-left: 0px; + padding-right: 0px; + } + + .sm\:px-6 { + padding-left: 1.5rem; + padding-right: 1.5rem; + } + + .sm\:pl-6 { + padding-left: 1.5rem; + } + + .sm\:text-3xl { + font-size: 1.875rem; + line-height: 2.25rem; + } + + .sm\:text-sm { + font-size: 0.875rem; + line-height: 1.25rem; + } + + .sm\:leading-6 { + line-height: 1.5rem; + } + + .sm\:tracking-tight { + letter-spacing: -0.025em; + } +} + +@media (min-width: 768px) { + .md\:order-1 { + order: 1; + } + + .md\:order-2 { + order: 2; + } + + .md\:mt-0 { + margin-top: 0px; + } + + .md\:flex { + display: flex; + } + + .md\:items-center { + align-items: center; + } + + .md\:justify-between { + justify-content: space-between; + } +} + +@media (min-width: 1024px) { + .lg\:-mx-8 { + margin-left: -2rem; + margin-right: -2rem; + } + + .lg\:ml-4 { + margin-left: 1rem; + } + + .lg\:mt-0 { + margin-top: 0px; + } + + .lg\:flex { + display: flex; + } + + .lg\:grid-cols-3 { + grid-template-columns: repeat(3, minmax(0, 1fr)); + } + + .lg\:items-center { + align-items: center; + } + + .lg\:justify-between { + justify-content: space-between; + } + + .lg\:px-8 { + padding-left: 2rem; + padding-right: 2rem; + } +} \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/style/tailwind.config.js b/datacontract-cli/datacontract/templates/style/tailwind.config.js new file mode 100644 index 000000000..9e5c25588 --- /dev/null +++ b/datacontract-cli/datacontract/templates/style/tailwind.config.js @@ -0,0 +1,16 @@ +module.exports = { + content: [ + "../datacontract.html", + "../index.html", + "../partials/model_field.html", + "../partials/server.html", + "../partials/definition.html", + "../partials/datacontract_information.html", + "../partials/datacontract_servicelevels.html", + "../partials/datacontract_terms.html", + "../partials/example.html", + "../partials/quality.html", + ], + theme: { }, + plugins: [], +} \ No newline at end of file diff --git a/datacontract-cli/datacontractcli.png b/datacontract-cli/datacontractcli.png new file mode 100644 index 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"rich>=13.7,<13.10", + "sqlglot>=26.6.0,<27.0.0", + "duckdb>=1.0.0,<2.0.0", + "soda-core-duckdb>=3.3.20,<3.5.0", + # remove setuptools when https://github.com/sodadata/soda-core/issues/2091 is resolved + "setuptools>=60", + "python-dotenv~=1.0.0", + "boto3>=1.34.41,<1.36.12", + "Jinja2>=3.1.5", + "jinja_partials >= 0.2.1", + +] + +[project.optional-dependencies] + +avro = [ + "avro==1.12.0" +] + +bigquery = [ + "soda-core-bigquery>=3.3.20,<3.4.0", +] + +csv = [ + "clevercsv >= 0.8.2", + "pandas >= 2.0.0", +] + +databricks = [ + "soda-core-spark-df>=3.3.20,<3.4.0", + "soda-core-spark[databricks]>=3.3.20,<3.4.0", + "databricks-sql-connector>=3.7.0,<3.8.0", + "databricks-sdk<0.41.0", +] + +iceberg = [ + "pyiceberg==0.8.1" +] + +kafka = [ + "datacontract-cli[avro]", + "soda-core-spark-df>=3.3.20,<3.4.0" +] + +postgres = [ + "soda-core-postgres>=3.3.20,<3.4.0" +] + +s3 = [ + "s3fs==2024.12.0", + "aiobotocore>=2.17.0,<2.20.0", +] + +snowflake = [ + "snowflake-connector-python[pandas]>=3.6,<3.14", + "soda-core-snowflake>=3.3.20,<3.5.0" +] + +sqlserver = [ + "soda-core-sqlserver>=3.3.20,<3.4.0" +] + +trino = [ + "soda-core-trino>=3.3.20,<3.4.0" +] + +dbt = [ + "dbt-core>=1.8.0" +] + +dbml = [ + "pydbml>=1.1.1" +] + +parquet = [ + "pyarrow>=18.1.0" +] + +rdf = [ + "rdflib==7.0.0", +] + +api = [ + "fastapi==0.115.6", + "uvicorn==0.34.0", +] + +all = [ + "datacontract-cli[kafka,bigquery,csv,snowflake,postgres,databricks,sqlserver,s3,trino,dbt,dbml,iceberg,parquet,rdf,api]" +] + +dev = [ + "datacontract-cli[all]", + "httpx==0.28.1", + "kafka-python", + "moto==5.0.27", + "pandas>=2.1.0", + "pre-commit>=3.7.1,<4.1.0", + "pytest", + "pytest-xdist", + "pymssql==2.3.2", + "ruff", + "testcontainers[minio,postgres,kafka,mssql]==4.9.0", + "trino==0.332.0", +] + +[project.urls] +Homepage = "https://cli.datacontract.com" +Issues = "https://github.com/datacontract/datacontract-cli/issues" + +[project.scripts] +datacontract = "datacontract.cli:app" + +[build-system] +requires = ["setuptools", "wheel"] +build-backend = "setuptools.build_meta" + +[tool.pytest.ini_options] +#addopts = "-n 8" # run tests in parallel, you can disable parallel test execution with "pytest -n0" command +log_level = "INFO" +#log_cli = "true" # activate live logging, do not use with -n 8 xdist option for parallel test execution: https://github.com/pytest-dev/pytest-xdist/issues/402 +log_cli_level = "INFO" + +[tool.ruff] +line-length = 120 + +[tool.ruff.lint] +extend-select = [ + "I", # re-order imports in alphabetic order +] diff --git a/datacontract-cli/release b/datacontract-cli/release new file mode 100644 index 000000000..7c3ed60f1 --- /dev/null +++ b/datacontract-cli/release @@ -0,0 +1,14 @@ +#!/bin/bash +set -e + +# pip install toml-cli +VERSION=$(toml get --toml-path pyproject.toml project.version) +TAG_VERSION=v$VERSION + +echo "Checking that everything is committed" +git diff --exit-code +echo "Tagging $TAG_VERSION" +git tag $TAG_VERSION +echo "Pushing $TAG_VERSION" +git push origin $TAG_VERSION +echo "Pushed $TAG_VERSION" diff --git a/datacontract-cli/tests/__init__.py b/datacontract-cli/tests/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/datacontract-cli/tests/conftest.py b/datacontract-cli/tests/conftest.py new file mode 100644 index 000000000..5d81d1797 --- /dev/null +++ b/datacontract-cli/tests/conftest.py @@ -0,0 +1,6 @@ +import pytest + + +@pytest.fixture(autouse=True) +def change_test_dir(request, monkeypatch): + monkeypatch.chdir(request.fspath.dirname) diff --git a/datacontract-cli/tests/fixtures/avro/data/arrays.avsc b/datacontract-cli/tests/fixtures/avro/data/arrays.avsc new file mode 100644 index 000000000..a3e1ff96c --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/data/arrays.avsc @@ -0,0 +1,64 @@ +{ + "fields": [ + { + "name": "orderid", + "type": "int" + }, + { + "name": "addresses", + "doc": "Addresses of a customer", + "type": { + "type": "array", + "items": { + "name": "address", + "type": "record", + "fields": [ + { + "name": "city", + "type": "string" + }, + { + "name": "state", + "type": "string" + }, + { + "name": "zipcode", + "type": "long" + } + ] + } + } + }, + { + "name": "nestedArrays", + "doc": "Example schema for an array of arrays", + "type": { + "type": "array", + "items": { + "type": "array", + "items": "int" + } + } + }, + { + "name": "nationalities", + "type": [ + "null", + { + "type": "array", + "items": { + "type": "string", + "connect.parameters": { + "avro.java.string": "String" + }, + "avro.java.string": "String" + } + } + ], + "default": null + } + ], + "name": "orders", + "doc": "My Model", + "type": "record" + } \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/data/logicalTypes.avsc b/datacontract-cli/tests/fixtures/avro/data/logicalTypes.avsc new file mode 100644 index 000000000..5d2b5ebc3 --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/data/logicalTypes.avsc @@ -0,0 +1,18 @@ +{ + "type": "record", + "name": "Test", + "namespace": "mynamespace.com", + "fields": [ + {"name": "test_id", "type": "string", "doc": "id documentation test"}, + {"name": "device_id", "type": "int"}, + {"name": "test_value", "type": "double"}, + {"name": "num_items", "type": "int"}, + {"name": "processed_timestamp", + "type": "long", + "doc": "The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29", + "logicalType": "local-timestamp-micros"}, + {"name": "description", "type": "string"}, + {"name": "is_processed", "type": "boolean", + "default": false} + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/data/nested.avsc b/datacontract-cli/tests/fixtures/avro/data/nested.avsc new file mode 100644 index 000000000..85518c20c --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/data/nested.avsc @@ -0,0 +1,39 @@ +{ + "fields": [ + { + "default": null, + "name": "fieldA", + "type": [ + "null", + "long" + ] + }, + { + "default": null, + "name": "fieldB", + "type": [ + "null", + { + "fields": [ + { + "default": null, + "name": "fieldC", + "type": [ + "null", + { + "avro.java.string": "String", + "type": "string" + } + ] + } + ], + "name": "ObjectB", + "type": "record" + } + ] + } + ], + "name": "Doc", + "namespace": "com.xxx", + "type": "record" +} diff --git a/datacontract-cli/tests/fixtures/avro/data/nested_with_arrays.avsc b/datacontract-cli/tests/fixtures/avro/data/nested_with_arrays.avsc new file mode 100644 index 000000000..81d059ff3 --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/data/nested_with_arrays.avsc @@ -0,0 +1,121 @@ +{ + "fields": [ + { + "name": "Entries", + "type": { + "items": { + "fields": [ + { + "name": "Identifier", + "type": { + "logicalType": "uuid", + "type": "string" + } + }, + { + "default": null, + "name": "BranchPromo", + "type": [ + "null", + { + "fields": [ + { + "name": "CodePrefix", + "type": "int" + }, + { + "name": "Criteria", + "type": { + "fields": [ + { + "default": null, + "name": "MinimumSpendThreshold", + "type": [ + "null", + "double" + ] + }, + { + "default": null, + "name": "ApplicableBranchIDs", + "type": [ + "null", + { + "items": "string", + "type": "array" + } + ] + }, + { + "default": null, + "name": "ProductGroupDetails", + "type": [ + "null", + { + "fields": [ + { + "name": "IncludesAlcohol", + "type": "boolean" + }, + { + "default": null, + "name": "ItemList", + "type": [ + "null", + { + "items": { + "fields": [ + { + "name": "ProductID", + "type": "string" + }, + { + "default": null, + "name": "IsPromoItem", + "type": [ + "null", + "boolean" + ] + } + ], + "name": "ItemRecord", + "namespace": "domain.DemoNamespace.DemoEvent.DemoRecord.CriteriaRecord.ProductGroupDetailsRecord", + "type": "record" + }, + "type": "array" + } + ] + } + ], + "name": "ProductGroupDetailsRecord", + "namespace": "domain.DemoNamespace.DemoEvent.DemoRecord.CriteriaRecord", + "type": "record" + } + ] + } + ], + "name": "CriteriaRecord", + "namespace": "domain.DemoNamespace.DemoEvent.DemoRecord", + "type": "record" + } + } + ], + "name": "DemoRecord", + "namespace": "domain.DemoNamespace.DemoEvent", + "type": "record" + } + ] + } + ], + "name": "DemoEvent", + "namespace": "domain.DemoNamespace", + "type": "record" + }, + "type": "array" + } + } + ], + "name": "MarketingLoyaltyAggregation", + "namespace": "domain.schemas", + "type": "record" +} diff --git a/datacontract-cli/tests/fixtures/avro/data/orders.avsc b/datacontract-cli/tests/fixtures/avro/data/orders.avsc new file mode 100644 index 000000000..ac074864d --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/data/orders.avsc @@ -0,0 +1,95 @@ +{ + "fields": [ + { + "name": "ordertime", + "doc": "My Field", + "type": "long" + }, + { + "name": "orderid", + "type": "int" + }, + { + "name": "itemid", + "type": "string" + }, + { + "name": "material", + "doc": "An optional field", + "type": [ + "null", + { + "type": "string", + "avro.java.string": "String" + } + ] + }, + { + "name": "orderunits", + "type": "double" + }, + { + "name": "emailaddresses", + "doc": "Different email addresses of a customer", + "type": { + "type": "array", + "items": "string", + "format": "email", + "pattern": "^.*@.*$" + } + }, + { + "name": "address", + "type": { + "fields": [ + { + "name": "city", + "type": "string" + }, + { + "name": "state", + "type": "string" + }, + { + "name": "zipcode", + "type": "long" + } + ], + "name": "address", + "type": "record" + } + }, + { + "name": "status", + "doc": "order status", + "type": { + "type": "enum", + "name": "Status", + "symbols": ["PLACED", "SHIPPED", "DELIVERED", "CANCELLED"] + } + }, + { + "name": "metadata", + "doc": "Additional metadata about the order", + "type": { + "type": "map", + "values": { + "type": "record", + "name": "MetadataValue", + "fields": [ + {"name": "value", "type": "string"}, + {"name": "type", "type": {"type": "enum", "name": "MetadataType", "symbols": ["STRING", "LONG", "DOUBLE"]}}, + {"name": "timestamp", "type": "long"}, + {"name": "source", "type": "string"} + ] + }, + "default": {} + } + } + + ], + "name": "orders", + "doc": "My Model", + "type": "record", + "namespace": "com.sample.schema" +} diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract.yaml new file mode 100644 index 000000000..a48ff1b8b --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract.yaml @@ -0,0 +1,50 @@ +dataContractSpecification: 1.1.0 +id: orders +info: + title: Orders + version: 0.0.1 + description: Order messages as generated by Confluent Datagen Source Adapter +servers: + production: + type: kafka + host: pkc-7xoy1.eu-central-1.aws.confluent.cloud:9092 + topic: orders.avro.v1 + format: avro +models: + orders: + type: table + description: My Model + namespace: com.example.checkout + fields: + orderdate: + type: date + description: My Field + order_timestamp: + type: timestamp + delivery_timestamp: + type: timestamp_ntz + orderid: + type: int + itemid: + type: string + orderunits: + type: double + tags: + type: array + items: + type: string + address: + type: object + fields: + city: + type: string + state: + type: string + zipcode: + type: long +quality: + type: SodaCL + specification: + checks for orders: + - row_count >= 5000 + diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.avsc new file mode 100644 index 000000000..d32007fb4 --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.avsc @@ -0,0 +1,43 @@ +{ + "type": "record", + "name": "MySchema", + "fields": [ + { + "name": "price", + "type": { + "type": "bytes", + "logicalType": "decimal" + } + }, + { + "name": "dewey_decimal", + "type": { + "type": "bytes", + "logicalType": "decimal", + "scale": 2, + "precision": 4 + } + }, + { + "name": "reading_level", + "type": [ + "null", + { + "type": "bytes", + "logicalType": "decimal" + } + ] + }, + { + "name": "age", + "type": [ + "null", + { + "type": "bytes", + "logicalType": "decimal", + "precision": 3 + } + ] + } + ] +} diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.yaml new file mode 100644 index 000000000..34f062f1c --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.yaml @@ -0,0 +1,23 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + MySchema: + fields: + price: + type: decimal + required: true + dewey_decimal: + type: decimal + required: true + precision: 4 + scale: 2 + reading_level: + type: decimal + required: false + age: + type: decimal + required: false + precision: 3 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.avsc new file mode 100644 index 000000000..ccf0e9f69 --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.avsc @@ -0,0 +1,19 @@ +{ +"type": "record", +"name": "MySchema", +"fields": [ + { + "name": "color", + "type": { + "type": "enum", + "name": "Color", + "symbols": [ + "RED", + "GREEN", + "BLUE", + "UNKNOWN" + ] + } + } + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.yaml new file mode 100644 index 000000000..afdbcd39d --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.yaml @@ -0,0 +1,19 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + MySchema: + fields: + color: + type: string + title: Color + enum: + - RED + - GREEN + - BLUE + - UNKNOWN + config: + avroType: enum + \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.avsc new file mode 100644 index 000000000..501de359b --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.avsc @@ -0,0 +1,21 @@ +{ + "type": "record", + "name": "Test", + "namespace": "mynamespace.com", + "fields": [ + {"name": "test_id", "type": "string", "doc": "id documentation test"}, + {"name": "device_id", "type": "int"}, + {"name": "test_value", "type": "double"}, + {"name": "num_items", "type": "int"}, + {"name": "processed_timestamp", + "type": { + "type": "long", + "logicalType": "local-timestamp-micros" + }, + "doc": "The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29" + }, + {"name": "description", "type": "string"}, + {"name": "is_processed", "type": "boolean", + "default": false} + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.yaml new file mode 100644 index 000000000..a4132e995 --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.yaml @@ -0,0 +1,37 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + Test: + namespace: mynamespace.com + fields: + test_id: + type: string + required: true + description: id documentation test + device_id: + type: int + required: true + test_value: + type: double + required: true + num_items: + type: int + required: true + processed_timestamp: + type: long + required: true + description: 'The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29' + config: + avroType: long + avroLogicalType: local-timestamp-micros + description: + type: string + required: true + is_processed: + type: boolean + required: true + config: + avroDefault: false \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.avsc new file mode 100644 index 000000000..843323845 --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.avsc @@ -0,0 +1,24 @@ +{ + "type": "record", + "name": "row", + "namespace": "com.example", + "fields": [ + { + "name": "field_name", + "type": + { + "type": "record", + "name": "field_name", + "namespace": "com.example", + "fields": [ + { + "name": "field", + "type": "string" + + } + ] + } + + } + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml new file mode 100644 index 000000000..9d319471a --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml @@ -0,0 +1,17 @@ +dataContractSpecification: 1.1.0 +id: pageviews +info: + title: Pageviews + version: 0.0.1 +models: + row: + type: table + namespace: com.example + fields: + field_name: + type: record + config: + namespace: com.example + fields: + field: + type: string diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.avsc new file mode 100644 index 000000000..e3eaa018b --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.avsc @@ -0,0 +1,22 @@ +{ + "type": "record", + "name": "pageviews", + "namespace": "com.example.activity", + "fields": [ + { + "name": "event_ts", + "type": { + "type": "long", + "logicalType": "local-timestamp-millis" + } + }, + { + "name": "correlation_id", + "type": "int" + }, + { + "name": "user_guid", + "type": ["null", "string"] + } + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.yaml new file mode 100644 index 000000000..22f3e3bb6 --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.yaml @@ -0,0 +1,19 @@ +dataContractSpecification: 1.1.0 +id: pageviews +info: + title: Pageviews + version: 0.0.1 +models: + pageviews: + type: table + namespace: com.example.activity + fields: + event_ts: + type: timestamp_ntz + correlation_id: + type: int + required: true + user_guid: + type: string + required: false + diff --git a/datacontract-cli/tests/fixtures/avro/export/orders_with_datefields.avsc b/datacontract-cli/tests/fixtures/avro/export/orders_with_datefields.avsc new file mode 100644 index 000000000..d022d4653 --- /dev/null +++ b/datacontract-cli/tests/fixtures/avro/export/orders_with_datefields.avsc @@ -0,0 +1,70 @@ +{ + "type": "record", + "name": "orders", + "doc": "My Model", + "namespace": "com.example.checkout", + "fields": [ + { + "name": "orderdate", + "doc": "My Field", + "type": { + "type": "int", + "logicalType": "date" + } + }, + { + "name": "order_timestamp", + "type": { + "type": "long", + "logicalType": "timestamp-millis" + } + }, + { + "name": "delivery_timestamp", + "type": { + "type": "long", + "logicalType": "local-timestamp-millis" + } + }, + { + "name": "orderid", + "type": "int" + }, + { + "name": "itemid", + "type": "string" + }, + { + "name": "orderunits", + "type": "double" + }, + { + "name": "tags", + "type": { + "type": "array", + "items": "string" + } + }, + { + "name": "address", + "type": { + "type": "record", + "name": "address", + "fields": [ + { + "name": "city", + "type": "string" + }, + { + "name": "state", + "type": "string" + }, + { + "name": "zipcode", + "type": "long" + } + ] + } + } + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/azure-delta-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/azure-delta-remote/datacontract.yaml new file mode 100644 index 000000000..9ab0759fa --- /dev/null +++ b/datacontract-cli/tests/fixtures/azure-delta-remote/datacontract.yaml @@ -0,0 +1,23 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 +servers: + production: + type: azure + storageAccount: datameshdatabricksdemo + location: abfss://dataproducts/orders_delta/orders.delta + format: delta +models: + orders: + fields: + order_id: + type: varchar + unique: true + required: true + order_timestamp: + required: true + order_total: + type: bigint + required: true diff --git a/datacontract-cli/tests/fixtures/azure-json-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/azure-json-remote/datacontract.yaml new file mode 100644 index 000000000..c8e553039 --- /dev/null +++ b/datacontract-cli/tests/fixtures/azure-json-remote/datacontract.yaml @@ -0,0 +1,29 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 +servers: + production: + type: azure + location: abfss://datameshdatabricksdemo.dfs.core.windows.net/topics/inventory/year=2022/month=07/day=13/*/inventory+0+000000*.json + format: json + delimiter: new_line +models: + orders: + fields: + updated_at: + type: varchar + available: + type: integer + location: + type: varchar + minLength: 2 + maxLength: 2 + sku: + type: varchar +quality: + type: SodaCL + specification: + checks for orders: + - row_count >= 5000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/azure-parquet-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/azure-parquet-remote/datacontract.yaml new file mode 100644 index 000000000..08228ecef --- /dev/null +++ b/datacontract-cli/tests/fixtures/azure-parquet-remote/datacontract.yaml @@ -0,0 +1,24 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 +servers: + production: + type: azure + storageAccount: datameshdatabricksdemo + location: abfss://dataproducts/inventory_events/*.parquet + format: parquet +models: + orders: + fields: + updated_at: + type: varchar + available: + type: varchar # for historic reasons + location: + type: varchar + minLength: 2 + maxLength: 2 + sku: + type: varchar diff --git a/datacontract-cli/tests/fixtures/bigquery/datacontract.yaml b/datacontract-cli/tests/fixtures/bigquery/datacontract.yaml new file mode 100644 index 000000000..3e4293588 --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/datacontract.yaml @@ -0,0 +1,27 @@ +dataContractSpecification: 1.1.0 +id: bigquery +info: + title: bigquery + version: 0.0.1 + owner: my-domain-team +servers: + my-dataproduct/bigquery: + type: bigquery + project: datameshexample-product + dataset: datacontract_cli_test_dataset + dataProductId: my-dataproduct + outputPortId: bigquery +models: + datacontract_cli_test_table: + type: table + fields: + field_one: + type: varchar + required: true + unique: true + pattern: "[A-Za-z]{2}-\\d{3}-[A-Za-z]{2}$" + field_two: + type: int + minimum: 10 + field_three: + type: timestamp diff --git a/datacontract-cli/tests/fixtures/bigquery/datacontract_complex.yaml b/datacontract-cli/tests/fixtures/bigquery/datacontract_complex.yaml new file mode 100644 index 000000000..d959b878e --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/datacontract_complex.yaml @@ -0,0 +1,45 @@ +dataContractSpecification: 1.1.0 +id: bigquery +info: + title: bigquery + version: 0.0.1 + owner: my-domain-team +servers: + my-dataproduct/bigquery: + type: bigquery + project: datameshexample-product + dataset: datacontract_cli +models: + complex_table: + type: table + fields: + some_string: + type: string + some_record: + type: record + fields: + some_field_1: + type: string + some_field_2: + type: string + some_array_of_strings: + type: array + items: + type: string + some_array_of_records: + type: array + items: + type: record + fields: + some_other_field_1: + type: string + some_other_field_2: + type: string + some_json: + type: text + config: + bigqueryType: json + some_range_of_timestamp: + type: record + config: + bigqueryType: RANGE diff --git a/datacontract-cli/tests/fixtures/bigquery/export/bq.txt b/datacontract-cli/tests/fixtures/bigquery/export/bq.txt new file mode 100644 index 000000000..a65dbebad --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/export/bq.txt @@ -0,0 +1,8 @@ +# When using the bq CLI tool to create a table in BigQuery, you only need the schema fields. +jq '.schema.fields' tests/fixtures/bigquery/export/bq_table_schema.json > schema_fields.json + +# set the correct project_id, dataset_id and table_id +bq mk --table project_id:dataset_id.table_id schema_fields.json + +# upload some test data +bq query --use_legacy_sql=false 'INSERT INTO `project_id:dataset_id.table_id` (string_field, required_string_field, maxlength_string_field, maxlength_required_string_field, varchar_field, text_field, bytes_field, int_field, integer_field, long_field, bigint_field, float_field, boolean_field, timestamp_field, timestamp_tz_field, timestamp_ntz_field, date_field, number_field, decimal_field, numeric_field, double_field, null_field, object_field, record_field, struct_field, string_array_field, int_array_field, complex_array_field) VALUES ("sample string", "required string", "sample maxlength string", "required maxlength string", "sample varchar", "sample text", FROM_BASE64("Ynl0ZXMgZGF0YQ=="), 123, 456, 789012345678, 987654321, 123.45, true, "2023-05-26T12:00:00Z", "2023-05-26T12:00:00Z", "12:00:00", "2023-05-26", 12.345, 12.345, 12.345, 12.345, "sample null value", STRUCT("required subfield", "optional subfield"), STRUCT(true, DATE "2023-05-26"), STRUCT(FROM_BASE64("Ynl0ZXMgZGF0YQ=="), 123), [STRUCT("sample string 1")], [STRUCT(123)], [STRUCT(true, BIGNUMERIC "12.345")]), ("another sample", "another required string", "another sample maxlength string", "another required maxlength string", "another sample varchar", "another sample text", FROM_BASE64("YW5vdGhlciBieXRlcyBkYXRh"), 789, 1011, 121314151617, 1617181920, 678.90, false, "2024-05-26T12:00:00Z", "2024-05-26T12:00:00Z", "13:00:00", "2024-05-26", 67.890, 67.890, 67.890, 67.890, "another null value", STRUCT("another required subfield", "another optional subfield"), STRUCT(false, DATE "2024-05-26"), STRUCT(FROM_BASE64("YW5vdGhlciBieXRlcyBkYXRh"), 456), [STRUCT("sample string 2")], [STRUCT(456)], [STRUCT(false, BIGNUMERIC "67.890")]);' diff --git a/datacontract-cli/tests/fixtures/bigquery/export/bq_table_schema.json b/datacontract-cli/tests/fixtures/bigquery/export/bq_table_schema.json new file mode 100644 index 000000000..c0d9df5c1 --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/export/bq_table_schema.json @@ -0,0 +1,268 @@ +{ + "kind": "bigquery#table", + "tableReference": { + "datasetId": "datacontract_cli_test_dataset", + "projectId": "datameshexample-product", + "tableId": "BQ_Example" + }, + "description": "This is a test contract containing all Datacontracts data types to check conversion to Bigquery", + "schema": { + "fields": [ + { + "name": "string_field", + "type": "STRING", + "mode": "NULLABLE", + "description": "a simple nullable string field", + "maxLength": null + }, + { + "name": "required_string_field", + "type": "STRING", + "mode": "REQUIRED", + "description": "a simple non-nullable string field", + "maxLength": null + }, + { + "name": "maxlength_string_field", + "type": "STRING", + "mode": "NULLABLE", + "description": "a string field with a maximum length", + "maxLength": 42 + }, + { + "name": "maxlength_required_string_field", + "type": "STRING", + "mode": "REQUIRED", + "description": "a required string field with a maximum length", + "maxLength": 42 + }, + { + "name": "varchar_field", + "type": "STRING", + "mode": "NULLABLE", + "description": "This is declared as varchar but should map to STRING", + "maxLength": null + }, + { + "name": "text_field", + "type": "STRING", + "mode": "NULLABLE", + "description": "This is declared as text but should map to STRING and allow a maximum length", + "maxLength": 42 + }, + { + "name": "bytes_field", + "type": "BYTES", + "mode": "REQUIRED", + "description": "a required bytes field" + }, + { + "name": "int_field", + "type": "INTEGER", + "mode": "NULLABLE", + "description": "a simple int field" + }, + { + "name": "integer_field", + "type": "INTEGER", + "mode": "NULLABLE", + "description": "a simple integer field" + }, + { + "name": "long_field", + "type": "INT64", + "mode": "NULLABLE", + "description": "a simple long field" + }, + { + "name": "bigint_field", + "type": "INT64", + "mode": "NULLABLE", + "description": "a simple bigint field" + }, + { + "name": "float_field", + "type": "FLOAT64", + "mode": "NULLABLE", + "description": "a simple float field" + }, + { + "name": "boolean_field", + "type": "BOOL", + "mode": "NULLABLE", + "description": "a simple boolean field" + }, + { + "name": "timestamp_field", + "type": "TIMESTAMP", + "mode": "NULLABLE", + "description": "a simple timestamp field" + }, + { + "name": "timestamp_tz_field", + "type": "TIMESTAMP", + "mode": "NULLABLE", + "description": "a simple timestamp_tz field" + }, + { + "name": "timestamp_ntz_field", + "type": "TIME", + "mode": "NULLABLE", + "description": "a simple timestamp_ntz field" + }, + { + "name": "date_field", + "type": "DATE", + "mode": "NULLABLE", + "description": "a simple date field" + }, + { + "name": "number_field", + "type": "NUMERIC", + "mode": "NULLABLE", + "description": "a simple number field with precision 5 and scale 3", + "precision": 5, + "scale": 3 + }, + { + "name": "decimal_field", + "type": "NUMERIC", + "mode": "NULLABLE", + "description": "a simple decimal field with precision 5 and scale 3", + "precision": 5, + "scale": 3 + }, + { + "name": "numeric_field", + "type": "NUMERIC", + "mode": "NULLABLE", + "description": "a simple numeric field with precision 5 and scale 3", + "precision": 5, + "scale": 3 + }, + { + "name": "double_field", + "type": "BIGNUMERIC", + "mode": "NULLABLE", + "description": "a simple double field with precision 5 and scale 3", + "precision": 5, + "scale": 3 + }, + { + "name": "null_field", + "type": "STRING", + "mode": "NULLABLE", + "description": "a null field that should get mapped to STRING", + "maxLength": null + }, + { + "name": "object_field", + "type": "RECORD", + "mode": "NULLABLE", + "description": "an object field with two subfields", + "fields": [ + { + "name": "subfield_1", + "type": "STRING", + "mode": "REQUIRED", + "description": "a required string field", + "maxLength": null + }, + { + "name": "subfield_2", + "type": "STRING", + "mode": "NULLABLE", + "description": "a non required string field", + "maxLength": null + } + ] + }, + { + "name": "record_field", + "type": "RECORD", + "mode": "NULLABLE", + "description": "an record field with two subfields", + "fields": [ + { + "name": "subfield_1", + "type": "BOOL", + "mode": "REQUIRED", + "description": "a required boolean field" + }, + { + "name": "subfield_2", + "type": "DATE", + "mode": "NULLABLE", + "description": "a non required date field" + } + ] + }, + { + "name": "struct_field", + "type": "STRUCT", + "mode": "NULLABLE", + "description": "an struct field with two subfields", + "fields": [ + { + "name": "subfield_1", + "type": "BYTES", + "mode": "REQUIRED", + "description": "a required bytes field" + }, + { + "name": "subfield_2", + "type": "INTEGER", + "mode": "NULLABLE", + "description": "a non required int field" + } + ] + }, + { + "name": "string_array_field", + "type": "STRING", + "mode": "REPEATED", + "description": "a string array" + }, + { + "name": "int_array_field", + "type": "INTEGER", + "mode": "REPEATED", + "description": "an int array" + }, + { + "name": "complex_array_field", + "type": "RECORD", + "mode": "REPEATED", + "description": "an array of objects that has multiple fields that should carry through", + "fields": [ + { + "name": "Field1", + "type": "BOOL", + "mode": "NULLABLE", + "description": "a boolean field" + }, + { + "name": "Field2", + "type": "BIGNUMERIC", + "mode": "REQUIRED", + "description": "a double field", + "precision": null, + "scale": null + }, + { + "name": "Field3", + "type": "STRING", + "mode": "REPEATED", + "description": "nested array." + } + ] + }, + { + "name": "custom_type_field", + "type": "DATETIME", + "mode": "NULLABLE", + "description": "Change the datacontract type to a BigQuery type." + } + ] + } +} diff --git a/datacontract-cli/tests/fixtures/bigquery/export/datacontract.yaml b/datacontract-cli/tests/fixtures/bigquery/export/datacontract.yaml new file mode 100644 index 000000000..f4d2c68dc --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/export/datacontract.yaml @@ -0,0 +1,195 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +servers: + bigquery: + type: bigquery + project: datameshexample-product + dataset: datacontract_cli_test_dataset + dataProductId: my-dataproduct + outputPortId: bigquery +models: + BQ_Example: + description: This is a test contract containing all Datacontracts data types to check conversion to Bigquery + type: table + fields: + string_field: + type: string + required: false + description: a simple nullable string field + required_string_field: + type: string + required: true + description: a simple non-nullable string field + maxlength_string_field: + type: string + required: false + description: a string field with a maximum length + maxLength: 42 + maxlength_required_string_field: + type: string + required: true + description: a required string field with a maximum length + maxLength: 42 + varchar_field: + type: varchar + required: false + description: This is declared as varchar but should map to STRING + text_field: + type: text + required: false + description: This is declared as text but should map to STRING and allow a maximum length + maxLength: 42 + bytes_field: + type: bytes + required: true + description: a required bytes field + maxLength: 42 + int_field: + type: int + required: false + description: a simple int field + integer_field: + type: integer + required: false + description: a simple integer field + long_field: + type: long + required: false + description: a simple long field + bigint_field: + type: bigint + required: false + description: a simple bigint field + float_field: + type: float + required: false + description: a simple float field + boolean_field: + type: boolean + required: false + description: a simple boolean field + timestamp_field: + type: timestamp + required: false + description: a simple timestamp field + timestamp_tz_field: + type: timestamp_tz + required: false + description: a simple timestamp_tz field + timestamp_ntz_field: + type: timestamp_ntz + required: false + description: a simple timestamp_ntz field + date_field: + type: date + required: false + description: a simple date field + number_field: + type: number + required: false + description: a simple number field with precision 5 and scale 3 + precision: 5 + scale: 3 + decimal_field: + type: decimal + required: false + description: a simple decimal field with precision 5 and scale 3 + precision: 5 + scale: 3 + numeric_field: + type: numeric + required: false + description: a simple numeric field with precision 5 and scale 3 + precision: 5 + scale: 3 + double_field: + type: double + required: false + description: a simple double field with precision 5 and scale 3 + precision: 5 + scale: 3 + null_field: + type: "null" + required: false + description: a null field that should get mapped to STRING + object_field: + type: object + required: false + description: an object field with two subfields + fields: + subfield_1: + type: string + required: true + description: a required string field + subfield_2: + type: string + required: false + description: a non required string field + record_field: + type: record + required: false + description: an record field with two subfields + fields: + subfield_1: + type: boolean + required: true + description: a required boolean field + subfield_2: + type: date + required: false + description: a non required date field + struct_field: + type: struct + required: false + description: an struct field with two subfields + fields: + subfield_1: + type: bytes + required: true + description: a required bytes field + subfield_2: + type: int + required: false + description: a non required int field + string_array_field: + type: array + required: false + description: a string array + items: + type: string + int_array_field: + type: array + required: false + description: an int array + items: + type: int + complex_array_field: + type: array + required: false + description: an array of objects that has multiple fields that should carry through + items: + type: object + fields: + Field1: + type: boolean + required: false + description: a boolean field + Field2: + type: double + required: true + description: a double field + Field3: + type: array + requiered: true + description: nested array. + items: + type: string + custom_type_field: + type: string + required: false + description: Change the datacontract type to a BigQuery type. + config: + bigqueryType: DATETIME diff --git a/datacontract-cli/tests/fixtures/bigquery/import/complete_table_schema.json b/datacontract-cli/tests/fixtures/bigquery/import/complete_table_schema.json new file mode 100644 index 000000000..669f176a4 --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/import/complete_table_schema.json @@ -0,0 +1,165 @@ +{ + "creationTime": "1715608399201", + "description": "This is a test table that contains all the possible field types for testing", + "etag": "vv0Ksh3XakMcCTFmhM0FOA==", + "expirationTime": "1720792399201", + "id": "bigquery-test-423213:test_dataset.BQ Example Table", + "kind": "bigquery#table", + "labels": { + "label_1": "value_1", + "label_2": "value_2", + "label_3": "" + }, + "lastModifiedTime": "1715610311747", + "location": "europe-west3", + "numActiveLogicalBytes": "0", + "numBytes": "0", + "numLongTermBytes": "0", + "numLongTermLogicalBytes": "0", + "numRows": "0", + "numTotalLogicalBytes": "0", + "schema": { + "fields": [ + { + "description": "A simple String field", + "mode": "NULLABLE", + "name": "String_field", + "type": "STRING" + }, + { + "description": "A required String field", + "mode": "REQUIRED", + "name": "Nonnullable_String_field", + "type": "STRING" + }, + { + "description": "A required String field with a maximum length", + "maxLength": "42", + "mode": "REQUIRED", + "name": "Maxlength_string_field", + "type": "STRING" + }, + { + "description": "A_nullable_bytes_field", + "mode": "NULLABLE", + "name": "Bytes field", + "type": "BYTES" + }, + { + "description": "An bytes field with maxlength (which doesn't translate into datacontracts)", + "maxLength": "42", + "mode": "NULLABLE", + "name": "Bytes_field_with_maxlength", + "type": "BYTES" + }, + { + "description": "An Integer field", + "mode": "NULLABLE", + "name": "Int_field", + "type": "INTEGER" + }, + { + "description": "A float field", + "mode": "NULLABLE", + "name": "Float_field", + "type": "FLOAT" + }, + { + "description": "A boolean field", + "mode": "NULLABLE", + "name": "Boolean_field", + "type": "BOOLEAN" + }, + { + "description": "A Timestamp field", + "mode": "NULLABLE", + "name": "Timestamp_field", + "type": "TIMESTAMP" + }, + { + "description": "A Date field", + "mode": "NULLABLE", + "name": "Date_field", + "type": "DATE" + }, + { + "description": "A time field", + "mode": "NULLABLE", + "name": "Time_Field", + "type": "TIME" + }, + { + "description": "A Datetime field", + "mode": "NULLABLE", + "name": "Datetime_Field", + "type": "DATETIME" + }, + { + "description": "A Numeric field with precision 5 and scale 3", + "mode": "NULLABLE", + "name": "Numeric_Field", + "precision": "5", + "roundingMode": "ROUND_HALF_EVEN", + "scale": "3", + "type": "NUMERIC" + }, + { + "description": "A bignumeric field with precision 8 and sclae 4", + "mode": "NULLABLE", + "name": "Bignumeric_field", + "precision": "8", + "roundingMode": "ROUND_HALF_AWAY_FROM_ZERO", + "scale": "4", + "type": "BIGNUMERIC" + }, + { + "description": "A record field with two subfields", + "fields": [ + { + "description": "subfield 1 of type string", + "mode": "NULLABLE", + "name": "subfield_1", + "type": "STRING" + }, + { + "description": "Subfield 2 of type integer", + "mode": "NULLABLE", + "name": "subfield_2", + "type": "INTEGER" + } + ], + "mode": "NULLABLE", + "name": "Record_field", + "type": "RECORD" + }, + { + "description": "a datetime range", + "mode": "NULLABLE", + "name": "Range_field", + "rangeElementType": { + "type": "DATETIME" + }, + "type": "RANGE" + }, + { + "description": "a geography field", + "mode": "NULLABLE", + "name": "Geography_Field", + "type": "GEOGRAPHY" + }, + { + "description": "a json field", + "mode": "NULLABLE", + "name": "JSON_Field", + "type": "JSON" + } + ] + }, + "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", + "tableReference": { + "datasetId": "test_dataset", + "projectId": "bigquery-test-423213", + "tableId": "BQ_Example_Table" + }, + "type": "TABLE" +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/datacontract.yaml b/datacontract-cli/tests/fixtures/bigquery/import/datacontract.yaml new file mode 100644 index 000000000..ab8e6d168 --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/import/datacontract.yaml @@ -0,0 +1,99 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + BQ_Example_Table: + description: This is a test table that contains all the possible field types for + testing + type: table + fields: + String_field: + type: string + required: false + description: A simple String field + Nonnullable_String_field: + type: string + required: true + description: A required String field + Maxlength_string_field: + type: string + required: true + description: A required String field with a maximum length + maxLength: 42 + Bytes field: + type: bytes + required: false + description: A_nullable_bytes_field + Bytes_field_with_maxlength: + type: bytes + required: false + description: An bytes field with maxlength (which doesn't translate into datacontracts) + Int_field: + type: int + required: false + description: An Integer field + Float_field: + type: float + required: false + description: A float field + Boolean_field: + type: boolean + required: false + description: A boolean field + Timestamp_field: + type: timestamp + required: false + description: A Timestamp field + Date_field: + type: date + required: false + description: A Date field + Time_Field: + type: timestamp_ntz + required: false + description: A time field + Datetime_Field: + type: timestamp + required: false + description: A Datetime field + Numeric_Field: + type: numeric + required: false + description: A Numeric field with precision 5 and scale 3 + precision: 5 + scale: 3 + Bignumeric_field: + type: double + required: false + description: A bignumeric field with precision 8 and sclae 4 + precision: 8 + scale: 4 + Record_field: + type: object + required: false + description: A record field with two subfields + fields: + subfield_1: + type: string + required: false + description: subfield 1 of type string + subfield_2: + type: int + required: false + description: Subfield 2 of type integer + Range_field: + type: array + required: false + description: a datetime range + items: + type: timestamp + Geography_Field: + type: object + required: false + description: a geography field + JSON_Field: + type: object + required: false + description: a json field diff --git a/datacontract-cli/tests/fixtures/bigquery/import/datacontract_multi_import.yaml b/datacontract-cli/tests/fixtures/bigquery/import/datacontract_multi_import.yaml new file mode 100644 index 000000000..c3e9cccb9 --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/import/datacontract_multi_import.yaml @@ -0,0 +1,46 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + BQ_Table: + description: This is a test table + type: table + fields: + String_field: + type: string + required: false + description: A simple String field + BQ_External_Table: + description: This is a test table + type: table + fields: + String_field: + type: string + required: false + description: A simple String field + BQ_Snapshot: + description: This is a test table + type: table + fields: + String_field: + type: string + required: false + description: A simple String field + BQ_View: + description: This is a test table + type: view + fields: + String_field: + type: string + required: false + description: A simple String field + BQ_Materialized_View: + description: This is a test table + type: view + fields: + String_field: + type: string + required: false + description: A simple String field \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_external_table.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_external_table.json new file mode 100644 index 000000000..90ebb6d86 --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_external_table.json @@ -0,0 +1,33 @@ +{ + "creationTime": "1715608399201", + "description": "This is a test table", + "etag": "vv0Ksh3XakMcCTFmhM0FOA==", + "expirationTime": "1720792399201", + "id": "bigquery-test-423213:test_dataset.BQ Example Table", + "kind": "bigquery#table", + "lastModifiedTime": "1715610311747", + "location": "europe-west3", + "numActiveLogicalBytes": "0", + "numBytes": "0", + "numLongTermBytes": "0", + "numLongTermLogicalBytes": "0", + "numRows": "0", + "numTotalLogicalBytes": "0", + "schema": { + "fields": [ + { + "description": "A simple String field", + "mode": "NULLABLE", + "name": "String_field", + "type": "STRING" + } + ] + }, + "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", + "tableReference": { + "datasetId": "test_dataset", + "projectId": "bigquery-test-423213", + "tableId": "BQ_External_Table" + }, + "type": "EXTERNAL" +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_materialized_view.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_materialized_view.json new file mode 100644 index 000000000..5d80077ae --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_materialized_view.json @@ -0,0 +1,33 @@ +{ + "creationTime": "1715608399201", + "description": "This is a test table", + "etag": "vv0Ksh3XakMcCTFmhM0FOA==", + "expirationTime": "1720792399201", + "id": "bigquery-test-423213:test_dataset.BQ Example Table", + "kind": "bigquery#table", + "lastModifiedTime": "1715610311747", + "location": "europe-west3", + "numActiveLogicalBytes": "0", + "numBytes": "0", + "numLongTermBytes": "0", + "numLongTermLogicalBytes": "0", + "numRows": "0", + "numTotalLogicalBytes": "0", + "schema": { + "fields": [ + { + "description": "A simple String field", + "mode": "NULLABLE", + "name": "String_field", + "type": "STRING" + } + ] + }, + "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", + "tableReference": { + "datasetId": "test_dataset", + "projectId": "bigquery-test-423213", + "tableId": "BQ_Materialized_View" + }, + "type": "MATERIALIZED_VIEW" +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_snapshot.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_snapshot.json new file mode 100644 index 000000000..99a7accde --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_snapshot.json @@ -0,0 +1,33 @@ +{ + "creationTime": "1715608399201", + "description": "This is a test table", + "etag": "vv0Ksh3XakMcCTFmhM0FOA==", + "expirationTime": "1720792399201", + "id": "bigquery-test-423213:test_dataset.BQ Example Table", + "kind": "bigquery#table", + "lastModifiedTime": "1715610311747", + "location": "europe-west3", + "numActiveLogicalBytes": "0", + "numBytes": "0", + "numLongTermBytes": "0", + "numLongTermLogicalBytes": "0", + "numRows": "0", + "numTotalLogicalBytes": "0", + "schema": { + "fields": [ + { + "description": "A simple String field", + "mode": "NULLABLE", + "name": "String_field", + "type": "STRING" + } + ] + }, + "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", + "tableReference": { + "datasetId": "test_dataset", + "projectId": "bigquery-test-423213", + "tableId": "BQ_Snapshot" + }, + "type": "SNAPSHOT" +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_table.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_table.json new file mode 100644 index 000000000..14ddef580 --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_table.json @@ -0,0 +1,33 @@ +{ + "creationTime": "1715608399201", + "description": "This is a test table", + "etag": "vv0Ksh3XakMcCTFmhM0FOA==", + "expirationTime": "1720792399201", + "id": "bigquery-test-423213:test_dataset.BQ Example Table", + "kind": "bigquery#table", + "lastModifiedTime": "1715610311747", + "location": "europe-west3", + "numActiveLogicalBytes": "0", + "numBytes": "0", + "numLongTermBytes": "0", + "numLongTermLogicalBytes": "0", + "numRows": "0", + "numTotalLogicalBytes": "0", + "schema": { + "fields": [ + { + "description": "A simple String field", + "mode": "NULLABLE", + "name": "String_field", + "type": "STRING" + } + ] + }, + "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", + "tableReference": { + "datasetId": "test_dataset", + "projectId": "bigquery-test-423213", + "tableId": "BQ_Table" + }, + "type": "TABLE" +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_view.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_view.json new file mode 100644 index 000000000..4d565b84f --- /dev/null +++ b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_view.json @@ -0,0 +1,33 @@ +{ + "creationTime": "1715608399201", + "description": "This is a test table", + "etag": "vv0Ksh3XakMcCTFmhM0FOA==", + "expirationTime": "1720792399201", + "id": "bigquery-test-423213:test_dataset.BQ Example Table", + "kind": "bigquery#table", + "lastModifiedTime": "1715610311747", + "location": "europe-west3", + "numActiveLogicalBytes": "0", + "numBytes": "0", + "numLongTermBytes": "0", + "numLongTermLogicalBytes": "0", + "numRows": "0", + "numTotalLogicalBytes": "0", + "schema": { + "fields": [ + { + "description": "A simple String field", + "mode": "NULLABLE", + "name": "String_field", + "type": "STRING" + } + ] + }, + "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", + "tableReference": { + "datasetId": "test_dataset", + "projectId": "bigquery-test-423213", + "tableId": "BQ_View" + }, + "type": "VIEW" +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v1.yaml new file mode 100644 index 000000000..392a5a260 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v1.yaml @@ -0,0 +1,13 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + +models: + my_table: + type: table + fields: + my_field: + required: false diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v2.yaml new file mode 100644 index 000000000..1b130e08e --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v2.yaml @@ -0,0 +1,36 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + +models: + my_table: + type: table + fields: + my_field: + $ref: '#/definitions/my_definition' + +definitions: + my_definition: + name: my_definition + domain: global + title: my_title + description: My Description + type: string + enum: [my_enum] + format: uuid + minLength: 8 + maxLength: 14 + pattern: .* + minimum: 8 + exclusiveMaximum: 8 + maximum: 14 + exclusiveMinimum: 14 + example: my_example + pii: false + classification: internal + tags: [my_tags] + + diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v3.yaml new file mode 100644 index 000000000..e9c31b032 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v3.yaml @@ -0,0 +1,36 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + +models: + my_table: + type: table + fields: + my_field: + $ref: '#/definitions/my_definition_2' + +definitions: + my_definition_2: + name: my_definition_2 + domain: global + title: my_title_2 + description: My Description 2 + type: integer + enum: [my_enum_2] + format: url + minLength: 10 + maxLength: 20 + pattern: .*.* + minimum: 10 + exclusiveMaximum: 20 + maximum: 20 + exclusiveMinimum: 10 + example: my_example_2 + pii: true + classification: sensitive + tags: [my_tags_2] + + diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v1.yaml new file mode 100644 index 000000000..ebfacc883 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v1.yaml @@ -0,0 +1,64 @@ +dataContractSpecification: 1.1.0 +id: demo-contract-id +info: + title: Test for changes in datacontracts that includes arrays + version: 0.0.1 + description: my desc + owner: owner + contact: + name: john doe + email: john.doe@example.com +models: + DataType: + namespace: dp.schemas + description: Description + type: table + fields: + Records: + type: array + required: true + description: Some fields on this complex array structure will change + items: + type: object + fields: + Field1: + type: int + required: false + description: Field1 desc + sample: 1 + pii: false + classification: Unclassified + Discount: + type: record + required: false + fields: + IsAutomatic: + type: boolean + required: true + description: Indicates if the application is automatic + sample: true + pii: false + classification: Unclassified + Conditions: + type: object + required: true + fields: + Min1: + type: double + required: false + description: Minimum test1 + sample: 50.0 + pii: false + classification: Unclassified + Hierarchy: + type: record + required: false + fields: + HasArticles: + type: string + required: true + description: Indicates if articles are included + sample: false + pii: false + classification: Unclassified + \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v2.yaml new file mode 100644 index 000000000..0ed3de9ba --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v2.yaml @@ -0,0 +1,64 @@ +dataContractSpecification: 1.1.0 +id: demo-contract-id +info: + title: Test for changes in datacontracts that includes arrays + version: 0.0.1 + description: my desc + owner: owner + contact: + name: john doe + email: john.doe@example.com +models: + DataType: + namespace: dp.schemas + description: Description + type: table + fields: + Records: + type: array + required: true + description: Some fields on this complex array structure will change + items: + type: object + fields: + Field1: + type: int + required: false + description: CHANGING PII (THIS DESCRIPTION THROWS 0 ERRORS) + sample: 1 + pii: true + classification: Unclassified + Discount: + type: record + required: false + fields: + IsAutomatic: + type: boolean + required: true + description: Changed classification + sample: true + pii: false + classification: classified + Conditions: + type: object + required: true + fields: + Min1: + type: double + required: false + description: Minimum test1 + sample: 50.0 + pii: false + classification: Unclassified + Hierarchy: + type: record + required: false + fields: + HasArticles: + type: int + required: true + description: changing type from string to int + sample: false + pii: false + classification: Unclassified + \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v1.yaml new file mode 100644 index 000000000..11d15bbbd --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v1.yaml @@ -0,0 +1,55 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + +models: + my_table: + type: table + fields: + field_type: + description: My Description + field_format: + type: string + field_required: + type: string + field_primaryKey: + type: string + field_references: + type: string + field_unique: + type: string + field_description: + type: string + field_pii: + type: string + field_classification: + type: string + field_pattern: + type: string + field_minLength: + type: string + field_maxLength: + type: string + field_minimum: + type: string + field_exclusiveMinimum: + type: string + field_maximum: + type: string + field_exclusiveMaximum: + type: string + field_enum: + type: string + field_tags: + type: string + field_ref: + type: string + field_fields: + fields: + nested_field_1: + type: string + field_custom_key: + type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v2.yaml new file mode 100644 index 000000000..ab56c5206 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v2.yaml @@ -0,0 +1,83 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + +models: + my_table: + type: table + fields: + field_type: + type: string + description: My Description + field_format: + type: string + format: email + field_required: + type: string + required: false + field_primaryKey: + type: string + primaryKey: false + field_references: + type: string + references: my_table.field_type + field_unique: + type: string + unique: false + field_description: + type: string + description: My Description + field_pii: + type: string + pii: true + field_classification: + type: string + classification: sensitive + field_pattern: + type: string + pattern: ^[A-Za-z0-9]{8,14}$ + field_minLength: + type: string + minLength: 8 + field_maxLength: + type: string + maxLength: 14 + field_minimum: + type: string + minimum: 8 + field_exclusiveMinimum: + type: string + exclusiveMinimum: 8 + field_maximum: + type: string + maximum: 14 + field_exclusiveMaximum: + type: string + exclusiveMaximum: 14 + field_enum: + type: string + enum: [one] + field_tags: + type: string + tags: [one] + field_ref: + type: string + $ref: '#/definitions/my_definition' + field_fields: + fields: + nested_field_1: + type: string + new_nested_field: + type: string + new_field: + type: string + field_custom_key: + type: string + custom-key: some value +definitions: + my_definition: + name: my_definition + type: string \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v3.yaml new file mode 100644 index 000000000..8dedd2776 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v3.yaml @@ -0,0 +1,84 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + +models: + my_table: + type: table + fields: + field_type: + type: integer + description: My Description + field_format: + type: string + format: url + field_required: + type: string + required: true + field_primaryKey: + type: string + primaryKey: true + field_references: + type: string + references: my_table.field_format + field_unique: + type: string + unique: true + field_description: + type: string + description: My updated Description + field_pii: + type: string + pii: false + field_classification: + type: string + classification: restricted + field_pattern: + type: string + pattern: ^[A-Za-z0-9]$ + field_minLength: + type: string + minLength: 10 + field_maxLength: + type: string + maxLength: 20 + field_minimum: + type: string + minimum: 10 + field_exclusiveMinimum: + type: string + exclusiveMinimum: 10 + field_maximum: + type: string + maximum: 20 + field_exclusiveMaximum: + type: string + exclusiveMaximum: 20 + field_enum: + type: string + enum: [one, two] + field_tags: + type: string + tags: [one, two] + field_ref: + type: string + $ref: '#/definitions/my_definition_2' + field_fields: + fields: + nested_field_1: + type: integer + new_nested_field: + type: string + new_field: + type: string + field_custom_key: + type: string + custom-key: some other value + +definitions: + my_definition_2: + name: my_definition_2 + type: string \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-info-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-info-v1.yaml new file mode 100644 index 000000000..5703faa9a --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-info-v1.yaml @@ -0,0 +1,10 @@ +dataContractSpecification: 0.9.2 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + orders: + fields: + column_1: + type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-info-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-info-v2.yaml new file mode 100644 index 000000000..d5c85d499 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-info-v2.yaml @@ -0,0 +1,14 @@ +dataContractSpecification: 0.9.2 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + owner: Data Team + some-other-key: some information + contact: + email: datateam@work.com +models: + orders: + fields: + column_1: + type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-info-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-info-v3.yaml new file mode 100644 index 000000000..06a4a7d48 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-info-v3.yaml @@ -0,0 +1,14 @@ +dataContractSpecification: 0.9.2 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + owner: Another Team + some-other-key: new information + contact: + email: anotherteam@work.com +models: + orders: + fields: + column_1: + type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-models-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-models-v1.yaml new file mode 100644 index 000000000..e34e97d4d --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-models-v1.yaml @@ -0,0 +1,12 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + +models: + my_table: + fields: + my_field: + description: My Description \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-models-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-models-v2.yaml new file mode 100644 index 000000000..85d0ddd95 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-models-v2.yaml @@ -0,0 +1,20 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + +models: + my_table: + type: table + description: My Model Description + fields: + my_field: + description: My Description + another-key: original value + my_table_2: + fields: + my_field_2: + description: My Description 2 + some-other-key: some value \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-models-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-models-v3.yaml new file mode 100644 index 000000000..4cf1171a4 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-models-v3.yaml @@ -0,0 +1,19 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + +models: + my_table: + type: object + description: My Updated Model Description + fields: + my_field: + description: My Description + another-key: updated value + my_table_2: + fields: + my_field_2: + description: My Description 2 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v1.yaml new file mode 100644 index 000000000..da7b4dbfb --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v1.yaml @@ -0,0 +1,10 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + orders: + fields: + column_1: + type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v2.yaml new file mode 100644 index 000000000..625b48045 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v2.yaml @@ -0,0 +1,15 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + orders: + fields: + column_1: + type: string +quality: + type: SodaCL + specification: |- + checks for orders: + - freshness(column_1) < 1d diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v3.yaml new file mode 100644 index 000000000..2bb10f77f --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v3.yaml @@ -0,0 +1,15 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + orders: + fields: + column_1: + type: string +quality: + type: custom + specification: |- + checks for orders: + - freshness(column_1) < 2d diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v1.yaml new file mode 100644 index 000000000..5703faa9a --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v1.yaml @@ -0,0 +1,10 @@ +dataContractSpecification: 0.9.2 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + orders: + fields: + column_1: + type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v2.yaml new file mode 100644 index 000000000..5c6379bb7 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v2.yaml @@ -0,0 +1,20 @@ +dataContractSpecification: 0.9.2 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +terms: + usage: | + Data can be used for reports, analytics and machine learning use cases. + Order may be linked and joined by other tables + limitations: | + Not suitable for real-time use cases. + Data may not be used to identify individual customers. + Max data processing per day: 10 TiB + billing: 5000 USD per month + noticePeriod: P3M +models: + orders: + fields: + column_1: + type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v3.yaml new file mode 100644 index 000000000..e9d1dcdc5 --- /dev/null +++ b/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v3.yaml @@ -0,0 +1,15 @@ +dataContractSpecification: 0.9.2 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +terms: + usage: Data can be used for anything + billing: 1000000 GBP per month + noticePeriod: P1Y + someOtherTerms: must abide by policies +models: + orders: + fields: + column_1: + type: string diff --git a/datacontract-cli/tests/fixtures/catalog/datacontract-1.yaml b/datacontract-cli/tests/fixtures/catalog/datacontract-1.yaml new file mode 100644 index 000000000..ae55ee25c --- /dev/null +++ b/datacontract-cli/tests/fixtures/catalog/datacontract-1.yaml @@ -0,0 +1,49 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 + owner: checkout + description: The orders data contract + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout +terms: + usage: This data contract serves to demo datacontract CLI export. + limitations: Not intended to use in production + billing: free + noticePeriod: P3M +servers: + production: + type: snowflake + account: my-account + database: my-database + schema: my-schema +models: + orders: + description: The orders model + fields: + order_id: + type: varchar + unique: true + required: true + minLength: 8 + maxLength: 10 + pii: true + classification: sensitive + tags: + - order_id + pattern: ^B[0-9]+$ + order_total: + type: bigint + required: true + description: The order_total field + minimum: 0 + maximum: 1000000 + order_status: + type: text + required: true + enum: + - pending + - shipped + - delivered \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/catalog/datacontract-2.yaml b/datacontract-cli/tests/fixtures/catalog/datacontract-2.yaml new file mode 100644 index 000000000..130e0781f --- /dev/null +++ b/datacontract-cli/tests/fixtures/catalog/datacontract-2.yaml @@ -0,0 +1,35 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:test +info: + title: Test datacontract + version: 0.0.1 + description: Test datacontract +models: + model_test: + description: A test model + type: table + fields: + user_id: + $ref: '#/definitions/user_id' + required: true + unique: true + primaryKey: true + allowed_actions: + $ref: '#/definitions/allowed_actions' + required: false +definitions: + user_id: + title: User ID + type: int + description: An internal, autoincremental ID that identifies an user ID in the metricool app. + examples: + - 883749 + allowed_actions: + type: array + description: Allowed user actions + items: + type: string + enum: + - "Add" + - "View" + - "Report" \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/csv/data/datacontract.yaml b/datacontract-cli/tests/fixtures/csv/data/datacontract.yaml new file mode 100644 index 000000000..b0aacc22a --- /dev/null +++ b/datacontract-cli/tests/fixtures/csv/data/datacontract.yaml @@ -0,0 +1,23 @@ +dataContractSpecification: 0.9.3 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +servers: + production: + type: local + format: csv + path: ./tests/fixtures/csv/data/sample_data.csv + delimiter: ',' +models: + sample_data: + description: Csv file with encoding ascii + type: table + fields: + field_one: + type: string + field_two: + type: integer + field_three: + type: string + diff --git a/datacontract-cli/tests/fixtures/csv/data/sample_data.csv b/datacontract-cli/tests/fixtures/csv/data/sample_data.csv new file mode 100644 index 000000000..4ae23e482 --- /dev/null +++ b/datacontract-cli/tests/fixtures/csv/data/sample_data.csv @@ -0,0 +1,11 @@ +field_one,field_two,field_three +CX-263-DU,50,2023-06-16 13:12:56 +IK-894-MN,47,2023-10-08 22:40:57 +ER-399-JY,22,2023-05-16 01:08:22 +MT-939-FH,63,2023-03-15 05:15:21 +LV-849-MI,33,2023-09-08 20:08:43 +VS-079-OH,85,2023-04-15 00:50:32 +DN-297-XY,79,2023-11-08 12:55:42 +ZE-172-FP,14,2023-12-03 18:38:38 +ID-840-EG,89,2023-10-02 17:17:58 +FK-230-KZ,64,2023-11-27 15:21:48 diff --git a/datacontract-cli/tests/fixtures/custom/export/datacontract.yaml b/datacontract-cli/tests/fixtures/custom/export/datacontract.yaml new file mode 100644 index 000000000..ef251e12c --- /dev/null +++ b/datacontract-cli/tests/fixtures/custom/export/datacontract.yaml @@ -0,0 +1,216 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 2.0.0 + description: | + Successful customer orders in the webshop. + All orders since 2020-01-01. + Orders with their line items are in their current state (no history included). + owner: Checkout Team + contact: + name: John Doe (Data Product Owner) + url: https://teams.microsoft.com/l/channel/example/checkout +servers: + production: + type: s3 + environment: prod + location: s3://datacontract-example-orders-latest/v2/{model}/*.json + format: json + delimiter: new_line + description: "One folder per model. One file per day." + roles: + - name: analyst_us + description: Access to the data for US region + - name: analyst_cn + description: Access to the data for China region +terms: + usage: | + Data can be used for reports, analytics and machine learning use cases. + Order may be linked and joined by other tables + limitations: | + Not suitable for real-time use cases. + Data may not be used to identify individual customers. + Max data processing per day: 10 TiB + policies: + - name: privacy-policy + url: https://example.com/privacy-policy + - name: license + description: External data is licensed under agreement 1234. + url: https://example.com/license/1234 + billing: 5000 USD per month + noticePeriod: P3M +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + $ref: "#/definitions/order_id" + required: true + unique: true + primaryKey: true + order_timestamp: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + examples: + - "2024-09-09T08:30:00Z" + tags: ["business-timestamp"] + order_total: + description: Total amount the smallest monetary unit (e.g., cents). + type: long + required: true + examples: + - 9999 + quality: + - type: sql + description: 95% of all order total values are expected to be between 10 and 499 EUR. + query: | + SELECT quantile_cont(order_total, 0.95) AS percentile_95 + FROM orders + mustBeBetween: [1000, 49900] + customer_id: + description: Unique identifier for the customer. + type: text + minLength: 10 + maxLength: 20 + customer_email_address: + description: The email address, as entered by the customer. + type: text + format: email + required: true + pii: true + classification: sensitive + quality: + - type: text + description: The email address is not verified and may be invalid. + lineage: + inputFields: + - namespace: com.example.service.checkout + name: checkout_db.orders + field: email_address + processed_timestamp: + description: The timestamp when the record was processed by the data platform. + type: timestamp + required: true + config: + jsonType: string + jsonFormat: date-time + quality: + - type: sql + description: The maximum duration between two orders should be less that 3600 seconds + query: | + SELECT MAX(duration) AS max_duration FROM (SELECT EXTRACT(EPOCH FROM (order_timestamp - LAG(order_timestamp) + OVER (ORDER BY order_timestamp))) AS duration FROM orders) + mustBeLessThan: 3600 + - type: sql + description: Row Count + query: | + SELECT count(*) as row_count + FROM orders + mustBeGreaterThan: 5 + examples: + - | + order_id,order_timestamp,order_total,customer_id,customer_email_address,processed_timestamp + "1001","2030-09-09T08:30:00Z",2500,"1000000001","mary.taylor82@example.com","2030-09-09T08:31:00Z" + "1002","2030-09-08T15:45:00Z",1800,"1000000002","michael.miller83@example.com","2030-09-09T08:31:00Z" + "1003","2030-09-07T12:15:00Z",3200,"1000000003","michael.smith5@example.com","2030-09-09T08:31:00Z" + "1004","2030-09-06T19:20:00Z",1500,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" + "1005","2030-09-05T10:10:00Z",4200,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" + "1006","2030-09-04T14:55:00Z",2800,"1000000005","john.davis28@example.com","2030-09-09T08:31:00Z" + "1007","2030-09-03T21:05:00Z",1900,"1000000006","linda.brown67@example.com","2030-09-09T08:31:00Z" + "1008","2030-09-02T17:40:00Z",3600,"1000000007","patricia.smith40@example.com","2030-09-09T08:31:00Z" + "1009","2030-09-01T09:25:00Z",3100,"1000000008","linda.wilson43@example.com","2030-09-09T08:31:00Z" + "1010","2030-08-31T22:50:00Z",2700,"1000000009","mary.smith98@example.com","2030-09-09T08:31:00Z" + line_items: + description: A single article that is part of an order. + type: table + fields: + line_item_id: + type: text + description: Primary key of the lines_item_id table + required: true + order_id: + $ref: "#/definitions/order_id" + references: orders.order_id + sku: + description: The purchased article number + $ref: "#/definitions/sku" + primaryKey: ["order_id", "line_item_id"] + examples: + - | + line_item_id,order_id,sku + "LI-1","1001","5901234123457" + "LI-2","1001","4001234567890" + "LI-3","1002","5901234123457" + "LI-4","1002","2001234567893" + "LI-5","1003","4001234567890" + "LI-6","1003","5001234567892" + "LI-7","1004","5901234123457" + "LI-8","1005","2001234567893" + "LI-9","1005","5001234567892" + "LI-10","1005","6001234567891" +definitions: + order_id: + title: Order ID + type: text + format: uuid + description: An internal ID that identifies an order in the online shop. + examples: + - 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 + pii: true + classification: restricted + tags: + - orders + sku: + title: Stock Keeping Unit + type: text + pattern: ^[A-Za-z0-9]{8,14}$ + examples: + - "96385074" + description: | + A Stock Keeping Unit (SKU) is an internal unique identifier for an article. + It is typically associated with an article's barcode, such as the EAN/GTIN. + links: + wikipedia: https://en.wikipedia.org/wiki/Stock_keeping_unit + tags: + - inventory +servicelevels: + availability: + description: The server is available during support hours + percentage: 99.9% + retention: + description: Data is retained for one year + period: P1Y + unlimited: false + latency: + description: Data is available within 25 hours after the order was placed + threshold: 25h + sourceTimestampField: orders.order_timestamp + processedTimestampField: orders.processed_timestamp + freshness: + description: The age of the youngest row in a table. + threshold: 25h + timestampField: orders.order_timestamp + frequency: + description: Data is delivered once a day + type: batch # or streaming + interval: daily # for batch, either or cron + cron: 0 0 * * * # for batch, either or interval + support: + description: The data is available during typical business hours at headquarters + time: 9am to 5pm in EST on business days + responseTime: 1h + backup: + description: Data is backed up once a week, every Sunday at 0:00 UTC. + interval: weekly + cron: 0 0 * * 0 + recoveryTime: 24 hours + recoveryPoint: 1 week +tags: + - checkout + - orders + - s3 +links: + datacontractCli: https://cli.datacontract.com diff --git a/datacontract-cli/tests/fixtures/custom/export/expected.sql b/datacontract-cli/tests/fixtures/custom/export/expected.sql new file mode 100644 index 000000000..dc69ddeeb --- /dev/null +++ b/datacontract-cli/tests/fixtures/custom/export/expected.sql @@ -0,0 +1,9 @@ +SELECT + order_id AS order_id, + DATETIME(order_timestamp, "Asia/Tokyo") AS order_timestamp, + order_total AS order_total, + customer_id AS customer_id, + customer_email_address AS customer_email_address, + DATETIME(processed_timestamp, "Asia/Tokyo") AS processed_timestamp, +FROM + {{ ref('orders') }} diff --git a/datacontract-cli/tests/fixtures/custom/export/template.sql b/datacontract-cli/tests/fixtures/custom/export/template.sql new file mode 100644 index 000000000..eede1c232 --- /dev/null +++ b/datacontract-cli/tests/fixtures/custom/export/template.sql @@ -0,0 +1,16 @@ +{%- for model_name, model in data_contract.models.items() %} +{#- Export only the first model #} +{%- if loop.first -%} +SELECT +{%- for field_name, field in model.fields.items() %} + {%- if field.type == "timestamp" %} + DATETIME({{ field_name }}, "Asia/Tokyo") AS {{ field_name }}, + {%- else %} + {{ field_name }} AS {{ field_name }}, + {%- endif %} +{%- endfor %} +FROM + {{ "{{" }} ref('{{ model_name }}') {{ "}}" }} +{%- endif %} +{%- endfor %} + diff --git a/datacontract-cli/tests/fixtures/data-caterer/export/datacontract_nested.yaml b/datacontract-cli/tests/fixtures/data-caterer/export/datacontract_nested.yaml new file mode 100644 index 000000000..bf711e705 --- /dev/null +++ b/datacontract-cli/tests/fixtures/data-caterer/export/datacontract_nested.yaml @@ -0,0 +1,92 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 + owner: checkout + description: The orders data contract + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout +terms: + usage: This data contract serves to demo datacontract CLI export. + limitations: Not intended to use in production + billing: free + noticePeriod: P3M +servers: + s3-json: + type: s3 + location: s3://covid19-lake/enigma-jhu/json/*.json + format: json + delimiter: new_line + s3-json-prod: + type: s3 + location: s3://covid19-lake-prod/enigma-jhu/json/*.json + format: json + delimiter: new_line +models: + orders: + description: The orders model + fields: + order_id: + type: varchar + unique: true + required: true + minLength: 8 + maxLength: 10 + pii: true + classification: sensitive + primaryKey: true + tags: + - order_id + pattern: ^B[0-9]+$ + order_total: + type: bigint + required: true + description: The order_total field + minimum: 0 + maximum: 1000000 + amount: + type: double + customer_id: + type: integer + customer_id_int: + type: int + customer_id_long: + type: long + customer_id_float: + type: float + customer_id_number: + type: number + customer_id_numeric: + type: numeric + created_date: + type: date + created_ts: + type: timestamp + created_ts_tz: + type: timestamp_tz + created_ts_ntz: + type: timestamp_ntz + order_status: + type: text + required: true + enum: + - pending + - shipped + - delivered + address: + type: record + fields: + street: + type: string + city: + type: string + tags: + type: array + items: + type: string + tags_int: + type: array + items: + type: integer diff --git a/datacontract-cli/tests/fixtures/databricks-sql/datacontract.yaml b/datacontract-cli/tests/fixtures/databricks-sql/datacontract.yaml new file mode 100644 index 000000000..0858f9a75 --- /dev/null +++ b/datacontract-cli/tests/fixtures/databricks-sql/datacontract.yaml @@ -0,0 +1,147 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 1.0.0 + description: | + Successful customer orders in the webshop. + All orders since 2020-01-01. + Orders with their line items are in their current state (no history included). + owner: Checkout Team + contact: + name: John Doe (Data Product Owner) + url: https://teams.microsoft.com/l/channel/acme/checkout +servers: + production: + type: databricks + host: dbc-5829e67d-6e9e.cloud.databricks.com + catalog: datacontract_test_2 + schema: orders_latest + staging: + type: databricks + host: dbc-5829e67d-1111.cloud.databricks.com + catalog: datacontract_staging + schema: orders_latest +terms: + usage: > + Data can be used for reports, analytics and machine learning use cases. + Order may be linked and joined by other tables + limitations: > + Not suitable for real-time use cases. + Data may not be used to identify individual customers. + Max data processing per day: 10 TiB + billing: 5000 USD per month + noticePeriod: P3M +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + $ref: '#/definitions/order_id' + required: true + unique: true + order_timestamp: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + order_total: + description: Total amount the smallest monetary unit (e.g., cents). + type: long + required: true + customer_id: + description: Unique identifier for the customer. + type: string + minLength: 10 + maxLength: 20 + customer_email_address: + description: The email address, as entered by the customer. The email address was not verified. + type: string + format: email + required: true + discounts: + description: This is an array of records + type: array + items: + type: object + fields: + discount_code: + type: string + description: The discount code that was applied to the order. + discount_amount: + type: long + description: The amount of the discount in the smallest monetary unit (e.g., cents). + line_items: + description: A single article that is part of an order. + type: table + fields: + lines_item_id: + type: string + description: Primary key of the lines_item_id table + required: true + unique: true + order_id: + $ref: '#/definitions/order_id' + sku: + description: The purchased article number + $ref: '#/definitions/sku' +definitions: + order_id: + domain: checkout + name: order_id + title: Order ID + type: text + format: uuid + description: An internal ID that identifies an order in the online shop. + example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 + pii: true + classification: restricted + sku: + domain: inventory + name: sku + title: Stock Keeping Unit + type: text + pattern: ^[A-Za-z0-9]{8,14}$ + example: "96385074" + description: | + A Stock Keeping Unit (SKU) is an internal unique identifier for an article. + It is typically associated with an article's barcode, such as the EAN/GTIN. +examples: + - type: csv # csv, json, yaml, custom + model: orders + data: |- # expressed as string or inline yaml or via "$ref: data.csv" + order_id,order_timestamp,order_total + "1001","2023-09-09T08:30:00Z",2500 + "1002","2023-09-08T15:45:00Z",1800 + "1003","2023-09-07T12:15:00Z",3200 + "1004","2023-09-06T19:20:00Z",1500 + "1005","2023-09-05T10:10:00Z",4200 + "1006","2023-09-04T14:55:00Z",2800 + "1007","2023-09-03T21:05:00Z",1900 + "1008","2023-09-02T17:40:00Z",3600 + "1009","2023-09-01T09:25:00Z",3100 + "1010","2023-08-31T22:50:00Z",2700 + - type: csv + model: line_items + data: |- + lines_item_id,order_id,sku + "1","1001","5901234123457" + "2","1001","4001234567890" + "3","1002","5901234123457" + "4","1002","2001234567893" + "5","1003","4001234567890" + "6","1003","5001234567892" + "7","1004","5901234123457" + "8","1005","2001234567893" + "9","1005","5001234567892" + "10","1005","6001234567891" +quality: + type: SodaCL # data quality check format: SodaCL, montecarlo, custom + specification: # expressed as string or inline yaml or via "$ref: checks.yaml" + checks for orders: + - freshness(order_timestamp) < 24h + - row_count >= 5000 + - duplicate_count(order_id) = 0 + checks for line_items: + - values in (order_id) must exist in orders (order_id) + - row_count >= 5000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract.yaml b/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract.yaml new file mode 100644 index 000000000..efa2039a5 --- /dev/null +++ b/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract.yaml @@ -0,0 +1,33 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + test_table: + description: string + type: table + title: test_table + fields: + id: + type: integer + required: true + name: + type: varchar + required: false + age: + type: integer + required: false + salary: + type: decimal + required: false + join_date: + type: date + required: false + updated_at: + type: timestamp + required: false + is_active: + type: boolean + required: false + diff --git a/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml b/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml new file mode 100644 index 000000000..22c711720 --- /dev/null +++ b/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml @@ -0,0 +1,93 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + test_table: + description: The 'test_table' contains various data types like strings, structures, + arrays, and maps. It includes nested structures, arrays of integers and structures, + maps with string keys and integer values, maps with integer keys and struct + values, and a JSON column. This table can be used to test and validate data + structures and their interactions in a controlled environment. It can also be + used to analyze the distribution of data types and their relationships within + the table. + type: table + title: test_table + fields: + id: + type: integer + required: true + description: Unique identifier for each test record. + name: + type: string + required: false + description: Name of the test, providing a human-readable label for identification. + nested_struct: + type: struct + required: false + description: Represents a nested structure with multiple levels of data. + fields: + field1: + type: string + required: false + field2: + type: integer + required: false + array_int: + type: array + required: false + description: An array of integers, allowing for the storage of multiple integer + values. + items: + type: integer + required: false + array_struct: + type: array + required: false + description: An array of structured data, where each element is a separate + record. + items: + type: struct + required: false + fields: + sub_field1: + type: string + required: false + sub_field2: + type: double + required: false + map_string_int: + type: map + required: false + description: A map with string keys and integer values, allowing for the storage + of key-value pairs. + keys: + type: string + required: true + values: + type: integer + required: false + map_int_struct: + type: map + required: false + description: A map with integer keys and structured data values, allowing + for the storage of key-value pairs with integer keys. + keys: + type: integer + required: true + values: + type: struct + required: false + fields: + map_struct_field1: + type: boolean + required: false + map_struct_field2: + type: float + required: false + json_column: + type: string + required: false + description: A column storing JSON data, allowing for the storage of complex, + hierarchical data structures. diff --git a/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema.json b/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema.json new file mode 100644 index 000000000..bb330c425 --- /dev/null +++ b/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema.json @@ -0,0 +1,153 @@ +{ + "name": "test_table", + "catalog_name": "string", + "schema_name": "string", + "table_type": "MANAGED", + "data_source_format": "DELTA", + "columns": [ + { + "name": "id", + "type_text": "int", + "type_name": "INT", + "position": 0, + "type_precision": 0, + "type_scale": 0, + "type_json": "{\"name\":\"id\",\"type\":\"integer\",\"nullable\":false,\"metadata\":{}}", + "nullable": false + }, + { + "name": "name", + "type_text": "varchar(255)", + "type_name": "STRING", + "position": 1, + "type_precision": 0, + "type_scale": 0, + "type_json": "{\"name\":\"name\",\"type\":\"varchar(255)\",\"nullable\":true,\"metadata\":{}}", + "nullable": true + }, + { + "name": "age", + "type_text": "smallint", + "type_name": "SHORT", + "position": 2, + "type_precision": 0, + "type_scale": 0, + "type_json": "{\"name\":\"age\",\"type\":\"short\",\"nullable\":true,\"metadata\":{}}", + "nullable": true + }, + { + "name": "salary", + "type_text": "decimal(10,2)", + "type_name": "DECIMAL", + "position": 3, + "type_precision": 0, + "type_scale": 0, + "type_json": "{\"name\":\"salary\",\"type\":\"decimal(10,2)\",\"nullable\":true,\"metadata\":{}}", + "nullable": true + }, + { + "name": "join_date", + "type_text": "date", + "type_name": "DATE", + "position": 4, + "type_precision": 0, + "type_scale": 0, + "type_json": "{\"name\":\"join_date\",\"type\":\"date\",\"nullable\":true,\"metadata\":{}}", + "nullable": true + }, + { + "name": "updated_at", + "type_text": "timestamp", + "type_name": "TIMESTAMP", + "position": 5, + "type_precision": 0, + "type_scale": 0, + "type_json": "{\"name\":\"updated_at\",\"type\":\"timestamp\",\"nullable\":true,\"metadata\":{}}", + "nullable": true + }, + { + "name": "is_active", + "type_text": "boolean", + "type_name": "BOOLEAN", + "position": 6, + "type_precision": 0, + "type_scale": 0, + "type_json": "{\"name\":\"is_active\",\"type\":\"boolean\",\"nullable\":true,\"metadata\":{}}", + "nullable": true + } + ], + "storage_location": "string", + "view_definition": "string", + "view_dependencies": { + "dependencies": [ + { + "table": { + "table_full_name": "string" + }, + "function": { + "function_full_name": "string" + } + } + ] + }, + "sql_path": "string", + "owner": "string", + "comment": "string", + "properties": { + "property1": "string", + "property2": "string" + }, + "storage_credential_name": "string", + "table_constraints": [ + { + "primary_key_constraint": { + "name": "string", + "child_columns": [ + "string" + ] + }, + "foreign_key_constraint": { + "name": "string", + "child_columns": [ + "string" + ], + "parent_table": "string", + "parent_columns": [ + "string" + ] + }, + "named_table_constraint": { + "name": "string" + } + } + ], + "row_filter": { + "function_name": "string", + "input_column_names": [ + "string" + ] + }, + "enable_predictive_optimization": "DISABLE", + "metastore_id": "string", + "full_name": "my_catalog.my_schema.test_table", + "data_access_configuration_id": "string", + "created_at": 0, + "created_by": "string", + "updated_at": 0, + "updated_by": "string", + "deleted_at": 0, + "table_id": "test_table", + "delta_runtime_properties_kvpairs": { + "delta_runtime_properties": { + "property1": "string", + "property2": "string" + } + }, + "effective_predictive_optimization_flag": { + "value": "DISABLE", + "inherited_from_type": "CATALOG", + "inherited_from_name": "string" + }, + "pipeline_id": "string", + "browse_only": true +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema_complex_types.json b/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema_complex_types.json new file mode 100644 index 000000000..1e7350c33 --- /dev/null +++ b/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema_complex_types.json @@ -0,0 +1,121 @@ +{ + "name": "test_table", + "catalog_name": "string", + "schema_name": "string", + "table_type": "MANAGED", + "comment": "The 'test_table' contains various data types like strings, structures, arrays, and maps. It includes nested structures, arrays of integers and structures, maps with string keys and integer values, maps with integer keys and struct values, and a JSON column. This table can be used to test and validate data structures and their interactions in a controlled environment. It can also be used to analyze the distribution of data types and their relationships within the table.", + "data_source_format": "DELTA", + "columns": [ + { + "comment": "Unique identifier for each test record.", + "name": "id", + "nullable": false, + "position": 0, + "type_json": "{\"name\":\"id\",\"type\":\"integer\",\"nullable\":false,\"metadata\":{\"comment\":\"Unique identifier for each test record.\"}}", + "type_name": "INT", + "type_precision": 0, + "type_scale": 0, + "type_text": "int" + }, + { + "comment": "Name of the test, providing a human-readable label for identification.", + "name": "name", + "nullable": true, + "position": 1, + "type_json": "{\"name\":\"name\",\"type\":\"string\",\"nullable\":true,\"metadata\":{\"comment\":\"Name of the test, providing a human-readable label for identification.\"}}", + "type_name": "STRING", + "type_precision": 0, + "type_scale": 0, + "type_text": "string" + }, + { + "comment": "Represents a nested structure with multiple levels of data.", + "name": "nested_struct", + "nullable": true, + "position": 2, + "type_json": "{\"name\":\"nested_struct\",\"type\":{\"type\":\"struct\",\"fields\":[{\"name\":\"field1\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"field2\",\"type\":\"integer\",\"nullable\":true,\"metadata\":{}}]},\"nullable\":true,\"metadata\":{\"comment\":\"Represents a nested structure with multiple levels of data.\"}}", + "type_name": "STRUCT", + "type_precision": 0, + "type_scale": 0, + "type_text": "struct" + }, + { + "comment": "An array of integers, allowing for the storage of multiple integer values.", + "name": "array_int", + "nullable": true, + "position": 3, + "type_json": "{\"name\":\"array_int\",\"type\":{\"type\":\"array\",\"elementType\":\"integer\",\"containsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"An array of integers, allowing for the storage of multiple integer values.\"}}", + "type_name": "ARRAY", + "type_precision": 0, + "type_scale": 0, + "type_text": "array" + }, + { + "comment": "An array of structured data, where each element is a separate record.", + "name": "array_struct", + "nullable": true, + "position": 4, + "type_json": "{\"name\":\"array_struct\",\"type\":{\"type\":\"array\",\"elementType\":{\"type\":\"struct\",\"fields\":[{\"name\":\"sub_field1\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"sub_field2\",\"type\":\"double\",\"nullable\":true,\"metadata\":{}}]},\"containsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"An array of structured data, where each element is a separate record.\"}}", + "type_name": "ARRAY", + "type_precision": 0, + "type_scale": 0, + "type_text": "array>" + }, + { + "comment": "A map with string keys and integer values, allowing for the storage of key-value pairs.", + "name": "map_string_int", + "nullable": true, + "position": 5, + "type_json": "{\"name\":\"map_string_int\",\"type\":{\"type\":\"map\",\"keyType\":\"string\",\"valueType\":\"integer\",\"valueContainsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"A map with string keys and integer values, allowing for the storage of key-value pairs.\"}}", + "type_name": "MAP", + "type_precision": 0, + "type_scale": 0, + "type_text": "map" + }, + { + "comment": "A map with integer keys and structured data values, allowing for the storage of key-value pairs with integer keys.", + "name": "map_int_struct", + "nullable": true, + "position": 6, + "type_json": "{\"name\":\"map_int_struct\",\"type\":{\"type\":\"map\",\"keyType\":\"integer\",\"valueType\":{\"type\":\"struct\",\"fields\":[{\"name\":\"map_struct_field1\",\"type\":\"boolean\",\"nullable\":true,\"metadata\":{}},{\"name\":\"map_struct_field2\",\"type\":\"float\",\"nullable\":true,\"metadata\":{}}]},\"valueContainsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"A map with integer keys and structured data values, allowing for the storage of key-value pairs with integer keys.\"}}", + "type_name": "MAP", + "type_precision": 0, + "type_scale": 0, + "type_text": "map>" + }, + { + "comment": "A column storing JSON data, allowing for the storage of complex, hierarchical data structures.", + "name": "json_column", + "nullable": true, + "position": 7, + "type_json": "{\"name\":\"json_column\",\"type\":\"string\",\"nullable\":true,\"metadata\":{\"comment\":\"A column storing JSON data, allowing for the storage of complex, hierarchical data structures.\"}}", + "type_name": "STRING", + "type_precision": 0, + "type_scale": 0, + "type_text": "string" + } + ], + "enable_predictive_optimization": "DISABLE", + "metastore_id": "string", + "full_name": "my_catalog.my_schema.test_table", + "data_access_configuration_id": "string", + "created_at": 0, + "created_by": "string", + "updated_at": 0, + "updated_by": "string", + "deleted_at": 0, + "table_id": "test_table", + "delta_runtime_properties_kvpairs": { + "delta_runtime_properties": { + "property1": "string", + "property2": "string" + } + }, + "effective_predictive_optimization_flag": { + "value": "DISABLE", + "inherited_from_type": "CATALOG", + "inherited_from_name": "string" + }, + "pipeline_id": "string", + "browse_only": true +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dataframe/datacontract.yaml b/datacontract-cli/tests/fixtures/dataframe/datacontract.yaml new file mode 100644 index 000000000..003a7f906 --- /dev/null +++ b/datacontract-cli/tests/fixtures/dataframe/datacontract.yaml @@ -0,0 +1,36 @@ +dataContractSpecification: 1.1.0 +id: dataframetest +info: + title: dataframetest + version: 0.0.1 + owner: my-domain-team +servers: + unittest: + type: dataframe +models: + my_table: + type: table + fields: + field_one: + type: varchar + required: true + unique: true + pattern: "[A-Za-z]{2}-\\d{3}-[A-Za-z]{2}$" + field_two: + type: int + minimum: 10 + field_three: + type: timestamp + field_array_of_strings: + type: array + items: + type: string + field_array_of_structs: + type: array + items: + type: struct + fields: + inner_field_string: + type: varchar + inner_field_int: + type: int diff --git a/datacontract-cli/tests/fixtures/dbml/datacontract.yaml b/datacontract-cli/tests/fixtures/dbml/datacontract.yaml new file mode 100644 index 000000000..8854ea789 --- /dev/null +++ b/datacontract-cli/tests/fixtures/dbml/datacontract.yaml @@ -0,0 +1,213 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 1.0.0 + description: | + Successful customer orders in the webshop. + All orders since 2020-01-01. + Orders with their line items are in their current state (no history included). + owner: Checkout Team + contact: + name: John Doe (Data Product Owner) + url: https://teams.microsoft.com/l/channel/example/checkout +servers: + production: + type: s3 + location: s3://datacontract-example-orders-latest/data/{model}/*.json + format: json + delimiter: new_line +terms: + usage: | + Data can be used for reports, analytics and machine learning use cases. + Order may be linked and joined by other tables + limitations: | + Not suitable for real-time use cases. + Data may not be used to identify individual customers. + Max data processing per day: 10 TiB + billing: 5000 USD per month + noticePeriod: P3M +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + $ref: '#/definitions/order_id' + required: true + unique: true + primaryKey: true + order_timestamp: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + example: "2024-09-09T08:30:00Z" + order_total: + description: Total amount the smallest monetary unit (e.g., cents). + type: record + required: true + fields: + amount: + description: The amount to pay + required: true + type: record + fields: + sum: + description: the sum to pay + required: true + type: number + currency: + description: the currency the amount is in + required: true + type: string + example: EUR + due_date: + type: date + description: the date by which the total must be paid + required: true + classification: important + discount: + type: double + description: a discount as fraction of one (for percentages), if the customer gets discount + example: "0.2" + customer_id: + description: Unique identifier for the customer. + type: text + minLength: 10 + maxLength: 20 + customer_email_address: + description: The email address, as entered by the customer. The email address was not verified. + type: text + format: email + required: true + pii: true + classification: sensitive + processed_timestamp: + description: The timestamp when the record was processed by the data platform. + type: timestamp + required: true + line_items: + description: A single article that is part of an order. + type: table + fields: + lines_item_id: + type: text + description: Primary key of the lines_item_id table + required: true + unique: true + primaryKey: true + order_id: + $ref: '#/definitions/order_id' + references: orders.order_id + sku: + description: The purchased article number + $ref: '#/definitions/sku' +definitions: + order_id: + domain: checkout + name: order_id + title: Order ID + type: text + format: uuid + description: An internal ID that identifies an order in the online shop. + example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 + pii: true + classification: restricted + sku: + domain: inventory + name: sku + title: Stock Keeping Unit + type: text + pattern: ^[A-Za-z0-9]{8,14}$ + example: "96385074" + description: | + A Stock Keeping Unit (SKU) is an internal unique identifier for an article. + It is typically associated with an article's barcode, such as the EAN/GTIN. + flags: + domain: checkout + name: flags + title: Order Flags + type: text + enum: + - PRIORITY + - NORMAL + - SLOW + example: "PRIORITY" + classification: restricted + tags: + - classification + - delivery speed + pattern: PRIORITY|NORMAL|SLOW + +examples: + - type: csv # csv, json, yaml, custom + model: orders + description: An example list of order records. + data: | # expressed as string or inline yaml or via "$ref: data.csv" + order_id,order_timestamp,order_total,customer_id,customer_email_address,processed_timestamp + "1001","2030-09-09T08:30:00Z",2500,"1000000001","[email protected]","2030-09-09T08:31:00Z" + "1002","2030-09-08T15:45:00Z",1800,"1000000002","[email protected]","2030-09-09T08:31:00Z" + "1003","2030-09-07T12:15:00Z",3200,"1000000003","[email protected]","2030-09-09T08:31:00Z" + "1004","2030-09-06T19:20:00Z",1500,"1000000004","[email protected]","2030-09-09T08:31:00Z" + "1005","2030-09-05T10:10:00Z",4200,"1000000004","[email protected]","2030-09-09T08:31:00Z" + "1006","2030-09-04T14:55:00Z",2800,"1000000005","[email protected]","2030-09-09T08:31:00Z" + "1007","2030-09-03T21:05:00Z",1900,"1000000006","[email protected]","2030-09-09T08:31:00Z" + "1008","2030-09-02T17:40:00Z",3600,"1000000007","[email protected]","2030-09-09T08:31:00Z" + "1009","2030-09-01T09:25:00Z",3100,"1000000008","[email protected]","2030-09-09T08:31:00Z" + "1010","2030-08-31T22:50:00Z",2700,"1000000009","[email protected]","2030-09-09T08:31:00Z" + - type: csv + model: line_items + description: An example list of line items. + data: | + lines_item_id,order_id,sku + "LI-1","1001","5901234123457" + "LI-2","1001","4001234567890" + "LI-3","1002","5901234123457" + "LI-4","1002","2001234567893" + "LI-5","1003","4001234567890" + "LI-6","1003","5001234567892" + "LI-7","1004","5901234123457" + "LI-8","1005","2001234567893" + "LI-9","1005","5001234567892" + "LI-10","1005","6001234567891" +servicelevels: + availability: + description: The server is available during support hours + percentage: 99.9% + retention: + description: Data is retained for one year + period: P1Y + unlimited: false + latency: + description: Data is available within 25 hours after the order was placed + threshold: 25h + sourceTimestampField: orders.order_timestamp + processedTimestampField: orders.processed_timestamp + freshness: + description: The age of the youngest row in a table. + threshold: 25h + timestampField: orders.order_timestamp + frequency: + description: Data is delivered once a day + type: batch # or streaming + interval: daily # for batch, either or cron + cron: 0 0 * * * # for batch, either or interval + support: + description: The data is available during typical business hours at headquarters + time: 9am to 5pm in EST on business days + responseTime: 1h + backup: + description: Data is backed up once a week, every Sunday at 0:00 UTC. + interval: weekly + cron: 0 0 * * 0 + recoveryTime: 24 hours + recoveryPoint: 1 week +quality: + type: SodaCL # data quality check format: SodaCL, montecarlo, custom + specification: # expressed as string or inline yaml or via "$ref: checks.yaml" + checks for orders: + - row_count >= 5 + - duplicate_count(order_id) = 0 + checks for line_items: + - values in (order_id) must exist in orders (order_id) + - row_count >= 5 diff --git a/datacontract-cli/tests/fixtures/dbml/import/datacontract.yaml b/datacontract-cli/tests/fixtures/dbml/import/datacontract.yaml new file mode 100644 index 000000000..00d2a4440 --- /dev/null +++ b/datacontract-cli/tests/fixtures/dbml/import/datacontract.yaml @@ -0,0 +1,71 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: Orders Latest + version: 0.0.1 +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + namespace: test + fields: + order_id: + type: string + required: true + primaryKey: true + unique: true + description: An internal ID that identifies an order in the online shop. + order_timestamp: + type: timestamp_ntz + required: true + primaryKey: false + unique: false + description: The business timestamp in UTC when the order was successfully + registered in the source system and the payment was successful. + order_total: + type: variant + required: true + primaryKey: false + unique: false + description: Total amount the smallest monetary unit (e.g., cents). + customer_id: + type: string + required: false + primaryKey: false + unique: false + description: Unique identifier for the customer. + customer_email_address: + type: string + required: true + primaryKey: false + unique: false + description: The email address, as entered by the customer. The email address + was not verified. + processed_timestamp: + type: timestamp_ntz + required: true + primaryKey: false + unique: false + description: The timestamp when the record was processed by the data platform. + line_items: + description: A single article that is part of an order. + namespace: orders + fields: + lines_item_id: + type: string + required: true + primaryKey: true + unique: true + description: Primary key of the lines_item_id table + order_id: + type: string + required: false + primaryKey: false + unique: false + references: orders.order_id + description: An internal ID that identifies an order in the online shop. + sku: + type: string + required: false + primaryKey: false + unique: false + description: The purchased article number \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml b/datacontract-cli/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml new file mode 100644 index 000000000..5e5734e5f --- /dev/null +++ b/datacontract-cli/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml @@ -0,0 +1,29 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: Orders Latest + version: 0.0.1 +models: + line_items: + description: A single article that is part of an order. + namespace: orders + fields: + lines_item_id: + type: string + required: true + primaryKey: true + unique: true + description: Primary key of the lines_item_id table + order_id: + type: string + required: false + primaryKey: false + unique: false + references: orders.order_id + description: An internal ID that identifies an order in the online shop. + sku: + type: string + required: false + primaryKey: false + unique: false + description: The purchased article number \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dbml/import/datacontract_table_filtered.yaml b/datacontract-cli/tests/fixtures/dbml/import/datacontract_table_filtered.yaml new file mode 100644 index 000000000..fe011d539 --- /dev/null +++ b/datacontract-cli/tests/fixtures/dbml/import/datacontract_table_filtered.yaml @@ -0,0 +1,48 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: Orders Latest + version: 0.0.1 +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + namespace: test + fields: + order_id: + type: string + required: true + primaryKey: true + unique: true + description: An internal ID that identifies an order in the online shop. + order_timestamp: + type: timestamp_ntz + required: true + primaryKey: false + unique: false + description: The business timestamp in UTC when the order was successfully + registered in the source system and the payment was successful. + order_total: + type: variant + required: true + primaryKey: false + unique: false + description: Total amount the smallest monetary unit (e.g., cents). + customer_id: + type: string + required: false + primaryKey: false + unique: false + description: Unique identifier for the customer. + customer_email_address: + type: string + required: true + primaryKey: false + unique: false + description: The email address, as entered by the customer. The email address + was not verified. + processed_timestamp: + type: timestamp_ntz + required: true + primaryKey: false + unique: false + description: The timestamp when the record was processed by the data platform. \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dbml/import/dbml.txt b/datacontract-cli/tests/fixtures/dbml/import/dbml.txt new file mode 100644 index 000000000..1573080bc --- /dev/null +++ b/datacontract-cli/tests/fixtures/dbml/import/dbml.txt @@ -0,0 +1,26 @@ +Project "Orders Latest" { + Note: '''Successful customer orders in the webshop. +All orders since 2020-01-01. +Orders with their line items are in their current state (no history included). +''' +} + +Table test.orders { + "order_id" "text" [pk,unique,not null,Note: "An internal ID that identifies an order in the online shop."] +"order_timestamp" "timestamp" [not null,Note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."] +"order_total" "record" [not null,Note: "Total amount the smallest monetary unit (e.g., cents)."] +"customer_id" "text" [null,Note: "Unique identifier for the customer."] +"customer_email_address" "text" [not null,Note: "The email address, as entered by the customer. The email address was not verified."] +"processed_timestamp" "timestamp" [not null,Note: "The timestamp when the record was processed by the data platform."] +Note: "One record per order. Includes cancelled and deleted orders." +} + + +Table orders.line_items { +"lines_item_id" "text" [pk,unique,not null,Note: "Primary key of the lines_item_id table"] +"order_id" "text" [null,Note: "An internal ID that identifies an order in the online shop."] +"sku" "text" [null,Note: "The purchased article number"] +Note: "A single article that is part of an order." +} + +Ref: orders.line_items.order_id > test.orders.order_id \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dbt/export/datacontract.yaml b/datacontract-cli/tests/fixtures/dbt/export/datacontract.yaml new file mode 100644 index 000000000..6675f6801 --- /dev/null +++ b/datacontract-cli/tests/fixtures/dbt/export/datacontract.yaml @@ -0,0 +1,83 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 + status: active + owner: checkout + description: The orders data contract + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout + otherField: otherValue +terms: + usage: This data contract serves to demo datacontract CLI export. + limitations: Not intended to use in production + billing: free + noticePeriod: P3M +servers: + production: + type: bigquery + environment: production + account: my-account + project: my-database + dataset: my-schema + roles: + - name: analyst_us + description: Access to the data for US region +models: + orders: + title: orders + type: table + description: The orders model + fields: + order_id: + title: Order ID + type: varchar + unique: true + required: true + minLength: 8 + maxLength: 10 + pii: true + classification: sensitive + tags: + - order_id + pattern: ^B[0-9]+$ + examples: + - B12345678 + - B12345679 + order_total: + type: bigint + required: true + description: The order_total field + minimum: 0 + maximum: 1000000 + quality: + - type: sql + description: 95% of all order total values are expected to be between 10 and 499 EUR. + query: | + SELECT quantile_cont(order_total, 0.95) AS percentile_95 + FROM orders + mustBeBetween: [1000, 49900] + order_status: + type: text + required: true + enum: + - pending + - shipped + - delivered + user_id: + title: User ID + type: varchar + required: true + references: users.user_id + users: + title: users + type: table + description: The users model + fields: + user_id: + title: User ID + type: varchar + unique: true + required: true diff --git a/datacontract-cli/tests/fixtures/dbt/import/manifest_empty_columns.json b/datacontract-cli/tests/fixtures/dbt/import/manifest_empty_columns.json new file mode 100644 index 000000000..cd2238db5 --- /dev/null +++ b/datacontract-cli/tests/fixtures/dbt/import/manifest_empty_columns.json @@ -0,0 +1,12383 @@ +{ + "metadata": { + "dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v12.json", + "dbt_version": "1.8.0", + "generated_at": "2024-07-09T00:33:06.822862Z", + "invocation_id": "116abb11-be27-40b9-817f-e9debb5bd770", + "env": {}, + "project_name": "jaffle_shop", + "project_id": "06e5b98c2db46f8a72cc4f66410e9b3b", + "user_id": "a9b24267-c9cb-49bb-ac4c-ae76c1eea8ee", + "send_anonymous_usage_stats": true, + "adapter_type": "duckdb" + }, + "nodes": { + "seed.jaffle_shop.raw_customers": { + "database": "jaffle_shop", + "schema": "main", + "name": "raw_customers", + "resource_type": "seed", + "package_name": "jaffle_shop", + "path": "raw_customers.csv", + "original_file_path": "seeds/raw_customers.csv", + "unique_id": "seed.jaffle_shop.raw_customers", + "fqn": [ + "jaffle_shop", + "raw_customers" + ], + "alias": "raw_customers", + "checksum": { + "name": "sha256", + "checksum": "357d173dda65a741ad97d6683502286cc2655bb396ab5f4dfad12b8c39bd2a63" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "seed", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "delimiter": ",", + "quote_columns": null + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720483776.0257878, + "relation_name": "\"jaffle_shop\".\"main\".\"raw_customers\"", + "raw_code": "", + "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", + "depends_on": { + "macros": [] + } + }, + "seed.jaffle_shop.raw_orders": { + "database": "jaffle_shop", + "schema": "main", + "name": "raw_orders", + "resource_type": "seed", + "package_name": "jaffle_shop", + "path": "raw_orders.csv", + "original_file_path": "seeds/raw_orders.csv", + "unique_id": "seed.jaffle_shop.raw_orders", + "fqn": [ + "jaffle_shop", + "raw_orders" + ], + "alias": "raw_orders", + "checksum": { + "name": "sha256", + "checksum": "ddecd7adf70a07a88b9c302aec2a03fce615b925c2c06f2d5ef99a5c97b41250" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "seed", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "delimiter": ",", + "quote_columns": null + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720483776.027658, + "relation_name": "\"jaffle_shop\".\"main\".\"raw_orders\"", + "raw_code": "", + "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", + "depends_on": { + "macros": [] + } + }, + "seed.jaffle_shop.raw_payments": { + "database": "jaffle_shop", + "schema": "main", + "name": "raw_payments", + "resource_type": "seed", + "package_name": "jaffle_shop", + "path": "raw_payments.csv", + "original_file_path": "seeds/raw_payments.csv", + "unique_id": "seed.jaffle_shop.raw_payments", + "fqn": [ + "jaffle_shop", + "raw_payments" + ], + "alias": "raw_payments", + "checksum": { + "name": "sha256", + "checksum": "6de0626a8db9c1750eefd1b2e17fac4c2a4b9f778eb50532d8b377b90de395e6" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "seed", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "delimiter": ",", + "quote_columns": null + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720483776.029127, + "relation_name": "\"jaffle_shop\".\"main\".\"raw_payments\"", + "raw_code": "", + "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", + "depends_on": { + "macros": [] + } + }, + "model.jaffle_shop.orders": { + "database": "jaffle_shop", + "schema": "main", + "name": "orders", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "orders.sql", + "original_file_path": "models/orders.sql", + "unique_id": "model.jaffle_shop.orders", + "fqn": [ + "jaffle_shop", + "orders" + ], + "alias": "orders", + "checksum": { + "name": "sha256", + "checksum": "27f8c79aad1cfd8411ab9c3d2ce8da1d787f7f05c58bbee1d247510dc426be0f" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "table", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "This table has basic information about orders, as well as some derived facts based on payments", + "columns": { + "order_id": { + "name": "order_id", + "description": "This is a unique identifier for an order", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "customer_id": { + "name": "customer_id", + "description": "Foreign key to the customers table", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "order_date": { + "name": "order_date", + "description": "Date (UTC) that the order was placed", + "meta": {}, + "data_type": "date", + "constraints": [], + "quote": null, + "tags": [] + }, + "status": { + "name": "status", + "description": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + }, + "credit_card_amount": { + "name": "credit_card_amount", + "description": "Amount of the order (AUD) paid for by credit card", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + }, + "coupon_amount": { + "name": "coupon_amount", + "description": "Amount of the order (AUD) paid for by coupon", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + }, + "bank_transfer_amount": { + "name": "bank_transfer_amount", + "description": "Amount of the order (AUD) paid for by bank transfer", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + }, + "gift_card_amount": { + "name": "gift_card_amount", + "description": "Amount of the order (AUD) paid for by gift card", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + }, + "amount": { + "name": "amount", + "description": "Total amount (AUD) of the order", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/schema.yml", + "build_path": "target/run/jaffle_shop/models/orders.sql", + "unrendered_config": { + "materialized": "table" + }, + "created_at": 1720485033.194873, + "relation_name": "\"jaffle_shop\".\"main\".\"orders\"", + "raw_code": "{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}\n\nwith orders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n {% for payment_method in payment_methods -%}\n sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount,\n {% endfor -%}\n\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n {% for payment_method in payment_methods -%}\n\n order_payments.{{ payment_method }}_amount,\n\n {% endfor -%}\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + }, + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/orders.sql", + "compiled": true, + "compiled_code": "\n\nwith orders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n sum(case when payment_method = 'credit_card' then amount else 0 end) as credit_card_amount,\n sum(case when payment_method = 'coupon' then amount else 0 end) as coupon_amount,\n sum(case when payment_method = 'bank_transfer' then amount else 0 end) as bank_transfer_amount,\n sum(case when payment_method = 'gift_card' then amount else 0 end) as gift_card_amount,\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n order_payments.credit_card_amount,\n\n order_payments.coupon_amount,\n\n order_payments.bank_transfer_amount,\n\n order_payments.gift_card_amount,\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_order_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_order_id.cf6c17daed", + "fqn": [ + "jaffle_shop", + "not_null_orders_order_id" + ], + "alias": "not_null_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.232358, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_orders_order_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.unique_orders_order_id.fed79b3a6e", + "fqn": [ + "jaffle_shop", + "unique_orders_order_id" + ], + "alias": "unique_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.233409, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_customer_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_customer_id.c5f02694af", + "fqn": [ + "jaffle_shop", + "not_null_orders_customer_id" + ], + "alias": "not_null_orders_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.2342532, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "accepted_values_orders_status__completed__placed__return_pending__returned__shipped", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", + "fqn": [ + "jaffle_shop", + "accepted_values_orders_status__completed__placed__return_pending__returned__shipped" + ], + "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": { + "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741" + }, + "created_at": 1720485033.241823, + "relation_name": null, + "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741\") }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_accepted_values", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "status", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "accepted_values", + "kwargs": { + "values": [ + "completed", + "placed", + "return_pending", + "returned", + "shipped" + ], + "column_name": "status", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_credit_card_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_credit_card_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", + "fqn": [ + "jaffle_shop", + "not_null_orders_credit_card_amount" + ], + "alias": "not_null_orders_credit_card_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.247241, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "credit_card_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "credit_card_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_coupon_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_coupon_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", + "fqn": [ + "jaffle_shop", + "not_null_orders_coupon_amount" + ], + "alias": "not_null_orders_coupon_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.248306, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "coupon_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "coupon_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_bank_transfer_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_bank_transfer_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", + "fqn": [ + "jaffle_shop", + "not_null_orders_bank_transfer_amount" + ], + "alias": "not_null_orders_bank_transfer_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.249193, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "bank_transfer_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "bank_transfer_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_gift_card_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_gift_card_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a", + "fqn": [ + "jaffle_shop", + "not_null_orders_gift_card_amount" + ], + "alias": "not_null_orders_gift_card_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.250258, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "gift_card_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "gift_card_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_amount.106140f9fd": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_amount.106140f9fd", + "fqn": [ + "jaffle_shop", + "not_null_orders_amount" + ], + "alias": "not_null_orders_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.251141, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.stg_customers": { + "database": "jaffle_shop", + "schema": "main", + "name": "stg_customers", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "staging/stg_customers.sql", + "original_file_path": "models/staging/stg_customers.sql", + "unique_id": "model.jaffle_shop.stg_customers", + "fqn": [ + "jaffle_shop", + "staging", + "stg_customers" + ], + "alias": "stg_customers", + "checksum": { + "name": "sha256", + "checksum": "80e3223cd54387e11fa16cd0f4cbe15f8ff74dcd9900b93856b9e39416178c9d" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "view", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "", + "columns": { + "customer_id": { + "name": "customer_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "first_name": { + "name": "first_name", + "description": "", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + }, + "last_name": { + "name": "last_name", + "description": "", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/staging/schema.yml", + "build_path": "target/run/jaffle_shop/models/staging/stg_customers.sql", + "unrendered_config": { + "materialized": "view" + }, + "created_at": 1720485141.5922072, + "relation_name": "\"jaffle_shop\".\"main\".\"stg_customers\"", + "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_customers') }}\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", + "language": "sql", + "refs": [ + { + "name": "raw_customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "seed.jaffle_shop.raw_customers" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_customers.sql", + "compiled": true, + "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_customers\"\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_stg_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_stg_customers_customer_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", + "fqn": [ + "jaffle_shop", + "staging", + "not_null_stg_customers_customer_id" + ], + "alias": "not_null_stg_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485141.592731, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.stg_customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.stg_customers", + "attached_node": "model.jaffle_shop.stg_customers", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('stg_customers')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_stg_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_stg_customers_customer_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada", + "fqn": [ + "jaffle_shop", + "staging", + "unique_stg_customers_customer_id" + ], + "alias": "unique_stg_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485141.593724, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.stg_customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.stg_customers", + "attached_node": "model.jaffle_shop.stg_customers", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('stg_customers')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.stg_orders": { + "database": "jaffle_shop", + "schema": "main", + "name": "stg_orders", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "staging/stg_orders.sql", + "original_file_path": "models/staging/stg_orders.sql", + "unique_id": "model.jaffle_shop.stg_orders", + "fqn": [ + "jaffle_shop", + "staging", + "stg_orders" + ], + "alias": "stg_orders", + "checksum": { + "name": "sha256", + "checksum": "f4f881cb09d2c4162200fc331d7401df6d1abd4fed492554a7db70dede347108" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "view", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "", + "columns": { + "order_id": { + "name": "order_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "customer_id": { + "name": "customer_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "order_date": { + "name": "order_date", + "description": "", + "meta": {}, + "data_type": "date", + "constraints": [], + "quote": null, + "tags": [] + }, + "status": { + "name": "status", + "description": "", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/staging/schema.yml", + "build_path": "target/run/jaffle_shop/models/staging/stg_orders.sql", + "unrendered_config": { + "materialized": "view" + }, + "created_at": 1720485148.2909172, + "relation_name": "\"jaffle_shop\".\"main\".\"stg_orders\"", + "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_orders') }}\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", + "language": "sql", + "refs": [ + { + "name": "raw_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "seed.jaffle_shop.raw_orders" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_orders.sql", + "compiled": true, + "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_orders\"\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_stg_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_stg_orders_order_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", + "fqn": [ + "jaffle_shop", + "staging", + "not_null_stg_orders_order_id" + ], + "alias": "not_null_stg_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485148.291411, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.stg_orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.stg_orders", + "attached_node": "model.jaffle_shop.stg_orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('stg_orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_stg_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_stg_orders_order_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a", + "fqn": [ + "jaffle_shop", + "staging", + "unique_stg_orders_order_id" + ], + "alias": "unique_stg_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485148.2923388, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.stg_orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.stg_orders", + "attached_node": "model.jaffle_shop.stg_orders", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('stg_orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", + "fqn": [ + "jaffle_shop", + "staging", + "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped" + ], + "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": { + "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0" + }, + "created_at": 1720485148.293184, + "relation_name": null, + "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0\") }}", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_accepted_values", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.stg_orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "status", + "file_key_name": "models.stg_orders", + "attached_node": "model.jaffle_shop.stg_orders", + "test_metadata": { + "name": "accepted_values", + "kwargs": { + "values": [ + "completed", + "placed", + "return_pending", + "returned", + "shipped" + ], + "column_name": "status", + "model": "{{ get_where_subquery(ref('stg_orders')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.stg_payments": { + "database": "jaffle_shop", + "schema": "main", + "name": "stg_payments", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "staging/stg_payments.sql", + "original_file_path": "models/staging/stg_payments.sql", + "unique_id": "model.jaffle_shop.stg_payments", + "fqn": [ + "jaffle_shop", + "staging", + "stg_payments" + ], + "alias": "stg_payments", + "checksum": { + "name": "sha256", + "checksum": "9c1ee3bfb10e07c2dfc325d55925da0e521887136d9051768cb8acf09dc86bda" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "view", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "", + "columns": { + "payment_id": { + "name": "payment_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "order_id": { + "name": "order_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "payment_method": { + "name": "payment_method", + "description": "", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + }, + "amount": { + "name": "amount", + "description": "", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/staging/schema.yml", + "build_path": "target/run/jaffle_shop/models/staging/stg_payments.sql", + "unrendered_config": { + "materialized": "view" + }, + "created_at": 1720485154.929448, + "relation_name": "\"jaffle_shop\".\"main\".\"stg_payments\"", + "raw_code": "with source as (\n \n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_payments') }}\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", + "language": "sql", + "refs": [ + { + "name": "raw_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "seed.jaffle_shop.raw_payments" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_payments.sql", + "compiled": true, + "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_payments\"\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_stg_payments_payment_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_stg_payments_payment_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", + "fqn": [ + "jaffle_shop", + "staging", + "not_null_stg_payments_payment_id" + ], + "alias": "not_null_stg_payments_payment_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485154.929976, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "payment_id", + "file_key_name": "models.stg_payments", + "attached_node": "model.jaffle_shop.stg_payments", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "payment_id", + "model": "{{ get_where_subquery(ref('stg_payments')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_stg_payments_payment_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_stg_payments_payment_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.unique_stg_payments_payment_id.3744510712", + "fqn": [ + "jaffle_shop", + "staging", + "unique_stg_payments_payment_id" + ], + "alias": "unique_stg_payments_payment_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485154.9312499, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "payment_id", + "file_key_name": "models.stg_payments", + "attached_node": "model.jaffle_shop.stg_payments", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "payment_id", + "model": "{{ get_where_subquery(ref('stg_payments')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", + "fqn": [ + "jaffle_shop", + "staging", + "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card" + ], + "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": { + "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6" + }, + "created_at": 1720485154.932263, + "relation_name": null, + "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6\") }}", + "language": "sql", + "refs": [ + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_accepted_values", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "payment_method", + "file_key_name": "models.stg_payments", + "attached_node": "model.jaffle_shop.stg_payments", + "test_metadata": { + "name": "accepted_values", + "kwargs": { + "values": [ + "bank_transfer", + "coupon", + "credit_card", + "gift_card" + ], + "column_name": "payment_method", + "model": "{{ get_where_subquery(ref('stg_payments')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.customers": { + "database": "jaffle_shop", + "schema": "main", + "name": "customers", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "customers.sql", + "original_file_path": "models/customers.sql", + "unique_id": "model.jaffle_shop.customers", + "fqn": [ + "jaffle_shop", + "customers" + ], + "alias": "customers", + "checksum": { + "name": "sha256", + "checksum": "60bd72e33da43fff3a7e7609135c17cd4468bd22afec0735dd36018bfb5af30a" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "table", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": ["TABLE_PII"], + "description": "This table has basic information about a customer, as well as some derived facts based on a customer's orders", + "columns": { }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/schema.yml", + "build_path": "target/run/jaffle_shop/models/customers.sql", + "unrendered_config": { + "materialized": "table" + }, + "created_at": 1720485169.4153018, + "relation_name": "\"jaffle_shop\".\"main\".\"customers\"", + "raw_code": "with customers as (\n\n select * from {{ ref('stg_customers') }}\n\n),\n\norders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", + "language": "sql", + "refs": [ + { + "name": "stg_customers", + "package": null, + "version": null + }, + { + "name": "stg_orders", + "package": null, + "version": null + }, + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "model.jaffle_shop.stg_customers", + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/customers.sql", + "compiled": true, + "compiled_code": "with customers as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_customers\"\n\n),\n\norders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + } + }, + "sources": {}, + "macros": { + "macro.dbt_duckdb.duckdb__get_binding_char": { + "name": "duckdb__get_binding_char", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/seed.sql", + "original_file_path": "macros/seed.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_binding_char", + "macro_sql": "{% macro duckdb__get_binding_char() %}\n {{ return(adapter.get_binding_char()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4117608, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_batch_size": { + "name": "duckdb__get_batch_size", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/seed.sql", + "original_file_path": "macros/seed.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_batch_size", + "macro_sql": "{% macro duckdb__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.411907, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__load_csv_rows": { + "name": "duckdb__load_csv_rows", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/seed.sql", + "original_file_path": "macros/seed.sql", + "unique_id": "macro.dbt_duckdb.duckdb__load_csv_rows", + "macro_sql": "{% macro duckdb__load_csv_rows(model, agate_table) %}\n {% if config.get('fast', true) %}\n {% set seed_file_path = adapter.get_seed_file_path(model) %}\n {% set delimiter = config.get('delimiter', ',') %}\n {% set sql %}\n COPY {{ this.render() }} FROM '{{ seed_file_path }}' (FORMAT CSV, HEADER TRUE, DELIMITER '{{ delimiter }}')\n {% endset %}\n {% do adapter.add_query(sql, abridge_sql_log=True) %}\n {{ return(sql) }}\n {% endif %}\n\n {% set batch_size = get_batch_size() %}\n {% set agate_table = adapter.convert_datetimes_to_strs(agate_table) %}\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_batch_size", + "macro.dbt.get_seed_column_quoted_csv", + "macro.dbt.get_binding_char" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.414165, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__snapshot_merge_sql": { + "name": "duckdb__snapshot_merge_sql", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/snapshot_helper.sql", + "original_file_path": "macros/snapshot_helper.sql", + "unique_id": "macro.dbt_duckdb.duckdb__snapshot_merge_sql", + "macro_sql": "{% macro duckdb__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n update {{ target }} as DBT_INTERNAL_TARGET\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_scd_id::text = DBT_INTERNAL_TARGET.dbt_scd_id::text\n and DBT_INTERNAL_SOURCE.dbt_change_type::text in ('update'::text, 'delete'::text)\n and DBT_INTERNAL_TARGET.dbt_valid_to is null;\n\n insert into {{ target }} ({{ insert_cols_csv }})\n select {% for column in insert_cols -%}\n DBT_INTERNAL_SOURCE.{{ column }} {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_change_type::text = 'insert'::text;\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.415136, + "supported_languages": null + }, + "macro.dbt_duckdb.build_snapshot_staging_table": { + "name": "build_snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/snapshot_helper.sql", + "original_file_path": "macros/snapshot_helper.sql", + "unique_id": "macro.dbt_duckdb.build_snapshot_staging_table", + "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(False, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_temp_relation", + "macro.dbt.snapshot_staging_table", + "macro.dbt.statement", + "macro.dbt.create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.415675, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__post_snapshot": { + "name": "duckdb__post_snapshot", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/snapshot_helper.sql", + "original_file_path": "macros/snapshot_helper.sql", + "unique_id": "macro.dbt_duckdb.duckdb__post_snapshot", + "macro_sql": "{% macro duckdb__post_snapshot(staging_relation) %}\n {% do return(drop_relation(staging_relation)) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.drop_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.415958, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_catalog": { + "name": "duckdb__get_catalog", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/catalog.sql", + "original_file_path": "macros/catalog.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_catalog", + "macro_sql": "{% macro duckdb__get_catalog(information_schema, schemas) -%}\n {%- call statement('catalog', fetch_result=True) -%}\n with relations AS (\n select\n t.table_name\n , t.database_name\n , t.schema_name\n , 'BASE TABLE' as table_type\n , {{ adapter.catalog_comment('t') }} as table_comment\n from duckdb_tables() t\n WHERE t.database_name = '{{ database }}'\n UNION ALL\n SELECT v.view_name as table_name\n , v.database_name\n , v.schema_name\n , 'VIEW' as table_type\n , {{ adapter.catalog_comment('v') }} as table_comment\n from duckdb_views() v\n WHERE v.database_name = '{{ database }}'\n )\n select\n '{{ database }}' as table_database,\n r.schema_name as table_schema,\n r.table_name,\n r.table_type,\n r.table_comment,\n c.column_name,\n c.column_index as column_index,\n c.data_type as column_type,\n {{ adapter.catalog_comment('c') }} as column_comment,\n '' as table_owner\n FROM relations r JOIN duckdb_columns() c ON r.schema_name = c.schema_name AND r.table_name = c.table_name\n WHERE (\n {%- for schema in schemas -%}\n upper(r.schema_name) = upper('{{ schema }}'){%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n ORDER BY\n r.schema_name,\n r.table_name,\n c.column_index\n {%- endcall -%}\n {{ return(load_result('catalog').table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.417027, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__create_schema": { + "name": "duckdb__create_schema", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__create_schema", + "macro_sql": "{% macro duckdb__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n {% set sql %}\n select type from duckdb_databases()\n where database_name='{{ relation.database }}'\n and type='sqlite'\n {% endset %}\n {% set results = run_query(sql) %}\n {% if results|length == 0 %}\n create schema if not exists {{ relation.without_identifier() }}\n {% else %}\n {% if relation.schema!='main' %}\n {{ exceptions.raise_compiler_error(\n \"Schema must be 'main' when writing to sqlite \"\n ~ \"instead got \" ~ relation.schema\n )}}\n {% endif %}\n {% endif %}\n {%- endcall -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.42521, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__drop_schema": { + "name": "duckdb__drop_schema", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__drop_schema", + "macro_sql": "{% macro duckdb__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {%- endcall -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.425386, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__list_schemas": { + "name": "duckdb__list_schemas", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__list_schemas", + "macro_sql": "{% macro duckdb__list_schemas(database) -%}\n {% set sql %}\n select schema_name\n from system.information_schema.schemata\n {% if database is not none %}\n where catalog_name = '{{ database }}'\n {% endif %}\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4256341, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__check_schema_exists": { + "name": "duckdb__check_schema_exists", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__check_schema_exists", + "macro_sql": "{% macro duckdb__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from system.information_schema.schemata\n where schema_name = '{{ schema }}'\n and catalog_name = '{{ information_schema.database }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.425865, + "supported_languages": null + }, + "macro.dbt_duckdb.get_column_names": { + "name": "get_column_names", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.get_column_names", + "macro_sql": "{% macro get_column_names() %}\n {# loop through user_provided_columns to get column names #}\n {%- set user_provided_columns = model['columns'] -%}\n (\n {% for i in user_provided_columns %}\n {% set col = user_provided_columns[i] %}\n {{ col['name'] }} {{ \",\" if not loop.last }}\n {% endfor %}\n )\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4261918, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__create_table_as": { + "name": "duckdb__create_table_as", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__create_table_as", + "macro_sql": "{% macro duckdb__create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {%- if language == 'sql' -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(compiled_code) }}\n {% endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% if contract_config.enforced and not temporary %}\n {#-- DuckDB doesnt support constraints on temp tables --#}\n {{ get_table_columns_and_constraints() }} ;\n insert into {{ relation }} {{ get_column_names() }} (\n {{ get_select_subquery(compiled_code) }}\n );\n {% else %}\n as (\n {{ compiled_code }}\n );\n {% endif %}\n {%- elif language == 'python' -%}\n {{ py_write_table(temporary=temporary, relation=relation, compiled_code=compiled_code) }}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"duckdb__create_table_as macro didn't get supported language, it got %s\" % language) %}\n {%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent", + "macro.dbt.get_table_columns_and_constraints", + "macro.dbt_duckdb.get_column_names", + "macro.dbt.get_select_subquery", + "macro.dbt_duckdb.py_write_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.427795, + "supported_languages": null + }, + "macro.dbt_duckdb.py_write_table": { + "name": "py_write_table", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.py_write_table", + "macro_sql": "{% macro py_write_table(temporary, relation, compiled_code) -%}\n{{ compiled_code }}\n\ndef materialize(df, con):\n try:\n import pyarrow\n pyarrow_available = True\n except ImportError:\n pyarrow_available = False\n finally:\n if pyarrow_available and isinstance(df, pyarrow.Table):\n # https://github.com/duckdb/duckdb/issues/6584\n import pyarrow.dataset\n con.execute('create table {{ relation }} as select * from df')\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.428014, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__create_view_as": { + "name": "duckdb__create_view_as", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__create_view_as", + "macro_sql": "{% macro duckdb__create_view_as(relation, sql) -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }} as (\n {{ sql }}\n );\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4284, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_columns_in_relation": { + "name": "duckdb__get_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_columns_in_relation", + "macro_sql": "{% macro duckdb__get_columns_in_relation(relation) -%}\n {% call statement('get_columns_in_relation', fetch_result=True) %}\n select\n column_name,\n data_type,\n character_maximum_length,\n numeric_precision,\n numeric_scale\n\n from system.information_schema.columns\n where table_name = '{{ relation.identifier }}'\n {% if relation.schema %}\n and table_schema = '{{ relation.schema }}'\n {% endif %}\n {% if relation.database %}\n and table_catalog = '{{ relation.database }}'\n {% endif %}\n order by ordinal_position\n\n {% endcall %}\n {% set table = load_result('get_columns_in_relation').table %}\n {{ return(sql_convert_columns_in_relation(table)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.sql_convert_columns_in_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4288452, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__list_relations_without_caching": { + "name": "duckdb__list_relations_without_caching", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__list_relations_without_caching", + "macro_sql": "{% macro duckdb__list_relations_without_caching(schema_relation) %}\n {% call statement('list_relations_without_caching', fetch_result=True) -%}\n select\n '{{ schema_relation.database }}' as database,\n table_name as name,\n table_schema as schema,\n CASE table_type\n WHEN 'BASE TABLE' THEN 'table'\n WHEN 'VIEW' THEN 'view'\n WHEN 'LOCAL TEMPORARY' THEN 'table'\n END as type\n from system.information_schema.tables\n where table_schema = '{{ schema_relation.schema }}'\n and table_catalog = '{{ schema_relation.database }}'\n {% endcall %}\n {{ return(load_result('list_relations_without_caching').table) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429146, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__drop_relation": { + "name": "duckdb__drop_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__drop_relation", + "macro_sql": "{% macro duckdb__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429336, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__rename_relation": { + "name": "duckdb__rename_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__rename_relation", + "macro_sql": "{% macro duckdb__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter {{ to_relation.type }} {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4296021, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__make_temp_relation": { + "name": "duckdb__make_temp_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__make_temp_relation", + "macro_sql": "{% macro duckdb__make_temp_relation(base_relation, suffix) %}\n {% set tmp_identifier = base_relation.identifier ~ suffix ~ py_current_timestring() %}\n {% do return(base_relation.incorporate(\n path={\n \"identifier\": tmp_identifier,\n \"schema\": none,\n \"database\": none\n })) -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.py_current_timestring" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429921, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__current_timestamp": { + "name": "duckdb__current_timestamp", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__current_timestamp", + "macro_sql": "{% macro duckdb__current_timestamp() -%}\n now()\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429992, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__snapshot_string_as_time": { + "name": "duckdb__snapshot_string_as_time", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__snapshot_string_as_time", + "macro_sql": "{% macro duckdb__snapshot_string_as_time(timestamp) -%}\n {%- set result = \"'\" ~ timestamp ~ \"'::timestamp\" -%}\n {{ return(result) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4301498, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__snapshot_get_time": { + "name": "duckdb__snapshot_get_time", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__snapshot_get_time", + "macro_sql": "{% macro duckdb__snapshot_get_time() -%}\n {{ current_timestamp() }}::timestamp\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.430254, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_incremental_default_sql": { + "name": "duckdb__get_incremental_default_sql", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_incremental_default_sql", + "macro_sql": "{% macro duckdb__get_incremental_default_sql(arg_dict) %}\n {% do return(get_incremental_delete_insert_sql(arg_dict)) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_incremental_delete_insert_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.430387, + "supported_languages": null + }, + "macro.dbt_duckdb.location_exists": { + "name": "location_exists", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.location_exists", + "macro_sql": "{% macro location_exists(location) -%}\n {% do return(adapter.location_exists(location)) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4305222, + "supported_languages": null + }, + "macro.dbt_duckdb.write_to_file": { + "name": "write_to_file", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.write_to_file", + "macro_sql": "{% macro write_to_file(relation, location, options) -%}\n {% call statement('write_to_file') -%}\n copy {{ relation }} to '{{ location }}' ({{ options }})\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4307132, + "supported_languages": null + }, + "macro.dbt_duckdb.store_relation": { + "name": "store_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.store_relation", + "macro_sql": "{% macro store_relation(plugin, relation, location, format, config) -%}\n {%- set column_list = adapter.get_columns_in_relation(relation) -%}\n {% do adapter.store_relation(plugin, relation, column_list, location, format, config) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4310322, + "supported_languages": null + }, + "macro.dbt_duckdb.render_write_options": { + "name": "render_write_options", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.render_write_options", + "macro_sql": "{% macro render_write_options(config) -%}\n {% set options = config.get('options', {}) %}\n {% if options is not mapping %}\n {% do exceptions.raise_compiler_error(\"The options argument must be a dictionary\") %}\n {% endif %}\n\n {% for k in options %}\n {% set _ = options.update({k: render(options[k])}) %}\n {% endfor %}\n\n {# legacy top-level write options #}\n {% if config.get('format') %}\n {% set _ = options.update({'format': render(config.get('format'))}) %}\n {% endif %}\n {% if config.get('delimiter') %}\n {% set _ = options.update({'delimiter': render(config.get('delimiter'))}) %}\n {% endif %}\n\n {% do return(options) %}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4320471, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb_escape_comment": { + "name": "duckdb_escape_comment", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/persist_docs.sql", + "original_file_path": "macros/persist_docs.sql", + "unique_id": "macro.dbt_duckdb.duckdb_escape_comment", + "macro_sql": "{% macro duckdb_escape_comment(comment) -%}\n {% if comment is not string %}\n {% do exceptions.raise_compiler_error('cannot escape a non-string: ' ~ comment) %}\n {% endif %}\n {%- set magic = '$dbt_comment_literal_block$' -%}\n {%- if magic in comment -%}\n {%- do exceptions.raise_compiler_error('The string ' ~ magic ~ ' is not allowed in comments.') -%}\n {%- endif -%}\n {{ magic }}{{ comment }}{{ magic }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4335911, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__alter_relation_comment": { + "name": "duckdb__alter_relation_comment", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/persist_docs.sql", + "original_file_path": "macros/persist_docs.sql", + "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_comment", + "macro_sql": "{% macro duckdb__alter_relation_comment(relation, comment) %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on {{ relation.type }} {{ relation }} is {{ escaped_comment }};\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb_escape_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4339142, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__alter_column_comment": { + "name": "duckdb__alter_column_comment", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/persist_docs.sql", + "original_file_path": "macros/persist_docs.sql", + "unique_id": "macro.dbt_duckdb.duckdb__alter_column_comment", + "macro_sql": "{% macro duckdb__alter_column_comment(relation, column_dict) %}\n {% set existing_columns = adapter.get_columns_in_relation(relation) | map(attribute=\"name\") | list %}\n {% for column_name in column_dict if (column_name in existing_columns) %}\n {% set comment = column_dict[column_name]['description'] %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on column {{ relation }}.{{ adapter.quote(column_name) if column_dict[column_name]['quote'] else column_name }} is {{ escaped_comment }};\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb_escape_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4345129, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql": { + "name": "duckdb__get_delete_insert_merge_sql", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/incremental_helper.sql", + "original_file_path": "macros/incremental_helper.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql", + "macro_sql": "{% macro duckdb__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }} as DBT_INCREMENTAL_TARGET\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = DBT_INCREMENTAL_TARGET.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.436508, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns": { + "name": "duckdb__alter_relation_add_remove_columns", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/columns.sql", + "original_file_path": "macros/columns.sql", + "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns", + "macro_sql": "{% macro duckdb__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns %}\n {% for column in add_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} add column\n {{ column.name }} {{ column.data_type }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n {% if remove_columns %}\n {% for column in remove_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} drop column\n {{ column.name }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.437406, + "supported_languages": null + }, + "macro.dbt_duckdb.materialization_table_duckdb": { + "name": "materialization_table_duckdb", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/materializations/table.sql", + "original_file_path": "macros/materializations/table.sql", + "unique_id": "macro.dbt_duckdb.materialization_table_duckdb", + "macro_sql": "{% materialization table, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set language = model['language'] -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main', language=language) -%}\n {{- create_table_as(False, intermediate_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.create_table_as", + "macro.dbt.create_indexes", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.440376, + "supported_languages": [ + "sql", + "python" + ] + }, + "macro.dbt_duckdb.materialization_external_duckdb": { + "name": "materialization_external_duckdb", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/materializations/external.sql", + "original_file_path": "macros/materializations/external.sql", + "unique_id": "macro.dbt_duckdb.materialization_external_duckdb", + "macro_sql": "{% materialization external, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set location = render(config.get('location', default=external_location(this, config))) -%})\n {%- set rendered_options = render_write_options(config) -%}\n {%- set format = config.get('format', 'parquet') -%}\n {%- set write_options = adapter.external_write_options(location, rendered_options) -%}\n {%- set read_location = adapter.external_read_location(location, rendered_options) -%}\n\n -- set language - python or sql\n {%- set language = model['language'] -%}\n\n {%- set target_relation = this.incorporate(type='view') %}\n\n -- Continue as normal materialization\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set temp_relation = make_intermediate_relation(this.incorporate(type='table'), suffix='__dbt_tmp') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation, suffix='__dbt_int') -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_temp_relation = load_cached_relation(temp_relation) -%}\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_temp_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('create_table', language=language) -%}\n {{- create_table_as(False, temp_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- write an temp relation into file\n {{ write_to_file(temp_relation, location, write_options) }}\n -- create a view on top of the location\n {% call statement('main', language='sql') -%}\n create or replace view {{ intermediate_relation }} as (\n select * from '{{ read_location }}'\n );\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(temp_relation) }}\n\n -- register table into glue\n {%- set plugin_name = config.get('plugin') -%}\n {%- set glue_register = config.get('glue_register', default=false) -%}\n {%- set partition_columns = config.get('partition_columns', []) -%}\n {% if plugin_name is not none or glue_register is true %}\n {% if glue_register %}\n {# legacy hack to set the glue database name, deprecate this #}\n {%- set plugin_name = 'glue|' ~ config.get('glue_database', 'default') -%}\n {% endif %}\n {% do store_relation(plugin_name, target_relation, location, format, config) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.external_location", + "macro.dbt_duckdb.render_write_options", + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.create_table_as", + "macro.dbt_duckdb.write_to_file", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt_duckdb.store_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.445555, + "supported_languages": [ + "sql", + "python" + ] + }, + "macro.dbt_duckdb.materialization_incremental_duckdb": { + "name": "materialization_incremental_duckdb", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/materializations/incremental.sql", + "original_file_path": "macros/materializations/incremental.sql", + "unique_id": "macro.dbt_duckdb.materialization_incremental_duckdb", + "macro_sql": "{% materialization incremental, adapter=\"duckdb\", supported_languages=['sql', 'python'] -%}\n\n {%- set language = model['language'] -%}\n -- only create temp tables if using local duckdb, as it is not currently supported for remote databases\n {%- set temporary = not adapter.is_motherduck() -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, compiled_code, language) %}\n {% elif full_refresh_mode %}\n {% set build_sql = create_table_as(False, intermediate_relation, compiled_code, language) %}\n {% set need_swap = true %}\n {% else %}\n {% if not temporary %}\n -- if not using a temporary table we will update the temp relation to use a different temp schema (\"dbt_temp\" by default)\n {% set temp_relation = temp_relation.incorporate(path=adapter.get_temp_relation_path(this)) %}\n {% do run_query(create_schema(temp_relation)) %}\n -- then drop the temp relation after we insert the incremental data into the target relation\n {% do to_drop.append(temp_relation) %}\n {% endif %}\n {% if language == 'python' %}\n {% set build_python = create_table_as(False, temp_relation, compiled_code, language) %}\n {% call statement(\"pre\", language=language) %}\n {{- build_python }}\n {% endcall %}\n {% else %} {# SQL #}\n {% do run_query(create_table_as(temporary, temp_relation, compiled_code, language)) %}\n {% endif %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n {% set language = \"sql\" %}\n\n {% endif %}\n\n {% call statement(\"main\", language=language) %}\n {{- build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_temp_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.should_full_refresh", + "macro.dbt.incremental_validate_on_schema_change", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.create_table_as", + "macro.dbt.run_query", + "macro.dbt.create_schema", + "macro.dbt.statement", + "macro.dbt.process_schema_changes", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.452378, + "supported_languages": [ + "sql", + "python" + ] + }, + "macro.dbt_duckdb.duckdb__dateadd": { + "name": "duckdb__dateadd", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/dateadd.sql", + "original_file_path": "macros/utils/dateadd.sql", + "unique_id": "macro.dbt_duckdb.duckdb__dateadd", + "macro_sql": "{% macro duckdb__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n date_add({{ from_date_or_timestamp }}, interval ({{ interval }}) {{ datepart }})\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.452644, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__listagg": { + "name": "duckdb__listagg", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/listagg.sql", + "original_file_path": "macros/utils/listagg.sql", + "unique_id": "macro.dbt_duckdb.duckdb__listagg", + "macro_sql": "{% macro duckdb__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n {% if limit_num -%}\n list_aggr(\n (array_agg(\n {{ measure }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n ))[1:{{ limit_num }}],\n 'string_agg',\n {{ delimiter_text }}\n )\n {%- else %}\n string_agg(\n {{ measure }},\n {{ delimiter_text }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n )\n {%- endif %}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4531982, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__datediff": { + "name": "duckdb__datediff", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/datediff.sql", + "original_file_path": "macros/utils/datediff.sql", + "unique_id": "macro.dbt_duckdb.duckdb__datediff", + "macro_sql": "{% macro duckdb__datediff(first_date, second_date, datepart) -%}\n date_diff('{{ datepart }}', {{ first_date }}::timestamp, {{ second_date}}::timestamp )\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.453505, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__any_value": { + "name": "duckdb__any_value", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/any_value.sql", + "original_file_path": "macros/utils/any_value.sql", + "unique_id": "macro.dbt_duckdb.duckdb__any_value", + "macro_sql": "{% macro duckdb__any_value(expression) -%}\n\n arbitrary({{ expression }})\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.45364, + "supported_languages": null + }, + "macro.dbt_duckdb.register_upstream_external_models": { + "name": "register_upstream_external_models", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/upstream.sql", + "original_file_path": "macros/utils/upstream.sql", + "unique_id": "macro.dbt_duckdb.register_upstream_external_models", + "macro_sql": "{%- macro register_upstream_external_models() -%}\n{% if execute %}\n{% set upstream_nodes = {} %}\n{% set upstream_schemas = {} %}\n{% for node in selected_resources %}\n {% for upstream_node in graph['nodes'][node]['depends_on']['nodes'] %}\n {% if upstream_node not in upstream_nodes and upstream_node not in selected_resources %}\n {% do upstream_nodes.update({upstream_node: None}) %}\n {% set upstream = graph['nodes'].get(upstream_node) %}\n {% if upstream\n and upstream.resource_type in ('model', 'seed')\n and upstream.config.materialized=='external'\n %}\n {%- set upstream_rel = api.Relation.create(\n database=upstream['database'],\n schema=upstream['schema'],\n identifier=upstream['alias']\n ) -%}\n {%- set location = upstream.config.get('location', external_location(upstream_rel, upstream.config)) -%}\n {%- set rendered_options = render_write_options(upstream.config) -%}\n {%- set upstream_location = adapter.external_read_location(location, rendered_options) -%}\n {% if upstream_rel.schema not in upstream_schemas %}\n {% call statement('main', language='sql') -%}\n create schema if not exists {{ upstream_rel.schema }}\n {%- endcall %}\n {% do upstream_schemas.update({upstream_rel.schema: None}) %}\n {% endif %}\n {% call statement('main', language='sql') -%}\n create or replace view {{ upstream_rel }} as (\n select * from '{{ upstream_location }}'\n );\n {%- endcall %}\n {%- endif %}\n {% endif %}\n {% endfor %}\n{% endfor %}\n{% do adapter.commit() %}\n{% endif %}\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.external_location", + "macro.dbt_duckdb.render_write_options", + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.455858, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__split_part": { + "name": "duckdb__split_part", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/splitpart.sql", + "original_file_path": "macros/utils/splitpart.sql", + "unique_id": "macro.dbt_duckdb.duckdb__split_part", + "macro_sql": "{% macro duckdb__split_part(string_text, delimiter_text, part_number) %}\n string_split({{ string_text }}, {{ delimiter_text }})[ {{ part_number }} ]\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.45629, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__last_day": { + "name": "duckdb__last_day", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/lastday.sql", + "original_file_path": "macros/utils/lastday.sql", + "unique_id": "macro.dbt_duckdb.duckdb__last_day", + "macro_sql": "{% macro duckdb__last_day(date, datepart) -%}\n\n {%- if datepart == 'quarter' -%}\n -- duckdb dateadd does not support quarter interval.\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd('month', '3', dbt.date_trunc(datepart, date))\n )}}\n as date)\n {%- else -%}\n {{dbt.default_last_day(date, datepart)}}\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.dateadd", + "macro.dbt.date_trunc", + "macro.dbt.default_last_day" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.45679, + "supported_languages": null + }, + "macro.dbt_duckdb.external_location": { + "name": "external_location", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/external_location.sql", + "original_file_path": "macros/utils/external_location.sql", + "unique_id": "macro.dbt_duckdb.external_location", + "macro_sql": "{%- macro external_location(relation, config) -%}\n {%- if config.get('options', {}).get('partition_by') is none -%}\n {%- set format = config.get('format', 'parquet') -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}.{{ format }}\n {%- else -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}\n {%- endif -%}\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4574668, + "supported_languages": null + }, + "macro.dbt.run_hooks": { + "name": "run_hooks", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.run_hooks", + "macro_sql": "{% macro run_hooks(hooks, inside_transaction=True) %}\n {% for hook in hooks | selectattr('transaction', 'equalto', inside_transaction) %}\n {% if not inside_transaction and loop.first %}\n {% call statement(auto_begin=inside_transaction) %}\n commit;\n {% endcall %}\n {% endif %}\n {% set rendered = render(hook.get('sql')) | trim %}\n {% if (rendered | length) > 0 %}\n {% call statement(auto_begin=inside_transaction) %}\n {{ rendered }}\n {% endcall %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.458501, + "supported_languages": null + }, + "macro.dbt.make_hook_config": { + "name": "make_hook_config", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.make_hook_config", + "macro_sql": "{% macro make_hook_config(sql, inside_transaction) %}\n {{ tojson({\"sql\": sql, \"transaction\": inside_transaction}) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.458751, + "supported_languages": null + }, + "macro.dbt.before_begin": { + "name": "before_begin", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.before_begin", + "macro_sql": "{% macro before_begin(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_hook_config" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4589062, + "supported_languages": null + }, + "macro.dbt.in_transaction": { + "name": "in_transaction", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.in_transaction", + "macro_sql": "{% macro in_transaction(sql) %}\n {{ make_hook_config(sql, inside_transaction=True) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_hook_config" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.459146, + "supported_languages": null + }, + "macro.dbt.after_commit": { + "name": "after_commit", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.after_commit", + "macro_sql": "{% macro after_commit(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_hook_config" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.459601, + "supported_languages": null + }, + "macro.dbt.set_sql_header": { + "name": "set_sql_header", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/configs.sql", + "original_file_path": "macros/materializations/configs.sql", + "unique_id": "macro.dbt.set_sql_header", + "macro_sql": "{% macro set_sql_header(config) -%}\n {{ config.set('sql_header', caller()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.460144, + "supported_languages": null + }, + "macro.dbt.should_full_refresh": { + "name": "should_full_refresh", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/configs.sql", + "original_file_path": "macros/materializations/configs.sql", + "unique_id": "macro.dbt.should_full_refresh", + "macro_sql": "{% macro should_full_refresh() %}\n {% set config_full_refresh = config.get('full_refresh') %}\n {% if config_full_refresh is none %}\n {% set config_full_refresh = flags.FULL_REFRESH %}\n {% endif %}\n {% do return(config_full_refresh) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.460431, + "supported_languages": null + }, + "macro.dbt.should_store_failures": { + "name": "should_store_failures", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/configs.sql", + "original_file_path": "macros/materializations/configs.sql", + "unique_id": "macro.dbt.should_store_failures", + "macro_sql": "{% macro should_store_failures() %}\n {% set config_store_failures = config.get('store_failures') %}\n {% if config_store_failures is none %}\n {% set config_store_failures = flags.STORE_FAILURES %}\n {% endif %}\n {% do return(config_store_failures) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.460711, + "supported_languages": null + }, + "macro.dbt.snapshot_merge_sql": { + "name": "snapshot_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/snapshot_merge.sql", + "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", + "unique_id": "macro.dbt.snapshot_merge_sql", + "macro_sql": "{% macro snapshot_merge_sql(target, source, insert_cols) -%}\n {{ adapter.dispatch('snapshot_merge_sql', 'dbt')(target, source, insert_cols) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__snapshot_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.461129, + "supported_languages": null + }, + "macro.dbt.default__snapshot_merge_sql": { + "name": "default__snapshot_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/snapshot_merge.sql", + "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", + "unique_id": "macro.dbt.default__snapshot_merge_sql", + "macro_sql": "{% macro default__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on DBT_INTERNAL_SOURCE.dbt_scd_id = DBT_INTERNAL_DEST.dbt_scd_id\n\n when matched\n and DBT_INTERNAL_DEST.dbt_valid_to is null\n and DBT_INTERNAL_SOURCE.dbt_change_type in ('update', 'delete')\n then update\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n\n when not matched\n and DBT_INTERNAL_SOURCE.dbt_change_type = 'insert'\n then insert ({{ insert_cols_csv }})\n values ({{ insert_cols_csv }})\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.46207, + "supported_languages": null + }, + "macro.dbt.strategy_dispatch": { + "name": "strategy_dispatch", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.strategy_dispatch", + "macro_sql": "{% macro strategy_dispatch(name) -%}\n{% set original_name = name %}\n {% if '.' in name %}\n {% set package_name, name = name.split(\".\", 1) %}\n {% else %}\n {% set package_name = none %}\n {% endif %}\n\n {% if package_name is none %}\n {% set package_context = context %}\n {% elif package_name in context %}\n {% set package_context = context[package_name] %}\n {% else %}\n {% set error_msg %}\n Could not find package '{{package_name}}', called with '{{original_name}}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n\n {%- set search_name = 'snapshot_' ~ name ~ '_strategy' -%}\n\n {% if search_name not in package_context %}\n {% set error_msg %}\n The specified strategy macro '{{name}}' was not found in package '{{ package_name }}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n {{ return(package_context[search_name]) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4663649, + "supported_languages": null + }, + "macro.dbt.snapshot_hash_arguments": { + "name": "snapshot_hash_arguments", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_hash_arguments", + "macro_sql": "{% macro snapshot_hash_arguments(args) -%}\n {{ adapter.dispatch('snapshot_hash_arguments', 'dbt')(args) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__snapshot_hash_arguments" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.466774, + "supported_languages": null + }, + "macro.dbt.default__snapshot_hash_arguments": { + "name": "default__snapshot_hash_arguments", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.default__snapshot_hash_arguments", + "macro_sql": "{% macro default__snapshot_hash_arguments(args) -%}\n md5({%- for arg in args -%}\n coalesce(cast({{ arg }} as varchar ), '')\n {% if not loop.last %} || '|' || {% endif %}\n {%- endfor -%})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4670131, + "supported_languages": null + }, + "macro.dbt.snapshot_timestamp_strategy": { + "name": "snapshot_timestamp_strategy", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_timestamp_strategy", + "macro_sql": "{% macro snapshot_timestamp_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set primary_key = config['unique_key'] %}\n {% set updated_at = config['updated_at'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n\n {#/*\n The snapshot relation might not have an {{ updated_at }} value if the\n snapshot strategy is changed from `check` to `timestamp`. We\n should use a dbt-created column for the comparison in the snapshot\n table instead of assuming that the user-supplied {{ updated_at }}\n will be present in the historical data.\n\n See https://github.com/dbt-labs/dbt-core/issues/2350\n */ #}\n {% set row_changed_expr -%}\n ({{ snapshotted_rel }}.dbt_valid_from < {{ current_rel }}.{{ updated_at }})\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.snapshot_hash_arguments" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.467669, + "supported_languages": null + }, + "macro.dbt.snapshot_string_as_time": { + "name": "snapshot_string_as_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_string_as_time", + "macro_sql": "{% macro snapshot_string_as_time(timestamp) -%}\n {{ adapter.dispatch('snapshot_string_as_time', 'dbt')(timestamp) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__snapshot_string_as_time" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.467825, + "supported_languages": null + }, + "macro.dbt.default__snapshot_string_as_time": { + "name": "default__snapshot_string_as_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.default__snapshot_string_as_time", + "macro_sql": "{% macro default__snapshot_string_as_time(timestamp) %}\n {% do exceptions.raise_not_implemented(\n 'snapshot_string_as_time macro not implemented for adapter '+adapter.type()\n ) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.468062, + "supported_languages": null + }, + "macro.dbt.snapshot_check_all_get_existing_columns": { + "name": "snapshot_check_all_get_existing_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_check_all_get_existing_columns", + "macro_sql": "{% macro snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) -%}\n {%- if not target_exists -%}\n {#-- no table yet -> return whatever the query does --#}\n {{ return((false, query_columns)) }}\n {%- endif -%}\n\n {#-- handle any schema changes --#}\n {%- set target_relation = adapter.get_relation(database=node.database, schema=node.schema, identifier=node.alias) -%}\n\n {% if check_cols_config == 'all' %}\n {%- set query_columns = get_columns_in_query(node['compiled_code']) -%}\n\n {% elif check_cols_config is iterable and (check_cols_config | length) > 0 %}\n {#-- query for proper casing/quoting, to support comparison below --#}\n {%- set select_check_cols_from_target -%}\n {#-- N.B. The whitespace below is necessary to avoid edge case issue with comments --#}\n {#-- See: https://github.com/dbt-labs/dbt-core/issues/6781 --#}\n select {{ check_cols_config | join(', ') }} from (\n {{ node['compiled_code'] }}\n ) subq\n {%- endset -%}\n {% set query_columns = get_columns_in_query(select_check_cols_from_target) %}\n\n {% else %}\n {% do exceptions.raise_compiler_error(\"Invalid value for 'check_cols': \" ~ check_cols_config) %}\n {% endif %}\n\n {%- set existing_cols = adapter.get_columns_in_relation(target_relation) | map(attribute = 'name') | list -%}\n {%- set ns = namespace() -%} {#-- handle for-loop scoping with a namespace --#}\n {%- set ns.column_added = false -%}\n\n {%- set intersection = [] -%}\n {%- for col in query_columns -%}\n {%- if col in existing_cols -%}\n {%- do intersection.append(adapter.quote(col)) -%}\n {%- else -%}\n {% set ns.column_added = true %}\n {%- endif -%}\n {%- endfor -%}\n {{ return((ns.column_added, intersection)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_columns_in_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4699268, + "supported_languages": null + }, + "macro.dbt.snapshot_check_strategy": { + "name": "snapshot_check_strategy", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_check_strategy", + "macro_sql": "{% macro snapshot_check_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set check_cols_config = config['check_cols'] %}\n {% set primary_key = config['unique_key'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n {% set updated_at = config.get('updated_at', snapshot_get_time()) %}\n\n {% set column_added = false %}\n\n {% set column_added, check_cols = snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) %}\n\n {%- set row_changed_expr -%}\n (\n {%- if column_added -%}\n {{ get_true_sql() }}\n {%- else -%}\n {%- for col in check_cols -%}\n {{ snapshotted_rel }}.{{ col }} != {{ current_rel }}.{{ col }}\n or\n (\n (({{ snapshotted_rel }}.{{ col }} is null) and not ({{ current_rel }}.{{ col }} is null))\n or\n ((not {{ snapshotted_rel }}.{{ col }} is null) and ({{ current_rel }}.{{ col }} is null))\n )\n {%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n {%- endif -%}\n )\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.snapshot_get_time", + "macro.dbt.snapshot_check_all_get_existing_columns", + "macro.dbt.get_true_sql", + "macro.dbt.snapshot_hash_arguments" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.47153, + "supported_languages": null + }, + "macro.dbt.create_columns": { + "name": "create_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.create_columns", + "macro_sql": "{% macro create_columns(relation, columns) %}\n {{ adapter.dispatch('create_columns', 'dbt')(relation, columns) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4760451, + "supported_languages": null + }, + "macro.dbt.default__create_columns": { + "name": "default__create_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__create_columns", + "macro_sql": "{% macro default__create_columns(relation, columns) %}\n {% for column in columns %}\n {% call statement() %}\n alter table {{ relation }} add column \"{{ column.name }}\" {{ column.data_type }};\n {% endcall %}\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476317, + "supported_languages": null + }, + "macro.dbt.post_snapshot": { + "name": "post_snapshot", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.post_snapshot", + "macro_sql": "{% macro post_snapshot(staging_relation) %}\n {{ adapter.dispatch('post_snapshot', 'dbt')(staging_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__post_snapshot" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476471, + "supported_languages": null + }, + "macro.dbt.default__post_snapshot": { + "name": "default__post_snapshot", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__post_snapshot", + "macro_sql": "{% macro default__post_snapshot(staging_relation) %}\n {# no-op #}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476558, + "supported_languages": null + }, + "macro.dbt.get_true_sql": { + "name": "get_true_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.get_true_sql", + "macro_sql": "{% macro get_true_sql() %}\n {{ adapter.dispatch('get_true_sql', 'dbt')() }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_true_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4766889, + "supported_languages": null + }, + "macro.dbt.default__get_true_sql": { + "name": "default__get_true_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__get_true_sql", + "macro_sql": "{% macro default__get_true_sql() %}\n {{ return('TRUE') }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4767969, + "supported_languages": null + }, + "macro.dbt.snapshot_staging_table": { + "name": "snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.snapshot_staging_table", + "macro_sql": "{% macro snapshot_staging_table(strategy, source_sql, target_relation) -%}\n {{ adapter.dispatch('snapshot_staging_table', 'dbt')(strategy, source_sql, target_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__snapshot_staging_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476979, + "supported_languages": null + }, + "macro.dbt.default__snapshot_staging_table": { + "name": "default__snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__snapshot_staging_table", + "macro_sql": "{% macro default__snapshot_staging_table(strategy, source_sql, target_relation) -%}\n\n with snapshot_query as (\n\n {{ source_sql }}\n\n ),\n\n snapshotted_data as (\n\n select *,\n {{ strategy.unique_key }} as dbt_unique_key\n\n from {{ target_relation }}\n where dbt_valid_to is null\n\n ),\n\n insertions_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to,\n {{ strategy.scd_id }} as dbt_scd_id\n\n from snapshot_query\n ),\n\n updates_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n {{ strategy.updated_at }} as dbt_valid_to\n\n from snapshot_query\n ),\n\n {%- if strategy.invalidate_hard_deletes %}\n\n deletes_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key\n from snapshot_query\n ),\n {% endif %}\n\n insertions as (\n\n select\n 'insert' as dbt_change_type,\n source_data.*\n\n from insertions_source_data as source_data\n left outer join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where snapshotted_data.dbt_unique_key is null\n or (\n snapshotted_data.dbt_unique_key is not null\n and (\n {{ strategy.row_changed }}\n )\n )\n\n ),\n\n updates as (\n\n select\n 'update' as dbt_change_type,\n source_data.*,\n snapshotted_data.dbt_scd_id\n\n from updates_source_data as source_data\n join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where (\n {{ strategy.row_changed }}\n )\n )\n\n {%- if strategy.invalidate_hard_deletes -%}\n ,\n\n deletes as (\n\n select\n 'delete' as dbt_change_type,\n source_data.*,\n {{ snapshot_get_time() }} as dbt_valid_from,\n {{ snapshot_get_time() }} as dbt_updated_at,\n {{ snapshot_get_time() }} as dbt_valid_to,\n snapshotted_data.dbt_scd_id\n\n from snapshotted_data\n left join deletes_source_data as source_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where source_data.dbt_unique_key is null\n )\n {%- endif %}\n\n select * from insertions\n union all\n select * from updates\n {%- if strategy.invalidate_hard_deletes %}\n union all\n select * from deletes\n {%- endif %}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.snapshot_get_time" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.477767, + "supported_languages": null + }, + "macro.dbt.build_snapshot_table": { + "name": "build_snapshot_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.build_snapshot_table", + "macro_sql": "{% macro build_snapshot_table(strategy, sql) -%}\n {{ adapter.dispatch('build_snapshot_table', 'dbt')(strategy, sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__build_snapshot_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.477945, + "supported_languages": null + }, + "macro.dbt.default__build_snapshot_table": { + "name": "default__build_snapshot_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__build_snapshot_table", + "macro_sql": "{% macro default__build_snapshot_table(strategy, sql) %}\n\n select *,\n {{ strategy.scd_id }} as dbt_scd_id,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to\n from (\n {{ sql }}\n ) sbq\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.478165, + "supported_languages": null + }, + "macro.dbt.build_snapshot_staging_table": { + "name": "build_snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.build_snapshot_staging_table", + "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(True, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_temp_relation", + "macro.dbt.snapshot_staging_table", + "macro.dbt.statement", + "macro.dbt.create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4785438, + "supported_languages": null + }, + "macro.dbt.materialization_snapshot_default": { + "name": "materialization_snapshot_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/snapshot.sql", + "original_file_path": "macros/materializations/snapshots/snapshot.sql", + "unique_id": "macro.dbt.materialization_snapshot_default", + "macro_sql": "{% materialization snapshot, default %}\n {%- set config = model['config'] -%}\n\n {%- set target_table = model.get('alias', model.get('name')) -%}\n\n {%- set strategy_name = config.get('strategy') -%}\n {%- set unique_key = config.get('unique_key') %}\n -- grab current tables grants config for comparision later on\n {%- set grant_config = config.get('grants') -%}\n\n {% set target_relation_exists, target_relation = get_or_create_relation(\n database=model.database,\n schema=model.schema,\n identifier=target_table,\n type='table') -%}\n\n {%- if not target_relation.is_table -%}\n {% do exceptions.relation_wrong_type(target_relation, 'table') %}\n {%- endif -%}\n\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set strategy_macro = strategy_dispatch(strategy_name) %}\n {% set strategy = strategy_macro(model, \"snapshotted_data\", \"source_data\", config, target_relation_exists) %}\n\n {% if not target_relation_exists %}\n\n {% set build_sql = build_snapshot_table(strategy, model['compiled_code']) %}\n {% set final_sql = create_table_as(False, target_relation, build_sql) %}\n\n {% else %}\n\n {{ adapter.valid_snapshot_target(target_relation) }}\n\n {% set staging_table = build_snapshot_staging_table(strategy, sql, target_relation) %}\n\n -- this may no-op if the database does not require column expansion\n {% do adapter.expand_target_column_types(from_relation=staging_table,\n to_relation=target_relation) %}\n\n {% set missing_columns = adapter.get_missing_columns(staging_table, target_relation)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% do create_columns(target_relation, missing_columns) %}\n\n {% set source_columns = adapter.get_columns_in_relation(staging_table)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% set quoted_source_columns = [] %}\n {% for column in source_columns %}\n {% do quoted_source_columns.append(adapter.quote(column.name)) %}\n {% endfor %}\n\n {% set final_sql = snapshot_merge_sql(\n target = target_relation,\n source = staging_table,\n insert_cols = quoted_source_columns\n )\n %}\n\n {% endif %}\n\n {% call statement('main') %}\n {{ final_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(target_relation_exists, full_refresh_mode=False) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if not target_relation_exists %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {% if staging_table is defined %}\n {% do post_snapshot(staging_table) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.get_or_create_relation", + "macro.dbt.run_hooks", + "macro.dbt.strategy_dispatch", + "macro.dbt.build_snapshot_table", + "macro.dbt.create_table_as", + "macro.dbt.build_snapshot_staging_table", + "macro.dbt.create_columns", + "macro.dbt.snapshot_merge_sql", + "macro.dbt.statement", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes", + "macro.dbt.post_snapshot" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.48448, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_test_default": { + "name": "materialization_test_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/test.sql", + "original_file_path": "macros/materializations/tests/test.sql", + "unique_id": "macro.dbt.materialization_test_default", + "macro_sql": "{%- materialization test, default -%}\n\n {% set relations = [] %}\n\n {% if should_store_failures() %}\n\n {% set identifier = model['alias'] %}\n {% set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% set store_failures_as = config.get('store_failures_as') %}\n -- if `--store-failures` is invoked via command line and `store_failures_as` is not set,\n -- config.get('store_failures_as', 'table') returns None, not 'table'\n {% if store_failures_as == none %}{% set store_failures_as = 'table' %}{% endif %}\n {% if store_failures_as not in ['table', 'view'] %}\n {{ exceptions.raise_compiler_error(\n \"'\" ~ store_failures_as ~ \"' is not a valid value for `store_failures_as`. \"\n \"Accepted values are: ['ephemeral', 'table', 'view']\"\n ) }}\n {% endif %}\n\n {% set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database, type=store_failures_as) -%} %}\n\n {% if old_relation %}\n {% do adapter.drop_relation(old_relation) %}\n {% endif %}\n\n {% call statement(auto_begin=True) %}\n {{ get_create_sql(target_relation, sql) }}\n {% endcall %}\n\n {% do relations.append(target_relation) %}\n\n {% set main_sql %}\n select *\n from {{ target_relation }}\n {% endset %}\n\n {{ adapter.commit() }}\n\n {% else %}\n\n {% set main_sql = sql %}\n\n {% endif %}\n\n {% set limit = config.get('limit') %}\n {% set fail_calc = config.get('fail_calc') %}\n {% set warn_if = config.get('warn_if') %}\n {% set error_if = config.get('error_if') %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ get_test_sql(main_sql, fail_calc, warn_if, error_if, limit)}}\n\n {%- endcall %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.should_store_failures", + "macro.dbt.statement", + "macro.dbt.get_create_sql", + "macro.dbt.get_test_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.486943, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.get_test_sql": { + "name": "get_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.get_test_sql", + "macro_sql": "{% macro get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n {{ adapter.dispatch('get_test_sql', 'dbt')(main_sql, fail_calc, warn_if, error_if, limit) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_test_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.487975, + "supported_languages": null + }, + "macro.dbt.default__get_test_sql": { + "name": "default__get_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.default__get_test_sql", + "macro_sql": "{% macro default__get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n select\n {{ fail_calc }} as failures,\n {{ fail_calc }} {{ warn_if }} as should_warn,\n {{ fail_calc }} {{ error_if }} as should_error\n from (\n {{ main_sql }}\n {{ \"limit \" ~ limit if limit != none }}\n ) dbt_internal_test\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.488236, + "supported_languages": null + }, + "macro.dbt.get_unit_test_sql": { + "name": "get_unit_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.get_unit_test_sql", + "macro_sql": "{% macro get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n {{ adapter.dispatch('get_unit_test_sql', 'dbt')(main_sql, expected_fixture_sql, expected_column_names) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_unit_test_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.488418, + "supported_languages": null + }, + "macro.dbt.default__get_unit_test_sql": { + "name": "default__get_unit_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.default__get_unit_test_sql", + "macro_sql": "{% macro default__get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n-- Build actual result given inputs\nwith dbt_internal_unit_test_actual as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%},{% endif %}{%- endfor -%}, {{ dbt.string_literal(\"actual\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ main_sql }}\n ) _dbt_internal_unit_test_actual\n),\n-- Build expected result\ndbt_internal_unit_test_expected as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%}, {% endif %}{%- endfor -%}, {{ dbt.string_literal(\"expected\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ expected_fixture_sql }}\n ) _dbt_internal_unit_test_expected\n)\n-- Union actual and expected results\nselect * from dbt_internal_unit_test_actual\nunion all\nselect * from dbt_internal_unit_test_expected\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.string_literal" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4889312, + "supported_languages": null + }, + "macro.dbt.get_where_subquery": { + "name": "get_where_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/where_subquery.sql", + "original_file_path": "macros/materializations/tests/where_subquery.sql", + "unique_id": "macro.dbt.get_where_subquery", + "macro_sql": "{% macro get_where_subquery(relation) -%}\n {% do return(adapter.dispatch('get_where_subquery', 'dbt')(relation)) %}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_where_subquery" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.489258, + "supported_languages": null + }, + "macro.dbt.default__get_where_subquery": { + "name": "default__get_where_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/where_subquery.sql", + "original_file_path": "macros/materializations/tests/where_subquery.sql", + "unique_id": "macro.dbt.default__get_where_subquery", + "macro_sql": "{% macro default__get_where_subquery(relation) -%}\n {% set where = config.get('where', '') %}\n {% if where %}\n {%- set filtered -%}\n (select * from {{ relation }} where {{ where }}) dbt_subquery\n {%- endset -%}\n {% do return(filtered) %}\n {%- else -%}\n {% do return(relation) %}\n {%- endif -%}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.489585, + "supported_languages": null + }, + "macro.dbt.materialization_unit_default": { + "name": "materialization_unit_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/unit.sql", + "original_file_path": "macros/materializations/tests/unit.sql", + "unique_id": "macro.dbt.materialization_unit_default", + "macro_sql": "{%- materialization unit, default -%}\n\n {% set relations = [] %}\n\n {% set expected_rows = config.get('expected_rows') %}\n {% set expected_sql = config.get('expected_sql') %}\n {% set tested_expected_column_names = expected_rows[0].keys() if (expected_rows | length ) > 0 else get_columns_in_query(sql) %} %}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {% do run_query(get_create_table_as_sql(True, temp_relation, get_empty_subquery_sql(sql))) %}\n {%- set columns_in_relation = adapter.get_columns_in_relation(temp_relation) -%}\n {%- set column_name_to_data_types = {} -%}\n {%- for column in columns_in_relation -%}\n {%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n {%- endfor -%}\n\n {% if not expected_sql %}\n {% set expected_sql = get_expected_sql(expected_rows, column_name_to_data_types) %}\n {% endif %}\n {% set unit_test_sql = get_unit_test_sql(sql, expected_sql, tested_expected_column_names) %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ unit_test_sql }}\n\n {%- endcall %}\n\n {% do adapter.drop_relation(temp_relation) %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.get_columns_in_query", + "macro.dbt.make_temp_relation", + "macro.dbt.run_query", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.get_empty_subquery_sql", + "macro.dbt.get_expected_sql", + "macro.dbt.get_unit_test_sql", + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.491332, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_materialized_view_default": { + "name": "materialization_materialized_view_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialization_materialized_view_default", + "macro_sql": "{% materialization materialized_view, default %}\n {% set existing_relation = load_cached_relation(this) %}\n {% set target_relation = this.incorporate(type=this.MaterializedView) %}\n {% set intermediate_relation = make_intermediate_relation(target_relation) %}\n {% set backup_relation_type = target_relation.MaterializedView if existing_relation is none else existing_relation.type %}\n {% set backup_relation = make_backup_relation(target_relation, backup_relation_type) %}\n\n {{ materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) }}\n\n {% set build_sql = materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% if build_sql == '' %}\n {{ materialized_view_execute_no_op(target_relation) }}\n {% else %}\n {{ materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) }}\n {% endif %}\n\n {{ materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.materialized_view_setup", + "macro.dbt.materialized_view_get_build_sql", + "macro.dbt.materialized_view_execute_no_op", + "macro.dbt.materialized_view_execute_build_sql", + "macro.dbt.materialized_view_teardown" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4960058, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialized_view_setup": { + "name": "materialized_view_setup", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_setup", + "macro_sql": "{% macro materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) %}\n\n -- backup_relation and intermediate_relation should not already exist in the database\n -- it's possible these exist because of a previous run that exited unexpectedly\n {% set preexisting_backup_relation = load_cached_relation(backup_relation) %}\n {% set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4963589, + "supported_languages": null + }, + "macro.dbt.materialized_view_teardown": { + "name": "materialized_view_teardown", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_teardown", + "macro_sql": "{% macro materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) %}\n\n -- drop the temp relations if they exist to leave the database clean for the next run\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(intermediate_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.496583, + "supported_languages": null + }, + "macro.dbt.materialized_view_get_build_sql": { + "name": "materialized_view_get_build_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_get_build_sql", + "macro_sql": "{% macro materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% set full_refresh_mode = should_full_refresh() %}\n\n -- determine the scenario we're in: create, full_refresh, alter, refresh data\n {% if existing_relation is none %}\n {% set build_sql = get_create_materialized_view_as_sql(target_relation, sql) %}\n {% elif full_refresh_mode or not existing_relation.is_materialized_view %}\n {% set build_sql = get_replace_sql(existing_relation, target_relation, sql) %}\n {% else %}\n\n -- get config options\n {% set on_configuration_change = config.get('on_configuration_change') %}\n {% set configuration_changes = get_materialized_view_configuration_changes(existing_relation, config) %}\n\n {% if configuration_changes is none %}\n {% set build_sql = refresh_materialized_view(target_relation) %}\n\n {% elif on_configuration_change == 'apply' %}\n {% set build_sql = get_alter_materialized_view_as_sql(target_relation, configuration_changes, sql, existing_relation, backup_relation, intermediate_relation) %}\n {% elif on_configuration_change == 'continue' %}\n {% set build_sql = '' %}\n {{ exceptions.warn(\"Configuration changes were identified and `on_configuration_change` was set to `continue` for `\" ~ target_relation ~ \"`\") }}\n {% elif on_configuration_change == 'fail' %}\n {{ exceptions.raise_fail_fast_error(\"Configuration changes were identified and `on_configuration_change` was set to `fail` for `\" ~ target_relation ~ \"`\") }}\n\n {% else %}\n -- this only happens if the user provides a value other than `apply`, 'skip', 'fail'\n {{ exceptions.raise_compiler_error(\"Unexpected configuration scenario\") }}\n\n {% endif %}\n\n {% endif %}\n\n {% do return(build_sql) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.should_full_refresh", + "macro.dbt.get_create_materialized_view_as_sql", + "macro.dbt.get_replace_sql", + "macro.dbt.get_materialized_view_configuration_changes", + "macro.dbt.refresh_materialized_view", + "macro.dbt.get_alter_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.497895, + "supported_languages": null + }, + "macro.dbt.materialized_view_execute_no_op": { + "name": "materialized_view_execute_no_op", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_execute_no_op", + "macro_sql": "{% macro materialized_view_execute_no_op(target_relation) %}\n {% do store_raw_result(\n name=\"main\",\n message=\"skip \" ~ target_relation,\n code=\"skip\",\n rows_affected=\"-1\"\n ) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4982002, + "supported_languages": null + }, + "macro.dbt.materialized_view_execute_build_sql": { + "name": "materialized_view_execute_build_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_execute_build_sql", + "macro_sql": "{% macro materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) %}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set grant_config = config.get('grants') %}\n\n {% call statement(name=\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.498802, + "supported_languages": null + }, + "macro.dbt.materialization_view_default": { + "name": "materialization_view_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/view.sql", + "original_file_path": "macros/materializations/models/view.sql", + "unique_id": "macro.dbt.materialization_view_default", + "macro_sql": "{%- materialization view, default -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='view') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n This relation (probably) doesn't exist yet. If it does exist, it's a leftover from\n a previous run, and we're going to try to drop it immediately. At the end of this\n materialization, we're going to rename the \"existing_relation\" to this identifier,\n and then we're going to drop it. In order to make sure we run the correct one of:\n - drop view ...\n - drop table ...\n\n We need to set the type of this relation to be the type of the existing_relation, if it exists,\n or else \"view\" as a sane default if it does not. Note that if the existing_relation does not\n exist, then there is nothing to move out of the way and subsequentally drop. In that case,\n this relation will be effectively unused.\n */\n {%- set backup_relation_type = 'view' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n -- move the existing view out of the way\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.run_hooks", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.statement", + "macro.dbt.get_create_view_as_sql", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.501663, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_table_default": { + "name": "materialization_table_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/table.sql", + "original_file_path": "macros/materializations/models/table.sql", + "unique_id": "macro.dbt.materialization_table_default", + "macro_sql": "{% materialization table, default %}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_table_as_sql(False, intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.create_indexes", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5046, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.get_quoted_csv": { + "name": "get_quoted_csv", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.get_quoted_csv", + "macro_sql": "{% macro get_quoted_csv(column_names) %}\n\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote(col)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.506144, + "supported_languages": null + }, + "macro.dbt.diff_columns": { + "name": "diff_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.diff_columns", + "macro_sql": "{% macro diff_columns(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% set source_names = source_columns | map(attribute = 'column') | list %}\n {% set target_names = target_columns | map(attribute = 'column') | list %}\n\n {# --check whether the name attribute exists in the target - this does not perform a data type check #}\n {% for sc in source_columns %}\n {% if sc.name not in target_names %}\n {{ result.append(sc) }}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5066829, + "supported_languages": null + }, + "macro.dbt.diff_column_data_types": { + "name": "diff_column_data_types", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.diff_column_data_types", + "macro_sql": "{% macro diff_column_data_types(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% for sc in source_columns %}\n {% set tc = target_columns | selectattr(\"name\", \"equalto\", sc.name) | list | first %}\n {% if tc %}\n {% if sc.data_type != tc.data_type and not sc.can_expand_to(other_column=tc) %}\n {{ result.append( { 'column_name': tc.name, 'new_type': sc.data_type } ) }}\n {% endif %}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5073678, + "supported_languages": null + }, + "macro.dbt.get_merge_update_columns": { + "name": "get_merge_update_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.get_merge_update_columns", + "macro_sql": "{% macro get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {{ return(adapter.dispatch('get_merge_update_columns', 'dbt')(merge_update_columns, merge_exclude_columns, dest_columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_merge_update_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.507602, + "supported_languages": null + }, + "macro.dbt.default__get_merge_update_columns": { + "name": "default__get_merge_update_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.default__get_merge_update_columns", + "macro_sql": "{% macro default__get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {%- set default_cols = dest_columns | map(attribute=\"quoted\") | list -%}\n\n {%- if merge_update_columns and merge_exclude_columns -%}\n {{ exceptions.raise_compiler_error(\n 'Model cannot specify merge_update_columns and merge_exclude_columns. Please update model to use only one config'\n )}}\n {%- elif merge_update_columns -%}\n {%- set update_columns = merge_update_columns -%}\n {%- elif merge_exclude_columns -%}\n {%- set update_columns = [] -%}\n {%- for column in dest_columns -%}\n {% if column.column | lower not in merge_exclude_columns | map(\"lower\") | list %}\n {%- do update_columns.append(column.quoted) -%}\n {% endif %}\n {%- endfor -%}\n {%- else -%}\n {%- set update_columns = default_cols -%}\n {%- endif -%}\n\n {{ return(update_columns) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5082371, + "supported_languages": null + }, + "macro.dbt.get_merge_sql": { + "name": "get_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.get_merge_sql", + "macro_sql": "{% macro get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n -- back compat for old kwarg name\n {% set incremental_predicates = kwargs.get('predicates', incremental_predicates) %}\n {{ adapter.dispatch('get_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.514847, + "supported_languages": null + }, + "macro.dbt.default__get_merge_sql": { + "name": "default__get_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.default__get_merge_sql", + "macro_sql": "{% macro default__get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n {%- set predicates = [] if incremental_predicates is none else [] + incremental_predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set merge_update_columns = config.get('merge_update_columns') -%}\n {%- set merge_exclude_columns = config.get('merge_exclude_columns') -%}\n {%- set update_columns = get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not mapping and unique_key is not string %}\n {% for key in unique_key %}\n {% set this_key_match %}\n DBT_INTERNAL_SOURCE.{{ key }} = DBT_INTERNAL_DEST.{{ key }}\n {% endset %}\n {% do predicates.append(this_key_match) %}\n {% endfor %}\n {% else %}\n {% set unique_key_match %}\n DBT_INTERNAL_SOURCE.{{ unique_key }} = DBT_INTERNAL_DEST.{{ unique_key }}\n {% endset %}\n {% do predicates.append(unique_key_match) %}\n {% endif %}\n {% else %}\n {% do predicates.append('FALSE') %}\n {% endif %}\n\n {{ sql_header if sql_header is not none }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on {{\"(\" ~ predicates | join(\") and (\") ~ \")\"}}\n\n {% if unique_key %}\n when matched then update set\n {% for column_name in update_columns -%}\n {{ column_name }} = DBT_INTERNAL_SOURCE.{{ column_name }}\n {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n {% endif %}\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv", + "macro.dbt.get_merge_update_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5165172, + "supported_languages": null + }, + "macro.dbt.get_delete_insert_merge_sql": { + "name": "get_delete_insert_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.get_delete_insert_merge_sql", + "macro_sql": "{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n {{ adapter.dispatch('get_delete_insert_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.516791, + "supported_languages": null + }, + "macro.dbt.default__get_delete_insert_merge_sql": { + "name": "default__get_delete_insert_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.default__get_delete_insert_merge_sql", + "macro_sql": "{% macro default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }}\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = {{ target }}.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5176718, + "supported_languages": null + }, + "macro.dbt.get_insert_overwrite_merge_sql": { + "name": "get_insert_overwrite_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.get_insert_overwrite_merge_sql", + "macro_sql": "{% macro get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header=false) -%}\n {{ adapter.dispatch('get_insert_overwrite_merge_sql', 'dbt')(target, source, dest_columns, predicates, include_sql_header) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_insert_overwrite_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.517919, + "supported_languages": null + }, + "macro.dbt.default__get_insert_overwrite_merge_sql": { + "name": "default__get_insert_overwrite_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.default__get_insert_overwrite_merge_sql", + "macro_sql": "{% macro default__get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header) -%}\n {#-- The only time include_sql_header is True: --#}\n {#-- BigQuery + insert_overwrite strategy + \"static\" partitions config --#}\n {#-- We should consider including the sql header at the materialization level instead --#}\n\n {%- set predicates = [] if predicates is none else [] + predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none and include_sql_header }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on FALSE\n\n when not matched by source\n {% if predicates %} and {{ predicates | join(' and ') }} {% endif %}\n then delete\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.518493, + "supported_languages": null + }, + "macro.dbt.is_incremental": { + "name": "is_incremental", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/is_incremental.sql", + "original_file_path": "macros/materializations/models/incremental/is_incremental.sql", + "unique_id": "macro.dbt.is_incremental", + "macro_sql": "{% macro is_incremental() %}\n {#-- do not run introspective queries in parsing #}\n {% if not execute %}\n {{ return(False) }}\n {% else %}\n {% set relation = adapter.get_relation(this.database, this.schema, this.table) %}\n {{ return(relation is not none\n and relation.type == 'table'\n and model.config.materialized == 'incremental'\n and not should_full_refresh()) }}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.should_full_refresh" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.519082, + "supported_languages": null + }, + "macro.dbt.get_incremental_append_sql": { + "name": "get_incremental_append_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_append_sql", + "macro_sql": "{% macro get_incremental_append_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_append_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_append_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.519902, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_append_sql": { + "name": "default__get_incremental_append_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_append_sql", + "macro_sql": "{% macro default__get_incremental_append_sql(arg_dict) %}\n\n {% do return(get_insert_into_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_insert_into_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.520115, + "supported_languages": null + }, + "macro.dbt.get_incremental_delete_insert_sql": { + "name": "get_incremental_delete_insert_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_delete_insert_sql", + "macro_sql": "{% macro get_incremental_delete_insert_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_delete_insert_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_delete_insert_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.520279, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_delete_insert_sql": { + "name": "default__get_incremental_delete_insert_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_delete_insert_sql", + "macro_sql": "{% macro default__get_incremental_delete_insert_sql(arg_dict) %}\n\n {% do return(get_delete_insert_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_delete_insert_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5205388, + "supported_languages": null + }, + "macro.dbt.get_incremental_merge_sql": { + "name": "get_incremental_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_merge_sql", + "macro_sql": "{% macro get_incremental_merge_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_merge_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5207071, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_merge_sql": { + "name": "default__get_incremental_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_merge_sql", + "macro_sql": "{% macro default__get_incremental_merge_sql(arg_dict) %}\n\n {% do return(get_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.520973, + "supported_languages": null + }, + "macro.dbt.get_incremental_insert_overwrite_sql": { + "name": "get_incremental_insert_overwrite_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_insert_overwrite_sql", + "macro_sql": "{% macro get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_insert_overwrite_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_insert_overwrite_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.521295, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_insert_overwrite_sql": { + "name": "default__get_incremental_insert_overwrite_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_insert_overwrite_sql", + "macro_sql": "{% macro default__get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {% do return(get_insert_overwrite_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_insert_overwrite_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.522431, + "supported_languages": null + }, + "macro.dbt.get_incremental_default_sql": { + "name": "get_incremental_default_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_default_sql", + "macro_sql": "{% macro get_incremental_default_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_default_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_incremental_default_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.523007, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_default_sql": { + "name": "default__get_incremental_default_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_default_sql", + "macro_sql": "{% macro default__get_incremental_default_sql(arg_dict) %}\n\n {% do return(get_incremental_append_sql(arg_dict)) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_incremental_append_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.523458, + "supported_languages": null + }, + "macro.dbt.get_insert_into_sql": { + "name": "get_insert_into_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_insert_into_sql", + "macro_sql": "{% macro get_insert_into_sql(target_relation, temp_relation, dest_columns) %}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n insert into {{ target_relation }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ temp_relation }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.523917, + "supported_languages": null + }, + "macro.dbt.materialization_incremental_default": { + "name": "materialization_incremental_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/incremental.sql", + "original_file_path": "macros/materializations/models/incremental/incremental.sql", + "unique_id": "macro.dbt.materialization_incremental_default", + "macro_sql": "{% materialization incremental, default -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = get_create_table_as_sql(False, target_relation, sql) %}\n {% elif full_refresh_mode %}\n {% set build_sql = get_create_table_as_sql(False, intermediate_relation, sql) %}\n {% set need_swap = true %}\n {% else %}\n {% do run_query(get_create_table_as_sql(True, temp_relation, sql)) %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n\n {% endif %}\n\n {% call statement(\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_temp_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.should_full_refresh", + "macro.dbt.incremental_validate_on_schema_change", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.run_query", + "macro.dbt.process_schema_changes", + "macro.dbt.statement", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.528948, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.incremental_validate_on_schema_change": { + "name": "incremental_validate_on_schema_change", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.incremental_validate_on_schema_change", + "macro_sql": "{% macro incremental_validate_on_schema_change(on_schema_change, default='ignore') %}\n\n {% if on_schema_change not in ['sync_all_columns', 'append_new_columns', 'fail', 'ignore'] %}\n\n {% set log_message = 'Invalid value for on_schema_change (%s) specified. Setting default value of %s.' % (on_schema_change, default) %}\n {% do log(log_message) %}\n\n {{ return(default) }}\n\n {% else %}\n\n {{ return(on_schema_change) }}\n\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.534081, + "supported_languages": null + }, + "macro.dbt.check_for_schema_changes": { + "name": "check_for_schema_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.check_for_schema_changes", + "macro_sql": "{% macro check_for_schema_changes(source_relation, target_relation) %}\n\n {% set schema_changed = False %}\n\n {%- set source_columns = adapter.get_columns_in_relation(source_relation) -%}\n {%- set target_columns = adapter.get_columns_in_relation(target_relation) -%}\n {%- set source_not_in_target = diff_columns(source_columns, target_columns) -%}\n {%- set target_not_in_source = diff_columns(target_columns, source_columns) -%}\n\n {% set new_target_types = diff_column_data_types(source_columns, target_columns) %}\n\n {% if source_not_in_target != [] %}\n {% set schema_changed = True %}\n {% elif target_not_in_source != [] or new_target_types != [] %}\n {% set schema_changed = True %}\n {% elif new_target_types != [] %}\n {% set schema_changed = True %}\n {% endif %}\n\n {% set changes_dict = {\n 'schema_changed': schema_changed,\n 'source_not_in_target': source_not_in_target,\n 'target_not_in_source': target_not_in_source,\n 'source_columns': source_columns,\n 'target_columns': target_columns,\n 'new_target_types': new_target_types\n } %}\n\n {% set msg %}\n In {{ target_relation }}:\n Schema changed: {{ schema_changed }}\n Source columns not in target: {{ source_not_in_target }}\n Target columns not in source: {{ target_not_in_source }}\n New column types: {{ new_target_types }}\n {% endset %}\n\n {% do log(msg) %}\n\n {{ return(changes_dict) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.diff_columns", + "macro.dbt.diff_column_data_types" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5354052, + "supported_languages": null + }, + "macro.dbt.sync_column_schemas": { + "name": "sync_column_schemas", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.sync_column_schemas", + "macro_sql": "{% macro sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {%- set add_to_target_arr = schema_changes_dict['source_not_in_target'] -%}\n\n {%- if on_schema_change == 'append_new_columns'-%}\n {%- if add_to_target_arr | length > 0 -%}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, none) -%}\n {%- endif -%}\n\n {% elif on_schema_change == 'sync_all_columns' %}\n {%- set remove_from_target_arr = schema_changes_dict['target_not_in_source'] -%}\n {%- set new_target_types = schema_changes_dict['new_target_types'] -%}\n\n {% if add_to_target_arr | length > 0 or remove_from_target_arr | length > 0 %}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, remove_from_target_arr) -%}\n {% endif %}\n\n {% if new_target_types != [] %}\n {% for ntt in new_target_types %}\n {% set column_name = ntt['column_name'] %}\n {% set new_type = ntt['new_type'] %}\n {% do alter_column_type(target_relation, column_name, new_type) %}\n {% endfor %}\n {% endif %}\n\n {% endif %}\n\n {% set schema_change_message %}\n In {{ target_relation }}:\n Schema change approach: {{ on_schema_change }}\n Columns added: {{ add_to_target_arr }}\n Columns removed: {{ remove_from_target_arr }}\n Data types changed: {{ new_target_types }}\n {% endset %}\n\n {% do log(schema_change_message) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.alter_relation_add_remove_columns", + "macro.dbt.alter_column_type" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.536468, + "supported_languages": null + }, + "macro.dbt.process_schema_changes": { + "name": "process_schema_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.process_schema_changes", + "macro_sql": "{% macro process_schema_changes(on_schema_change, source_relation, target_relation) %}\n\n {% if on_schema_change == 'ignore' %}\n\n {{ return({}) }}\n\n {% else %}\n\n {% set schema_changes_dict = check_for_schema_changes(source_relation, target_relation) %}\n\n {% if schema_changes_dict['schema_changed'] %}\n\n {% if on_schema_change == 'fail' %}\n\n {% set fail_msg %}\n The source and target schemas on this incremental model are out of sync!\n They can be reconciled in several ways:\n - set the `on_schema_change` config to either append_new_columns or sync_all_columns, depending on your situation.\n - Re-run the incremental model with `full_refresh: True` to update the target schema.\n - update the schema manually and re-run the process.\n\n Additional troubleshooting context:\n Source columns not in target: {{ schema_changes_dict['source_not_in_target'] }}\n Target columns not in source: {{ schema_changes_dict['target_not_in_source'] }}\n New column types: {{ schema_changes_dict['new_target_types'] }}\n {% endset %}\n\n {% do exceptions.raise_compiler_error(fail_msg) %}\n\n {# -- unless we ignore, run the sync operation per the config #}\n {% else %}\n\n {% do sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {% endif %}\n\n {% endif %}\n\n {{ return(schema_changes_dict['source_columns']) }}\n\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.check_for_schema_changes", + "macro.dbt.sync_column_schemas" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.537212, + "supported_languages": null + }, + "macro.dbt.can_clone_table": { + "name": "can_clone_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/can_clone_table.sql", + "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", + "unique_id": "macro.dbt.can_clone_table", + "macro_sql": "{% macro can_clone_table() %}\n {{ return(adapter.dispatch('can_clone_table', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__can_clone_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.537436, + "supported_languages": null + }, + "macro.dbt.default__can_clone_table": { + "name": "default__can_clone_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/can_clone_table.sql", + "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", + "unique_id": "macro.dbt.default__can_clone_table", + "macro_sql": "{% macro default__can_clone_table() %}\n {{ return(False) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5375419, + "supported_languages": null + }, + "macro.dbt.create_or_replace_clone": { + "name": "create_or_replace_clone", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "unique_id": "macro.dbt.create_or_replace_clone", + "macro_sql": "{% macro create_or_replace_clone(this_relation, defer_relation) %}\n {{ return(adapter.dispatch('create_or_replace_clone', 'dbt')(this_relation, defer_relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_or_replace_clone" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.537806, + "supported_languages": null + }, + "macro.dbt.default__create_or_replace_clone": { + "name": "default__create_or_replace_clone", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "unique_id": "macro.dbt.default__create_or_replace_clone", + "macro_sql": "{% macro default__create_or_replace_clone(this_relation, defer_relation) %}\n create or replace table {{ this_relation }} clone {{ defer_relation }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5380218, + "supported_languages": null + }, + "macro.dbt.materialization_clone_default": { + "name": "materialization_clone_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/clone.sql", + "original_file_path": "macros/materializations/models/clone/clone.sql", + "unique_id": "macro.dbt.materialization_clone_default", + "macro_sql": "{%- materialization clone, default -%}\n\n {%- set relations = {'relations': []} -%}\n\n {%- if not defer_relation -%}\n -- nothing to do\n {{ log(\"No relation found in state manifest for \" ~ model.unique_id, info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n\n {%- if existing_relation and not flags.FULL_REFRESH -%}\n -- noop!\n {{ log(\"Relation \" ~ existing_relation ~ \" already exists\", info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set other_existing_relation = load_cached_relation(defer_relation) -%}\n\n -- If this is a database that can do zero-copy cloning of tables, and the other relation is a table, then this will be a table\n -- Otherwise, this will be a view\n\n {% set can_clone_table = can_clone_table() %}\n\n {%- if other_existing_relation and other_existing_relation.type == 'table' and can_clone_table -%}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {% if existing_relation is not none and not existing_relation.is_table %}\n {{ log(\"Dropping relation \" ~ existing_relation ~ \" because it is of type \" ~ existing_relation.type) }}\n {{ drop_relation_if_exists(existing_relation) }}\n {% endif %}\n\n -- as a general rule, data platforms that can clone tables can also do atomic 'create or replace'\n {% call statement('main') %}\n {% if target_relation and defer_relation and target_relation == defer_relation %}\n {{ log(\"Target relation and defer relation are the same, skipping clone for relation: \" ~ target_relation) }}\n {% else %}\n {{ create_or_replace_clone(target_relation, defer_relation) }}\n {% endif %}\n\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n {%- else -%}\n\n {%- set target_relation = this.incorporate(type='view') -%}\n\n -- reuse the view materialization\n -- TODO: support actual dispatch for materialization macros\n -- Tracking ticket: https://github.com/dbt-labs/dbt-core/issues/7799\n {% set search_name = \"materialization_view_\" ~ adapter.type() %}\n {% if not search_name in context %}\n {% set search_name = \"materialization_view_default\" %}\n {% endif %}\n {% set materialization_macro = context[search_name] %}\n {% set relations = materialization_macro() %}\n {{ return(relations) }}\n\n {%- endif -%}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.can_clone_table", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.statement", + "macro.dbt.create_or_replace_clone", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5418, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_seed_default": { + "name": "materialization_seed_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/seed.sql", + "original_file_path": "macros/materializations/seeds/seed.sql", + "unique_id": "macro.dbt.materialization_seed_default", + "macro_sql": "{% materialization seed, default %}\n\n {%- set identifier = model['alias'] -%}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n\n {%- set exists_as_table = (old_relation is not none and old_relation.is_table) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set grant_config = config.get('grants') -%}\n {%- set agate_table = load_agate_table() -%}\n -- grab current tables grants config for comparison later on\n\n {%- do store_result('agate_table', response='OK', agate_table=agate_table) -%}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% set create_table_sql = \"\" %}\n {% if exists_as_view %}\n {{ exceptions.raise_compiler_error(\"Cannot seed to '{}', it is a view\".format(old_relation)) }}\n {% elif exists_as_table %}\n {% set create_table_sql = reset_csv_table(model, full_refresh_mode, old_relation, agate_table) %}\n {% else %}\n {% set create_table_sql = create_csv_table(model, agate_table) %}\n {% endif %}\n\n {% set code = 'CREATE' if full_refresh_mode else 'INSERT' %}\n {% set rows_affected = (agate_table.rows | length) %}\n {% set sql = load_csv_rows(model, agate_table) %}\n\n {% call noop_statement('main', code ~ ' ' ~ rows_affected, code, rows_affected) %}\n {{ get_csv_sql(create_table_sql, sql) }};\n {% endcall %}\n\n {% set target_relation = this.incorporate(type='table') %}\n\n {% set should_revoke = should_revoke(old_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if full_refresh_mode or not exists_as_table %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.should_full_refresh", + "macro.dbt.run_hooks", + "macro.dbt.reset_csv_table", + "macro.dbt.create_csv_table", + "macro.dbt.load_csv_rows", + "macro.dbt.noop_statement", + "macro.dbt.get_csv_sql", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.544598, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.create_csv_table": { + "name": "create_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.create_csv_table", + "macro_sql": "{% macro create_csv_table(model, agate_table) -%}\n {{ adapter.dispatch('create_csv_table', 'dbt')(model, agate_table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_csv_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.551334, + "supported_languages": null + }, + "macro.dbt.default__create_csv_table": { + "name": "default__create_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__create_csv_table", + "macro_sql": "{% macro default__create_csv_table(model, agate_table) %}\n {%- set column_override = model['config'].get('column_types', {}) -%}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n\n {% set sql %}\n create table {{ this.render() }} (\n {%- for col_name in agate_table.column_names -%}\n {%- set inferred_type = adapter.convert_type(agate_table, loop.index0) -%}\n {%- set type = column_override.get(col_name, inferred_type) -%}\n {%- set column_name = (col_name | string) -%}\n {{ adapter.quote_seed_column(column_name, quote_seed_column) }} {{ type }} {%- if not loop.last -%}, {%- endif -%}\n {%- endfor -%}\n )\n {% endset %}\n\n {% call statement('_') -%}\n {{ sql }}\n {%- endcall %}\n\n {{ return(sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.552161, + "supported_languages": null + }, + "macro.dbt.reset_csv_table": { + "name": "reset_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.reset_csv_table", + "macro_sql": "{% macro reset_csv_table(model, full_refresh, old_relation, agate_table) -%}\n {{ adapter.dispatch('reset_csv_table', 'dbt')(model, full_refresh, old_relation, agate_table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__reset_csv_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.552511, + "supported_languages": null + }, + "macro.dbt.default__reset_csv_table": { + "name": "default__reset_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__reset_csv_table", + "macro_sql": "{% macro default__reset_csv_table(model, full_refresh, old_relation, agate_table) %}\n {% set sql = \"\" %}\n {% if full_refresh %}\n {{ adapter.drop_relation(old_relation) }}\n {% set sql = create_csv_table(model, agate_table) %}\n {% else %}\n {{ adapter.truncate_relation(old_relation) }}\n {% set sql = \"truncate table \" ~ old_relation %}\n {% endif %}\n\n {{ return(sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.create_csv_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.553061, + "supported_languages": null + }, + "macro.dbt.get_csv_sql": { + "name": "get_csv_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_csv_sql", + "macro_sql": "{% macro get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ adapter.dispatch('get_csv_sql', 'dbt')(create_or_truncate_sql, insert_sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_csv_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5538182, + "supported_languages": null + }, + "macro.dbt.default__get_csv_sql": { + "name": "default__get_csv_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__get_csv_sql", + "macro_sql": "{% macro default__get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ create_or_truncate_sql }};\n -- dbt seed --\n {{ insert_sql }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.554225, + "supported_languages": null + }, + "macro.dbt.get_binding_char": { + "name": "get_binding_char", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_binding_char", + "macro_sql": "{% macro get_binding_char() -%}\n {{ adapter.dispatch('get_binding_char', 'dbt')() }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_binding_char" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5546792, + "supported_languages": null + }, + "macro.dbt.default__get_binding_char": { + "name": "default__get_binding_char", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__get_binding_char", + "macro_sql": "{% macro default__get_binding_char() %}\n {{ return('%s') }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.554869, + "supported_languages": null + }, + "macro.dbt.get_batch_size": { + "name": "get_batch_size", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_batch_size", + "macro_sql": "{% macro get_batch_size() -%}\n {{ return(adapter.dispatch('get_batch_size', 'dbt')()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_batch_size" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.555418, + "supported_languages": null + }, + "macro.dbt.default__get_batch_size": { + "name": "default__get_batch_size", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__get_batch_size", + "macro_sql": "{% macro default__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.555837, + "supported_languages": null + }, + "macro.dbt.get_seed_column_quoted_csv": { + "name": "get_seed_column_quoted_csv", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_seed_column_quoted_csv", + "macro_sql": "{% macro get_seed_column_quoted_csv(model, column_names) %}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote_seed_column(col, quote_seed_column)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5563169, + "supported_languages": null + }, + "macro.dbt.load_csv_rows": { + "name": "load_csv_rows", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.load_csv_rows", + "macro_sql": "{% macro load_csv_rows(model, agate_table) -%}\n {{ adapter.dispatch('load_csv_rows', 'dbt')(model, agate_table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__load_csv_rows" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5564978, + "supported_languages": null + }, + "macro.dbt.default__load_csv_rows": { + "name": "default__load_csv_rows", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__load_csv_rows", + "macro_sql": "{% macro default__load_csv_rows(model, agate_table) %}\n\n {% set batch_size = get_batch_size() %}\n\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_batch_size", + "macro.dbt.get_seed_column_quoted_csv", + "macro.dbt.get_binding_char" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.557733, + "supported_languages": null + }, + "macro.dbt.generate_alias_name": { + "name": "generate_alias_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_alias.sql", + "original_file_path": "macros/get_custom_name/get_custom_alias.sql", + "unique_id": "macro.dbt.generate_alias_name", + "macro_sql": "{% macro generate_alias_name(custom_alias_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_alias_name', 'dbt')(custom_alias_name, node)) %}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_alias_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.558159, + "supported_languages": null + }, + "macro.dbt.default__generate_alias_name": { + "name": "default__generate_alias_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_alias.sql", + "original_file_path": "macros/get_custom_name/get_custom_alias.sql", + "unique_id": "macro.dbt.default__generate_alias_name", + "macro_sql": "{% macro default__generate_alias_name(custom_alias_name=none, node=none) -%}\n\n {%- if custom_alias_name -%}\n\n {{ custom_alias_name | trim }}\n\n {%- elif node.version -%}\n\n {{ return(node.name ~ \"_v\" ~ (node.version | replace(\".\", \"_\"))) }}\n\n {%- else -%}\n\n {{ node.name }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.558507, + "supported_languages": null + }, + "macro.dbt.generate_schema_name": { + "name": "generate_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_schema.sql", + "original_file_path": "macros/get_custom_name/get_custom_schema.sql", + "unique_id": "macro.dbt.generate_schema_name", + "macro_sql": "{% macro generate_schema_name(custom_schema_name=none, node=none) -%}\n {{ return(adapter.dispatch('generate_schema_name', 'dbt')(custom_schema_name, node)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_schema_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.558992, + "supported_languages": null + }, + "macro.dbt.default__generate_schema_name": { + "name": "default__generate_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_schema.sql", + "original_file_path": "macros/get_custom_name/get_custom_schema.sql", + "unique_id": "macro.dbt.default__generate_schema_name", + "macro_sql": "{% macro default__generate_schema_name(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if custom_schema_name is none -%}\n\n {{ default_schema }}\n\n {%- else -%}\n\n {{ default_schema }}_{{ custom_schema_name | trim }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5593102, + "supported_languages": null + }, + "macro.dbt.generate_schema_name_for_env": { + "name": "generate_schema_name_for_env", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_schema.sql", + "original_file_path": "macros/get_custom_name/get_custom_schema.sql", + "unique_id": "macro.dbt.generate_schema_name_for_env", + "macro_sql": "{% macro generate_schema_name_for_env(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if target.name == 'prod' and custom_schema_name is not none -%}\n\n {{ custom_schema_name | trim }}\n\n {%- else -%}\n\n {{ default_schema }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5596, + "supported_languages": null + }, + "macro.dbt.generate_database_name": { + "name": "generate_database_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_database.sql", + "original_file_path": "macros/get_custom_name/get_custom_database.sql", + "unique_id": "macro.dbt.generate_database_name", + "macro_sql": "{% macro generate_database_name(custom_database_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_database_name', 'dbt')(custom_database_name, node)) %}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_database_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.55999, + "supported_languages": null + }, + "macro.dbt.default__generate_database_name": { + "name": "default__generate_database_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_database.sql", + "original_file_path": "macros/get_custom_name/get_custom_database.sql", + "unique_id": "macro.dbt.default__generate_database_name", + "macro_sql": "{% macro default__generate_database_name(custom_database_name=none, node=none) -%}\n {%- set default_database = target.database -%}\n {%- if custom_database_name is none -%}\n\n {{ default_database }}\n\n {%- else -%}\n\n {{ custom_database_name }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.560228, + "supported_languages": null + }, + "macro.dbt.get_drop_sql": { + "name": "get_drop_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.get_drop_sql", + "macro_sql": "{%- macro get_drop_sql(relation) -%}\n {{- log('Applying DROP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_drop_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.561318, + "supported_languages": null + }, + "macro.dbt.default__get_drop_sql": { + "name": "default__get_drop_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.default__get_drop_sql", + "macro_sql": "{%- macro default__get_drop_sql(relation) -%}\n\n {%- if relation.is_view -%}\n {{ drop_view(relation) }}\n\n {%- elif relation.is_table -%}\n {{ drop_table(relation) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ drop_materialized_view(relation) }}\n\n {%- else -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.drop_view", + "macro.dbt.drop_table", + "macro.dbt.drop_materialized_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5617652, + "supported_languages": null + }, + "macro.dbt.drop_relation": { + "name": "drop_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.drop_relation", + "macro_sql": "{% macro drop_relation(relation) -%}\n {{ return(adapter.dispatch('drop_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__drop_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.561973, + "supported_languages": null + }, + "macro.dbt.default__drop_relation": { + "name": "default__drop_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.default__drop_relation", + "macro_sql": "{% macro default__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n {{ get_drop_sql(relation) }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.get_drop_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5626612, + "supported_languages": null + }, + "macro.dbt.drop_relation_if_exists": { + "name": "drop_relation_if_exists", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.drop_relation_if_exists", + "macro_sql": "{% macro drop_relation_if_exists(relation) %}\n {% if relation is not none %}\n {{ adapter.drop_relation(relation) }}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5631418, + "supported_languages": null + }, + "macro.dbt.get_replace_sql": { + "name": "get_replace_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/replace.sql", + "original_file_path": "macros/relations/replace.sql", + "unique_id": "macro.dbt.get_replace_sql", + "macro_sql": "{% macro get_replace_sql(existing_relation, target_relation, sql) %}\n {{- log('Applying REPLACE to: ' ~ existing_relation) -}}\n {{- adapter.dispatch('get_replace_sql', 'dbt')(existing_relation, target_relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.564019, + "supported_languages": null + }, + "macro.dbt.default__get_replace_sql": { + "name": "default__get_replace_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/replace.sql", + "original_file_path": "macros/relations/replace.sql", + "unique_id": "macro.dbt.default__get_replace_sql", + "macro_sql": "{% macro default__get_replace_sql(existing_relation, target_relation, sql) %}\n\n {# /* use a create or replace statement if possible */ #}\n\n {% set is_replaceable = existing_relation.type == target_relation_type and existing_relation.can_be_replaced %}\n\n {% if is_replaceable and existing_relation.is_view %}\n {{ get_replace_view_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_table %}\n {{ get_replace_table_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_materialized_view %}\n {{ get_replace_materialized_view_sql(target_relation, sql) }}\n\n {# /* a create or replace statement is not possible, so try to stage and/or backup to be safe */ #}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one using a backup */ #}\n {%- elif target_relation.can_be_renamed and existing_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one without using a backup */ #}\n {%- elif target_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_drop_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }}\n\n {# /* create target_relation in place by first backing up the existing relation */ #}\n {%- elif existing_relation.can_be_renamed -%}\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* no renaming is allowed, so just drop and create */ #}\n {%- else -%}\n {{ get_drop_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }}\n\n {%- endif -%}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_replace_view_sql", + "macro.dbt.get_replace_table_sql", + "macro.dbt.get_replace_materialized_view_sql", + "macro.dbt.get_create_intermediate_sql", + "macro.dbt.get_create_backup_sql", + "macro.dbt.get_rename_intermediate_sql", + "macro.dbt.get_drop_backup_sql", + "macro.dbt.get_drop_sql", + "macro.dbt.get_create_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.566122, + "supported_languages": null + }, + "macro.dbt.get_create_intermediate_sql": { + "name": "get_create_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_intermediate.sql", + "original_file_path": "macros/relations/create_intermediate.sql", + "unique_id": "macro.dbt.get_create_intermediate_sql", + "macro_sql": "{%- macro get_create_intermediate_sql(relation, sql) -%}\n {{- log('Applying CREATE INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_intermediate_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_intermediate_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.566592, + "supported_languages": null + }, + "macro.dbt.default__get_create_intermediate_sql": { + "name": "default__get_create_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_intermediate.sql", + "original_file_path": "macros/relations/create_intermediate.sql", + "unique_id": "macro.dbt.default__get_create_intermediate_sql", + "macro_sql": "{%- macro default__get_create_intermediate_sql(relation, sql) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n -- drop any pre-existing intermediate\n {{ get_drop_sql(intermediate_relation) }};\n\n {{ get_create_sql(intermediate_relation, sql) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_intermediate_relation", + "macro.dbt.get_drop_sql", + "macro.dbt.get_create_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.566942, + "supported_languages": null + }, + "macro.dbt.drop_schema_named": { + "name": "drop_schema_named", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/schema.sql", + "original_file_path": "macros/relations/schema.sql", + "unique_id": "macro.dbt.drop_schema_named", + "macro_sql": "{% macro drop_schema_named(schema_name) %}\n {{ return(adapter.dispatch('drop_schema_named', 'dbt') (schema_name)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_schema_named" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.56729, + "supported_languages": null + }, + "macro.dbt.default__drop_schema_named": { + "name": "default__drop_schema_named", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/schema.sql", + "original_file_path": "macros/relations/schema.sql", + "unique_id": "macro.dbt.default__drop_schema_named", + "macro_sql": "{% macro default__drop_schema_named(schema_name) %}\n {% set schema_relation = api.Relation.create(schema=schema_name) %}\n {{ adapter.drop_schema(schema_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.567498, + "supported_languages": null + }, + "macro.dbt.get_drop_backup_sql": { + "name": "get_drop_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop_backup.sql", + "original_file_path": "macros/relations/drop_backup.sql", + "unique_id": "macro.dbt.get_drop_backup_sql", + "macro_sql": "{%- macro get_drop_backup_sql(relation) -%}\n {{- log('Applying DROP BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_drop_backup_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.567807, + "supported_languages": null + }, + "macro.dbt.default__get_drop_backup_sql": { + "name": "default__get_drop_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop_backup.sql", + "original_file_path": "macros/relations/drop_backup.sql", + "unique_id": "macro.dbt.default__get_drop_backup_sql", + "macro_sql": "{%- macro default__get_drop_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n {{ get_drop_sql(backup_relation) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_backup_relation", + "macro.dbt.get_drop_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.568009, + "supported_languages": null + }, + "macro.dbt.get_rename_sql": { + "name": "get_rename_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.get_rename_sql", + "macro_sql": "{%- macro get_rename_sql(relation, new_name) -%}\n {{- log('Applying RENAME to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_sql', 'dbt')(relation, new_name) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5687559, + "supported_languages": null + }, + "macro.dbt.default__get_rename_sql": { + "name": "default__get_rename_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.default__get_rename_sql", + "macro_sql": "{%- macro default__get_rename_sql(relation, new_name) -%}\n\n {%- if relation.is_view -%}\n {{ get_rename_view_sql(relation, new_name) }}\n\n {%- elif relation.is_table -%}\n {{ get_rename_table_sql(relation, new_name) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_rename_materialized_view_sql(relation, new_name) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_rename_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.get_rename_view_sql", + "macro.dbt.get_rename_table_sql", + "macro.dbt.get_rename_materialized_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.569163, + "supported_languages": null + }, + "macro.dbt.rename_relation": { + "name": "rename_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.rename_relation", + "macro_sql": "{% macro rename_relation(from_relation, to_relation) -%}\n {{ return(adapter.dispatch('rename_relation', 'dbt')(from_relation, to_relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__rename_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.569356, + "supported_languages": null + }, + "macro.dbt.default__rename_relation": { + "name": "default__rename_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.default__rename_relation", + "macro_sql": "{% macro default__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter table {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5696042, + "supported_languages": null + }, + "macro.dbt.get_create_backup_sql": { + "name": "get_create_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_backup.sql", + "original_file_path": "macros/relations/create_backup.sql", + "unique_id": "macro.dbt.get_create_backup_sql", + "macro_sql": "{%- macro get_create_backup_sql(relation) -%}\n {{- log('Applying CREATE BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_backup_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.569935, + "supported_languages": null + }, + "macro.dbt.default__get_create_backup_sql": { + "name": "default__get_create_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_backup.sql", + "original_file_path": "macros/relations/create_backup.sql", + "unique_id": "macro.dbt.default__get_create_backup_sql", + "macro_sql": "{%- macro default__get_create_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n -- drop any pre-existing backup\n {{ get_drop_sql(backup_relation) }};\n\n {{ get_rename_sql(relation, backup_relation.identifier) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_backup_relation", + "macro.dbt.get_drop_sql", + "macro.dbt.get_rename_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.570176, + "supported_languages": null + }, + "macro.dbt.get_create_sql": { + "name": "get_create_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create.sql", + "original_file_path": "macros/relations/create.sql", + "unique_id": "macro.dbt.get_create_sql", + "macro_sql": "{%- macro get_create_sql(relation, sql) -%}\n {{- log('Applying CREATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.570603, + "supported_languages": null + }, + "macro.dbt.default__get_create_sql": { + "name": "default__get_create_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create.sql", + "original_file_path": "macros/relations/create.sql", + "unique_id": "macro.dbt.default__get_create_sql", + "macro_sql": "{%- macro default__get_create_sql(relation, sql) -%}\n\n {%- if relation.is_view -%}\n {{ get_create_view_as_sql(relation, sql) }}\n\n {%- elif relation.is_table -%}\n {{ get_create_table_as_sql(False, relation, sql) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_create_materialized_view_as_sql(relation, sql) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_create_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.get_create_view_as_sql", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.get_create_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571, + "supported_languages": null + }, + "macro.dbt.get_rename_intermediate_sql": { + "name": "get_rename_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename_intermediate.sql", + "original_file_path": "macros/relations/rename_intermediate.sql", + "unique_id": "macro.dbt.get_rename_intermediate_sql", + "macro_sql": "{%- macro get_rename_intermediate_sql(relation) -%}\n {{- log('Applying RENAME INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_intermediate_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_intermediate_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571303, + "supported_languages": null + }, + "macro.dbt.default__get_rename_intermediate_sql": { + "name": "default__get_rename_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename_intermediate.sql", + "original_file_path": "macros/relations/rename_intermediate.sql", + "unique_id": "macro.dbt.default__get_rename_intermediate_sql", + "macro_sql": "{%- macro default__get_rename_intermediate_sql(relation) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n {{ get_rename_sql(intermediate_relation, relation.identifier) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_intermediate_relation", + "macro.dbt.get_rename_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.57149, + "supported_languages": null + }, + "macro.dbt.drop_materialized_view": { + "name": "drop_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/drop.sql", + "original_file_path": "macros/relations/materialized_view/drop.sql", + "unique_id": "macro.dbt.drop_materialized_view", + "macro_sql": "{% macro drop_materialized_view(relation) -%}\n {{- adapter.dispatch('drop_materialized_view', 'dbt')(relation) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_materialized_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571809, + "supported_languages": null + }, + "macro.dbt.default__drop_materialized_view": { + "name": "default__drop_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/drop.sql", + "original_file_path": "macros/relations/materialized_view/drop.sql", + "unique_id": "macro.dbt.default__drop_materialized_view", + "macro_sql": "{% macro default__drop_materialized_view(relation) -%}\n drop materialized view if exists {{ relation }} cascade\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571914, + "supported_languages": null + }, + "macro.dbt.get_replace_materialized_view_sql": { + "name": "get_replace_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/replace.sql", + "original_file_path": "macros/relations/materialized_view/replace.sql", + "unique_id": "macro.dbt.get_replace_materialized_view_sql", + "macro_sql": "{% macro get_replace_materialized_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_materialized_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_materialized_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.572164, + "supported_languages": null + }, + "macro.dbt.default__get_replace_materialized_view_sql": { + "name": "default__get_replace_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/replace.sql", + "original_file_path": "macros/relations/materialized_view/replace.sql", + "unique_id": "macro.dbt.default__get_replace_materialized_view_sql", + "macro_sql": "{% macro default__get_replace_materialized_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.572374, + "supported_languages": null + }, + "macro.dbt.refresh_materialized_view": { + "name": "refresh_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/refresh.sql", + "original_file_path": "macros/relations/materialized_view/refresh.sql", + "unique_id": "macro.dbt.refresh_materialized_view", + "macro_sql": "{% macro refresh_materialized_view(relation) %}\n {{- log('Applying REFRESH to: ' ~ relation) -}}\n {{- adapter.dispatch('refresh_materialized_view', 'dbt')(relation) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__refresh_materialized_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5726552, + "supported_languages": null + }, + "macro.dbt.default__refresh_materialized_view": { + "name": "default__refresh_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/refresh.sql", + "original_file_path": "macros/relations/materialized_view/refresh.sql", + "unique_id": "macro.dbt.default__refresh_materialized_view", + "macro_sql": "{% macro default__refresh_materialized_view(relation) %}\n {{ exceptions.raise_compiler_error(\"`refresh_materialized_view` has not been implemented for this adapter.\") }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.572781, + "supported_languages": null + }, + "macro.dbt.get_rename_materialized_view_sql": { + "name": "get_rename_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/rename.sql", + "original_file_path": "macros/relations/materialized_view/rename.sql", + "unique_id": "macro.dbt.get_rename_materialized_view_sql", + "macro_sql": "{% macro get_rename_materialized_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_materialized_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_materialized_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.573028, + "supported_languages": null + }, + "macro.dbt.default__get_rename_materialized_view_sql": { + "name": "default__get_rename_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/rename.sql", + "original_file_path": "macros/relations/materialized_view/rename.sql", + "unique_id": "macro.dbt.default__get_rename_materialized_view_sql", + "macro_sql": "{% macro default__get_rename_materialized_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.573157, + "supported_languages": null + }, + "macro.dbt.get_alter_materialized_view_as_sql": { + "name": "get_alter_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.get_alter_materialized_view_as_sql", + "macro_sql": "{% macro get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{- log('Applying ALTER to: ' ~ relation) -}}\n {{- adapter.dispatch('get_alter_materialized_view_as_sql', 'dbt')(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n ) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_alter_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574096, + "supported_languages": null + }, + "macro.dbt.default__get_alter_materialized_view_as_sql": { + "name": "default__get_alter_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.default__get_alter_materialized_view_as_sql", + "macro_sql": "{% macro default__get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574272, + "supported_languages": null + }, + "macro.dbt.get_materialized_view_configuration_changes": { + "name": "get_materialized_view_configuration_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.get_materialized_view_configuration_changes", + "macro_sql": "{% macro get_materialized_view_configuration_changes(existing_relation, new_config) %}\n /* {#\n It's recommended that configuration changes be formatted as follows:\n {\"\": [{\"action\": \"\", \"context\": ...}]}\n\n For example:\n {\n \"indexes\": [\n {\"action\": \"drop\", \"context\": \"index_abc\"},\n {\"action\": \"create\", \"context\": {\"columns\": [\"column_1\", \"column_2\"], \"type\": \"hash\", \"unique\": True}},\n ],\n }\n\n Either way, `get_materialized_view_configuration_changes` needs to align with `get_alter_materialized_view_as_sql`.\n #} */\n {{- log('Determining configuration changes on: ' ~ existing_relation) -}}\n {%- do return(adapter.dispatch('get_materialized_view_configuration_changes', 'dbt')(existing_relation, new_config)) -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_materialized_view_configuration_changes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574531, + "supported_languages": null + }, + "macro.dbt.default__get_materialized_view_configuration_changes": { + "name": "default__get_materialized_view_configuration_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.default__get_materialized_view_configuration_changes", + "macro_sql": "{% macro default__get_materialized_view_configuration_changes(existing_relation, new_config) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574666, + "supported_languages": null + }, + "macro.dbt.get_create_materialized_view_as_sql": { + "name": "get_create_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/create.sql", + "original_file_path": "macros/relations/materialized_view/create.sql", + "unique_id": "macro.dbt.get_create_materialized_view_as_sql", + "macro_sql": "{% macro get_create_materialized_view_as_sql(relation, sql) -%}\n {{- adapter.dispatch('get_create_materialized_view_as_sql', 'dbt')(relation, sql) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5749178, + "supported_languages": null + }, + "macro.dbt.default__get_create_materialized_view_as_sql": { + "name": "default__get_create_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/create.sql", + "original_file_path": "macros/relations/materialized_view/create.sql", + "unique_id": "macro.dbt.default__get_create_materialized_view_as_sql", + "macro_sql": "{% macro default__get_create_materialized_view_as_sql(relation, sql) -%}\n {{ exceptions.raise_compiler_error(\n \"`get_create_materialized_view_as_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5750499, + "supported_languages": null + }, + "macro.dbt.get_table_columns_and_constraints": { + "name": "get_table_columns_and_constraints", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.get_table_columns_and_constraints", + "macro_sql": "{%- macro get_table_columns_and_constraints() -%}\n {{ adapter.dispatch('get_table_columns_and_constraints', 'dbt')() }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_table_columns_and_constraints" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.575975, + "supported_languages": null + }, + "macro.dbt.default__get_table_columns_and_constraints": { + "name": "default__get_table_columns_and_constraints", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.default__get_table_columns_and_constraints", + "macro_sql": "{% macro default__get_table_columns_and_constraints() -%}\n {{ return(table_columns_and_constraints()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.table_columns_and_constraints" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.576086, + "supported_languages": null + }, + "macro.dbt.table_columns_and_constraints": { + "name": "table_columns_and_constraints", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.table_columns_and_constraints", + "macro_sql": "{% macro table_columns_and_constraints() %}\n {# loop through user_provided_columns to create DDL with data types and constraints #}\n {%- set raw_column_constraints = adapter.render_raw_columns_constraints(raw_columns=model['columns']) -%}\n {%- set raw_model_constraints = adapter.render_raw_model_constraints(raw_constraints=model['constraints']) -%}\n (\n {% for c in raw_column_constraints -%}\n {{ c }}{{ \",\" if not loop.last or raw_model_constraints }}\n {% endfor %}\n {% for c in raw_model_constraints -%}\n {{ c }}{{ \",\" if not loop.last }}\n {% endfor -%}\n )\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5765572, + "supported_languages": null + }, + "macro.dbt.get_assert_columns_equivalent": { + "name": "get_assert_columns_equivalent", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.get_assert_columns_equivalent", + "macro_sql": "\n\n{%- macro get_assert_columns_equivalent(sql) -%}\n {{ adapter.dispatch('get_assert_columns_equivalent', 'dbt')(sql) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.576898, + "supported_languages": null + }, + "macro.dbt.default__get_assert_columns_equivalent": { + "name": "default__get_assert_columns_equivalent", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.default__get_assert_columns_equivalent", + "macro_sql": "{% macro default__get_assert_columns_equivalent(sql) -%}\n {{ return(assert_columns_equivalent(sql)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.577066, + "supported_languages": null + }, + "macro.dbt.assert_columns_equivalent": { + "name": "assert_columns_equivalent", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.assert_columns_equivalent", + "macro_sql": "{% macro assert_columns_equivalent(sql) %}\n\n {#-- First ensure the user has defined 'columns' in yaml specification --#}\n {%- set user_defined_columns = model['columns'] -%}\n {%- if not user_defined_columns -%}\n {{ exceptions.raise_contract_error([], []) }}\n {%- endif -%}\n\n {#-- Obtain the column schema provided by sql file. #}\n {%- set sql_file_provided_columns = get_column_schema_from_query(sql, config.get('sql_header', none)) -%}\n {#--Obtain the column schema provided by the schema file by generating an 'empty schema' query from the model's columns. #}\n {%- set schema_file_provided_columns = get_column_schema_from_query(get_empty_schema_sql(user_defined_columns)) -%}\n\n {#-- create dictionaries with name and formatted data type and strings for exception #}\n {%- set sql_columns = format_columns(sql_file_provided_columns) -%}\n {%- set yaml_columns = format_columns(schema_file_provided_columns) -%}\n\n {%- if sql_columns|length != yaml_columns|length -%}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n\n {%- for sql_col in sql_columns -%}\n {%- set yaml_col = [] -%}\n {%- for this_col in yaml_columns -%}\n {%- if this_col['name'] == sql_col['name'] -%}\n {%- do yaml_col.append(this_col) -%}\n {%- break -%}\n {%- endif -%}\n {%- endfor -%}\n {%- if not yaml_col -%}\n {#-- Column with name not found in yaml #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- if sql_col['formatted'] != yaml_col[0]['formatted'] -%}\n {#-- Column data types don't match #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- endfor -%}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_column_schema_from_query", + "macro.dbt.get_empty_schema_sql", + "macro.dbt.format_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.578506, + "supported_languages": null + }, + "macro.dbt.format_columns": { + "name": "format_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.format_columns", + "macro_sql": "{% macro format_columns(columns) %}\n {% set formatted_columns = [] %}\n {% for column in columns %}\n {%- set formatted_column = adapter.dispatch('format_column', 'dbt')(column) -%}\n {%- do formatted_columns.append(formatted_column) -%}\n {% endfor %}\n {{ return(formatted_columns) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__format_column" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5790122, + "supported_languages": null + }, + "macro.dbt.default__format_column": { + "name": "default__format_column", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.default__format_column", + "macro_sql": "{% macro default__format_column(column) -%}\n {% set data_type = column.dtype %}\n {% set formatted = column.column.lower() ~ \" \" ~ data_type %}\n {{ return({'name': column.name, 'data_type': data_type, 'formatted': formatted}) }}\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579401, + "supported_languages": null + }, + "macro.dbt.drop_table": { + "name": "drop_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/drop.sql", + "original_file_path": "macros/relations/table/drop.sql", + "unique_id": "macro.dbt.drop_table", + "macro_sql": "{% macro drop_table(relation) -%}\n {{- adapter.dispatch('drop_table', 'dbt')(relation) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579648, + "supported_languages": null + }, + "macro.dbt.default__drop_table": { + "name": "default__drop_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/drop.sql", + "original_file_path": "macros/relations/table/drop.sql", + "unique_id": "macro.dbt.default__drop_table", + "macro_sql": "{% macro default__drop_table(relation) -%}\n drop table if exists {{ relation }} cascade\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579745, + "supported_languages": null + }, + "macro.dbt.get_replace_table_sql": { + "name": "get_replace_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/replace.sql", + "original_file_path": "macros/relations/table/replace.sql", + "unique_id": "macro.dbt.get_replace_table_sql", + "macro_sql": "{% macro get_replace_table_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_table_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_table_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579995, + "supported_languages": null + }, + "macro.dbt.default__get_replace_table_sql": { + "name": "default__get_replace_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/replace.sql", + "original_file_path": "macros/relations/table/replace.sql", + "unique_id": "macro.dbt.default__get_replace_table_sql", + "macro_sql": "{% macro default__get_replace_table_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5801332, + "supported_languages": null + }, + "macro.dbt.get_rename_table_sql": { + "name": "get_rename_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/rename.sql", + "original_file_path": "macros/relations/table/rename.sql", + "unique_id": "macro.dbt.get_rename_table_sql", + "macro_sql": "{% macro get_rename_table_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_table_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_table_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.580383, + "supported_languages": null + }, + "macro.dbt.default__get_rename_table_sql": { + "name": "default__get_rename_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/rename.sql", + "original_file_path": "macros/relations/table/rename.sql", + "unique_id": "macro.dbt.default__get_rename_table_sql", + "macro_sql": "{% macro default__get_rename_table_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.580514, + "supported_languages": null + }, + "macro.dbt.get_create_table_as_sql": { + "name": "get_create_table_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.get_create_table_as_sql", + "macro_sql": "{% macro get_create_table_as_sql(temporary, relation, sql) -%}\n {{ adapter.dispatch('get_create_table_as_sql', 'dbt')(temporary, relation, sql) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_table_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5813088, + "supported_languages": null + }, + "macro.dbt.default__get_create_table_as_sql": { + "name": "default__get_create_table_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__get_create_table_as_sql", + "macro_sql": "{% macro default__get_create_table_as_sql(temporary, relation, sql) -%}\n {{ return(create_table_as(temporary, relation, sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5814779, + "supported_languages": null + }, + "macro.dbt.create_table_as": { + "name": "create_table_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.create_table_as", + "macro_sql": "{% macro create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {# backward compatibility for create_table_as that does not support language #}\n {% if language == \"sql\" %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code)}}\n {% else %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code, language) }}\n {% endif %}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5818748, + "supported_languages": null + }, + "macro.dbt.default__create_table_as": { + "name": "default__create_table_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__create_table_as", + "macro_sql": "{% macro default__create_table_as(temporary, relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced and (not temporary) %}\n {{ get_assert_columns_equivalent(sql) }}\n {{ get_table_columns_and_constraints() }}\n {%- set sql = get_select_subquery(sql) %}\n {% endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent", + "macro.dbt.get_table_columns_and_constraints", + "macro.dbt.get_select_subquery" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5825112, + "supported_languages": null + }, + "macro.dbt.default__get_column_names": { + "name": "default__get_column_names", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__get_column_names", + "macro_sql": "{% macro default__get_column_names() %}\n {#- loop through user_provided_columns to get column names -#}\n {%- set user_provided_columns = model['columns'] -%}\n {%- for i in user_provided_columns %}\n {%- set col = user_provided_columns[i] -%}\n {%- set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] -%}\n {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.582929, + "supported_languages": null + }, + "macro.dbt.get_select_subquery": { + "name": "get_select_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.get_select_subquery", + "macro_sql": "{% macro get_select_subquery(sql) %}\n {{ return(adapter.dispatch('get_select_subquery', 'dbt')(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_select_subquery" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5830982, + "supported_languages": null + }, + "macro.dbt.default__get_select_subquery": { + "name": "default__get_select_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__get_select_subquery", + "macro_sql": "{% macro default__get_select_subquery(sql) %}\n select {{ adapter.dispatch('get_column_names', 'dbt')() }}\n from (\n {{ sql }}\n ) as model_subq\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.get_column_names", + "macro.dbt.default__get_column_names" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5832698, + "supported_languages": null + }, + "macro.dbt.drop_view": { + "name": "drop_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/drop.sql", + "original_file_path": "macros/relations/view/drop.sql", + "unique_id": "macro.dbt.drop_view", + "macro_sql": "{% macro drop_view(relation) -%}\n {{- adapter.dispatch('drop_view', 'dbt')(relation) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5834901, + "supported_languages": null + }, + "macro.dbt.default__drop_view": { + "name": "default__drop_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/drop.sql", + "original_file_path": "macros/relations/view/drop.sql", + "unique_id": "macro.dbt.default__drop_view", + "macro_sql": "{% macro default__drop_view(relation) -%}\n drop view if exists {{ relation }} cascade\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.583584, + "supported_languages": null + }, + "macro.dbt.get_replace_view_sql": { + "name": "get_replace_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.get_replace_view_sql", + "macro_sql": "{% macro get_replace_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.584353, + "supported_languages": null + }, + "macro.dbt.default__get_replace_view_sql": { + "name": "default__get_replace_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.default__get_replace_view_sql", + "macro_sql": "{% macro default__get_replace_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.584754, + "supported_languages": null + }, + "macro.dbt.create_or_replace_view": { + "name": "create_or_replace_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.create_or_replace_view", + "macro_sql": "{% macro create_or_replace_view() %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks) }}\n\n -- If there's a table with the same name and we weren't told to full refresh,\n -- that's an error. If we were told to full refresh, drop it. This behavior differs\n -- for Snowflake and BigQuery, so multiple dispatch is used.\n {%- if old_relation is not none and old_relation.is_table -%}\n {{ handle_existing_table(should_full_refresh(), old_relation) }}\n {%- endif -%}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(target_relation, sql) }}\n {%- endcall %}\n\n {% set should_revoke = should_revoke(exists_as_view, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {{ run_hooks(post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_hooks", + "macro.dbt.handle_existing_table", + "macro.dbt.should_full_refresh", + "macro.dbt.statement", + "macro.dbt.get_create_view_as_sql", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.585983, + "supported_languages": null + }, + "macro.dbt.handle_existing_table": { + "name": "handle_existing_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.handle_existing_table", + "macro_sql": "{% macro handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.dispatch('handle_existing_table', 'dbt')(full_refresh, old_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__handle_existing_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.586167, + "supported_languages": null + }, + "macro.dbt.default__handle_existing_table": { + "name": "default__handle_existing_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.default__handle_existing_table", + "macro_sql": "{% macro default__handle_existing_table(full_refresh, old_relation) %}\n {{ log(\"Dropping relation \" ~ old_relation ~ \" because it is of type \" ~ old_relation.type) }}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5863621, + "supported_languages": null + }, + "macro.dbt.get_rename_view_sql": { + "name": "get_rename_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/rename.sql", + "original_file_path": "macros/relations/view/rename.sql", + "unique_id": "macro.dbt.get_rename_view_sql", + "macro_sql": "{% macro get_rename_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.586609, + "supported_languages": null + }, + "macro.dbt.default__get_rename_view_sql": { + "name": "default__get_rename_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/rename.sql", + "original_file_path": "macros/relations/view/rename.sql", + "unique_id": "macro.dbt.default__get_rename_view_sql", + "macro_sql": "{% macro default__get_rename_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.586755, + "supported_languages": null + }, + "macro.dbt.get_create_view_as_sql": { + "name": "get_create_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.get_create_view_as_sql", + "macro_sql": "{% macro get_create_view_as_sql(relation, sql) -%}\n {{ adapter.dispatch('get_create_view_as_sql', 'dbt')(relation, sql) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.587469, + "supported_languages": null + }, + "macro.dbt.default__get_create_view_as_sql": { + "name": "default__get_create_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.default__get_create_view_as_sql", + "macro_sql": "{% macro default__get_create_view_as_sql(relation, sql) -%}\n {{ return(create_view_as(relation, sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.create_view_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.587637, + "supported_languages": null + }, + "macro.dbt.create_view_as": { + "name": "create_view_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.create_view_as", + "macro_sql": "{% macro create_view_as(relation, sql) -%}\n {{ adapter.dispatch('create_view_as', 'dbt')(relation, sql) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__create_view_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.587903, + "supported_languages": null + }, + "macro.dbt.default__create_view_as": { + "name": "default__create_view_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.default__create_view_as", + "macro_sql": "{% macro default__create_view_as(relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.588358, + "supported_languages": null + }, + "macro.dbt.default__test_relationships": { + "name": "default__test_relationships", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/relationships.sql", + "original_file_path": "macros/generic_test_sql/relationships.sql", + "unique_id": "macro.dbt.default__test_relationships", + "macro_sql": "{% macro default__test_relationships(model, column_name, to, field) %}\n\nwith child as (\n select {{ column_name }} as from_field\n from {{ model }}\n where {{ column_name }} is not null\n),\n\nparent as (\n select {{ field }} as to_field\n from {{ to }}\n)\n\nselect\n from_field\n\nfrom child\nleft join parent\n on child.from_field = parent.to_field\n\nwhere parent.to_field is null\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5886998, + "supported_languages": null + }, + "macro.dbt.default__test_not_null": { + "name": "default__test_not_null", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/not_null.sql", + "original_file_path": "macros/generic_test_sql/not_null.sql", + "unique_id": "macro.dbt.default__test_not_null", + "macro_sql": "{% macro default__test_not_null(model, column_name) %}\n\n{% set column_list = '*' if should_store_failures() else column_name %}\n\nselect {{ column_list }}\nfrom {{ model }}\nwhere {{ column_name }} is null\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.should_store_failures" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.588962, + "supported_languages": null + }, + "macro.dbt.default__test_unique": { + "name": "default__test_unique", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/unique.sql", + "original_file_path": "macros/generic_test_sql/unique.sql", + "unique_id": "macro.dbt.default__test_unique", + "macro_sql": "{% macro default__test_unique(model, column_name) %}\n\nselect\n {{ column_name }} as unique_field,\n count(*) as n_records\n\nfrom {{ model }}\nwhere {{ column_name }} is not null\ngroup by {{ column_name }}\nhaving count(*) > 1\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.58918, + "supported_languages": null + }, + "macro.dbt.default__test_accepted_values": { + "name": "default__test_accepted_values", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/accepted_values.sql", + "original_file_path": "macros/generic_test_sql/accepted_values.sql", + "unique_id": "macro.dbt.default__test_accepted_values", + "macro_sql": "{% macro default__test_accepted_values(model, column_name, values, quote=True) %}\n\nwith all_values as (\n\n select\n {{ column_name }} as value_field,\n count(*) as n_records\n\n from {{ model }}\n group by {{ column_name }}\n\n)\n\nselect *\nfrom all_values\nwhere value_field not in (\n {% for value in values -%}\n {% if quote -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n)\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.589668, + "supported_languages": null + }, + "macro.dbt.statement": { + "name": "statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/statement.sql", + "original_file_path": "macros/etc/statement.sql", + "unique_id": "macro.dbt.statement", + "macro_sql": "\n{%- macro statement(name=None, fetch_result=False, auto_begin=True, language='sql') -%}\n {%- if execute: -%}\n {%- set compiled_code = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime {} for node \"{}\"'.format(language, model['unique_id'])) }}\n {{ write(compiled_code) }}\n {%- endif -%}\n {%- if language == 'sql'-%}\n {%- set res, table = adapter.execute(compiled_code, auto_begin=auto_begin, fetch=fetch_result) -%}\n {%- elif language == 'python' -%}\n {%- set res = submit_python_job(model, compiled_code) -%}\n {#-- TODO: What should table be for python models? --#}\n {%- set table = None -%}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"statement macro didn't get supported language\") %}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_result(name, response=res, agate_table=table) }}\n {%- endif -%}\n\n {%- endif -%}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5913348, + "supported_languages": null + }, + "macro.dbt.noop_statement": { + "name": "noop_statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/statement.sql", + "original_file_path": "macros/etc/statement.sql", + "unique_id": "macro.dbt.noop_statement", + "macro_sql": "{% macro noop_statement(name=None, message=None, code=None, rows_affected=None, res=None) -%}\n {%- set sql = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime SQL for node \"{}\"'.format(model['unique_id'])) }}\n {{ write(sql) }}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_raw_result(name, message=message, code=code, rows_affected=rows_affected, agate_table=res) }}\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.592107, + "supported_languages": null + }, + "macro.dbt.run_query": { + "name": "run_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/statement.sql", + "original_file_path": "macros/etc/statement.sql", + "unique_id": "macro.dbt.run_query", + "macro_sql": "{% macro run_query(sql) %}\n {% call statement(\"run_query_statement\", fetch_result=true, auto_begin=false) %}\n {{ sql }}\n {% endcall %}\n\n {% do return(load_result(\"run_query_statement\").table) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5923688, + "supported_languages": null + }, + "macro.dbt.convert_datetime": { + "name": "convert_datetime", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.convert_datetime", + "macro_sql": "{% macro convert_datetime(date_str, date_fmt) %}\n\n {% set error_msg -%}\n The provided partition date '{{ date_str }}' does not match the expected format '{{ date_fmt }}'\n {%- endset %}\n\n {% set res = try_or_compiler_error(error_msg, modules.datetime.datetime.strptime, date_str.strip(), date_fmt) %}\n {{ return(res) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.594178, + "supported_languages": null + }, + "macro.dbt.dates_in_range": { + "name": "dates_in_range", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.dates_in_range", + "macro_sql": "{% macro dates_in_range(start_date_str, end_date_str=none, in_fmt=\"%Y%m%d\", out_fmt=\"%Y%m%d\") %}\n {% set end_date_str = start_date_str if end_date_str is none else end_date_str %}\n\n {% set start_date = convert_datetime(start_date_str, in_fmt) %}\n {% set end_date = convert_datetime(end_date_str, in_fmt) %}\n\n {% set day_count = (end_date - start_date).days %}\n {% if day_count < 0 %}\n {% set msg -%}\n Partition start date is after the end date ({{ start_date }}, {{ end_date }})\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg, model) }}\n {% endif %}\n\n {% set date_list = [] %}\n {% for i in range(0, day_count + 1) %}\n {% set the_date = (modules.datetime.timedelta(days=i) + start_date) %}\n {% if not out_fmt %}\n {% set _ = date_list.append(the_date) %}\n {% else %}\n {% set _ = date_list.append(the_date.strftime(out_fmt)) %}\n {% endif %}\n {% endfor %}\n\n {{ return(date_list) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.convert_datetime" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.595413, + "supported_languages": null + }, + "macro.dbt.partition_range": { + "name": "partition_range", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.partition_range", + "macro_sql": "{% macro partition_range(raw_partition_date, date_fmt='%Y%m%d') %}\n {% set partition_range = (raw_partition_date | string).split(\",\") %}\n\n {% if (partition_range | length) == 1 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = none %}\n {% elif (partition_range | length) == 2 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = partition_range[1] %}\n {% else %}\n {{ exceptions.raise_compiler_error(\"Invalid partition time. Expected format: {Start Date}[,{End Date}]. Got: \" ~ raw_partition_date) }}\n {% endif %}\n\n {{ return(dates_in_range(start_date, end_date, in_fmt=date_fmt)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.dates_in_range" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.596152, + "supported_languages": null + }, + "macro.dbt.py_current_timestring": { + "name": "py_current_timestring", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.py_current_timestring", + "macro_sql": "{% macro py_current_timestring() %}\n {% set dt = modules.datetime.datetime.now() %}\n {% do return(dt.strftime(\"%Y%m%d%H%M%S%f\")) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5963662, + "supported_languages": null + }, + "macro.dbt.except": { + "name": "except", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/except.sql", + "original_file_path": "macros/utils/except.sql", + "unique_id": "macro.dbt.except", + "macro_sql": "{% macro except() %}\n {{ return(adapter.dispatch('except', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__except" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.596595, + "supported_languages": null + }, + "macro.dbt.default__except": { + "name": "default__except", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/except.sql", + "original_file_path": "macros/utils/except.sql", + "unique_id": "macro.dbt.default__except", + "macro_sql": "{% macro default__except() %}\n\n except\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5966668, + "supported_languages": null + }, + "macro.dbt.get_intervals_between": { + "name": "get_intervals_between", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.get_intervals_between", + "macro_sql": "{% macro get_intervals_between(start_date, end_date, datepart) -%}\n {{ return(adapter.dispatch('get_intervals_between', 'dbt')(start_date, end_date, datepart)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_intervals_between" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.597534, + "supported_languages": null + }, + "macro.dbt.default__get_intervals_between": { + "name": "default__get_intervals_between", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.default__get_intervals_between", + "macro_sql": "{% macro default__get_intervals_between(start_date, end_date, datepart) -%}\n {%- call statement('get_intervals_between', fetch_result=True) %}\n\n select {{ dbt.datediff(start_date, end_date, datepart) }}\n\n {%- endcall -%}\n\n {%- set value_list = load_result('get_intervals_between') -%}\n\n {%- if value_list and value_list['data'] -%}\n {%- set values = value_list['data'] | map(attribute=0) | list %}\n {{ return(values[0]) }}\n {%- else -%}\n {{ return(1) }}\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.datediff" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598059, + "supported_languages": null + }, + "macro.dbt.date_spine": { + "name": "date_spine", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.date_spine", + "macro_sql": "{% macro date_spine(datepart, start_date, end_date) %}\n {{ return(adapter.dispatch('date_spine', 'dbt')(datepart, start_date, end_date)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__date_spine" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598263, + "supported_languages": null + }, + "macro.dbt.default__date_spine": { + "name": "default__date_spine", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.default__date_spine", + "macro_sql": "{% macro default__date_spine(datepart, start_date, end_date) %}\n\n\n {# call as follows:\n\n date_spine(\n \"day\",\n \"to_date('01/01/2016', 'mm/dd/yyyy')\",\n \"dbt.dateadd(week, 1, current_date)\"\n ) #}\n\n\n with rawdata as (\n\n {{dbt.generate_series(\n dbt.get_intervals_between(start_date, end_date, datepart)\n )}}\n\n ),\n\n all_periods as (\n\n select (\n {{\n dbt.dateadd(\n datepart,\n \"row_number() over (order by 1) - 1\",\n start_date\n )\n }}\n ) as date_{{datepart}}\n from rawdata\n\n ),\n\n filtered as (\n\n select *\n from all_periods\n where date_{{datepart}} <= {{ end_date }}\n\n )\n\n select * from filtered\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.generate_series", + "macro.dbt.get_intervals_between", + "macro.dbt.dateadd" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598598, + "supported_languages": null + }, + "macro.dbt.date": { + "name": "date", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date.sql", + "original_file_path": "macros/utils/date.sql", + "unique_id": "macro.dbt.date", + "macro_sql": "{% macro date(year, month, day) %}\n {{ return(adapter.dispatch('date', 'dbt') (year, month, day)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__date" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598995, + "supported_languages": null + }, + "macro.dbt.default__date": { + "name": "default__date", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date.sql", + "original_file_path": "macros/utils/date.sql", + "unique_id": "macro.dbt.default__date", + "macro_sql": "{% macro default__date(year, month, day) -%}\n {%- set dt = modules.datetime.date(year, month, day) -%}\n {%- set iso_8601_formatted_date = dt.strftime('%Y-%m-%d') -%}\n to_date('{{ iso_8601_formatted_date }}', 'YYYY-MM-DD')\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.599257, + "supported_languages": null + }, + "macro.dbt.replace": { + "name": "replace", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/replace.sql", + "original_file_path": "macros/utils/replace.sql", + "unique_id": "macro.dbt.replace", + "macro_sql": "{% macro replace(field, old_chars, new_chars) -%}\n {{ return(adapter.dispatch('replace', 'dbt') (field, old_chars, new_chars)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__replace" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.599692, + "supported_languages": null + }, + "macro.dbt.default__replace": { + "name": "default__replace", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/replace.sql", + "original_file_path": "macros/utils/replace.sql", + "unique_id": "macro.dbt.default__replace", + "macro_sql": "{% macro default__replace(field, old_chars, new_chars) %}\n\n replace(\n {{ field }},\n {{ old_chars }},\n {{ new_chars }}\n )\n\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.599882, + "supported_languages": null + }, + "macro.dbt.concat": { + "name": "concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/concat.sql", + "original_file_path": "macros/utils/concat.sql", + "unique_id": "macro.dbt.concat", + "macro_sql": "{% macro concat(fields) -%}\n {{ return(adapter.dispatch('concat', 'dbt')(fields)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__concat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6001291, + "supported_languages": null + }, + "macro.dbt.default__concat": { + "name": "default__concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/concat.sql", + "original_file_path": "macros/utils/concat.sql", + "unique_id": "macro.dbt.default__concat", + "macro_sql": "{% macro default__concat(fields) -%}\n {{ fields|join(' || ') }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.600281, + "supported_languages": null + }, + "macro.dbt.get_powers_of_two": { + "name": "get_powers_of_two", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.get_powers_of_two", + "macro_sql": "{% macro get_powers_of_two(upper_bound) %}\n {{ return(adapter.dispatch('get_powers_of_two', 'dbt')(upper_bound)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_powers_of_two" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6011431, + "supported_languages": null + }, + "macro.dbt.default__get_powers_of_two": { + "name": "default__get_powers_of_two", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.default__get_powers_of_two", + "macro_sql": "{% macro default__get_powers_of_two(upper_bound) %}\n\n {% if upper_bound <= 0 %}\n {{ exceptions.raise_compiler_error(\"upper bound must be positive\") }}\n {% endif %}\n\n {% for _ in range(1, 100) %}\n {% if upper_bound <= 2 ** loop.index %}{{ return(loop.index) }}{% endif %}\n {% endfor %}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.601634, + "supported_languages": null + }, + "macro.dbt.generate_series": { + "name": "generate_series", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.generate_series", + "macro_sql": "{% macro generate_series(upper_bound) %}\n {{ return(adapter.dispatch('generate_series', 'dbt')(upper_bound)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_series" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.601803, + "supported_languages": null + }, + "macro.dbt.default__generate_series": { + "name": "default__generate_series", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.default__generate_series", + "macro_sql": "{% macro default__generate_series(upper_bound) %}\n\n {% set n = dbt.get_powers_of_two(upper_bound) %}\n\n with p as (\n select 0 as generated_number union all select 1\n ), unioned as (\n\n select\n\n {% for i in range(n) %}\n p{{i}}.generated_number * power(2, {{i}})\n {% if not loop.last %} + {% endif %}\n {% endfor %}\n + 1\n as generated_number\n\n from\n\n {% for i in range(n) %}\n p as p{{i}}\n {% if not loop.last %} cross join {% endif %}\n {% endfor %}\n\n )\n\n select *\n from unioned\n where generated_number <= {{upper_bound}}\n order by generated_number\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_powers_of_two" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602241, + "supported_languages": null + }, + "macro.dbt.length": { + "name": "length", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/length.sql", + "original_file_path": "macros/utils/length.sql", + "unique_id": "macro.dbt.length", + "macro_sql": "{% macro length(expression) -%}\n {{ return(adapter.dispatch('length', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__length" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602468, + "supported_languages": null + }, + "macro.dbt.default__length": { + "name": "default__length", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/length.sql", + "original_file_path": "macros/utils/length.sql", + "unique_id": "macro.dbt.default__length", + "macro_sql": "{% macro default__length(expression) %}\n\n length(\n {{ expression }}\n )\n\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602565, + "supported_languages": null + }, + "macro.dbt.dateadd": { + "name": "dateadd", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/dateadd.sql", + "original_file_path": "macros/utils/dateadd.sql", + "unique_id": "macro.dbt.dateadd", + "macro_sql": "{% macro dateadd(datepart, interval, from_date_or_timestamp) %}\n {{ return(adapter.dispatch('dateadd', 'dbt')(datepart, interval, from_date_or_timestamp)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__dateadd" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602869, + "supported_languages": null + }, + "macro.dbt.default__dateadd": { + "name": "default__dateadd", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/dateadd.sql", + "original_file_path": "macros/utils/dateadd.sql", + "unique_id": "macro.dbt.default__dateadd", + "macro_sql": "{% macro default__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n dateadd(\n {{ datepart }},\n {{ interval }},\n {{ from_date_or_timestamp }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60308, + "supported_languages": null + }, + "macro.dbt.intersect": { + "name": "intersect", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/intersect.sql", + "original_file_path": "macros/utils/intersect.sql", + "unique_id": "macro.dbt.intersect", + "macro_sql": "{% macro intersect() %}\n {{ return(adapter.dispatch('intersect', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__intersect" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60331, + "supported_languages": null + }, + "macro.dbt.default__intersect": { + "name": "default__intersect", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/intersect.sql", + "original_file_path": "macros/utils/intersect.sql", + "unique_id": "macro.dbt.default__intersect", + "macro_sql": "{% macro default__intersect() %}\n\n intersect\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.603382, + "supported_languages": null + }, + "macro.dbt.escape_single_quotes": { + "name": "escape_single_quotes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/escape_single_quotes.sql", + "original_file_path": "macros/utils/escape_single_quotes.sql", + "unique_id": "macro.dbt.escape_single_quotes", + "macro_sql": "{% macro escape_single_quotes(expression) %}\n {{ return(adapter.dispatch('escape_single_quotes', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__escape_single_quotes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6036139, + "supported_languages": null + }, + "macro.dbt.default__escape_single_quotes": { + "name": "default__escape_single_quotes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/escape_single_quotes.sql", + "original_file_path": "macros/utils/escape_single_quotes.sql", + "unique_id": "macro.dbt.default__escape_single_quotes", + "macro_sql": "{% macro default__escape_single_quotes(expression) -%}\n{{ expression | replace(\"'\",\"''\") }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.603744, + "supported_languages": null + }, + "macro.dbt.right": { + "name": "right", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/right.sql", + "original_file_path": "macros/utils/right.sql", + "unique_id": "macro.dbt.right", + "macro_sql": "{% macro right(string_text, length_expression) -%}\n {{ return(adapter.dispatch('right', 'dbt') (string_text, length_expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__right" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.604049, + "supported_languages": null + }, + "macro.dbt.default__right": { + "name": "default__right", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/right.sql", + "original_file_path": "macros/utils/right.sql", + "unique_id": "macro.dbt.default__right", + "macro_sql": "{% macro default__right(string_text, length_expression) %}\n\n right(\n {{ string_text }},\n {{ length_expression }}\n )\n\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.604373, + "supported_languages": null + }, + "macro.dbt.listagg": { + "name": "listagg", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/listagg.sql", + "original_file_path": "macros/utils/listagg.sql", + "unique_id": "macro.dbt.listagg", + "macro_sql": "{% macro listagg(measure, delimiter_text=\"','\", order_by_clause=none, limit_num=none) -%}\n {{ return(adapter.dispatch('listagg', 'dbt') (measure, delimiter_text, order_by_clause, limit_num)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__listagg" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.605271, + "supported_languages": null + }, + "macro.dbt.default__listagg": { + "name": "default__listagg", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/listagg.sql", + "original_file_path": "macros/utils/listagg.sql", + "unique_id": "macro.dbt.default__listagg", + "macro_sql": "{% macro default__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n\n {% if limit_num -%}\n array_to_string(\n array_slice(\n array_agg(\n {{ measure }}\n ){% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n ,0\n ,{{ limit_num }}\n ),\n {{ delimiter_text }}\n )\n {%- else %}\n listagg(\n {{ measure }},\n {{ delimiter_text }}\n )\n {% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n {%- endif %}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.605628, + "supported_languages": null + }, + "macro.dbt.datediff": { + "name": "datediff", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/datediff.sql", + "original_file_path": "macros/utils/datediff.sql", + "unique_id": "macro.dbt.datediff", + "macro_sql": "{% macro datediff(first_date, second_date, datepart) %}\n {{ return(adapter.dispatch('datediff', 'dbt')(first_date, second_date, datepart)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__datediff" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6059341, + "supported_languages": null + }, + "macro.dbt.default__datediff": { + "name": "default__datediff", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/datediff.sql", + "original_file_path": "macros/utils/datediff.sql", + "unique_id": "macro.dbt.default__datediff", + "macro_sql": "{% macro default__datediff(first_date, second_date, datepart) -%}\n\n datediff(\n {{ datepart }},\n {{ first_date }},\n {{ second_date }}\n )\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.606266, + "supported_languages": null + }, + "macro.dbt.safe_cast": { + "name": "safe_cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/safe_cast.sql", + "original_file_path": "macros/utils/safe_cast.sql", + "unique_id": "macro.dbt.safe_cast", + "macro_sql": "{% macro safe_cast(field, type) %}\n {{ return(adapter.dispatch('safe_cast', 'dbt') (field, type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__safe_cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60669, + "supported_languages": null + }, + "macro.dbt.default__safe_cast": { + "name": "default__safe_cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/safe_cast.sql", + "original_file_path": "macros/utils/safe_cast.sql", + "unique_id": "macro.dbt.default__safe_cast", + "macro_sql": "{% macro default__safe_cast(field, type) %}\n {# most databases don't support this function yet\n so we just need to use cast #}\n cast({{field}} as {{type}})\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.607027, + "supported_languages": null + }, + "macro.dbt.hash": { + "name": "hash", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/hash.sql", + "original_file_path": "macros/utils/hash.sql", + "unique_id": "macro.dbt.hash", + "macro_sql": "{% macro hash(field) -%}\n {{ return(adapter.dispatch('hash', 'dbt') (field)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__hash" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.607307, + "supported_languages": null + }, + "macro.dbt.default__hash": { + "name": "default__hash", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/hash.sql", + "original_file_path": "macros/utils/hash.sql", + "unique_id": "macro.dbt.default__hash", + "macro_sql": "{% macro default__hash(field) -%}\n md5(cast({{ field }} as {{ api.Column.translate_type('string') }}))\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.607462, + "supported_languages": null + }, + "macro.dbt.cast_bool_to_text": { + "name": "cast_bool_to_text", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast_bool_to_text.sql", + "original_file_path": "macros/utils/cast_bool_to_text.sql", + "unique_id": "macro.dbt.cast_bool_to_text", + "macro_sql": "{% macro cast_bool_to_text(field) %}\n {{ adapter.dispatch('cast_bool_to_text', 'dbt') (field) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__cast_bool_to_text" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6078038, + "supported_languages": null + }, + "macro.dbt.default__cast_bool_to_text": { + "name": "default__cast_bool_to_text", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast_bool_to_text.sql", + "original_file_path": "macros/utils/cast_bool_to_text.sql", + "unique_id": "macro.dbt.default__cast_bool_to_text", + "macro_sql": "{% macro default__cast_bool_to_text(field) %}\n cast({{ field }} as {{ api.Column.translate_type('string') }})\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6080132, + "supported_languages": null + }, + "macro.dbt.cast": { + "name": "cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast.sql", + "original_file_path": "macros/utils/cast.sql", + "unique_id": "macro.dbt.cast", + "macro_sql": "{% macro cast(field, type) %}\n {{ return(adapter.dispatch('cast', 'dbt') (field, type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6082869, + "supported_languages": null + }, + "macro.dbt.default__cast": { + "name": "default__cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast.sql", + "original_file_path": "macros/utils/cast.sql", + "unique_id": "macro.dbt.default__cast", + "macro_sql": "{% macro default__cast(field, type) %}\n cast({{field}} as {{type}})\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6084092, + "supported_languages": null + }, + "macro.dbt.any_value": { + "name": "any_value", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/any_value.sql", + "original_file_path": "macros/utils/any_value.sql", + "unique_id": "macro.dbt.any_value", + "macro_sql": "{% macro any_value(expression) -%}\n {{ return(adapter.dispatch('any_value', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__any_value" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.608633, + "supported_languages": null + }, + "macro.dbt.default__any_value": { + "name": "default__any_value", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/any_value.sql", + "original_file_path": "macros/utils/any_value.sql", + "unique_id": "macro.dbt.default__any_value", + "macro_sql": "{% macro default__any_value(expression) -%}\n\n any_value({{ expression }})\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.608732, + "supported_languages": null + }, + "macro.dbt.position": { + "name": "position", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/position.sql", + "original_file_path": "macros/utils/position.sql", + "unique_id": "macro.dbt.position", + "macro_sql": "{% macro position(substring_text, string_text) -%}\n {{ return(adapter.dispatch('position', 'dbt') (substring_text, string_text)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__position" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.608992, + "supported_languages": null + }, + "macro.dbt.default__position": { + "name": "default__position", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/position.sql", + "original_file_path": "macros/utils/position.sql", + "unique_id": "macro.dbt.default__position", + "macro_sql": "{% macro default__position(substring_text, string_text) %}\n\n position(\n {{ substring_text }} in {{ string_text }}\n )\n\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60912, + "supported_languages": null + }, + "macro.dbt.string_literal": { + "name": "string_literal", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/literal.sql", + "original_file_path": "macros/utils/literal.sql", + "unique_id": "macro.dbt.string_literal", + "macro_sql": "{%- macro string_literal(value) -%}\n {{ return(adapter.dispatch('string_literal', 'dbt') (value)) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__string_literal" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.609399, + "supported_languages": null + }, + "macro.dbt.default__string_literal": { + "name": "default__string_literal", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/literal.sql", + "original_file_path": "macros/utils/literal.sql", + "unique_id": "macro.dbt.default__string_literal", + "macro_sql": "{% macro default__string_literal(value) -%}\n '{{ value }}'\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.609611, + "supported_languages": null + }, + "macro.dbt.type_string": { + "name": "type_string", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_string", + "macro_sql": "\n\n{%- macro type_string() -%}\n {{ return(adapter.dispatch('type_string', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_string" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.610694, + "supported_languages": null + }, + "macro.dbt.default__type_string": { + "name": "default__type_string", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_string", + "macro_sql": "{% macro default__type_string() %}\n {{ return(api.Column.translate_type(\"string\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.610843, + "supported_languages": null + }, + "macro.dbt.type_timestamp": { + "name": "type_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_timestamp", + "macro_sql": "\n\n{%- macro type_timestamp() -%}\n {{ return(adapter.dispatch('type_timestamp', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.611068, + "supported_languages": null + }, + "macro.dbt.default__type_timestamp": { + "name": "default__type_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_timestamp", + "macro_sql": "{% macro default__type_timestamp() %}\n {{ return(api.Column.translate_type(\"timestamp\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6112902, + "supported_languages": null + }, + "macro.dbt.type_float": { + "name": "type_float", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_float", + "macro_sql": "\n\n{%- macro type_float() -%}\n {{ return(adapter.dispatch('type_float', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_float" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6115808, + "supported_languages": null + }, + "macro.dbt.default__type_float": { + "name": "default__type_float", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_float", + "macro_sql": "{% macro default__type_float() %}\n {{ return(api.Column.translate_type(\"float\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.611736, + "supported_languages": null + }, + "macro.dbt.type_numeric": { + "name": "type_numeric", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_numeric", + "macro_sql": "\n\n{%- macro type_numeric() -%}\n {{ return(adapter.dispatch('type_numeric', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_numeric" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.611878, + "supported_languages": null + }, + "macro.dbt.default__type_numeric": { + "name": "default__type_numeric", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_numeric", + "macro_sql": "{% macro default__type_numeric() %}\n {{ return(api.Column.numeric_type(\"numeric\", 28, 6)) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.61204, + "supported_languages": null + }, + "macro.dbt.type_bigint": { + "name": "type_bigint", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_bigint", + "macro_sql": "\n\n{%- macro type_bigint() -%}\n {{ return(adapter.dispatch('type_bigint', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_bigint" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.612183, + "supported_languages": null + }, + "macro.dbt.default__type_bigint": { + "name": "default__type_bigint", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_bigint", + "macro_sql": "{% macro default__type_bigint() %}\n {{ return(api.Column.translate_type(\"bigint\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.612608, + "supported_languages": null + }, + "macro.dbt.type_int": { + "name": "type_int", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_int", + "macro_sql": "\n\n{%- macro type_int() -%}\n {{ return(adapter.dispatch('type_int', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_int" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6128159, + "supported_languages": null + }, + "macro.dbt.default__type_int": { + "name": "default__type_int", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_int", + "macro_sql": "{%- macro default__type_int() -%}\n {{ return(api.Column.translate_type(\"integer\")) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.612986, + "supported_languages": null + }, + "macro.dbt.type_boolean": { + "name": "type_boolean", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_boolean", + "macro_sql": "\n\n{%- macro type_boolean() -%}\n {{ return(adapter.dispatch('type_boolean', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_boolean" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.613248, + "supported_languages": null + }, + "macro.dbt.default__type_boolean": { + "name": "default__type_boolean", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_boolean", + "macro_sql": "{%- macro default__type_boolean() -%}\n {{ return(api.Column.translate_type(\"boolean\")) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6134121, + "supported_languages": null + }, + "macro.dbt.array_concat": { + "name": "array_concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_concat.sql", + "original_file_path": "macros/utils/array_concat.sql", + "unique_id": "macro.dbt.array_concat", + "macro_sql": "{% macro array_concat(array_1, array_2) -%}\n {{ return(adapter.dispatch('array_concat', 'dbt')(array_1, array_2)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__array_concat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.613683, + "supported_languages": null + }, + "macro.dbt.default__array_concat": { + "name": "default__array_concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_concat.sql", + "original_file_path": "macros/utils/array_concat.sql", + "unique_id": "macro.dbt.default__array_concat", + "macro_sql": "{% macro default__array_concat(array_1, array_2) -%}\n array_cat({{ array_1 }}, {{ array_2 }})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.613804, + "supported_languages": null + }, + "macro.dbt.bool_or": { + "name": "bool_or", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/bool_or.sql", + "original_file_path": "macros/utils/bool_or.sql", + "unique_id": "macro.dbt.bool_or", + "macro_sql": "{% macro bool_or(expression) -%}\n {{ return(adapter.dispatch('bool_or', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__bool_or" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6140301, + "supported_languages": null + }, + "macro.dbt.default__bool_or": { + "name": "default__bool_or", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/bool_or.sql", + "original_file_path": "macros/utils/bool_or.sql", + "unique_id": "macro.dbt.default__bool_or", + "macro_sql": "{% macro default__bool_or(expression) -%}\n\n bool_or({{ expression }})\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.614128, + "supported_languages": null + }, + "macro.dbt.last_day": { + "name": "last_day", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/last_day.sql", + "original_file_path": "macros/utils/last_day.sql", + "unique_id": "macro.dbt.last_day", + "macro_sql": "{% macro last_day(date, datepart) %}\n {{ return(adapter.dispatch('last_day', 'dbt') (date, datepart)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__last_day" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.61443, + "supported_languages": null + }, + "macro.dbt.default_last_day": { + "name": "default_last_day", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/last_day.sql", + "original_file_path": "macros/utils/last_day.sql", + "unique_id": "macro.dbt.default_last_day", + "macro_sql": "\n\n{%- macro default_last_day(date, datepart) -%}\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd(datepart, '1', dbt.date_trunc(datepart, date))\n )}}\n as date)\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.dateadd", + "macro.dbt.date_trunc" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.614666, + "supported_languages": null + }, + "macro.dbt.default__last_day": { + "name": "default__last_day", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/last_day.sql", + "original_file_path": "macros/utils/last_day.sql", + "unique_id": "macro.dbt.default__last_day", + "macro_sql": "{% macro default__last_day(date, datepart) -%}\n {{dbt.default_last_day(date, datepart)}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default_last_day" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.614798, + "supported_languages": null + }, + "macro.dbt.split_part": { + "name": "split_part", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/split_part.sql", + "original_file_path": "macros/utils/split_part.sql", + "unique_id": "macro.dbt.split_part", + "macro_sql": "{% macro split_part(string_text, delimiter_text, part_number) %}\n {{ return(adapter.dispatch('split_part', 'dbt') (string_text, delimiter_text, part_number)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__split_part" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6152692, + "supported_languages": null + }, + "macro.dbt.default__split_part": { + "name": "default__split_part", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/split_part.sql", + "original_file_path": "macros/utils/split_part.sql", + "unique_id": "macro.dbt.default__split_part", + "macro_sql": "{% macro default__split_part(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n {{ part_number }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.615414, + "supported_languages": null + }, + "macro.dbt._split_part_negative": { + "name": "_split_part_negative", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/split_part.sql", + "original_file_path": "macros/utils/split_part.sql", + "unique_id": "macro.dbt._split_part_negative", + "macro_sql": "{% macro _split_part_negative(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n length({{ string_text }})\n - length(\n replace({{ string_text }}, {{ delimiter_text }}, '')\n ) + 2 + {{ part_number }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.615668, + "supported_languages": null + }, + "macro.dbt.date_trunc": { + "name": "date_trunc", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_trunc.sql", + "original_file_path": "macros/utils/date_trunc.sql", + "unique_id": "macro.dbt.date_trunc", + "macro_sql": "{% macro date_trunc(datepart, date) -%}\n {{ return(adapter.dispatch('date_trunc', 'dbt') (datepart, date)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__date_trunc" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.616012, + "supported_languages": null + }, + "macro.dbt.default__date_trunc": { + "name": "default__date_trunc", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_trunc.sql", + "original_file_path": "macros/utils/date_trunc.sql", + "unique_id": "macro.dbt.default__date_trunc", + "macro_sql": "{% macro default__date_trunc(datepart, date) -%}\n date_trunc('{{datepart}}', {{date}})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6161332, + "supported_languages": null + }, + "macro.dbt.array_construct": { + "name": "array_construct", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_construct.sql", + "original_file_path": "macros/utils/array_construct.sql", + "unique_id": "macro.dbt.array_construct", + "macro_sql": "{% macro array_construct(inputs=[], data_type=api.Column.translate_type('integer')) -%}\n {{ return(adapter.dispatch('array_construct', 'dbt')(inputs, data_type)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__array_construct" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.616485, + "supported_languages": null + }, + "macro.dbt.default__array_construct": { + "name": "default__array_construct", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_construct.sql", + "original_file_path": "macros/utils/array_construct.sql", + "unique_id": "macro.dbt.default__array_construct", + "macro_sql": "{% macro default__array_construct(inputs, data_type) -%}\n {% if inputs|length > 0 %}\n array[ {{ inputs|join(' , ') }} ]\n {% else %}\n array[]::{{data_type}}[]\n {% endif %}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6167018, + "supported_languages": null + }, + "macro.dbt.array_append": { + "name": "array_append", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_append.sql", + "original_file_path": "macros/utils/array_append.sql", + "unique_id": "macro.dbt.array_append", + "macro_sql": "{% macro array_append(array, new_element) -%}\n {{ return(adapter.dispatch('array_append', 'dbt')(array, new_element)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__array_append" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.616954, + "supported_languages": null + }, + "macro.dbt.default__array_append": { + "name": "default__array_append", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_append.sql", + "original_file_path": "macros/utils/array_append.sql", + "unique_id": "macro.dbt.default__array_append", + "macro_sql": "{% macro default__array_append(array, new_element) -%}\n array_append({{ array }}, {{ new_element }})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.617163, + "supported_languages": null + }, + "macro.dbt.create_schema": { + "name": "create_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.create_schema", + "macro_sql": "{% macro create_schema(relation) -%}\n {{ adapter.dispatch('create_schema', 'dbt')(relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__create_schema" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6174898, + "supported_languages": null + }, + "macro.dbt.default__create_schema": { + "name": "default__create_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.default__create_schema", + "macro_sql": "{% macro default__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n create schema if not exists {{ relation.without_identifier() }}\n {% endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6176488, + "supported_languages": null + }, + "macro.dbt.drop_schema": { + "name": "drop_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.drop_schema", + "macro_sql": "{% macro drop_schema(relation) -%}\n {{ adapter.dispatch('drop_schema', 'dbt')(relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__drop_schema" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.617794, + "supported_languages": null + }, + "macro.dbt.default__drop_schema": { + "name": "default__drop_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.default__drop_schema", + "macro_sql": "{% macro default__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {% endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.617953, + "supported_languages": null + }, + "macro.dbt.current_timestamp": { + "name": "current_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.current_timestamp", + "macro_sql": "{%- macro current_timestamp() -%}\n {{ adapter.dispatch('current_timestamp', 'dbt')() }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618387, + "supported_languages": null + }, + "macro.dbt.default__current_timestamp": { + "name": "default__current_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__current_timestamp", + "macro_sql": "{% macro default__current_timestamp() -%}\n {{ exceptions.raise_not_implemented(\n 'current_timestamp macro not implemented for adapter ' + adapter.type()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.61852, + "supported_languages": null + }, + "macro.dbt.snapshot_get_time": { + "name": "snapshot_get_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.snapshot_get_time", + "macro_sql": "\n\n{%- macro snapshot_get_time() -%}\n {{ adapter.dispatch('snapshot_get_time', 'dbt')() }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__snapshot_get_time" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618648, + "supported_languages": null + }, + "macro.dbt.default__snapshot_get_time": { + "name": "default__snapshot_get_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__snapshot_get_time", + "macro_sql": "{% macro default__snapshot_get_time() %}\n {{ current_timestamp() }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618738, + "supported_languages": null + }, + "macro.dbt.current_timestamp_backcompat": { + "name": "current_timestamp_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.current_timestamp_backcompat", + "macro_sql": "{% macro current_timestamp_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__current_timestamp_backcompat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618884, + "supported_languages": null + }, + "macro.dbt.default__current_timestamp_backcompat": { + "name": "default__current_timestamp_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__current_timestamp_backcompat", + "macro_sql": "{% macro default__current_timestamp_backcompat() %}\n current_timestamp::timestamp\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618953, + "supported_languages": null + }, + "macro.dbt.current_timestamp_in_utc_backcompat": { + "name": "current_timestamp_in_utc_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.current_timestamp_in_utc_backcompat", + "macro_sql": "{% macro current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_in_utc_backcompat', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__current_timestamp_in_utc_backcompat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.619099, + "supported_languages": null + }, + "macro.dbt.default__current_timestamp_in_utc_backcompat": { + "name": "default__current_timestamp_in_utc_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__current_timestamp_in_utc_backcompat", + "macro_sql": "{% macro default__current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.current_timestamp_backcompat", + "macro.dbt.default__current_timestamp_backcompat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.619243, + "supported_languages": null + }, + "macro.dbt.get_create_index_sql": { + "name": "get_create_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.get_create_index_sql", + "macro_sql": "{% macro get_create_index_sql(relation, index_dict) -%}\n {{ return(adapter.dispatch('get_create_index_sql', 'dbt')(relation, index_dict)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_index_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6200519, + "supported_languages": null + }, + "macro.dbt.default__get_create_index_sql": { + "name": "default__get_create_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__get_create_index_sql", + "macro_sql": "{% macro default__get_create_index_sql(relation, index_dict) -%}\n {% do return(None) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.620178, + "supported_languages": null + }, + "macro.dbt.create_indexes": { + "name": "create_indexes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.create_indexes", + "macro_sql": "{% macro create_indexes(relation) -%}\n {{ adapter.dispatch('create_indexes', 'dbt')(relation) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6203132, + "supported_languages": null + }, + "macro.dbt.default__create_indexes": { + "name": "default__create_indexes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__create_indexes", + "macro_sql": "{% macro default__create_indexes(relation) -%}\n {%- set _indexes = config.get('indexes', default=[]) -%}\n\n {% for _index_dict in _indexes %}\n {% set create_index_sql = get_create_index_sql(relation, _index_dict) %}\n {% if create_index_sql %}\n {% do run_query(create_index_sql) %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_create_index_sql", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.620661, + "supported_languages": null + }, + "macro.dbt.get_drop_index_sql": { + "name": "get_drop_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.get_drop_index_sql", + "macro_sql": "{% macro get_drop_index_sql(relation, index_name) -%}\n {{ adapter.dispatch('get_drop_index_sql', 'dbt')(relation, index_name) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_drop_index_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.620883, + "supported_languages": null + }, + "macro.dbt.default__get_drop_index_sql": { + "name": "default__get_drop_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__get_drop_index_sql", + "macro_sql": "{% macro default__get_drop_index_sql(relation, index_name) -%}\n {{ exceptions.raise_compiler_error(\"`get_drop_index_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.621006, + "supported_languages": null + }, + "macro.dbt.get_show_indexes_sql": { + "name": "get_show_indexes_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.get_show_indexes_sql", + "macro_sql": "{% macro get_show_indexes_sql(relation) -%}\n {{ adapter.dispatch('get_show_indexes_sql', 'dbt')(relation) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_show_indexes_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.621143, + "supported_languages": null + }, + "macro.dbt.default__get_show_indexes_sql": { + "name": "default__get_show_indexes_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__get_show_indexes_sql", + "macro_sql": "{% macro default__get_show_indexes_sql(relation) -%}\n {{ exceptions.raise_compiler_error(\"`get_show_indexes_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.621253, + "supported_languages": null + }, + "macro.dbt.make_intermediate_relation": { + "name": "make_intermediate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.make_intermediate_relation", + "macro_sql": "{% macro make_intermediate_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_intermediate_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__make_intermediate_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.623536, + "supported_languages": null + }, + "macro.dbt.default__make_intermediate_relation": { + "name": "default__make_intermediate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__make_intermediate_relation", + "macro_sql": "{% macro default__make_intermediate_relation(base_relation, suffix) %}\n {{ return(default__make_temp_relation(base_relation, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__make_temp_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.623714, + "supported_languages": null + }, + "macro.dbt.make_temp_relation": { + "name": "make_temp_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.make_temp_relation", + "macro_sql": "{% macro make_temp_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_temp_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__make_temp_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.624009, + "supported_languages": null + }, + "macro.dbt.default__make_temp_relation": { + "name": "default__make_temp_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__make_temp_relation", + "macro_sql": "{% macro default__make_temp_relation(base_relation, suffix) %}\n {%- set temp_identifier = base_relation.identifier ~ suffix -%}\n {%- set temp_relation = base_relation.incorporate(\n path={\"identifier\": temp_identifier}) -%}\n\n {{ return(temp_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6242938, + "supported_languages": null + }, + "macro.dbt.make_backup_relation": { + "name": "make_backup_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.make_backup_relation", + "macro_sql": "{% macro make_backup_relation(base_relation, backup_relation_type, suffix='__dbt_backup') %}\n {{ return(adapter.dispatch('make_backup_relation', 'dbt')(base_relation, backup_relation_type, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__make_backup_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6245818, + "supported_languages": null + }, + "macro.dbt.default__make_backup_relation": { + "name": "default__make_backup_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__make_backup_relation", + "macro_sql": "{% macro default__make_backup_relation(base_relation, backup_relation_type, suffix) %}\n {%- set backup_identifier = base_relation.identifier ~ suffix -%}\n {%- set backup_relation = base_relation.incorporate(\n path={\"identifier\": backup_identifier},\n type=backup_relation_type\n ) -%}\n {{ return(backup_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.624875, + "supported_languages": null + }, + "macro.dbt.truncate_relation": { + "name": "truncate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.truncate_relation", + "macro_sql": "{% macro truncate_relation(relation) -%}\n {{ return(adapter.dispatch('truncate_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__truncate_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6251829, + "supported_languages": null + }, + "macro.dbt.default__truncate_relation": { + "name": "default__truncate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__truncate_relation", + "macro_sql": "{% macro default__truncate_relation(relation) -%}\n {% call statement('truncate_relation') -%}\n truncate table {{ relation }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.625504, + "supported_languages": null + }, + "macro.dbt.get_or_create_relation": { + "name": "get_or_create_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.get_or_create_relation", + "macro_sql": "{% macro get_or_create_relation(database, schema, identifier, type) -%}\n {{ return(adapter.dispatch('get_or_create_relation', 'dbt')(database, schema, identifier, type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_or_create_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6259258, + "supported_languages": null + }, + "macro.dbt.default__get_or_create_relation": { + "name": "default__get_or_create_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__get_or_create_relation", + "macro_sql": "{% macro default__get_or_create_relation(database, schema, identifier, type) %}\n {%- set target_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% if target_relation %}\n {% do return([true, target_relation]) %}\n {% endif %}\n\n {%- set new_relation = api.Relation.create(\n database=database,\n schema=schema,\n identifier=identifier,\n type=type\n ) -%}\n {% do return([false, new_relation]) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6266, + "supported_languages": null + }, + "macro.dbt.load_cached_relation": { + "name": "load_cached_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.load_cached_relation", + "macro_sql": "{% macro load_cached_relation(relation) %}\n {% do return(adapter.get_relation(\n database=relation.database,\n schema=relation.schema,\n identifier=relation.identifier\n )) -%}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.626827, + "supported_languages": null + }, + "macro.dbt.load_relation": { + "name": "load_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.load_relation", + "macro_sql": "{% macro load_relation(relation) %}\n {{ return(load_cached_relation(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.627006, + "supported_languages": null + }, + "macro.dbt.collect_freshness": { + "name": "collect_freshness", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/freshness.sql", + "original_file_path": "macros/adapters/freshness.sql", + "unique_id": "macro.dbt.collect_freshness", + "macro_sql": "{% macro collect_freshness(source, loaded_at_field, filter) %}\n {{ return(adapter.dispatch('collect_freshness', 'dbt')(source, loaded_at_field, filter))}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__collect_freshness" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.627537, + "supported_languages": null + }, + "macro.dbt.default__collect_freshness": { + "name": "default__collect_freshness", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/freshness.sql", + "original_file_path": "macros/adapters/freshness.sql", + "unique_id": "macro.dbt.default__collect_freshness", + "macro_sql": "{% macro default__collect_freshness(source, loaded_at_field, filter) %}\n {% call statement('collect_freshness', fetch_result=True, auto_begin=False) -%}\n select\n max({{ loaded_at_field }}) as max_loaded_at,\n {{ current_timestamp() }} as snapshotted_at\n from {{ source }}\n {% if filter %}\n where {{ filter }}\n {% endif %}\n {% endcall %}\n {{ return(load_result('collect_freshness')) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6279008, + "supported_languages": null + }, + "macro.dbt.validate_sql": { + "name": "validate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/validate_sql.sql", + "original_file_path": "macros/adapters/validate_sql.sql", + "unique_id": "macro.dbt.validate_sql", + "macro_sql": "{% macro validate_sql(sql) -%}\n {{ return(adapter.dispatch('validate_sql', 'dbt')(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__validate_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.628159, + "supported_languages": null + }, + "macro.dbt.default__validate_sql": { + "name": "default__validate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/validate_sql.sql", + "original_file_path": "macros/adapters/validate_sql.sql", + "unique_id": "macro.dbt.default__validate_sql", + "macro_sql": "{% macro default__validate_sql(sql) -%}\n {% call statement('validate_sql') -%}\n explain {{ sql }}\n {% endcall %}\n {{ return(load_result('validate_sql')) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.628586, + "supported_languages": null + }, + "macro.dbt.copy_grants": { + "name": "copy_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.copy_grants", + "macro_sql": "{% macro copy_grants() %}\n {{ return(adapter.dispatch('copy_grants', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__copy_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.630272, + "supported_languages": null + }, + "macro.dbt.default__copy_grants": { + "name": "default__copy_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__copy_grants", + "macro_sql": "{% macro default__copy_grants() %}\n {{ return(True) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.630375, + "supported_languages": null + }, + "macro.dbt.support_multiple_grantees_per_dcl_statement": { + "name": "support_multiple_grantees_per_dcl_statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.support_multiple_grantees_per_dcl_statement", + "macro_sql": "{% macro support_multiple_grantees_per_dcl_statement() %}\n {{ return(adapter.dispatch('support_multiple_grantees_per_dcl_statement', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__support_multiple_grantees_per_dcl_statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6305249, + "supported_languages": null + }, + "macro.dbt.default__support_multiple_grantees_per_dcl_statement": { + "name": "default__support_multiple_grantees_per_dcl_statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__support_multiple_grantees_per_dcl_statement", + "macro_sql": "\n\n{%- macro default__support_multiple_grantees_per_dcl_statement() -%}\n {{ return(True) }}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.630635, + "supported_languages": null + }, + "macro.dbt.should_revoke": { + "name": "should_revoke", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.should_revoke", + "macro_sql": "{% macro should_revoke(existing_relation, full_refresh_mode=True) %}\n\n {% if not existing_relation %}\n {#-- The table doesn't already exist, so no grants to copy over --#}\n {{ return(False) }}\n {% elif full_refresh_mode %}\n {#-- The object is being REPLACED -- whether grants are copied over depends on the value of user config --#}\n {{ return(copy_grants()) }}\n {% else %}\n {#-- The table is being merged/upserted/inserted -- grants will be carried over --#}\n {{ return(True) }}\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.copy_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631142, + "supported_languages": null + }, + "macro.dbt.get_show_grant_sql": { + "name": "get_show_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_show_grant_sql", + "macro_sql": "{% macro get_show_grant_sql(relation) %}\n {{ return(adapter.dispatch(\"get_show_grant_sql\", \"dbt\")(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_show_grant_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631454, + "supported_languages": null + }, + "macro.dbt.default__get_show_grant_sql": { + "name": "default__get_show_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_show_grant_sql", + "macro_sql": "{% macro default__get_show_grant_sql(relation) %}\n show grants on {{ relation }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631595, + "supported_languages": null + }, + "macro.dbt.get_grant_sql": { + "name": "get_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_grant_sql", + "macro_sql": "{% macro get_grant_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_grant_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_grant_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631816, + "supported_languages": null + }, + "macro.dbt.default__get_grant_sql": { + "name": "default__get_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_grant_sql", + "macro_sql": "\n\n{%- macro default__get_grant_sql(relation, privilege, grantees) -%}\n grant {{ privilege }} on {{ relation }} to {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632146, + "supported_languages": null + }, + "macro.dbt.get_revoke_sql": { + "name": "get_revoke_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_revoke_sql", + "macro_sql": "{% macro get_revoke_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_revoke_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_revoke_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632417, + "supported_languages": null + }, + "macro.dbt.default__get_revoke_sql": { + "name": "default__get_revoke_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_revoke_sql", + "macro_sql": "\n\n{%- macro default__get_revoke_sql(relation, privilege, grantees) -%}\n revoke {{ privilege }} on {{ relation }} from {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632649, + "supported_languages": null + }, + "macro.dbt.get_dcl_statement_list": { + "name": "get_dcl_statement_list", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_dcl_statement_list", + "macro_sql": "{% macro get_dcl_statement_list(relation, grant_config, get_dcl_macro) %}\n {{ return(adapter.dispatch('get_dcl_statement_list', 'dbt')(relation, grant_config, get_dcl_macro)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_dcl_statement_list" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632864, + "supported_languages": null + }, + "macro.dbt.default__get_dcl_statement_list": { + "name": "default__get_dcl_statement_list", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_dcl_statement_list", + "macro_sql": "\n\n{%- macro default__get_dcl_statement_list(relation, grant_config, get_dcl_macro) -%}\n {#\n -- Unpack grant_config into specific privileges and the set of users who need them granted/revoked.\n -- Depending on whether this database supports multiple grantees per statement, pass in the list of\n -- all grantees per privilege, or (if not) template one statement per privilege-grantee pair.\n -- `get_dcl_macro` will be either `get_grant_sql` or `get_revoke_sql`\n #}\n {%- set dcl_statements = [] -%}\n {%- for privilege, grantees in grant_config.items() %}\n {%- if support_multiple_grantees_per_dcl_statement() and grantees -%}\n {%- set dcl = get_dcl_macro(relation, privilege, grantees) -%}\n {%- do dcl_statements.append(dcl) -%}\n {%- else -%}\n {%- for grantee in grantees -%}\n {% set dcl = get_dcl_macro(relation, privilege, [grantee]) %}\n {%- do dcl_statements.append(dcl) -%}\n {% endfor -%}\n {%- endif -%}\n {%- endfor -%}\n {{ return(dcl_statements) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.support_multiple_grantees_per_dcl_statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.633584, + "supported_languages": null + }, + "macro.dbt.call_dcl_statements": { + "name": "call_dcl_statements", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.call_dcl_statements", + "macro_sql": "{% macro call_dcl_statements(dcl_statement_list) %}\n {{ return(adapter.dispatch(\"call_dcl_statements\", \"dbt\")(dcl_statement_list)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__call_dcl_statements" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.633773, + "supported_languages": null + }, + "macro.dbt.default__call_dcl_statements": { + "name": "default__call_dcl_statements", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__call_dcl_statements", + "macro_sql": "{% macro default__call_dcl_statements(dcl_statement_list) %}\n {#\n -- By default, supply all grant + revoke statements in a single semicolon-separated block,\n -- so that they're all processed together.\n\n -- Some databases do not support this. Those adapters will need to override this macro\n -- to run each statement individually.\n #}\n {% call statement('grants') %}\n {% for dcl_statement in dcl_statement_list %}\n {{ dcl_statement }};\n {% endfor %}\n {% endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6339872, + "supported_languages": null + }, + "macro.dbt.apply_grants": { + "name": "apply_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.apply_grants", + "macro_sql": "{% macro apply_grants(relation, grant_config, should_revoke) %}\n {{ return(adapter.dispatch(\"apply_grants\", \"dbt\")(relation, grant_config, should_revoke)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__apply_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6342359, + "supported_languages": null + }, + "macro.dbt.default__apply_grants": { + "name": "default__apply_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__apply_grants", + "macro_sql": "{% macro default__apply_grants(relation, grant_config, should_revoke=True) %}\n {#-- If grant_config is {} or None, this is a no-op --#}\n {% if grant_config %}\n {% if should_revoke %}\n {#-- We think previous grants may have carried over --#}\n {#-- Show current grants and calculate diffs --#}\n {% set current_grants_table = run_query(get_show_grant_sql(relation)) %}\n {% set current_grants_dict = adapter.standardize_grants_dict(current_grants_table) %}\n {% set needs_granting = diff_of_two_dicts(grant_config, current_grants_dict) %}\n {% set needs_revoking = diff_of_two_dicts(current_grants_dict, grant_config) %}\n {% if not (needs_granting or needs_revoking) %}\n {{ log('On ' ~ relation ~': All grants are in place, no revocation or granting needed.')}}\n {% endif %}\n {% else %}\n {#-- We don't think there's any chance of previous grants having carried over. --#}\n {#-- Jump straight to granting what the user has configured. --#}\n {% set needs_revoking = {} %}\n {% set needs_granting = grant_config %}\n {% endif %}\n {% if needs_granting or needs_revoking %}\n {% set revoke_statement_list = get_dcl_statement_list(relation, needs_revoking, get_revoke_sql) %}\n {% set grant_statement_list = get_dcl_statement_list(relation, needs_granting, get_grant_sql) %}\n {% set dcl_statement_list = revoke_statement_list + grant_statement_list %}\n {% if dcl_statement_list %}\n {{ call_dcl_statements(dcl_statement_list) }}\n {% endif %}\n {% endif %}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query", + "macro.dbt.get_show_grant_sql", + "macro.dbt.get_dcl_statement_list", + "macro.dbt.call_dcl_statements" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.635697, + "supported_languages": null + }, + "macro.dbt.get_show_sql": { + "name": "get_show_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/show.sql", + "original_file_path": "macros/adapters/show.sql", + "unique_id": "macro.dbt.get_show_sql", + "macro_sql": "{% macro get_show_sql(compiled_code, sql_header, limit) -%}\n {%- if sql_header -%}\n {{ sql_header }}\n {%- endif -%}\n {%- if limit is not none -%}\n {{ get_limit_subquery_sql(compiled_code, limit) }}\n {%- else -%}\n {{ compiled_code }}\n {%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_limit_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.636234, + "supported_languages": null + }, + "macro.dbt.get_limit_subquery_sql": { + "name": "get_limit_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/show.sql", + "original_file_path": "macros/adapters/show.sql", + "unique_id": "macro.dbt.get_limit_subquery_sql", + "macro_sql": "{% macro get_limit_subquery_sql(sql, limit) %}\n {{ adapter.dispatch('get_limit_subquery_sql', 'dbt')(sql, limit) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_limit_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6364129, + "supported_languages": null + }, + "macro.dbt.default__get_limit_subquery_sql": { + "name": "default__get_limit_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/show.sql", + "original_file_path": "macros/adapters/show.sql", + "unique_id": "macro.dbt.default__get_limit_subquery_sql", + "macro_sql": "{% macro default__get_limit_subquery_sql(sql, limit) %}\n select *\n from (\n {{ sql }}\n ) as model_limit_subq\n limit {{ limit }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.636543, + "supported_languages": null + }, + "macro.dbt.alter_column_comment": { + "name": "alter_column_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.alter_column_comment", + "macro_sql": "{% macro alter_column_comment(relation, column_dict) -%}\n {{ return(adapter.dispatch('alter_column_comment', 'dbt')(relation, column_dict)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__alter_column_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.637163, + "supported_languages": null + }, + "macro.dbt.default__alter_column_comment": { + "name": "default__alter_column_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.default__alter_column_comment", + "macro_sql": "{% macro default__alter_column_comment(relation, column_dict) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_column_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6373188, + "supported_languages": null + }, + "macro.dbt.alter_relation_comment": { + "name": "alter_relation_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.alter_relation_comment", + "macro_sql": "{% macro alter_relation_comment(relation, relation_comment) -%}\n {{ return(adapter.dispatch('alter_relation_comment', 'dbt')(relation, relation_comment)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__alter_relation_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.637505, + "supported_languages": null + }, + "macro.dbt.default__alter_relation_comment": { + "name": "default__alter_relation_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.default__alter_relation_comment", + "macro_sql": "{% macro default__alter_relation_comment(relation, relation_comment) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_relation_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.637656, + "supported_languages": null + }, + "macro.dbt.persist_docs": { + "name": "persist_docs", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.persist_docs", + "macro_sql": "{% macro persist_docs(relation, model, for_relation=true, for_columns=true) -%}\n {{ return(adapter.dispatch('persist_docs', 'dbt')(relation, model, for_relation, for_columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6378949, + "supported_languages": null + }, + "macro.dbt.default__persist_docs": { + "name": "default__persist_docs", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.default__persist_docs", + "macro_sql": "{% macro default__persist_docs(relation, model, for_relation, for_columns) -%}\n {% if for_relation and config.persist_relation_docs() and model.description %}\n {% do run_query(alter_relation_comment(relation, model.description)) %}\n {% endif %}\n\n {% if for_columns and config.persist_column_docs() and model.columns %}\n {% do run_query(alter_column_comment(relation, model.columns)) %}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query", + "macro.dbt.alter_relation_comment", + "macro.dbt.alter_column_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.638315, + "supported_languages": null + }, + "macro.dbt.get_catalog_relations": { + "name": "get_catalog_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_catalog_relations", + "macro_sql": "{% macro get_catalog_relations(information_schema, relations) -%}\n {{ return(adapter.dispatch('get_catalog_relations', 'dbt')(information_schema, relations)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_catalog_relations" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.641557, + "supported_languages": null + }, + "macro.dbt.default__get_catalog_relations": { + "name": "default__get_catalog_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_catalog_relations", + "macro_sql": "{% macro default__get_catalog_relations(information_schema, relations) -%}\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog_relations not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.641786, + "supported_languages": null + }, + "macro.dbt.get_catalog": { + "name": "get_catalog", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_catalog", + "macro_sql": "{% macro get_catalog(information_schema, schemas) -%}\n {{ return(adapter.dispatch('get_catalog', 'dbt')(information_schema, schemas)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_catalog" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.641964, + "supported_languages": null + }, + "macro.dbt.default__get_catalog": { + "name": "default__get_catalog", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_catalog", + "macro_sql": "{% macro default__get_catalog(information_schema, schemas) -%}\n\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6421819, + "supported_languages": null + }, + "macro.dbt.information_schema_name": { + "name": "information_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.information_schema_name", + "macro_sql": "{% macro information_schema_name(database) %}\n {{ return(adapter.dispatch('information_schema_name', 'dbt')(database)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__information_schema_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.642339, + "supported_languages": null + }, + "macro.dbt.default__information_schema_name": { + "name": "default__information_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__information_schema_name", + "macro_sql": "{% macro default__information_schema_name(database) -%}\n {%- if database -%}\n {{ database }}.INFORMATION_SCHEMA\n {%- else -%}\n INFORMATION_SCHEMA\n {%- endif -%}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.642478, + "supported_languages": null + }, + "macro.dbt.list_schemas": { + "name": "list_schemas", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.list_schemas", + "macro_sql": "{% macro list_schemas(database) -%}\n {{ return(adapter.dispatch('list_schemas', 'dbt')(database)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__list_schemas" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.642636, + "supported_languages": null + }, + "macro.dbt.default__list_schemas": { + "name": "default__list_schemas", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__list_schemas", + "macro_sql": "{% macro default__list_schemas(database) -%}\n {% set sql %}\n select distinct schema_name\n from {{ information_schema_name(database) }}.SCHEMATA\n where catalog_name ilike '{{ database }}'\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.information_schema_name", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6429498, + "supported_languages": null + }, + "macro.dbt.check_schema_exists": { + "name": "check_schema_exists", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.check_schema_exists", + "macro_sql": "{% macro check_schema_exists(information_schema, schema) -%}\n {{ return(adapter.dispatch('check_schema_exists', 'dbt')(information_schema, schema)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__check_schema_exists" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.643213, + "supported_languages": null + }, + "macro.dbt.default__check_schema_exists": { + "name": "default__check_schema_exists", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__check_schema_exists", + "macro_sql": "{% macro default__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from {{ information_schema.replace(information_schema_view='SCHEMATA') }}\n where catalog_name='{{ information_schema.database }}'\n and schema_name='{{ schema }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.replace", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.64348, + "supported_languages": null + }, + "macro.dbt.list_relations_without_caching": { + "name": "list_relations_without_caching", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.list_relations_without_caching", + "macro_sql": "{% macro list_relations_without_caching(schema_relation) %}\n {{ return(adapter.dispatch('list_relations_without_caching', 'dbt')(schema_relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__list_relations_without_caching" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.643647, + "supported_languages": null + }, + "macro.dbt.default__list_relations_without_caching": { + "name": "default__list_relations_without_caching", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__list_relations_without_caching", + "macro_sql": "{% macro default__list_relations_without_caching(schema_relation) %}\n {{ exceptions.raise_not_implemented(\n 'list_relations_without_caching macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.643786, + "supported_languages": null + }, + "macro.dbt.get_catalog_for_single_relation": { + "name": "get_catalog_for_single_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_catalog_for_single_relation", + "macro_sql": "{% macro get_catalog_for_single_relation(relation) %}\n {{ return(adapter.dispatch('get_catalog_for_single_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_catalog_for_single_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6439428, + "supported_languages": null + }, + "macro.dbt.default__get_catalog_for_single_relation": { + "name": "default__get_catalog_for_single_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_catalog_for_single_relation", + "macro_sql": "{% macro default__get_catalog_for_single_relation(relation) %}\n {{ exceptions.raise_not_implemented(\n 'get_catalog_for_single_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644087, + "supported_languages": null + }, + "macro.dbt.get_relations": { + "name": "get_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_relations", + "macro_sql": "{% macro get_relations() %}\n {{ return(adapter.dispatch('get_relations', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_relations" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644233, + "supported_languages": null + }, + "macro.dbt.default__get_relations": { + "name": "default__get_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_relations", + "macro_sql": "{% macro default__get_relations() %}\n {{ exceptions.raise_not_implemented(\n 'get_relations macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6443672, + "supported_languages": null + }, + "macro.dbt.get_relation_last_modified": { + "name": "get_relation_last_modified", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_relation_last_modified", + "macro_sql": "{% macro get_relation_last_modified(information_schema, relations) %}\n {{ return(adapter.dispatch('get_relation_last_modified', 'dbt')(information_schema, relations)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_relation_last_modified" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644545, + "supported_languages": null + }, + "macro.dbt.default__get_relation_last_modified": { + "name": "default__get_relation_last_modified", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_relation_last_modified", + "macro_sql": "{% macro default__get_relation_last_modified(information_schema, relations) %}\n {{ exceptions.raise_not_implemented(\n 'get_relation_last_modified macro not implemented for adapter ' + adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644694, + "supported_languages": null + }, + "macro.dbt.get_columns_in_relation": { + "name": "get_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_columns_in_relation", + "macro_sql": "{% macro get_columns_in_relation(relation) -%}\n {{ return(adapter.dispatch('get_columns_in_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_columns_in_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6467142, + "supported_languages": null + }, + "macro.dbt.default__get_columns_in_relation": { + "name": "default__get_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_columns_in_relation", + "macro_sql": "{% macro default__get_columns_in_relation(relation) -%}\n {{ exceptions.raise_not_implemented(\n 'get_columns_in_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6468558, + "supported_languages": null + }, + "macro.dbt.sql_convert_columns_in_relation": { + "name": "sql_convert_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.sql_convert_columns_in_relation", + "macro_sql": "{% macro sql_convert_columns_in_relation(table) -%}\n {% set columns = [] %}\n {% for row in table %}\n {% do columns.append(api.Column(*row)) %}\n {% endfor %}\n {{ return(columns) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6472719, + "supported_languages": null + }, + "macro.dbt.get_empty_subquery_sql": { + "name": "get_empty_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_empty_subquery_sql", + "macro_sql": "{% macro get_empty_subquery_sql(select_sql, select_sql_header=none) -%}\n {{ return(adapter.dispatch('get_empty_subquery_sql', 'dbt')(select_sql, select_sql_header)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_empty_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6476228, + "supported_languages": null + }, + "macro.dbt.default__get_empty_subquery_sql": { + "name": "default__get_empty_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_empty_subquery_sql", + "macro_sql": "{% macro default__get_empty_subquery_sql(select_sql, select_sql_header=none) %}\n {%- if select_sql_header is not none -%}\n {{ select_sql_header }}\n {%- endif -%}\n select * from (\n {{ select_sql }}\n ) as __dbt_sbq\n where false\n limit 0\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.647819, + "supported_languages": null + }, + "macro.dbt.get_empty_schema_sql": { + "name": "get_empty_schema_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_empty_schema_sql", + "macro_sql": "{% macro get_empty_schema_sql(columns) -%}\n {{ return(adapter.dispatch('get_empty_schema_sql', 'dbt')(columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_empty_schema_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.647976, + "supported_languages": null + }, + "macro.dbt.default__get_empty_schema_sql": { + "name": "default__get_empty_schema_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_empty_schema_sql", + "macro_sql": "{% macro default__get_empty_schema_sql(columns) %}\n {%- set col_err = [] -%}\n {%- set col_naked_numeric = [] -%}\n select\n {% for i in columns %}\n {%- set col = columns[i] -%}\n {%- if col['data_type'] is not defined -%}\n {%- do col_err.append(col['name']) -%}\n {#-- If this column's type is just 'numeric' then it is missing precision/scale, raise a warning --#}\n {%- elif col['data_type'].strip().lower() in ('numeric', 'decimal', 'number') -%}\n {%- do col_naked_numeric.append(col['name']) -%}\n {%- endif -%}\n {% set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] %}\n {{ cast('null', col['data_type']) }} as {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n {%- if (col_err | length) > 0 -%}\n {{ exceptions.column_type_missing(column_names=col_err) }}\n {%- elif (col_naked_numeric | length) > 0 -%}\n {{ exceptions.warn(\"Detected columns with numeric type and unspecified precision/scale, this can lead to unintended rounding: \" ~ col_naked_numeric ~ \"`\") }}\n {%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.649274, + "supported_languages": null + }, + "macro.dbt.get_column_schema_from_query": { + "name": "get_column_schema_from_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_column_schema_from_query", + "macro_sql": "{% macro get_column_schema_from_query(select_sql, select_sql_header=none) -%}\n {% set columns = [] %}\n {# -- Using an 'empty subquery' here to get the same schema as the given select_sql statement, without necessitating a data scan.#}\n {% set sql = get_empty_subquery_sql(select_sql, select_sql_header) %}\n {% set column_schema = adapter.get_column_schema_from_query(sql) %}\n {{ return(column_schema) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_empty_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6496909, + "supported_languages": null + }, + "macro.dbt.get_columns_in_query": { + "name": "get_columns_in_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_columns_in_query", + "macro_sql": "{% macro get_columns_in_query(select_sql) -%}\n {{ return(adapter.dispatch('get_columns_in_query', 'dbt')(select_sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_columns_in_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6498759, + "supported_languages": null + }, + "macro.dbt.default__get_columns_in_query": { + "name": "default__get_columns_in_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_columns_in_query", + "macro_sql": "{% macro default__get_columns_in_query(select_sql) %}\n {% call statement('get_columns_in_query', fetch_result=True, auto_begin=False) -%}\n {{ get_empty_subquery_sql(select_sql) }}\n {% endcall %}\n {{ return(load_result('get_columns_in_query').table.columns | map(attribute='name') | list) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.get_empty_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.65018, + "supported_languages": null + }, + "macro.dbt.alter_column_type": { + "name": "alter_column_type", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.alter_column_type", + "macro_sql": "{% macro alter_column_type(relation, column_name, new_column_type) -%}\n {{ return(adapter.dispatch('alter_column_type', 'dbt')(relation, column_name, new_column_type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__alter_column_type" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.650385, + "supported_languages": null + }, + "macro.dbt.default__alter_column_type": { + "name": "default__alter_column_type", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__alter_column_type", + "macro_sql": "{% macro default__alter_column_type(relation, column_name, new_column_type) -%}\n {#\n 1. Create a new column (w/ temp name and correct type)\n 2. Copy data over to it\n 3. Drop the existing column (cascade!)\n 4. Rename the new column to existing column\n #}\n {%- set tmp_column = column_name + \"__dbt_alter\" -%}\n\n {% call statement('alter_column_type') %}\n alter table {{ relation }} add column {{ adapter.quote(tmp_column) }} {{ new_column_type }};\n update {{ relation }} set {{ adapter.quote(tmp_column) }} = {{ adapter.quote(column_name) }};\n alter table {{ relation }} drop column {{ adapter.quote(column_name) }} cascade;\n alter table {{ relation }} rename column {{ adapter.quote(tmp_column) }} to {{ adapter.quote(column_name) }}\n {% endcall %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.650893, + "supported_languages": null + }, + "macro.dbt.alter_relation_add_remove_columns": { + "name": "alter_relation_add_remove_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.alter_relation_add_remove_columns", + "macro_sql": "{% macro alter_relation_add_remove_columns(relation, add_columns = none, remove_columns = none) -%}\n {{ return(adapter.dispatch('alter_relation_add_remove_columns', 'dbt')(relation, add_columns, remove_columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.651119, + "supported_languages": null + }, + "macro.dbt.default__alter_relation_add_remove_columns": { + "name": "default__alter_relation_add_remove_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__alter_relation_add_remove_columns", + "macro_sql": "{% macro default__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns is none %}\n {% set add_columns = [] %}\n {% endif %}\n {% if remove_columns is none %}\n {% set remove_columns = [] %}\n {% endif %}\n\n {% set sql -%}\n\n alter {{ relation.type }} {{ relation }}\n\n {% for column in add_columns %}\n add column {{ column.name }} {{ column.data_type }}{{ ',' if not loop.last }}\n {% endfor %}{{ ',' if add_columns and remove_columns }}\n\n {% for column in remove_columns %}\n drop column {{ column.name }}{{ ',' if not loop.last }}\n {% endfor %}\n\n {%- endset -%}\n\n {% do run_query(sql) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.651943, + "supported_languages": null + }, + "macro.dbt.get_fixture_sql": { + "name": "get_fixture_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/unit_test_sql/get_fixture_sql.sql", + "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", + "unique_id": "macro.dbt.get_fixture_sql", + "macro_sql": "{% macro get_fixture_sql(rows, column_name_to_data_types) %}\n-- Fixture for {{ model.name }}\n{% set default_row = {} %}\n\n{%- if not column_name_to_data_types -%}\n{#-- Use defer_relation IFF it is available in the manifest and 'this' is missing from the database --#}\n{%- set this_or_defer_relation = defer_relation if (defer_relation and not load_relation(this)) else this -%}\n{%- set columns_in_relation = adapter.get_columns_in_relation(this_or_defer_relation) -%}\n\n{%- set column_name_to_data_types = {} -%}\n{%- for column in columns_in_relation -%}\n{#-- This needs to be a case-insensitive comparison --#}\n{%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n{%- endfor -%}\n{%- endif -%}\n\n{%- if not column_name_to_data_types -%}\n {{ exceptions.raise_compiler_error(\"Not able to get columns for unit test '\" ~ model.name ~ \"' from relation \" ~ this ~ \" because the relation doesn't exist\") }}\n{%- endif -%}\n\n{%- for column_name, column_type in column_name_to_data_types.items() -%}\n {%- do default_row.update({column_name: (safe_cast(\"null\", column_type) | trim )}) -%}\n{%- endfor -%}\n\n\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\n{%- set default_row_copy = default_row.copy() -%}\n{%- do default_row_copy.update(formatted_row) -%}\nselect\n{%- for column_name, column_value in default_row_copy.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n\n{%- if (rows | length) == 0 -%}\n select\n {%- for column_name, column_value in default_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%},{%- endif %}\n {%- endfor %}\n limit 0\n{%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.load_relation", + "macro.dbt.safe_cast", + "macro.dbt.format_row" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.65484, + "supported_languages": null + }, + "macro.dbt.get_expected_sql": { + "name": "get_expected_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/unit_test_sql/get_fixture_sql.sql", + "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", + "unique_id": "macro.dbt.get_expected_sql", + "macro_sql": "{% macro get_expected_sql(rows, column_name_to_data_types) %}\n\n{%- if (rows | length) == 0 -%}\n select * from dbt_internal_unit_test_actual\n limit 0\n{%- else -%}\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\nselect\n{%- for column_name, column_value in formatted_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n{%- endif -%}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.format_row" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.655329, + "supported_languages": null + }, + "macro.dbt.format_row": { + "name": "format_row", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/unit_test_sql/get_fixture_sql.sql", + "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", + "unique_id": "macro.dbt.format_row", + "macro_sql": "\n\n{%- macro format_row(row, column_name_to_data_types) -%}\n {#-- generate case-insensitive formatted row --#}\n {% set formatted_row = {} %}\n {%- for column_name, column_value in row.items() -%}\n {% set column_name = column_name|lower %}\n\n {%- if column_name not in column_name_to_data_types %}\n {#-- if user-provided row contains column name that relation does not contain, raise an error --#}\n {% set fixture_name = \"expected output\" if model.resource_type == 'unit_test' else (\"'\" ~ model.name ~ \"'\") %}\n {{ exceptions.raise_compiler_error(\n \"Invalid column name: '\" ~ column_name ~ \"' in unit test fixture for \" ~ fixture_name ~ \".\"\n \"\\nAccepted columns for \" ~ fixture_name ~ \" are: \" ~ (column_name_to_data_types.keys()|list)\n ) }}\n {%- endif -%}\n\n {%- set column_type = column_name_to_data_types[column_name] %}\n\n {#-- sanitize column_value: wrap yaml strings in quotes, apply cast --#}\n {%- set column_value_clean = column_value -%}\n {%- if column_value is string -%}\n {%- set column_value_clean = dbt.string_literal(dbt.escape_single_quotes(column_value)) -%}\n {%- elif column_value is none -%}\n {%- set column_value_clean = 'null' -%}\n {%- endif -%}\n\n {%- set row_update = {column_name: safe_cast(column_value_clean, column_type) } -%}\n {%- do formatted_row.update(row_update) -%}\n {%- endfor -%}\n {{ return(formatted_row) }}\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.string_literal", + "macro.dbt.escape_single_quotes", + "macro.dbt.safe_cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.656342, + "supported_languages": null + }, + "macro.dbt.resolve_model_name": { + "name": "resolve_model_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.resolve_model_name", + "macro_sql": "{% macro resolve_model_name(input_model_name) %}\n {{ return(adapter.dispatch('resolve_model_name', 'dbt')(input_model_name)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__resolve_model_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.657869, + "supported_languages": null + }, + "macro.dbt.default__resolve_model_name": { + "name": "default__resolve_model_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.default__resolve_model_name", + "macro_sql": "\n\n{%- macro default__resolve_model_name(input_model_name) -%}\n {{ input_model_name | string | replace('\"', '\\\"') }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.658015, + "supported_languages": null + }, + "macro.dbt.build_ref_function": { + "name": "build_ref_function", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.build_ref_function", + "macro_sql": "{% macro build_ref_function(model) %}\n\n {%- set ref_dict = {} -%}\n {%- for _ref in model.refs -%}\n {% set _ref_args = [_ref.get('package'), _ref['name']] if _ref.get('package') else [_ref['name'],] %}\n {%- set resolved = ref(*_ref_args, v=_ref.get('version')) -%}\n {%- if _ref.get('version') -%}\n {% do _ref_args.extend([\"v\" ~ _ref['version']]) %}\n {%- endif -%}\n {%- do ref_dict.update({_ref_args | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef ref(*args, **kwargs):\n refs = {{ ref_dict | tojson }}\n key = '.'.join(args)\n version = kwargs.get(\"v\") or kwargs.get(\"version\")\n if version:\n key += f\".v{version}\"\n dbt_load_df_function = kwargs.get(\"dbt_load_df_function\")\n return dbt_load_df_function(refs[key])\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.resolve_model_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.658728, + "supported_languages": null + }, + "macro.dbt.build_source_function": { + "name": "build_source_function", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.build_source_function", + "macro_sql": "{% macro build_source_function(model) %}\n\n {%- set source_dict = {} -%}\n {%- for _source in model.sources -%}\n {%- set resolved = source(*_source) -%}\n {%- do source_dict.update({_source | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef source(*args, dbt_load_df_function):\n sources = {{ source_dict | tojson }}\n key = '.'.join(args)\n return dbt_load_df_function(sources[key])\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.resolve_model_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.659093, + "supported_languages": null + }, + "macro.dbt.build_config_dict": { + "name": "build_config_dict", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.build_config_dict", + "macro_sql": "{% macro build_config_dict(model) %}\n {%- set config_dict = {} -%}\n {% set config_dbt_used = zip(model.config.config_keys_used, model.config.config_keys_defaults) | list %}\n {%- for key, default in config_dbt_used -%}\n {# weird type testing with enum, would be much easier to write this logic in Python! #}\n {%- if key == \"language\" -%}\n {%- set value = \"python\" -%}\n {%- endif -%}\n {%- set value = model.config.get(key, default) -%}\n {%- do config_dict.update({key: value}) -%}\n {%- endfor -%}\nconfig_dict = {{ config_dict }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6598551, + "supported_languages": null + }, + "macro.dbt.py_script_postfix": { + "name": "py_script_postfix", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.py_script_postfix", + "macro_sql": "{% macro py_script_postfix(model) %}\n# This part is user provided model code\n# you will need to copy the next section to run the code\n# COMMAND ----------\n# this part is dbt logic for get ref work, do not modify\n\n{{ build_ref_function(model ) }}\n{{ build_source_function(model ) }}\n{{ build_config_dict(model) }}\n\nclass config:\n def __init__(self, *args, **kwargs):\n pass\n\n @staticmethod\n def get(key, default=None):\n return config_dict.get(key, default)\n\nclass this:\n \"\"\"dbt.this() or dbt.this.identifier\"\"\"\n database = \"{{ this.database }}\"\n schema = \"{{ this.schema }}\"\n identifier = \"{{ this.identifier }}\"\n {% set this_relation_name = resolve_model_name(this) %}\n def __repr__(self):\n return '{{ this_relation_name }}'\n\n\nclass dbtObj:\n def __init__(self, load_df_function) -> None:\n self.source = lambda *args: source(*args, dbt_load_df_function=load_df_function)\n self.ref = lambda *args, **kwargs: ref(*args, **kwargs, dbt_load_df_function=load_df_function)\n self.config = config\n self.this = this()\n self.is_incremental = {{ is_incremental() }}\n\n# COMMAND ----------\n{{py_script_comment()}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.build_ref_function", + "macro.dbt.build_source_function", + "macro.dbt.build_config_dict", + "macro.dbt.resolve_model_name", + "macro.dbt.is_incremental", + "macro.dbt.py_script_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.660442, + "supported_languages": null + }, + "macro.dbt.py_script_comment": { + "name": "py_script_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.py_script_comment", + "macro_sql": "{%macro py_script_comment()%}\n{%endmacro%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.660533, + "supported_languages": null + }, + "macro.dbt.test_unique": { + "name": "test_unique", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_unique", + "macro_sql": "{% test unique(model, column_name) %}\n {% set macro = adapter.dispatch('test_unique', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_unique" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.661011, + "supported_languages": null + }, + "macro.dbt.test_not_null": { + "name": "test_not_null", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_not_null", + "macro_sql": "{% test not_null(model, column_name) %}\n {% set macro = adapter.dispatch('test_not_null', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_not_null" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6612248, + "supported_languages": null + }, + "macro.dbt.test_accepted_values": { + "name": "test_accepted_values", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_accepted_values", + "macro_sql": "{% test accepted_values(model, column_name, values, quote=True) %}\n {% set macro = adapter.dispatch('test_accepted_values', 'dbt') %}\n {{ macro(model, column_name, values, quote) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_accepted_values" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.661505, + "supported_languages": null + }, + "macro.dbt.test_relationships": { + "name": "test_relationships", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_relationships", + "macro_sql": "{% test relationships(model, column_name, to, field) %}\n {% set macro = adapter.dispatch('test_relationships', 'dbt') %}\n {{ macro(model, column_name, to, field) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_relationships" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6618419, + "supported_languages": null + } + }, + "docs": { + "doc.jaffle_shop.__overview__": { + "name": "__overview__", + "resource_type": "doc", + "package_name": "jaffle_shop", + "path": "overview.md", + "original_file_path": "models/overview.md", + "unique_id": "doc.jaffle_shop.__overview__", + "block_contents": "## Data Documentation for Jaffle Shop\n\n`jaffle_shop` is a fictional ecommerce store.\n\nThis [dbt](https://www.getdbt.com/) project is for testing out code.\n\nThe source code can be found [here](https://github.com/clrcrl/jaffle_shop)." + }, + "doc.jaffle_shop.orders_status": { + "name": "orders_status", + "resource_type": "doc", + "package_name": "jaffle_shop", + "path": "docs.md", + "original_file_path": "models/docs.md", + "unique_id": "doc.jaffle_shop.orders_status", + "block_contents": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |" + }, + "doc.dbt.__overview__": { + "name": "__overview__", + "resource_type": "doc", + "package_name": "dbt", + "path": "overview.md", + "original_file_path": "docs/overview.md", + "unique_id": "doc.dbt.__overview__", + "block_contents": "### Welcome!\n\nWelcome to the auto-generated documentation for your dbt project!\n\n### Navigation\n\nYou can use the `Project` and `Database` navigation tabs on the left side of the window to explore the models\nin your project.\n\n#### Project Tab\nThe `Project` tab mirrors the directory structure of your dbt project. In this tab, you can see all of the\nmodels defined in your dbt project, as well as models imported from dbt packages.\n\n#### Database Tab\nThe `Database` tab also exposes your models, but in a format that looks more like a database explorer. This view\nshows relations (tables and views) grouped into database schemas. Note that ephemeral models are _not_ shown\nin this interface, as they do not exist in the database.\n\n### Graph Exploration\nYou can click the blue icon on the bottom-right corner of the page to view the lineage graph of your models.\n\nOn model pages, you'll see the immediate parents and children of the model you're exploring. By clicking the `Expand`\nbutton at the top-right of this lineage pane, you'll be able to see all of the models that are used to build,\nor are built from, the model you're exploring.\n\nOnce expanded, you'll be able to use the `--select` and `--exclude` model selection syntax to filter the\nmodels in the graph. For more information on model selection, check out the [dbt docs](https://docs.getdbt.com/docs/model-selection-syntax).\n\nNote that you can also right-click on models to interactively filter and explore the graph.\n\n---\n\n### More information\n\n- [What is dbt](https://docs.getdbt.com/docs/introduction)?\n- Read the [dbt viewpoint](https://docs.getdbt.com/docs/viewpoint)\n- [Installation](https://docs.getdbt.com/docs/installation)\n- Join the [dbt Community](https://www.getdbt.com/community/) for questions and discussion" + } + }, + "exposures": {}, + "metrics": {}, + "groups": {}, + "selectors": {}, + "disabled": {}, + "parent_map": { + "seed.jaffle_shop.raw_customers": [], + "seed.jaffle_shop.raw_orders": [], + "seed.jaffle_shop.raw_payments": [], + "model.jaffle_shop.orders": [ + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ], + "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_amount.106140f9fd": [ + "model.jaffle_shop.orders" + ], + "model.jaffle_shop.stg_customers": [ + "seed.jaffle_shop.raw_customers" + ], + "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": [ + "model.jaffle_shop.stg_customers" + ], + "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": [ + "model.jaffle_shop.stg_customers" + ], + "model.jaffle_shop.stg_orders": [ + "seed.jaffle_shop.raw_orders" + ], + "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": [ + "model.jaffle_shop.stg_orders" + ], + "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": [ + "model.jaffle_shop.stg_orders" + ], + "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": [ + "model.jaffle_shop.stg_orders" + ], + "model.jaffle_shop.stg_payments": [ + "seed.jaffle_shop.raw_payments" + ], + "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": [ + "model.jaffle_shop.stg_payments" + ], + "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": [ + "model.jaffle_shop.stg_payments" + ], + "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": [ 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"semantic_models": {}, + "unit_tests": {} +} diff --git a/datacontract-cli/tests/fixtures/dbt/import/manifest_jaffle_bigquery.json b/datacontract-cli/tests/fixtures/dbt/import/manifest_jaffle_bigquery.json new file mode 100644 index 000000000..5d44a4da4 --- /dev/null +++ b/datacontract-cli/tests/fixtures/dbt/import/manifest_jaffle_bigquery.json @@ -0,0 +1,12727 @@ +{ + "metadata": { + "dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v12.json", + "dbt_version": "1.8.0", + "generated_at": "2024-07-09T00:33:06.822862Z", + "invocation_id": "116abb11-be27-40b9-817f-e9debb5bd770", + "env": {}, + "project_name": "jaffle_shop", + "project_id": "06e5b98c2db46f8a72cc4f66410e9b3b", + "user_id": "a9b24267-c9cb-49bb-ac4c-ae76c1eea8ee", + "send_anonymous_usage_stats": true, + "adapter_type": "bigquery" + }, + "nodes": { + "seed.jaffle_shop.raw_customers": { + "database": "jaffle_shop", + "schema": "main", + "name": "raw_customers", + "resource_type": "seed", + "package_name": "jaffle_shop", + "path": "raw_customers.csv", + "original_file_path": "seeds/raw_customers.csv", + "unique_id": "seed.jaffle_shop.raw_customers", + "fqn": [ + "jaffle_shop", + "raw_customers" + ], + "alias": "raw_customers", + "checksum": { + "name": "sha256", + "checksum": "357d173dda65a741ad97d6683502286cc2655bb396ab5f4dfad12b8c39bd2a63" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "seed", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "delimiter": ",", + "quote_columns": null + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720483776.0257878, + "relation_name": "\"jaffle_shop\".\"main\".\"raw_customers\"", + "raw_code": "", + "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", + "depends_on": { + "macros": [] + } + }, + "seed.jaffle_shop.raw_orders": { + "database": "jaffle_shop", + "schema": "main", + "name": "raw_orders", + "resource_type": "seed", + "package_name": "jaffle_shop", + "path": "raw_orders.csv", + "original_file_path": "seeds/raw_orders.csv", + "unique_id": "seed.jaffle_shop.raw_orders", + "fqn": [ + "jaffle_shop", + "raw_orders" + ], + "alias": "raw_orders", + "checksum": { + "name": "sha256", + "checksum": "ddecd7adf70a07a88b9c302aec2a03fce615b925c2c06f2d5ef99a5c97b41250" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "seed", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "delimiter": ",", + "quote_columns": null + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720483776.027658, + "relation_name": "\"jaffle_shop\".\"main\".\"raw_orders\"", + "raw_code": "", + "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", + "depends_on": { + "macros": [] + } + }, + "seed.jaffle_shop.raw_payments": { + "database": "jaffle_shop", + "schema": "main", + "name": "raw_payments", + "resource_type": "seed", + "package_name": "jaffle_shop", + "path": "raw_payments.csv", + "original_file_path": "seeds/raw_payments.csv", + "unique_id": "seed.jaffle_shop.raw_payments", + "fqn": [ + "jaffle_shop", + "raw_payments" + ], + "alias": "raw_payments", + "checksum": { + "name": "sha256", + "checksum": "6de0626a8db9c1750eefd1b2e17fac4c2a4b9f778eb50532d8b377b90de395e6" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "seed", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "delimiter": ",", + "quote_columns": null + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720483776.029127, + "relation_name": "\"jaffle_shop\".\"main\".\"raw_payments\"", + "raw_code": "", + "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", + "depends_on": { + "macros": [] + } + }, + "model.jaffle_shop.orders": { + "database": "jaffle_shop", + "schema": "main", + "name": "orders", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "orders.sql", + "original_file_path": "models/orders.sql", + "unique_id": "model.jaffle_shop.orders", + "fqn": [ + "jaffle_shop", + "orders" + ], + "alias": "orders", + "checksum": { + "name": "sha256", + "checksum": "27f8c79aad1cfd8411ab9c3d2ce8da1d787f7f05c58bbee1d247510dc426be0f" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "table", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "This table has basic information about orders, as well as some derived facts based on payments", + "columns": { + "order_id": { + "name": "order_id", + "description": "This is a unique identifier for an order", + "meta": {}, + "data_type": "INT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "customer_id": { + "name": "customer_id", + "description": "Foreign key to the customers table", + "meta": {}, + "data_type": "INT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "order_date": { + "name": "order_date", + "description": "Date (UTC) that the order was placed", + "meta": {}, + "data_type": "DATE", + "constraints": [], + "quote": null, + "tags": [] + }, + "status": { + "name": "status", + "description": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |", + "meta": {}, + "data_type": "STRING", + "constraints": [], + "quote": null, + "tags": [] + }, + "credit_card_amount": { + "name": "credit_card_amount", + "description": "Amount of the order (AUD) paid for by credit card", + "meta": {}, + "data_type": "FLOAT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "coupon_amount": { + "name": "coupon_amount", + "description": "Amount of the order (AUD) paid for by coupon", + "meta": {}, + "data_type": "FLOAT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "bank_transfer_amount": { + "name": "bank_transfer_amount", + "description": "Amount of the order (AUD) paid for by bank transfer", + "meta": {}, + "data_type": "FLOAT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "gift_card_amount": { + "name": "gift_card_amount", + "description": "Amount of the order (AUD) paid for by gift card", + "meta": {}, + "data_type": "FLOAT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "amount": { + "name": "amount", + "description": "Total amount (AUD) of the order", + "meta": {}, + "data_type": "FLOAT64", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/schema.yml", + "build_path": "target/run/jaffle_shop/models/orders.sql", + "unrendered_config": { + "materialized": "table" + }, + "created_at": 1720485033.194873, + "relation_name": "\"jaffle_shop\".\"main\".\"orders\"", + "raw_code": "{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}\n\nwith orders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n {% for payment_method in payment_methods -%}\n sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount,\n {% endfor -%}\n\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n {% for payment_method in payment_methods -%}\n\n order_payments.{{ payment_method }}_amount,\n\n {% endfor -%}\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + }, + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/orders.sql", + "compiled": true, + "compiled_code": "\n\nwith orders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n sum(case when payment_method = 'credit_card' then amount else 0 end) as credit_card_amount,\n sum(case when payment_method = 'coupon' then amount else 0 end) as coupon_amount,\n sum(case when payment_method = 'bank_transfer' then amount else 0 end) as bank_transfer_amount,\n sum(case when payment_method = 'gift_card' then amount else 0 end) as gift_card_amount,\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n order_payments.credit_card_amount,\n\n order_payments.coupon_amount,\n\n order_payments.bank_transfer_amount,\n\n order_payments.gift_card_amount,\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_order_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_order_id.cf6c17daed", + "fqn": [ + "jaffle_shop", + "not_null_orders_order_id" + ], + "alias": "not_null_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.232358, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_orders_order_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.unique_orders_order_id.fed79b3a6e", + "fqn": [ + "jaffle_shop", + "unique_orders_order_id" + ], + "alias": "unique_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.233409, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_customer_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_customer_id.c5f02694af", + "fqn": [ + "jaffle_shop", + "not_null_orders_customer_id" + ], + "alias": "not_null_orders_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.2342532, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "relationships_orders_customer_id__customer_id__ref_customers_", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "relationships_orders_customer_id__customer_id__ref_customers_.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", + "fqn": [ + "jaffle_shop", + "relationships_orders_customer_id__customer_id__ref_customers_" + ], + "alias": "relationships_orders_customer_id__customer_id__ref_customers_", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.2351098, + "relation_name": null, + "raw_code": "{{ test_relationships(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "customers", + "package": null, + "version": null + }, + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_relationships", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.customers", + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "relationships", + "kwargs": { + "to": "ref('customers')", + "field": "customer_id", + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "accepted_values_orders_status__completed__placed__return_pending__returned__shipped", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", + "fqn": [ + "jaffle_shop", + "accepted_values_orders_status__completed__placed__return_pending__returned__shipped" + ], + "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": { + "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741" + }, + "created_at": 1720485033.241823, + "relation_name": null, + "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741\") }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_accepted_values", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "status", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "accepted_values", + "kwargs": { + "values": [ + "completed", + "placed", + "return_pending", + "returned", + "shipped" + ], + "column_name": "status", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_credit_card_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_credit_card_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", + "fqn": [ + "jaffle_shop", + "not_null_orders_credit_card_amount" + ], + "alias": "not_null_orders_credit_card_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.247241, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "credit_card_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "credit_card_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_coupon_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_coupon_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", + "fqn": [ + "jaffle_shop", + "not_null_orders_coupon_amount" + ], + "alias": "not_null_orders_coupon_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.248306, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "coupon_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "coupon_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_bank_transfer_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_bank_transfer_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", + "fqn": [ + "jaffle_shop", + "not_null_orders_bank_transfer_amount" + ], + "alias": "not_null_orders_bank_transfer_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.249193, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "bank_transfer_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "bank_transfer_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_gift_card_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_gift_card_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a", + "fqn": [ + "jaffle_shop", + "not_null_orders_gift_card_amount" + ], + "alias": "not_null_orders_gift_card_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.250258, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "gift_card_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "gift_card_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_amount.106140f9fd": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_amount.106140f9fd", + "fqn": [ + "jaffle_shop", + "not_null_orders_amount" + ], + "alias": "not_null_orders_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.251141, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.stg_customers": { + "database": "jaffle_shop", + "schema": "main", + "name": "stg_customers", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "staging/stg_customers.sql", + "original_file_path": "models/staging/stg_customers.sql", + "unique_id": "model.jaffle_shop.stg_customers", + "fqn": [ + "jaffle_shop", + "staging", + "stg_customers" + ], + "alias": "stg_customers", + "checksum": { + "name": "sha256", + "checksum": "80e3223cd54387e11fa16cd0f4cbe15f8ff74dcd9900b93856b9e39416178c9d" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "view", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "", + "columns": { + "customer_id": { + "name": "customer_id", + "description": "", + "meta": {}, + "data_type": "INT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "first_name": { + "name": "first_name", + "description": "", + "meta": {}, + "data_type": "STRING", + "constraints": [], + "quote": null, + "tags": [] + }, + "last_name": { + "name": "last_name", + "description": "", + "meta": {}, + "data_type": "STRING", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/staging/schema.yml", + "build_path": "target/run/jaffle_shop/models/staging/stg_customers.sql", + "unrendered_config": { + "materialized": "view" + }, + "created_at": 1720485141.5922072, + "relation_name": "\"jaffle_shop\".\"main\".\"stg_customers\"", + "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_customers') }}\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", + "language": "sql", + "refs": [ + { + "name": "raw_customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "seed.jaffle_shop.raw_customers" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_customers.sql", + "compiled": true, + "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_customers\"\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_stg_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_stg_customers_customer_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", + "fqn": [ + "jaffle_shop", + "staging", + "not_null_stg_customers_customer_id" + ], + "alias": "not_null_stg_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485141.592731, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.stg_customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.stg_customers", + "attached_node": "model.jaffle_shop.stg_customers", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('stg_customers')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_stg_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_stg_customers_customer_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada", + "fqn": [ + "jaffle_shop", + "staging", + "unique_stg_customers_customer_id" + ], + "alias": "unique_stg_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485141.593724, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.stg_customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.stg_customers", + "attached_node": "model.jaffle_shop.stg_customers", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('stg_customers')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.stg_orders": { + "database": "jaffle_shop", + "schema": "main", + "name": "stg_orders", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "staging/stg_orders.sql", + "original_file_path": "models/staging/stg_orders.sql", + "unique_id": "model.jaffle_shop.stg_orders", + "fqn": [ + "jaffle_shop", + "staging", + "stg_orders" + ], + "alias": "stg_orders", + "checksum": { + "name": "sha256", + "checksum": "f4f881cb09d2c4162200fc331d7401df6d1abd4fed492554a7db70dede347108" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "view", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "", + "columns": { + "order_id": { + "name": "order_id", + "description": "", + "meta": {}, + "data_type": "INT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "customer_id": { + "name": "customer_id", + "description": "", + "meta": {}, + "data_type": "INT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "order_date": { + "name": "order_date", + "description": "", + "meta": {}, + "data_type": "DATE", + "constraints": [], + "quote": null, + "tags": [] + }, + "status": { + "name": "status", + "description": "", + "meta": {}, + "data_type": "STRING", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/staging/schema.yml", + "build_path": "target/run/jaffle_shop/models/staging/stg_orders.sql", + "unrendered_config": { + "materialized": "view" + }, + "created_at": 1720485148.2909172, + "relation_name": "\"jaffle_shop\".\"main\".\"stg_orders\"", + "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_orders') }}\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", + "language": "sql", + "refs": [ + { + "name": "raw_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "seed.jaffle_shop.raw_orders" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_orders.sql", + "compiled": true, + "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_orders\"\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_stg_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_stg_orders_order_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", + "fqn": [ + "jaffle_shop", + "staging", + "not_null_stg_orders_order_id" + ], + "alias": "not_null_stg_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485148.291411, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.stg_orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.stg_orders", + "attached_node": "model.jaffle_shop.stg_orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('stg_orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_stg_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_stg_orders_order_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a", + "fqn": [ + "jaffle_shop", + "staging", + "unique_stg_orders_order_id" + ], + "alias": "unique_stg_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485148.2923388, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.stg_orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.stg_orders", + "attached_node": "model.jaffle_shop.stg_orders", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('stg_orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", + "fqn": [ + "jaffle_shop", + "staging", + "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped" + ], + "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": { + "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0" + }, + "created_at": 1720485148.293184, + "relation_name": null, + "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0\") }}", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_accepted_values", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.stg_orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "status", + "file_key_name": "models.stg_orders", + "attached_node": "model.jaffle_shop.stg_orders", + "test_metadata": { + "name": "accepted_values", + "kwargs": { + "values": [ + "completed", + "placed", + "return_pending", + "returned", + "shipped" + ], + "column_name": "status", + "model": "{{ get_where_subquery(ref('stg_orders')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.stg_payments": { + "database": "jaffle_shop", + "schema": "main", + "name": "stg_payments", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "staging/stg_payments.sql", + "original_file_path": "models/staging/stg_payments.sql", + "unique_id": "model.jaffle_shop.stg_payments", + "fqn": [ + "jaffle_shop", + "staging", + "stg_payments" + ], + "alias": "stg_payments", + "checksum": { + "name": "sha256", + "checksum": "9c1ee3bfb10e07c2dfc325d55925da0e521887136d9051768cb8acf09dc86bda" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "view", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "", + "columns": { + "payment_id": { + "name": "payment_id", + "description": "", + "meta": {}, + "data_type": "INT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "order_id": { + "name": "order_id", + "description": "", + "meta": {}, + "data_type": "INT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "payment_method": { + "name": "payment_method", + "description": "", + "meta": {}, + "data_type": "STRING", + "constraints": [], + "quote": null, + "tags": [] + }, + "amount": { + "name": "amount", + "description": "", + "meta": {}, + "data_type": "FLOAT64", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/staging/schema.yml", + "build_path": "target/run/jaffle_shop/models/staging/stg_payments.sql", + "unrendered_config": { + "materialized": "view" + }, + "created_at": 1720485154.929448, + "relation_name": "\"jaffle_shop\".\"main\".\"stg_payments\"", + "raw_code": "with source as (\n \n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_payments') }}\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", + "language": "sql", + "refs": [ + { + "name": "raw_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "seed.jaffle_shop.raw_payments" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_payments.sql", + "compiled": true, + "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_payments\"\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_stg_payments_payment_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_stg_payments_payment_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", + "fqn": [ + "jaffle_shop", + "staging", + "not_null_stg_payments_payment_id" + ], + "alias": "not_null_stg_payments_payment_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485154.929976, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "payment_id", + "file_key_name": "models.stg_payments", + "attached_node": "model.jaffle_shop.stg_payments", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "payment_id", + "model": "{{ get_where_subquery(ref('stg_payments')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_stg_payments_payment_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_stg_payments_payment_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.unique_stg_payments_payment_id.3744510712", + "fqn": [ + "jaffle_shop", + "staging", + "unique_stg_payments_payment_id" + ], + "alias": "unique_stg_payments_payment_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485154.9312499, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "payment_id", + "file_key_name": "models.stg_payments", + "attached_node": "model.jaffle_shop.stg_payments", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "payment_id", + "model": "{{ get_where_subquery(ref('stg_payments')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", + "fqn": [ + "jaffle_shop", + "staging", + "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card" + ], + "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": { + "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6" + }, + "created_at": 1720485154.932263, + "relation_name": null, + "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6\") }}", + "language": "sql", + "refs": [ + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_accepted_values", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "payment_method", + "file_key_name": "models.stg_payments", + "attached_node": "model.jaffle_shop.stg_payments", + "test_metadata": { + "name": "accepted_values", + "kwargs": { + "values": [ + "bank_transfer", + "coupon", + "credit_card", + "gift_card" + ], + "column_name": "payment_method", + "model": "{{ get_where_subquery(ref('stg_payments')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.customers": { + "database": "jaffle_shop", + "schema": "main", + "name": "customers", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "customers.sql", + "original_file_path": "models/customers.sql", + "unique_id": "model.jaffle_shop.customers", + "fqn": [ + "jaffle_shop", + "customers" + ], + "alias": "customers", + "checksum": { + "name": "sha256", + "checksum": "60bd72e33da43fff3a7e7609135c17cd4468bd22afec0735dd36018bfb5af30a" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "table", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": ["TABLE_PII"], + "description": "This table has basic information about a customer, as well as some derived facts based on a customer's orders", + "columns": { + "customer_id": { + "name": "customer_id", + "description": "This is a unique identifier for a customer", + "meta": {}, + "data_type": "INT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "first_name": { + "name": "first_name", + "description": "Customer's first name. PII.", + "meta": {}, + "data_type": "STRING", + "constraints": [], + "quote": null, + "tags": ["PII"] + }, + "last_name": { + "name": "last_name", + "description": "Customer's last name. PII.", + "meta": {}, + "data_type": "STRING", + "constraints": [], + "quote": null, + "tags": ["PII"] + }, + "first_order": { + "name": "first_order", + "description": "Date (UTC) of a customer's first order", + "meta": {}, + "data_type": "DATE", + "constraints": [], + "quote": null, + "tags": [] + }, + "most_recent_order": { + "name": "most_recent_order", + "description": "Date (UTC) of a customer's most recent order", + "meta": {}, + "data_type": "DATE", + "constraints": [], + "quote": null, + "tags": [] + }, + "number_of_orders": { + "name": "number_of_orders", + "description": "Count of the number of orders a customer has placed", + "meta": {}, + "data_type": "INT64", + "constraints": [], + "quote": null, + "tags": [] + }, + "customer_lifetime_value": { + "name": "customer_lifetime_value", + "description": "", + "meta": {}, + "data_type": "FLOAT64", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/schema.yml", + "build_path": "target/run/jaffle_shop/models/customers.sql", + "unrendered_config": { + "materialized": "table" + }, + "created_at": 1720485169.4153018, + "relation_name": "\"jaffle_shop\".\"main\".\"customers\"", + "raw_code": "with customers as (\n\n select * from {{ ref('stg_customers') }}\n\n),\n\norders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", + "language": "sql", + "refs": [ + { + "name": "stg_customers", + "package": null, + "version": null + }, + { + "name": "stg_orders", + "package": null, + "version": null + }, + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "model.jaffle_shop.stg_customers", + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/customers.sql", + "compiled": true, + "compiled_code": "with customers as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_customers\"\n\n),\n\norders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_customers_customer_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d", + "fqn": [ + "jaffle_shop", + "not_null_customers_customer_id" + ], + "alias": "not_null_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485169.415812, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.customers", + "attached_node": "model.jaffle_shop.customers", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('customers')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_customers_customer_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1", + "fqn": [ + "jaffle_shop", + "unique_customers_customer_id" + ], + "alias": "unique_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485169.416735, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.customers", + "attached_node": "model.jaffle_shop.customers", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('customers')) }}" + }, + "namespace": null + } + } + }, + "sources": {}, + "macros": { + "macro.dbt_duckdb.duckdb__get_binding_char": { + "name": "duckdb__get_binding_char", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/seed.sql", + "original_file_path": "macros/seed.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_binding_char", + "macro_sql": "{% macro duckdb__get_binding_char() %}\n {{ return(adapter.get_binding_char()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4117608, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_batch_size": { + "name": "duckdb__get_batch_size", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/seed.sql", + "original_file_path": "macros/seed.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_batch_size", + "macro_sql": "{% macro duckdb__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.411907, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__load_csv_rows": { + "name": "duckdb__load_csv_rows", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/seed.sql", + "original_file_path": "macros/seed.sql", + "unique_id": "macro.dbt_duckdb.duckdb__load_csv_rows", + "macro_sql": "{% macro duckdb__load_csv_rows(model, agate_table) %}\n {% if config.get('fast', true) %}\n {% set seed_file_path = adapter.get_seed_file_path(model) %}\n {% set delimiter = config.get('delimiter', ',') %}\n {% set sql %}\n COPY {{ this.render() }} FROM '{{ seed_file_path }}' (FORMAT CSV, HEADER TRUE, DELIMITER '{{ delimiter }}')\n {% endset %}\n {% do adapter.add_query(sql, abridge_sql_log=True) %}\n {{ return(sql) }}\n {% endif %}\n\n {% set batch_size = get_batch_size() %}\n {% set agate_table = adapter.convert_datetimes_to_strs(agate_table) %}\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_batch_size", + "macro.dbt.get_seed_column_quoted_csv", + "macro.dbt.get_binding_char" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.414165, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__snapshot_merge_sql": { + "name": "duckdb__snapshot_merge_sql", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/snapshot_helper.sql", + "original_file_path": "macros/snapshot_helper.sql", + "unique_id": "macro.dbt_duckdb.duckdb__snapshot_merge_sql", + "macro_sql": "{% macro duckdb__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n update {{ target }} as DBT_INTERNAL_TARGET\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_scd_id::text = DBT_INTERNAL_TARGET.dbt_scd_id::text\n and DBT_INTERNAL_SOURCE.dbt_change_type::text in ('update'::text, 'delete'::text)\n and DBT_INTERNAL_TARGET.dbt_valid_to is null;\n\n insert into {{ target }} ({{ insert_cols_csv }})\n select {% for column in insert_cols -%}\n DBT_INTERNAL_SOURCE.{{ column }} {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_change_type::text = 'insert'::text;\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.415136, + "supported_languages": null + }, + "macro.dbt_duckdb.build_snapshot_staging_table": { + "name": "build_snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/snapshot_helper.sql", + "original_file_path": "macros/snapshot_helper.sql", + "unique_id": "macro.dbt_duckdb.build_snapshot_staging_table", + "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(False, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_temp_relation", + "macro.dbt.snapshot_staging_table", + "macro.dbt.statement", + "macro.dbt.create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.415675, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__post_snapshot": { + "name": "duckdb__post_snapshot", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/snapshot_helper.sql", + "original_file_path": "macros/snapshot_helper.sql", + "unique_id": "macro.dbt_duckdb.duckdb__post_snapshot", + "macro_sql": "{% macro duckdb__post_snapshot(staging_relation) %}\n {% do return(drop_relation(staging_relation)) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.drop_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.415958, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_catalog": { + "name": "duckdb__get_catalog", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/catalog.sql", + "original_file_path": "macros/catalog.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_catalog", + "macro_sql": "{% macro duckdb__get_catalog(information_schema, schemas) -%}\n {%- call statement('catalog', fetch_result=True) -%}\n with relations AS (\n select\n t.table_name\n , t.database_name\n , t.schema_name\n , 'BASE TABLE' as table_type\n , {{ adapter.catalog_comment('t') }} as table_comment\n from duckdb_tables() t\n WHERE t.database_name = '{{ database }}'\n UNION ALL\n SELECT v.view_name as table_name\n , v.database_name\n , v.schema_name\n , 'VIEW' as table_type\n , {{ adapter.catalog_comment('v') }} as table_comment\n from duckdb_views() v\n WHERE v.database_name = '{{ database }}'\n )\n select\n '{{ database }}' as table_database,\n r.schema_name as table_schema,\n r.table_name,\n r.table_type,\n r.table_comment,\n c.column_name,\n c.column_index as column_index,\n c.data_type as column_type,\n {{ adapter.catalog_comment('c') }} as column_comment,\n '' as table_owner\n FROM relations r JOIN duckdb_columns() c ON r.schema_name = c.schema_name AND r.table_name = c.table_name\n WHERE (\n {%- for schema in schemas -%}\n upper(r.schema_name) = upper('{{ schema }}'){%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n ORDER BY\n r.schema_name,\n r.table_name,\n c.column_index\n {%- endcall -%}\n {{ return(load_result('catalog').table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.417027, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__create_schema": { + "name": "duckdb__create_schema", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__create_schema", + "macro_sql": "{% macro duckdb__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n {% set sql %}\n select type from duckdb_databases()\n where database_name='{{ relation.database }}'\n and type='sqlite'\n {% endset %}\n {% set results = run_query(sql) %}\n {% if results|length == 0 %}\n create schema if not exists {{ relation.without_identifier() }}\n {% else %}\n {% if relation.schema!='main' %}\n {{ exceptions.raise_compiler_error(\n \"Schema must be 'main' when writing to sqlite \"\n ~ \"instead got \" ~ relation.schema\n )}}\n {% endif %}\n {% endif %}\n {%- endcall -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.42521, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__drop_schema": { + "name": "duckdb__drop_schema", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__drop_schema", + "macro_sql": "{% macro duckdb__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {%- endcall -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.425386, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__list_schemas": { + "name": "duckdb__list_schemas", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__list_schemas", + "macro_sql": "{% macro duckdb__list_schemas(database) -%}\n {% set sql %}\n select schema_name\n from system.information_schema.schemata\n {% if database is not none %}\n where catalog_name = '{{ database }}'\n {% endif %}\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4256341, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__check_schema_exists": { + "name": "duckdb__check_schema_exists", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__check_schema_exists", + "macro_sql": "{% macro duckdb__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from system.information_schema.schemata\n where schema_name = '{{ schema }}'\n and catalog_name = '{{ information_schema.database }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.425865, + "supported_languages": null + }, + "macro.dbt_duckdb.get_column_names": { + "name": "get_column_names", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.get_column_names", + "macro_sql": "{% macro get_column_names() %}\n {# loop through user_provided_columns to get column names #}\n {%- set user_provided_columns = model['columns'] -%}\n (\n {% for i in user_provided_columns %}\n {% set col = user_provided_columns[i] %}\n {{ col['name'] }} {{ \",\" if not loop.last }}\n {% endfor %}\n )\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4261918, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__create_table_as": { + "name": "duckdb__create_table_as", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__create_table_as", + "macro_sql": "{% macro duckdb__create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {%- if language == 'sql' -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(compiled_code) }}\n {% endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% if contract_config.enforced and not temporary %}\n {#-- DuckDB doesnt support constraints on temp tables --#}\n {{ get_table_columns_and_constraints() }} ;\n insert into {{ relation }} {{ get_column_names() }} (\n {{ get_select_subquery(compiled_code) }}\n );\n {% else %}\n as (\n {{ compiled_code }}\n );\n {% endif %}\n {%- elif language == 'python' -%}\n {{ py_write_table(temporary=temporary, relation=relation, compiled_code=compiled_code) }}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"duckdb__create_table_as macro didn't get supported language, it got %s\" % language) %}\n {%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent", + "macro.dbt.get_table_columns_and_constraints", + "macro.dbt_duckdb.get_column_names", + "macro.dbt.get_select_subquery", + "macro.dbt_duckdb.py_write_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.427795, + "supported_languages": null + }, + "macro.dbt_duckdb.py_write_table": { + "name": "py_write_table", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.py_write_table", + "macro_sql": "{% macro py_write_table(temporary, relation, compiled_code) -%}\n{{ compiled_code }}\n\ndef materialize(df, con):\n try:\n import pyarrow\n pyarrow_available = True\n except ImportError:\n pyarrow_available = False\n finally:\n if pyarrow_available and isinstance(df, pyarrow.Table):\n # https://github.com/duckdb/duckdb/issues/6584\n import pyarrow.dataset\n con.execute('create table {{ relation }} as select * from df')\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.428014, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__create_view_as": { + "name": "duckdb__create_view_as", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__create_view_as", + "macro_sql": "{% macro duckdb__create_view_as(relation, sql) -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }} as (\n {{ sql }}\n );\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4284, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_columns_in_relation": { + "name": "duckdb__get_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_columns_in_relation", + "macro_sql": "{% macro duckdb__get_columns_in_relation(relation) -%}\n {% call statement('get_columns_in_relation', fetch_result=True) %}\n select\n column_name,\n data_type,\n character_maximum_length,\n numeric_precision,\n numeric_scale\n\n from system.information_schema.columns\n where table_name = '{{ relation.identifier }}'\n {% if relation.schema %}\n and table_schema = '{{ relation.schema }}'\n {% endif %}\n {% if relation.database %}\n and table_catalog = '{{ relation.database }}'\n {% endif %}\n order by ordinal_position\n\n {% endcall %}\n {% set table = load_result('get_columns_in_relation').table %}\n {{ return(sql_convert_columns_in_relation(table)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.sql_convert_columns_in_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4288452, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__list_relations_without_caching": { + "name": "duckdb__list_relations_without_caching", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__list_relations_without_caching", + "macro_sql": "{% macro duckdb__list_relations_without_caching(schema_relation) %}\n {% call statement('list_relations_without_caching', fetch_result=True) -%}\n select\n '{{ schema_relation.database }}' as database,\n table_name as name,\n table_schema as schema,\n CASE table_type\n WHEN 'BASE TABLE' THEN 'table'\n WHEN 'VIEW' THEN 'view'\n WHEN 'LOCAL TEMPORARY' THEN 'table'\n END as type\n from system.information_schema.tables\n where table_schema = '{{ schema_relation.schema }}'\n and table_catalog = '{{ schema_relation.database }}'\n {% endcall %}\n {{ return(load_result('list_relations_without_caching').table) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429146, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__drop_relation": { + "name": "duckdb__drop_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__drop_relation", + "macro_sql": "{% macro duckdb__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429336, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__rename_relation": { + "name": "duckdb__rename_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__rename_relation", + "macro_sql": "{% macro duckdb__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter {{ to_relation.type }} {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4296021, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__make_temp_relation": { + "name": "duckdb__make_temp_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__make_temp_relation", + "macro_sql": "{% macro duckdb__make_temp_relation(base_relation, suffix) %}\n {% set tmp_identifier = base_relation.identifier ~ suffix ~ py_current_timestring() %}\n {% do return(base_relation.incorporate(\n path={\n \"identifier\": tmp_identifier,\n \"schema\": none,\n \"database\": none\n })) -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.py_current_timestring" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429921, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__current_timestamp": { + "name": "duckdb__current_timestamp", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__current_timestamp", + "macro_sql": "{% macro duckdb__current_timestamp() -%}\n now()\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429992, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__snapshot_string_as_time": { + "name": "duckdb__snapshot_string_as_time", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__snapshot_string_as_time", + "macro_sql": "{% macro duckdb__snapshot_string_as_time(timestamp) -%}\n {%- set result = \"'\" ~ timestamp ~ \"'::timestamp\" -%}\n {{ return(result) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4301498, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__snapshot_get_time": { + "name": "duckdb__snapshot_get_time", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__snapshot_get_time", + "macro_sql": "{% macro duckdb__snapshot_get_time() -%}\n {{ current_timestamp() }}::timestamp\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.430254, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_incremental_default_sql": { + "name": "duckdb__get_incremental_default_sql", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_incremental_default_sql", + "macro_sql": "{% macro duckdb__get_incremental_default_sql(arg_dict) %}\n {% do return(get_incremental_delete_insert_sql(arg_dict)) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_incremental_delete_insert_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.430387, + "supported_languages": null + }, + "macro.dbt_duckdb.location_exists": { + "name": "location_exists", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.location_exists", + "macro_sql": "{% macro location_exists(location) -%}\n {% do return(adapter.location_exists(location)) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4305222, + "supported_languages": null + }, + "macro.dbt_duckdb.write_to_file": { + "name": "write_to_file", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.write_to_file", + "macro_sql": "{% macro write_to_file(relation, location, options) -%}\n {% call statement('write_to_file') -%}\n copy {{ relation }} to '{{ location }}' ({{ options }})\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4307132, + "supported_languages": null + }, + "macro.dbt_duckdb.store_relation": { + "name": "store_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.store_relation", + "macro_sql": "{% macro store_relation(plugin, relation, location, format, config) -%}\n {%- set column_list = adapter.get_columns_in_relation(relation) -%}\n {% do adapter.store_relation(plugin, relation, column_list, location, format, config) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4310322, + "supported_languages": null + }, + "macro.dbt_duckdb.render_write_options": { + "name": "render_write_options", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.render_write_options", + "macro_sql": "{% macro render_write_options(config) -%}\n {% set options = config.get('options', {}) %}\n {% if options is not mapping %}\n {% do exceptions.raise_compiler_error(\"The options argument must be a dictionary\") %}\n {% endif %}\n\n {% for k in options %}\n {% set _ = options.update({k: render(options[k])}) %}\n {% endfor %}\n\n {# legacy top-level write options #}\n {% if config.get('format') %}\n {% set _ = options.update({'format': render(config.get('format'))}) %}\n {% endif %}\n {% if config.get('delimiter') %}\n {% set _ = options.update({'delimiter': render(config.get('delimiter'))}) %}\n {% endif %}\n\n {% do return(options) %}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4320471, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb_escape_comment": { + "name": "duckdb_escape_comment", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/persist_docs.sql", + "original_file_path": "macros/persist_docs.sql", + "unique_id": "macro.dbt_duckdb.duckdb_escape_comment", + "macro_sql": "{% macro duckdb_escape_comment(comment) -%}\n {% if comment is not string %}\n {% do exceptions.raise_compiler_error('cannot escape a non-string: ' ~ comment) %}\n {% endif %}\n {%- set magic = '$dbt_comment_literal_block$' -%}\n {%- if magic in comment -%}\n {%- do exceptions.raise_compiler_error('The string ' ~ magic ~ ' is not allowed in comments.') -%}\n {%- endif -%}\n {{ magic }}{{ comment }}{{ magic }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4335911, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__alter_relation_comment": { + "name": "duckdb__alter_relation_comment", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/persist_docs.sql", + "original_file_path": "macros/persist_docs.sql", + "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_comment", + "macro_sql": "{% macro duckdb__alter_relation_comment(relation, comment) %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on {{ relation.type }} {{ relation }} is {{ escaped_comment }};\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb_escape_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4339142, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__alter_column_comment": { + "name": "duckdb__alter_column_comment", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/persist_docs.sql", + "original_file_path": "macros/persist_docs.sql", + "unique_id": "macro.dbt_duckdb.duckdb__alter_column_comment", + "macro_sql": "{% macro duckdb__alter_column_comment(relation, column_dict) %}\n {% set existing_columns = adapter.get_columns_in_relation(relation) | map(attribute=\"name\") | list %}\n {% for column_name in column_dict if (column_name in existing_columns) %}\n {% set comment = column_dict[column_name]['description'] %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on column {{ relation }}.{{ adapter.quote(column_name) if column_dict[column_name]['quote'] else column_name }} is {{ escaped_comment }};\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb_escape_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4345129, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql": { + "name": "duckdb__get_delete_insert_merge_sql", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/incremental_helper.sql", + "original_file_path": "macros/incremental_helper.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql", + "macro_sql": "{% macro duckdb__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }} as DBT_INCREMENTAL_TARGET\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = DBT_INCREMENTAL_TARGET.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.436508, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns": { + "name": "duckdb__alter_relation_add_remove_columns", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/columns.sql", + "original_file_path": "macros/columns.sql", + "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns", + "macro_sql": "{% macro duckdb__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns %}\n {% for column in add_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} add column\n {{ column.name }} {{ column.data_type }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n {% if remove_columns %}\n {% for column in remove_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} drop column\n {{ column.name }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.437406, + "supported_languages": null + }, + "macro.dbt_duckdb.materialization_table_duckdb": { + "name": "materialization_table_duckdb", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/materializations/table.sql", + "original_file_path": "macros/materializations/table.sql", + "unique_id": "macro.dbt_duckdb.materialization_table_duckdb", + "macro_sql": "{% materialization table, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set language = model['language'] -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main', language=language) -%}\n {{- create_table_as(False, intermediate_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.create_table_as", + "macro.dbt.create_indexes", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.440376, + "supported_languages": [ + "sql", + "python" + ] + }, + "macro.dbt_duckdb.materialization_external_duckdb": { + "name": "materialization_external_duckdb", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/materializations/external.sql", + "original_file_path": "macros/materializations/external.sql", + "unique_id": "macro.dbt_duckdb.materialization_external_duckdb", + "macro_sql": "{% materialization external, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set location = render(config.get('location', default=external_location(this, config))) -%})\n {%- set rendered_options = render_write_options(config) -%}\n {%- set format = config.get('format', 'parquet') -%}\n {%- set write_options = adapter.external_write_options(location, rendered_options) -%}\n {%- set read_location = adapter.external_read_location(location, rendered_options) -%}\n\n -- set language - python or sql\n {%- set language = model['language'] -%}\n\n {%- set target_relation = this.incorporate(type='view') %}\n\n -- Continue as normal materialization\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set temp_relation = make_intermediate_relation(this.incorporate(type='table'), suffix='__dbt_tmp') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation, suffix='__dbt_int') -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_temp_relation = load_cached_relation(temp_relation) -%}\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_temp_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('create_table', language=language) -%}\n {{- create_table_as(False, temp_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- write an temp relation into file\n {{ write_to_file(temp_relation, location, write_options) }}\n -- create a view on top of the location\n {% call statement('main', language='sql') -%}\n create or replace view {{ intermediate_relation }} as (\n select * from '{{ read_location }}'\n );\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(temp_relation) }}\n\n -- register table into glue\n {%- set plugin_name = config.get('plugin') -%}\n {%- set glue_register = config.get('glue_register', default=false) -%}\n {%- set partition_columns = config.get('partition_columns', []) -%}\n {% if plugin_name is not none or glue_register is true %}\n {% if glue_register %}\n {# legacy hack to set the glue database name, deprecate this #}\n {%- set plugin_name = 'glue|' ~ config.get('glue_database', 'default') -%}\n {% endif %}\n {% do store_relation(plugin_name, target_relation, location, format, config) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.external_location", + "macro.dbt_duckdb.render_write_options", + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.create_table_as", + "macro.dbt_duckdb.write_to_file", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt_duckdb.store_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.445555, + "supported_languages": [ + "sql", + "python" + ] + }, + "macro.dbt_duckdb.materialization_incremental_duckdb": { + "name": "materialization_incremental_duckdb", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/materializations/incremental.sql", + "original_file_path": "macros/materializations/incremental.sql", + "unique_id": "macro.dbt_duckdb.materialization_incremental_duckdb", + "macro_sql": "{% materialization incremental, adapter=\"duckdb\", supported_languages=['sql', 'python'] -%}\n\n {%- set language = model['language'] -%}\n -- only create temp tables if using local duckdb, as it is not currently supported for remote databases\n {%- set temporary = not adapter.is_motherduck() -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, compiled_code, language) %}\n {% elif full_refresh_mode %}\n {% set build_sql = create_table_as(False, intermediate_relation, compiled_code, language) %}\n {% set need_swap = true %}\n {% else %}\n {% if not temporary %}\n -- if not using a temporary table we will update the temp relation to use a different temp schema (\"dbt_temp\" by default)\n {% set temp_relation = temp_relation.incorporate(path=adapter.get_temp_relation_path(this)) %}\n {% do run_query(create_schema(temp_relation)) %}\n -- then drop the temp relation after we insert the incremental data into the target relation\n {% do to_drop.append(temp_relation) %}\n {% endif %}\n {% if language == 'python' %}\n {% set build_python = create_table_as(False, temp_relation, compiled_code, language) %}\n {% call statement(\"pre\", language=language) %}\n {{- build_python }}\n {% endcall %}\n {% else %} {# SQL #}\n {% do run_query(create_table_as(temporary, temp_relation, compiled_code, language)) %}\n {% endif %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n {% set language = \"sql\" %}\n\n {% endif %}\n\n {% call statement(\"main\", language=language) %}\n {{- build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_temp_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.should_full_refresh", + "macro.dbt.incremental_validate_on_schema_change", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.create_table_as", + "macro.dbt.run_query", + "macro.dbt.create_schema", + "macro.dbt.statement", + "macro.dbt.process_schema_changes", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.452378, + "supported_languages": [ + "sql", + "python" + ] + }, + "macro.dbt_duckdb.duckdb__dateadd": { + "name": "duckdb__dateadd", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/dateadd.sql", + "original_file_path": "macros/utils/dateadd.sql", + "unique_id": "macro.dbt_duckdb.duckdb__dateadd", + "macro_sql": "{% macro duckdb__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n date_add({{ from_date_or_timestamp }}, interval ({{ interval }}) {{ datepart }})\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.452644, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__listagg": { + "name": "duckdb__listagg", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/listagg.sql", + "original_file_path": "macros/utils/listagg.sql", + "unique_id": "macro.dbt_duckdb.duckdb__listagg", + "macro_sql": "{% macro duckdb__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n {% if limit_num -%}\n list_aggr(\n (array_agg(\n {{ measure }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n ))[1:{{ limit_num }}],\n 'string_agg',\n {{ delimiter_text }}\n )\n {%- else %}\n string_agg(\n {{ measure }},\n {{ delimiter_text }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n )\n {%- endif %}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4531982, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__datediff": { + "name": "duckdb__datediff", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/datediff.sql", + "original_file_path": "macros/utils/datediff.sql", + "unique_id": "macro.dbt_duckdb.duckdb__datediff", + "macro_sql": "{% macro duckdb__datediff(first_date, second_date, datepart) -%}\n date_diff('{{ datepart }}', {{ first_date }}::timestamp, {{ second_date}}::timestamp )\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.453505, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__any_value": { + "name": "duckdb__any_value", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/any_value.sql", + "original_file_path": "macros/utils/any_value.sql", + "unique_id": "macro.dbt_duckdb.duckdb__any_value", + "macro_sql": "{% macro duckdb__any_value(expression) -%}\n\n arbitrary({{ expression }})\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.45364, + "supported_languages": null + }, + "macro.dbt_duckdb.register_upstream_external_models": { + "name": "register_upstream_external_models", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/upstream.sql", + "original_file_path": "macros/utils/upstream.sql", + "unique_id": "macro.dbt_duckdb.register_upstream_external_models", + "macro_sql": "{%- macro register_upstream_external_models() -%}\n{% if execute %}\n{% set upstream_nodes = {} %}\n{% set upstream_schemas = {} %}\n{% for node in selected_resources %}\n {% for upstream_node in graph['nodes'][node]['depends_on']['nodes'] %}\n {% if upstream_node not in upstream_nodes and upstream_node not in selected_resources %}\n {% do upstream_nodes.update({upstream_node: None}) %}\n {% set upstream = graph['nodes'].get(upstream_node) %}\n {% if upstream\n and upstream.resource_type in ('model', 'seed')\n and upstream.config.materialized=='external'\n %}\n {%- set upstream_rel = api.Relation.create(\n database=upstream['database'],\n schema=upstream['schema'],\n identifier=upstream['alias']\n ) -%}\n {%- set location = upstream.config.get('location', external_location(upstream_rel, upstream.config)) -%}\n {%- set rendered_options = render_write_options(upstream.config) -%}\n {%- set upstream_location = adapter.external_read_location(location, rendered_options) -%}\n {% if upstream_rel.schema not in upstream_schemas %}\n {% call statement('main', language='sql') -%}\n create schema if not exists {{ upstream_rel.schema }}\n {%- endcall %}\n {% do upstream_schemas.update({upstream_rel.schema: None}) %}\n {% endif %}\n {% call statement('main', language='sql') -%}\n create or replace view {{ upstream_rel }} as (\n select * from '{{ upstream_location }}'\n );\n {%- endcall %}\n {%- endif %}\n {% endif %}\n {% endfor %}\n{% endfor %}\n{% do adapter.commit() %}\n{% endif %}\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.external_location", + "macro.dbt_duckdb.render_write_options", + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.455858, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__split_part": { + "name": "duckdb__split_part", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/splitpart.sql", + "original_file_path": "macros/utils/splitpart.sql", + "unique_id": "macro.dbt_duckdb.duckdb__split_part", + "macro_sql": "{% macro duckdb__split_part(string_text, delimiter_text, part_number) %}\n string_split({{ string_text }}, {{ delimiter_text }})[ {{ part_number }} ]\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.45629, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__last_day": { + "name": "duckdb__last_day", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/lastday.sql", + "original_file_path": "macros/utils/lastday.sql", + "unique_id": "macro.dbt_duckdb.duckdb__last_day", + "macro_sql": "{% macro duckdb__last_day(date, datepart) -%}\n\n {%- if datepart == 'quarter' -%}\n -- duckdb dateadd does not support quarter interval.\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd('month', '3', dbt.date_trunc(datepart, date))\n )}}\n as date)\n {%- else -%}\n {{dbt.default_last_day(date, datepart)}}\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.dateadd", + "macro.dbt.date_trunc", + "macro.dbt.default_last_day" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.45679, + "supported_languages": null + }, + "macro.dbt_duckdb.external_location": { + "name": "external_location", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/external_location.sql", + "original_file_path": "macros/utils/external_location.sql", + "unique_id": "macro.dbt_duckdb.external_location", + "macro_sql": "{%- macro external_location(relation, config) -%}\n {%- if config.get('options', {}).get('partition_by') is none -%}\n {%- set format = config.get('format', 'parquet') -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}.{{ format }}\n {%- else -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}\n {%- endif -%}\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4574668, + "supported_languages": null + }, + "macro.dbt.run_hooks": { + "name": "run_hooks", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.run_hooks", + "macro_sql": "{% macro run_hooks(hooks, inside_transaction=True) %}\n {% for hook in hooks | selectattr('transaction', 'equalto', inside_transaction) %}\n {% if not inside_transaction and loop.first %}\n {% call statement(auto_begin=inside_transaction) %}\n commit;\n {% endcall %}\n {% endif %}\n {% set rendered = render(hook.get('sql')) | trim %}\n {% if (rendered | length) > 0 %}\n {% call statement(auto_begin=inside_transaction) %}\n {{ rendered }}\n {% endcall %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.458501, + "supported_languages": null + }, + "macro.dbt.make_hook_config": { + "name": "make_hook_config", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.make_hook_config", + "macro_sql": "{% macro make_hook_config(sql, inside_transaction) %}\n {{ tojson({\"sql\": sql, \"transaction\": inside_transaction}) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.458751, + "supported_languages": null + }, + "macro.dbt.before_begin": { + "name": "before_begin", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.before_begin", + "macro_sql": "{% macro before_begin(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_hook_config" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4589062, + "supported_languages": null + }, + "macro.dbt.in_transaction": { + "name": "in_transaction", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.in_transaction", + "macro_sql": "{% macro in_transaction(sql) %}\n {{ make_hook_config(sql, inside_transaction=True) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_hook_config" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.459146, + "supported_languages": null + }, + "macro.dbt.after_commit": { + "name": "after_commit", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.after_commit", + "macro_sql": "{% macro after_commit(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_hook_config" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.459601, + "supported_languages": null + }, + "macro.dbt.set_sql_header": { + "name": "set_sql_header", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/configs.sql", + "original_file_path": "macros/materializations/configs.sql", + "unique_id": "macro.dbt.set_sql_header", + "macro_sql": "{% macro set_sql_header(config) -%}\n {{ config.set('sql_header', caller()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.460144, + "supported_languages": null + }, + "macro.dbt.should_full_refresh": { + "name": "should_full_refresh", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/configs.sql", + "original_file_path": "macros/materializations/configs.sql", + "unique_id": "macro.dbt.should_full_refresh", + "macro_sql": "{% macro should_full_refresh() %}\n {% set config_full_refresh = config.get('full_refresh') %}\n {% if config_full_refresh is none %}\n {% set config_full_refresh = flags.FULL_REFRESH %}\n {% endif %}\n {% do return(config_full_refresh) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.460431, + "supported_languages": null + }, + "macro.dbt.should_store_failures": { + "name": "should_store_failures", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/configs.sql", + "original_file_path": "macros/materializations/configs.sql", + "unique_id": "macro.dbt.should_store_failures", + "macro_sql": "{% macro should_store_failures() %}\n {% set config_store_failures = config.get('store_failures') %}\n {% if config_store_failures is none %}\n {% set config_store_failures = flags.STORE_FAILURES %}\n {% endif %}\n {% do return(config_store_failures) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.460711, + "supported_languages": null + }, + "macro.dbt.snapshot_merge_sql": { + "name": "snapshot_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/snapshot_merge.sql", + "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", + "unique_id": "macro.dbt.snapshot_merge_sql", + "macro_sql": "{% macro snapshot_merge_sql(target, source, insert_cols) -%}\n {{ adapter.dispatch('snapshot_merge_sql', 'dbt')(target, source, insert_cols) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__snapshot_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.461129, + "supported_languages": null + }, + "macro.dbt.default__snapshot_merge_sql": { + "name": "default__snapshot_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/snapshot_merge.sql", + "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", + "unique_id": "macro.dbt.default__snapshot_merge_sql", + "macro_sql": "{% macro default__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on DBT_INTERNAL_SOURCE.dbt_scd_id = DBT_INTERNAL_DEST.dbt_scd_id\n\n when matched\n and DBT_INTERNAL_DEST.dbt_valid_to is null\n and DBT_INTERNAL_SOURCE.dbt_change_type in ('update', 'delete')\n then update\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n\n when not matched\n and DBT_INTERNAL_SOURCE.dbt_change_type = 'insert'\n then insert ({{ insert_cols_csv }})\n values ({{ insert_cols_csv }})\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.46207, + "supported_languages": null + }, + "macro.dbt.strategy_dispatch": { + "name": "strategy_dispatch", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.strategy_dispatch", + "macro_sql": "{% macro strategy_dispatch(name) -%}\n{% set original_name = name %}\n {% if '.' in name %}\n {% set package_name, name = name.split(\".\", 1) %}\n {% else %}\n {% set package_name = none %}\n {% endif %}\n\n {% if package_name is none %}\n {% set package_context = context %}\n {% elif package_name in context %}\n {% set package_context = context[package_name] %}\n {% else %}\n {% set error_msg %}\n Could not find package '{{package_name}}', called with '{{original_name}}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n\n {%- set search_name = 'snapshot_' ~ name ~ '_strategy' -%}\n\n {% if search_name not in package_context %}\n {% set error_msg %}\n The specified strategy macro '{{name}}' was not found in package '{{ package_name }}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n {{ return(package_context[search_name]) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4663649, + "supported_languages": null + }, + "macro.dbt.snapshot_hash_arguments": { + "name": "snapshot_hash_arguments", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_hash_arguments", + "macro_sql": "{% macro snapshot_hash_arguments(args) -%}\n {{ adapter.dispatch('snapshot_hash_arguments', 'dbt')(args) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__snapshot_hash_arguments" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.466774, + "supported_languages": null + }, + "macro.dbt.default__snapshot_hash_arguments": { + "name": "default__snapshot_hash_arguments", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.default__snapshot_hash_arguments", + "macro_sql": "{% macro default__snapshot_hash_arguments(args) -%}\n md5({%- for arg in args -%}\n coalesce(cast({{ arg }} as varchar ), '')\n {% if not loop.last %} || '|' || {% endif %}\n {%- endfor -%})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4670131, + "supported_languages": null + }, + "macro.dbt.snapshot_timestamp_strategy": { + "name": "snapshot_timestamp_strategy", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_timestamp_strategy", + "macro_sql": "{% macro snapshot_timestamp_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set primary_key = config['unique_key'] %}\n {% set updated_at = config['updated_at'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n\n {#/*\n The snapshot relation might not have an {{ updated_at }} value if the\n snapshot strategy is changed from `check` to `timestamp`. We\n should use a dbt-created column for the comparison in the snapshot\n table instead of assuming that the user-supplied {{ updated_at }}\n will be present in the historical data.\n\n See https://github.com/dbt-labs/dbt-core/issues/2350\n */ #}\n {% set row_changed_expr -%}\n ({{ snapshotted_rel }}.dbt_valid_from < {{ current_rel }}.{{ updated_at }})\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.snapshot_hash_arguments" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.467669, + "supported_languages": null + }, + "macro.dbt.snapshot_string_as_time": { + "name": "snapshot_string_as_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_string_as_time", + "macro_sql": "{% macro snapshot_string_as_time(timestamp) -%}\n {{ adapter.dispatch('snapshot_string_as_time', 'dbt')(timestamp) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__snapshot_string_as_time" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.467825, + "supported_languages": null + }, + "macro.dbt.default__snapshot_string_as_time": { + "name": "default__snapshot_string_as_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.default__snapshot_string_as_time", + "macro_sql": "{% macro default__snapshot_string_as_time(timestamp) %}\n {% do exceptions.raise_not_implemented(\n 'snapshot_string_as_time macro not implemented for adapter '+adapter.type()\n ) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.468062, + "supported_languages": null + }, + "macro.dbt.snapshot_check_all_get_existing_columns": { + "name": "snapshot_check_all_get_existing_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_check_all_get_existing_columns", + "macro_sql": "{% macro snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) -%}\n {%- if not target_exists -%}\n {#-- no table yet -> return whatever the query does --#}\n {{ return((false, query_columns)) }}\n {%- endif -%}\n\n {#-- handle any schema changes --#}\n {%- set target_relation = adapter.get_relation(database=node.database, schema=node.schema, identifier=node.alias) -%}\n\n {% if check_cols_config == 'all' %}\n {%- set query_columns = get_columns_in_query(node['compiled_code']) -%}\n\n {% elif check_cols_config is iterable and (check_cols_config | length) > 0 %}\n {#-- query for proper casing/quoting, to support comparison below --#}\n {%- set select_check_cols_from_target -%}\n {#-- N.B. The whitespace below is necessary to avoid edge case issue with comments --#}\n {#-- See: https://github.com/dbt-labs/dbt-core/issues/6781 --#}\n select {{ check_cols_config | join(', ') }} from (\n {{ node['compiled_code'] }}\n ) subq\n {%- endset -%}\n {% set query_columns = get_columns_in_query(select_check_cols_from_target) %}\n\n {% else %}\n {% do exceptions.raise_compiler_error(\"Invalid value for 'check_cols': \" ~ check_cols_config) %}\n {% endif %}\n\n {%- set existing_cols = adapter.get_columns_in_relation(target_relation) | map(attribute = 'name') | list -%}\n {%- set ns = namespace() -%} {#-- handle for-loop scoping with a namespace --#}\n {%- set ns.column_added = false -%}\n\n {%- set intersection = [] -%}\n {%- for col in query_columns -%}\n {%- if col in existing_cols -%}\n {%- do intersection.append(adapter.quote(col)) -%}\n {%- else -%}\n {% set ns.column_added = true %}\n {%- endif -%}\n {%- endfor -%}\n {{ return((ns.column_added, intersection)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_columns_in_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4699268, + "supported_languages": null + }, + "macro.dbt.snapshot_check_strategy": { + "name": "snapshot_check_strategy", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_check_strategy", + "macro_sql": "{% macro snapshot_check_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set check_cols_config = config['check_cols'] %}\n {% set primary_key = config['unique_key'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n {% set updated_at = config.get('updated_at', snapshot_get_time()) %}\n\n {% set column_added = false %}\n\n {% set column_added, check_cols = snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) %}\n\n {%- set row_changed_expr -%}\n (\n {%- if column_added -%}\n {{ get_true_sql() }}\n {%- else -%}\n {%- for col in check_cols -%}\n {{ snapshotted_rel }}.{{ col }} != {{ current_rel }}.{{ col }}\n or\n (\n (({{ snapshotted_rel }}.{{ col }} is null) and not ({{ current_rel }}.{{ col }} is null))\n or\n ((not {{ snapshotted_rel }}.{{ col }} is null) and ({{ current_rel }}.{{ col }} is null))\n )\n {%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n {%- endif -%}\n )\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.snapshot_get_time", + "macro.dbt.snapshot_check_all_get_existing_columns", + "macro.dbt.get_true_sql", + "macro.dbt.snapshot_hash_arguments" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.47153, + "supported_languages": null + }, + "macro.dbt.create_columns": { + "name": "create_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.create_columns", + "macro_sql": "{% macro create_columns(relation, columns) %}\n {{ adapter.dispatch('create_columns', 'dbt')(relation, columns) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4760451, + "supported_languages": null + }, + "macro.dbt.default__create_columns": { + "name": "default__create_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__create_columns", + "macro_sql": "{% macro default__create_columns(relation, columns) %}\n {% for column in columns %}\n {% call statement() %}\n alter table {{ relation }} add column \"{{ column.name }}\" {{ column.data_type }};\n {% endcall %}\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476317, + "supported_languages": null + }, + "macro.dbt.post_snapshot": { + "name": "post_snapshot", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.post_snapshot", + "macro_sql": "{% macro post_snapshot(staging_relation) %}\n {{ adapter.dispatch('post_snapshot', 'dbt')(staging_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__post_snapshot" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476471, + "supported_languages": null + }, + "macro.dbt.default__post_snapshot": { + "name": "default__post_snapshot", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__post_snapshot", + "macro_sql": "{% macro default__post_snapshot(staging_relation) %}\n {# no-op #}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476558, + "supported_languages": null + }, + "macro.dbt.get_true_sql": { + "name": "get_true_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.get_true_sql", + "macro_sql": "{% macro get_true_sql() %}\n {{ adapter.dispatch('get_true_sql', 'dbt')() }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_true_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4766889, + "supported_languages": null + }, + "macro.dbt.default__get_true_sql": { + "name": "default__get_true_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__get_true_sql", + "macro_sql": "{% macro default__get_true_sql() %}\n {{ return('TRUE') }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4767969, + "supported_languages": null + }, + "macro.dbt.snapshot_staging_table": { + "name": "snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.snapshot_staging_table", + "macro_sql": "{% macro snapshot_staging_table(strategy, source_sql, target_relation) -%}\n {{ adapter.dispatch('snapshot_staging_table', 'dbt')(strategy, source_sql, target_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__snapshot_staging_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476979, + "supported_languages": null + }, + "macro.dbt.default__snapshot_staging_table": { + "name": "default__snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__snapshot_staging_table", + "macro_sql": "{% macro default__snapshot_staging_table(strategy, source_sql, target_relation) -%}\n\n with snapshot_query as (\n\n {{ source_sql }}\n\n ),\n\n snapshotted_data as (\n\n select *,\n {{ strategy.unique_key }} as dbt_unique_key\n\n from {{ target_relation }}\n where dbt_valid_to is null\n\n ),\n\n insertions_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to,\n {{ strategy.scd_id }} as dbt_scd_id\n\n from snapshot_query\n ),\n\n updates_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n {{ strategy.updated_at }} as dbt_valid_to\n\n from snapshot_query\n ),\n\n {%- if strategy.invalidate_hard_deletes %}\n\n deletes_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key\n from snapshot_query\n ),\n {% endif %}\n\n insertions as (\n\n select\n 'insert' as dbt_change_type,\n source_data.*\n\n from insertions_source_data as source_data\n left outer join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where snapshotted_data.dbt_unique_key is null\n or (\n snapshotted_data.dbt_unique_key is not null\n and (\n {{ strategy.row_changed }}\n )\n )\n\n ),\n\n updates as (\n\n select\n 'update' as dbt_change_type,\n source_data.*,\n snapshotted_data.dbt_scd_id\n\n from updates_source_data as source_data\n join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where (\n {{ strategy.row_changed }}\n )\n )\n\n {%- if strategy.invalidate_hard_deletes -%}\n ,\n\n deletes as (\n\n select\n 'delete' as dbt_change_type,\n source_data.*,\n {{ snapshot_get_time() }} as dbt_valid_from,\n {{ snapshot_get_time() }} as dbt_updated_at,\n {{ snapshot_get_time() }} as dbt_valid_to,\n snapshotted_data.dbt_scd_id\n\n from snapshotted_data\n left join deletes_source_data as source_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where source_data.dbt_unique_key is null\n )\n {%- endif %}\n\n select * from insertions\n union all\n select * from updates\n {%- if strategy.invalidate_hard_deletes %}\n union all\n select * from deletes\n {%- endif %}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.snapshot_get_time" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.477767, + "supported_languages": null + }, + "macro.dbt.build_snapshot_table": { + "name": "build_snapshot_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.build_snapshot_table", + "macro_sql": "{% macro build_snapshot_table(strategy, sql) -%}\n {{ adapter.dispatch('build_snapshot_table', 'dbt')(strategy, sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__build_snapshot_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.477945, + "supported_languages": null + }, + "macro.dbt.default__build_snapshot_table": { + "name": "default__build_snapshot_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__build_snapshot_table", + "macro_sql": "{% macro default__build_snapshot_table(strategy, sql) %}\n\n select *,\n {{ strategy.scd_id }} as dbt_scd_id,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to\n from (\n {{ sql }}\n ) sbq\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.478165, + "supported_languages": null + }, + "macro.dbt.build_snapshot_staging_table": { + "name": "build_snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.build_snapshot_staging_table", + "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(True, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_temp_relation", + "macro.dbt.snapshot_staging_table", + "macro.dbt.statement", + "macro.dbt.create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4785438, + "supported_languages": null + }, + "macro.dbt.materialization_snapshot_default": { + "name": "materialization_snapshot_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/snapshot.sql", + "original_file_path": "macros/materializations/snapshots/snapshot.sql", + "unique_id": "macro.dbt.materialization_snapshot_default", + "macro_sql": "{% materialization snapshot, default %}\n {%- set config = model['config'] -%}\n\n {%- set target_table = model.get('alias', model.get('name')) -%}\n\n {%- set strategy_name = config.get('strategy') -%}\n {%- set unique_key = config.get('unique_key') %}\n -- grab current tables grants config for comparision later on\n {%- set grant_config = config.get('grants') -%}\n\n {% set target_relation_exists, target_relation = get_or_create_relation(\n database=model.database,\n schema=model.schema,\n identifier=target_table,\n type='table') -%}\n\n {%- if not target_relation.is_table -%}\n {% do exceptions.relation_wrong_type(target_relation, 'table') %}\n {%- endif -%}\n\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set strategy_macro = strategy_dispatch(strategy_name) %}\n {% set strategy = strategy_macro(model, \"snapshotted_data\", \"source_data\", config, target_relation_exists) %}\n\n {% if not target_relation_exists %}\n\n {% set build_sql = build_snapshot_table(strategy, model['compiled_code']) %}\n {% set final_sql = create_table_as(False, target_relation, build_sql) %}\n\n {% else %}\n\n {{ adapter.valid_snapshot_target(target_relation) }}\n\n {% set staging_table = build_snapshot_staging_table(strategy, sql, target_relation) %}\n\n -- this may no-op if the database does not require column expansion\n {% do adapter.expand_target_column_types(from_relation=staging_table,\n to_relation=target_relation) %}\n\n {% set missing_columns = adapter.get_missing_columns(staging_table, target_relation)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% do create_columns(target_relation, missing_columns) %}\n\n {% set source_columns = adapter.get_columns_in_relation(staging_table)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% set quoted_source_columns = [] %}\n {% for column in source_columns %}\n {% do quoted_source_columns.append(adapter.quote(column.name)) %}\n {% endfor %}\n\n {% set final_sql = snapshot_merge_sql(\n target = target_relation,\n source = staging_table,\n insert_cols = quoted_source_columns\n )\n %}\n\n {% endif %}\n\n {% call statement('main') %}\n {{ final_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(target_relation_exists, full_refresh_mode=False) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if not target_relation_exists %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {% if staging_table is defined %}\n {% do post_snapshot(staging_table) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.get_or_create_relation", + "macro.dbt.run_hooks", + "macro.dbt.strategy_dispatch", + "macro.dbt.build_snapshot_table", + "macro.dbt.create_table_as", + "macro.dbt.build_snapshot_staging_table", + "macro.dbt.create_columns", + "macro.dbt.snapshot_merge_sql", + "macro.dbt.statement", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes", + "macro.dbt.post_snapshot" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.48448, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_test_default": { + "name": "materialization_test_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/test.sql", + "original_file_path": "macros/materializations/tests/test.sql", + "unique_id": "macro.dbt.materialization_test_default", + "macro_sql": "{%- materialization test, default -%}\n\n {% set relations = [] %}\n\n {% if should_store_failures() %}\n\n {% set identifier = model['alias'] %}\n {% set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% set store_failures_as = config.get('store_failures_as') %}\n -- if `--store-failures` is invoked via command line and `store_failures_as` is not set,\n -- config.get('store_failures_as', 'table') returns None, not 'table'\n {% if store_failures_as == none %}{% set store_failures_as = 'table' %}{% endif %}\n {% if store_failures_as not in ['table', 'view'] %}\n {{ exceptions.raise_compiler_error(\n \"'\" ~ store_failures_as ~ \"' is not a valid value for `store_failures_as`. \"\n \"Accepted values are: ['ephemeral', 'table', 'view']\"\n ) }}\n {% endif %}\n\n {% set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database, type=store_failures_as) -%} %}\n\n {% if old_relation %}\n {% do adapter.drop_relation(old_relation) %}\n {% endif %}\n\n {% call statement(auto_begin=True) %}\n {{ get_create_sql(target_relation, sql) }}\n {% endcall %}\n\n {% do relations.append(target_relation) %}\n\n {% set main_sql %}\n select *\n from {{ target_relation }}\n {% endset %}\n\n {{ adapter.commit() }}\n\n {% else %}\n\n {% set main_sql = sql %}\n\n {% endif %}\n\n {% set limit = config.get('limit') %}\n {% set fail_calc = config.get('fail_calc') %}\n {% set warn_if = config.get('warn_if') %}\n {% set error_if = config.get('error_if') %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ get_test_sql(main_sql, fail_calc, warn_if, error_if, limit)}}\n\n {%- endcall %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.should_store_failures", + "macro.dbt.statement", + "macro.dbt.get_create_sql", + "macro.dbt.get_test_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.486943, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.get_test_sql": { + "name": "get_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.get_test_sql", + "macro_sql": "{% macro get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n {{ adapter.dispatch('get_test_sql', 'dbt')(main_sql, fail_calc, warn_if, error_if, limit) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_test_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.487975, + "supported_languages": null + }, + "macro.dbt.default__get_test_sql": { + "name": "default__get_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.default__get_test_sql", + "macro_sql": "{% macro default__get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n select\n {{ fail_calc }} as failures,\n {{ fail_calc }} {{ warn_if }} as should_warn,\n {{ fail_calc }} {{ error_if }} as should_error\n from (\n {{ main_sql }}\n {{ \"limit \" ~ limit if limit != none }}\n ) dbt_internal_test\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.488236, + "supported_languages": null + }, + "macro.dbt.get_unit_test_sql": { + "name": "get_unit_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.get_unit_test_sql", + "macro_sql": "{% macro get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n {{ adapter.dispatch('get_unit_test_sql', 'dbt')(main_sql, expected_fixture_sql, expected_column_names) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_unit_test_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.488418, + "supported_languages": null + }, + "macro.dbt.default__get_unit_test_sql": { + "name": "default__get_unit_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.default__get_unit_test_sql", + "macro_sql": "{% macro default__get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n-- Build actual result given inputs\nwith dbt_internal_unit_test_actual as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%},{% endif %}{%- endfor -%}, {{ dbt.string_literal(\"actual\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ main_sql }}\n ) _dbt_internal_unit_test_actual\n),\n-- Build expected result\ndbt_internal_unit_test_expected as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%}, {% endif %}{%- endfor -%}, {{ dbt.string_literal(\"expected\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ expected_fixture_sql }}\n ) _dbt_internal_unit_test_expected\n)\n-- Union actual and expected results\nselect * from dbt_internal_unit_test_actual\nunion all\nselect * from dbt_internal_unit_test_expected\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.string_literal" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4889312, + "supported_languages": null + }, + "macro.dbt.get_where_subquery": { + "name": "get_where_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/where_subquery.sql", + "original_file_path": "macros/materializations/tests/where_subquery.sql", + "unique_id": "macro.dbt.get_where_subquery", + "macro_sql": "{% macro get_where_subquery(relation) -%}\n {% do return(adapter.dispatch('get_where_subquery', 'dbt')(relation)) %}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_where_subquery" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.489258, + "supported_languages": null + }, + "macro.dbt.default__get_where_subquery": { + "name": "default__get_where_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/where_subquery.sql", + "original_file_path": "macros/materializations/tests/where_subquery.sql", + "unique_id": "macro.dbt.default__get_where_subquery", + "macro_sql": "{% macro default__get_where_subquery(relation) -%}\n {% set where = config.get('where', '') %}\n {% if where %}\n {%- set filtered -%}\n (select * from {{ relation }} where {{ where }}) dbt_subquery\n {%- endset -%}\n {% do return(filtered) %}\n {%- else -%}\n {% do return(relation) %}\n {%- endif -%}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.489585, + "supported_languages": null + }, + "macro.dbt.materialization_unit_default": { + "name": "materialization_unit_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/unit.sql", + "original_file_path": "macros/materializations/tests/unit.sql", + "unique_id": "macro.dbt.materialization_unit_default", + "macro_sql": "{%- materialization unit, default -%}\n\n {% set relations = [] %}\n\n {% set expected_rows = config.get('expected_rows') %}\n {% set expected_sql = config.get('expected_sql') %}\n {% set tested_expected_column_names = expected_rows[0].keys() if (expected_rows | length ) > 0 else get_columns_in_query(sql) %} %}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {% do run_query(get_create_table_as_sql(True, temp_relation, get_empty_subquery_sql(sql))) %}\n {%- set columns_in_relation = adapter.get_columns_in_relation(temp_relation) -%}\n {%- set column_name_to_data_types = {} -%}\n {%- for column in columns_in_relation -%}\n {%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n {%- endfor -%}\n\n {% if not expected_sql %}\n {% set expected_sql = get_expected_sql(expected_rows, column_name_to_data_types) %}\n {% endif %}\n {% set unit_test_sql = get_unit_test_sql(sql, expected_sql, tested_expected_column_names) %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ unit_test_sql }}\n\n {%- endcall %}\n\n {% do adapter.drop_relation(temp_relation) %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.get_columns_in_query", + "macro.dbt.make_temp_relation", + "macro.dbt.run_query", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.get_empty_subquery_sql", + "macro.dbt.get_expected_sql", + "macro.dbt.get_unit_test_sql", + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.491332, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_materialized_view_default": { + "name": "materialization_materialized_view_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialization_materialized_view_default", + "macro_sql": "{% materialization materialized_view, default %}\n {% set existing_relation = load_cached_relation(this) %}\n {% set target_relation = this.incorporate(type=this.MaterializedView) %}\n {% set intermediate_relation = make_intermediate_relation(target_relation) %}\n {% set backup_relation_type = target_relation.MaterializedView if existing_relation is none else existing_relation.type %}\n {% set backup_relation = make_backup_relation(target_relation, backup_relation_type) %}\n\n {{ materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) }}\n\n {% set build_sql = materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% if build_sql == '' %}\n {{ materialized_view_execute_no_op(target_relation) }}\n {% else %}\n {{ materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) }}\n {% endif %}\n\n {{ materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.materialized_view_setup", + "macro.dbt.materialized_view_get_build_sql", + "macro.dbt.materialized_view_execute_no_op", + "macro.dbt.materialized_view_execute_build_sql", + "macro.dbt.materialized_view_teardown" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4960058, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialized_view_setup": { + "name": "materialized_view_setup", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_setup", + "macro_sql": "{% macro materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) %}\n\n -- backup_relation and intermediate_relation should not already exist in the database\n -- it's possible these exist because of a previous run that exited unexpectedly\n {% set preexisting_backup_relation = load_cached_relation(backup_relation) %}\n {% set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4963589, + "supported_languages": null + }, + "macro.dbt.materialized_view_teardown": { + "name": "materialized_view_teardown", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_teardown", + "macro_sql": "{% macro materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) %}\n\n -- drop the temp relations if they exist to leave the database clean for the next run\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(intermediate_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.496583, + "supported_languages": null + }, + "macro.dbt.materialized_view_get_build_sql": { + "name": "materialized_view_get_build_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_get_build_sql", + "macro_sql": "{% macro materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% set full_refresh_mode = should_full_refresh() %}\n\n -- determine the scenario we're in: create, full_refresh, alter, refresh data\n {% if existing_relation is none %}\n {% set build_sql = get_create_materialized_view_as_sql(target_relation, sql) %}\n {% elif full_refresh_mode or not existing_relation.is_materialized_view %}\n {% set build_sql = get_replace_sql(existing_relation, target_relation, sql) %}\n {% else %}\n\n -- get config options\n {% set on_configuration_change = config.get('on_configuration_change') %}\n {% set configuration_changes = get_materialized_view_configuration_changes(existing_relation, config) %}\n\n {% if configuration_changes is none %}\n {% set build_sql = refresh_materialized_view(target_relation) %}\n\n {% elif on_configuration_change == 'apply' %}\n {% set build_sql = get_alter_materialized_view_as_sql(target_relation, configuration_changes, sql, existing_relation, backup_relation, intermediate_relation) %}\n {% elif on_configuration_change == 'continue' %}\n {% set build_sql = '' %}\n {{ exceptions.warn(\"Configuration changes were identified and `on_configuration_change` was set to `continue` for `\" ~ target_relation ~ \"`\") }}\n {% elif on_configuration_change == 'fail' %}\n {{ exceptions.raise_fail_fast_error(\"Configuration changes were identified and `on_configuration_change` was set to `fail` for `\" ~ target_relation ~ \"`\") }}\n\n {% else %}\n -- this only happens if the user provides a value other than `apply`, 'skip', 'fail'\n {{ exceptions.raise_compiler_error(\"Unexpected configuration scenario\") }}\n\n {% endif %}\n\n {% endif %}\n\n {% do return(build_sql) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.should_full_refresh", + "macro.dbt.get_create_materialized_view_as_sql", + "macro.dbt.get_replace_sql", + "macro.dbt.get_materialized_view_configuration_changes", + "macro.dbt.refresh_materialized_view", + "macro.dbt.get_alter_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.497895, + "supported_languages": null + }, + "macro.dbt.materialized_view_execute_no_op": { + "name": "materialized_view_execute_no_op", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_execute_no_op", + "macro_sql": "{% macro materialized_view_execute_no_op(target_relation) %}\n {% do store_raw_result(\n name=\"main\",\n message=\"skip \" ~ target_relation,\n code=\"skip\",\n rows_affected=\"-1\"\n ) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4982002, + "supported_languages": null + }, + "macro.dbt.materialized_view_execute_build_sql": { + "name": "materialized_view_execute_build_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_execute_build_sql", + "macro_sql": "{% macro materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) %}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set grant_config = config.get('grants') %}\n\n {% call statement(name=\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.498802, + "supported_languages": null + }, + "macro.dbt.materialization_view_default": { + "name": "materialization_view_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/view.sql", + "original_file_path": "macros/materializations/models/view.sql", + "unique_id": "macro.dbt.materialization_view_default", + "macro_sql": "{%- materialization view, default -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='view') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n This relation (probably) doesn't exist yet. If it does exist, it's a leftover from\n a previous run, and we're going to try to drop it immediately. At the end of this\n materialization, we're going to rename the \"existing_relation\" to this identifier,\n and then we're going to drop it. In order to make sure we run the correct one of:\n - drop view ...\n - drop table ...\n\n We need to set the type of this relation to be the type of the existing_relation, if it exists,\n or else \"view\" as a sane default if it does not. Note that if the existing_relation does not\n exist, then there is nothing to move out of the way and subsequentally drop. In that case,\n this relation will be effectively unused.\n */\n {%- set backup_relation_type = 'view' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n -- move the existing view out of the way\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.run_hooks", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.statement", + "macro.dbt.get_create_view_as_sql", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.501663, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_table_default": { + "name": "materialization_table_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/table.sql", + "original_file_path": "macros/materializations/models/table.sql", + "unique_id": "macro.dbt.materialization_table_default", + "macro_sql": "{% materialization table, default %}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_table_as_sql(False, intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.create_indexes", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5046, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.get_quoted_csv": { + "name": "get_quoted_csv", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.get_quoted_csv", + "macro_sql": "{% macro get_quoted_csv(column_names) %}\n\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote(col)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.506144, + "supported_languages": null + }, + "macro.dbt.diff_columns": { + "name": "diff_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.diff_columns", + "macro_sql": "{% macro diff_columns(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% set source_names = source_columns | map(attribute = 'column') | list %}\n {% set target_names = target_columns | map(attribute = 'column') | list %}\n\n {# --check whether the name attribute exists in the target - this does not perform a data type check #}\n {% for sc in source_columns %}\n {% if sc.name not in target_names %}\n {{ result.append(sc) }}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5066829, + "supported_languages": null + }, + "macro.dbt.diff_column_data_types": { + "name": "diff_column_data_types", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.diff_column_data_types", + "macro_sql": "{% macro diff_column_data_types(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% for sc in source_columns %}\n {% set tc = target_columns | selectattr(\"name\", \"equalto\", sc.name) | list | first %}\n {% if tc %}\n {% if sc.data_type != tc.data_type and not sc.can_expand_to(other_column=tc) %}\n {{ result.append( { 'column_name': tc.name, 'new_type': sc.data_type } ) }}\n {% endif %}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5073678, + "supported_languages": null + }, + "macro.dbt.get_merge_update_columns": { + "name": "get_merge_update_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.get_merge_update_columns", + "macro_sql": "{% macro get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {{ return(adapter.dispatch('get_merge_update_columns', 'dbt')(merge_update_columns, merge_exclude_columns, dest_columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_merge_update_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.507602, + "supported_languages": null + }, + "macro.dbt.default__get_merge_update_columns": { + "name": "default__get_merge_update_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.default__get_merge_update_columns", + "macro_sql": "{% macro default__get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {%- set default_cols = dest_columns | map(attribute=\"quoted\") | list -%}\n\n {%- if merge_update_columns and merge_exclude_columns -%}\n {{ exceptions.raise_compiler_error(\n 'Model cannot specify merge_update_columns and merge_exclude_columns. Please update model to use only one config'\n )}}\n {%- elif merge_update_columns -%}\n {%- set update_columns = merge_update_columns -%}\n {%- elif merge_exclude_columns -%}\n {%- set update_columns = [] -%}\n {%- for column in dest_columns -%}\n {% if column.column | lower not in merge_exclude_columns | map(\"lower\") | list %}\n {%- do update_columns.append(column.quoted) -%}\n {% endif %}\n {%- endfor -%}\n {%- else -%}\n {%- set update_columns = default_cols -%}\n {%- endif -%}\n\n {{ return(update_columns) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5082371, + "supported_languages": null + }, + "macro.dbt.get_merge_sql": { + "name": "get_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.get_merge_sql", + "macro_sql": "{% macro get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n -- back compat for old kwarg name\n {% set incremental_predicates = kwargs.get('predicates', incremental_predicates) %}\n {{ adapter.dispatch('get_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.514847, + "supported_languages": null + }, + "macro.dbt.default__get_merge_sql": { + "name": "default__get_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.default__get_merge_sql", + "macro_sql": "{% macro default__get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n {%- set predicates = [] if incremental_predicates is none else [] + incremental_predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set merge_update_columns = config.get('merge_update_columns') -%}\n {%- set merge_exclude_columns = config.get('merge_exclude_columns') -%}\n {%- set update_columns = get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not mapping and unique_key is not string %}\n {% for key in unique_key %}\n {% set this_key_match %}\n DBT_INTERNAL_SOURCE.{{ key }} = DBT_INTERNAL_DEST.{{ key }}\n {% endset %}\n {% do predicates.append(this_key_match) %}\n {% endfor %}\n {% else %}\n {% set unique_key_match %}\n DBT_INTERNAL_SOURCE.{{ unique_key }} = DBT_INTERNAL_DEST.{{ unique_key }}\n {% endset %}\n {% do predicates.append(unique_key_match) %}\n {% endif %}\n {% else %}\n {% do predicates.append('FALSE') %}\n {% endif %}\n\n {{ sql_header if sql_header is not none }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on {{\"(\" ~ predicates | join(\") and (\") ~ \")\"}}\n\n {% if unique_key %}\n when matched then update set\n {% for column_name in update_columns -%}\n {{ column_name }} = DBT_INTERNAL_SOURCE.{{ column_name }}\n {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n {% endif %}\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv", + "macro.dbt.get_merge_update_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5165172, + "supported_languages": null + }, + "macro.dbt.get_delete_insert_merge_sql": { + "name": "get_delete_insert_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.get_delete_insert_merge_sql", + "macro_sql": "{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n {{ adapter.dispatch('get_delete_insert_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.516791, + "supported_languages": null + }, + "macro.dbt.default__get_delete_insert_merge_sql": { + "name": "default__get_delete_insert_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.default__get_delete_insert_merge_sql", + "macro_sql": "{% macro default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }}\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = {{ target }}.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5176718, + "supported_languages": null + }, + "macro.dbt.get_insert_overwrite_merge_sql": { + "name": "get_insert_overwrite_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.get_insert_overwrite_merge_sql", + "macro_sql": "{% macro get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header=false) -%}\n {{ adapter.dispatch('get_insert_overwrite_merge_sql', 'dbt')(target, source, dest_columns, predicates, include_sql_header) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_insert_overwrite_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.517919, + "supported_languages": null + }, + "macro.dbt.default__get_insert_overwrite_merge_sql": { + "name": "default__get_insert_overwrite_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.default__get_insert_overwrite_merge_sql", + "macro_sql": "{% macro default__get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header) -%}\n {#-- The only time include_sql_header is True: --#}\n {#-- BigQuery + insert_overwrite strategy + \"static\" partitions config --#}\n {#-- We should consider including the sql header at the materialization level instead --#}\n\n {%- set predicates = [] if predicates is none else [] + predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none and include_sql_header }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on FALSE\n\n when not matched by source\n {% if predicates %} and {{ predicates | join(' and ') }} {% endif %}\n then delete\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.518493, + "supported_languages": null + }, + "macro.dbt.is_incremental": { + "name": "is_incremental", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/is_incremental.sql", + "original_file_path": "macros/materializations/models/incremental/is_incremental.sql", + "unique_id": "macro.dbt.is_incremental", + "macro_sql": "{% macro is_incremental() %}\n {#-- do not run introspective queries in parsing #}\n {% if not execute %}\n {{ return(False) }}\n {% else %}\n {% set relation = adapter.get_relation(this.database, this.schema, this.table) %}\n {{ return(relation is not none\n and relation.type == 'table'\n and model.config.materialized == 'incremental'\n and not should_full_refresh()) }}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.should_full_refresh" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.519082, + "supported_languages": null + }, + "macro.dbt.get_incremental_append_sql": { + "name": "get_incremental_append_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_append_sql", + "macro_sql": "{% macro get_incremental_append_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_append_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_append_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.519902, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_append_sql": { + "name": "default__get_incremental_append_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_append_sql", + "macro_sql": "{% macro default__get_incremental_append_sql(arg_dict) %}\n\n {% do return(get_insert_into_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_insert_into_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.520115, + "supported_languages": null + }, + "macro.dbt.get_incremental_delete_insert_sql": { + "name": "get_incremental_delete_insert_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_delete_insert_sql", + "macro_sql": "{% macro get_incremental_delete_insert_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_delete_insert_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_delete_insert_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.520279, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_delete_insert_sql": { + "name": "default__get_incremental_delete_insert_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_delete_insert_sql", + "macro_sql": "{% macro default__get_incremental_delete_insert_sql(arg_dict) %}\n\n {% do return(get_delete_insert_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_delete_insert_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5205388, + "supported_languages": null + }, + "macro.dbt.get_incremental_merge_sql": { + "name": "get_incremental_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_merge_sql", + "macro_sql": "{% macro get_incremental_merge_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_merge_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5207071, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_merge_sql": { + "name": "default__get_incremental_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_merge_sql", + "macro_sql": "{% macro default__get_incremental_merge_sql(arg_dict) %}\n\n {% do return(get_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.520973, + "supported_languages": null + }, + "macro.dbt.get_incremental_insert_overwrite_sql": { + "name": "get_incremental_insert_overwrite_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_insert_overwrite_sql", + "macro_sql": "{% macro get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_insert_overwrite_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_insert_overwrite_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.521295, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_insert_overwrite_sql": { + "name": "default__get_incremental_insert_overwrite_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_insert_overwrite_sql", + "macro_sql": "{% macro default__get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {% do return(get_insert_overwrite_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_insert_overwrite_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.522431, + "supported_languages": null + }, + "macro.dbt.get_incremental_default_sql": { + "name": "get_incremental_default_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_default_sql", + "macro_sql": "{% macro get_incremental_default_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_default_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_incremental_default_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.523007, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_default_sql": { + "name": "default__get_incremental_default_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_default_sql", + "macro_sql": "{% macro default__get_incremental_default_sql(arg_dict) %}\n\n {% do return(get_incremental_append_sql(arg_dict)) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_incremental_append_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.523458, + "supported_languages": null + }, + "macro.dbt.get_insert_into_sql": { + "name": "get_insert_into_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_insert_into_sql", + "macro_sql": "{% macro get_insert_into_sql(target_relation, temp_relation, dest_columns) %}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n insert into {{ target_relation }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ temp_relation }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.523917, + "supported_languages": null + }, + "macro.dbt.materialization_incremental_default": { + "name": "materialization_incremental_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/incremental.sql", + "original_file_path": "macros/materializations/models/incremental/incremental.sql", + "unique_id": "macro.dbt.materialization_incremental_default", + "macro_sql": "{% materialization incremental, default -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = get_create_table_as_sql(False, target_relation, sql) %}\n {% elif full_refresh_mode %}\n {% set build_sql = get_create_table_as_sql(False, intermediate_relation, sql) %}\n {% set need_swap = true %}\n {% else %}\n {% do run_query(get_create_table_as_sql(True, temp_relation, sql)) %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n\n {% endif %}\n\n {% call statement(\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_temp_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.should_full_refresh", + "macro.dbt.incremental_validate_on_schema_change", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.run_query", + "macro.dbt.process_schema_changes", + "macro.dbt.statement", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.528948, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.incremental_validate_on_schema_change": { + "name": "incremental_validate_on_schema_change", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.incremental_validate_on_schema_change", + "macro_sql": "{% macro incremental_validate_on_schema_change(on_schema_change, default='ignore') %}\n\n {% if on_schema_change not in ['sync_all_columns', 'append_new_columns', 'fail', 'ignore'] %}\n\n {% set log_message = 'Invalid value for on_schema_change (%s) specified. Setting default value of %s.' % (on_schema_change, default) %}\n {% do log(log_message) %}\n\n {{ return(default) }}\n\n {% else %}\n\n {{ return(on_schema_change) }}\n\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.534081, + "supported_languages": null + }, + "macro.dbt.check_for_schema_changes": { + "name": "check_for_schema_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.check_for_schema_changes", + "macro_sql": "{% macro check_for_schema_changes(source_relation, target_relation) %}\n\n {% set schema_changed = False %}\n\n {%- set source_columns = adapter.get_columns_in_relation(source_relation) -%}\n {%- set target_columns = adapter.get_columns_in_relation(target_relation) -%}\n {%- set source_not_in_target = diff_columns(source_columns, target_columns) -%}\n {%- set target_not_in_source = diff_columns(target_columns, source_columns) -%}\n\n {% set new_target_types = diff_column_data_types(source_columns, target_columns) %}\n\n {% if source_not_in_target != [] %}\n {% set schema_changed = True %}\n {% elif target_not_in_source != [] or new_target_types != [] %}\n {% set schema_changed = True %}\n {% elif new_target_types != [] %}\n {% set schema_changed = True %}\n {% endif %}\n\n {% set changes_dict = {\n 'schema_changed': schema_changed,\n 'source_not_in_target': source_not_in_target,\n 'target_not_in_source': target_not_in_source,\n 'source_columns': source_columns,\n 'target_columns': target_columns,\n 'new_target_types': new_target_types\n } %}\n\n {% set msg %}\n In {{ target_relation }}:\n Schema changed: {{ schema_changed }}\n Source columns not in target: {{ source_not_in_target }}\n Target columns not in source: {{ target_not_in_source }}\n New column types: {{ new_target_types }}\n {% endset %}\n\n {% do log(msg) %}\n\n {{ return(changes_dict) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.diff_columns", + "macro.dbt.diff_column_data_types" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5354052, + "supported_languages": null + }, + "macro.dbt.sync_column_schemas": { + "name": "sync_column_schemas", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.sync_column_schemas", + "macro_sql": "{% macro sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {%- set add_to_target_arr = schema_changes_dict['source_not_in_target'] -%}\n\n {%- if on_schema_change == 'append_new_columns'-%}\n {%- if add_to_target_arr | length > 0 -%}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, none) -%}\n {%- endif -%}\n\n {% elif on_schema_change == 'sync_all_columns' %}\n {%- set remove_from_target_arr = schema_changes_dict['target_not_in_source'] -%}\n {%- set new_target_types = schema_changes_dict['new_target_types'] -%}\n\n {% if add_to_target_arr | length > 0 or remove_from_target_arr | length > 0 %}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, remove_from_target_arr) -%}\n {% endif %}\n\n {% if new_target_types != [] %}\n {% for ntt in new_target_types %}\n {% set column_name = ntt['column_name'] %}\n {% set new_type = ntt['new_type'] %}\n {% do alter_column_type(target_relation, column_name, new_type) %}\n {% endfor %}\n {% endif %}\n\n {% endif %}\n\n {% set schema_change_message %}\n In {{ target_relation }}:\n Schema change approach: {{ on_schema_change }}\n Columns added: {{ add_to_target_arr }}\n Columns removed: {{ remove_from_target_arr }}\n Data types changed: {{ new_target_types }}\n {% endset %}\n\n {% do log(schema_change_message) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.alter_relation_add_remove_columns", + "macro.dbt.alter_column_type" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.536468, + "supported_languages": null + }, + "macro.dbt.process_schema_changes": { + "name": "process_schema_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.process_schema_changes", + "macro_sql": "{% macro process_schema_changes(on_schema_change, source_relation, target_relation) %}\n\n {% if on_schema_change == 'ignore' %}\n\n {{ return({}) }}\n\n {% else %}\n\n {% set schema_changes_dict = check_for_schema_changes(source_relation, target_relation) %}\n\n {% if schema_changes_dict['schema_changed'] %}\n\n {% if on_schema_change == 'fail' %}\n\n {% set fail_msg %}\n The source and target schemas on this incremental model are out of sync!\n They can be reconciled in several ways:\n - set the `on_schema_change` config to either append_new_columns or sync_all_columns, depending on your situation.\n - Re-run the incremental model with `full_refresh: True` to update the target schema.\n - update the schema manually and re-run the process.\n\n Additional troubleshooting context:\n Source columns not in target: {{ schema_changes_dict['source_not_in_target'] }}\n Target columns not in source: {{ schema_changes_dict['target_not_in_source'] }}\n New column types: {{ schema_changes_dict['new_target_types'] }}\n {% endset %}\n\n {% do exceptions.raise_compiler_error(fail_msg) %}\n\n {# -- unless we ignore, run the sync operation per the config #}\n {% else %}\n\n {% do sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {% endif %}\n\n {% endif %}\n\n {{ return(schema_changes_dict['source_columns']) }}\n\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.check_for_schema_changes", + "macro.dbt.sync_column_schemas" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.537212, + "supported_languages": null + }, + "macro.dbt.can_clone_table": { + "name": "can_clone_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/can_clone_table.sql", + "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", + "unique_id": "macro.dbt.can_clone_table", + "macro_sql": "{% macro can_clone_table() %}\n {{ return(adapter.dispatch('can_clone_table', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__can_clone_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.537436, + "supported_languages": null + }, + "macro.dbt.default__can_clone_table": { + "name": "default__can_clone_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/can_clone_table.sql", + "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", + "unique_id": "macro.dbt.default__can_clone_table", + "macro_sql": "{% macro default__can_clone_table() %}\n {{ return(False) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5375419, + "supported_languages": null + }, + "macro.dbt.create_or_replace_clone": { + "name": "create_or_replace_clone", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "unique_id": "macro.dbt.create_or_replace_clone", + "macro_sql": "{% macro create_or_replace_clone(this_relation, defer_relation) %}\n {{ return(adapter.dispatch('create_or_replace_clone', 'dbt')(this_relation, defer_relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_or_replace_clone" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.537806, + "supported_languages": null + }, + "macro.dbt.default__create_or_replace_clone": { + "name": "default__create_or_replace_clone", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "unique_id": "macro.dbt.default__create_or_replace_clone", + "macro_sql": "{% macro default__create_or_replace_clone(this_relation, defer_relation) %}\n create or replace table {{ this_relation }} clone {{ defer_relation }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5380218, + "supported_languages": null + }, + "macro.dbt.materialization_clone_default": { + "name": "materialization_clone_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/clone.sql", + "original_file_path": "macros/materializations/models/clone/clone.sql", + "unique_id": "macro.dbt.materialization_clone_default", + "macro_sql": "{%- materialization clone, default -%}\n\n {%- set relations = {'relations': []} -%}\n\n {%- if not defer_relation -%}\n -- nothing to do\n {{ log(\"No relation found in state manifest for \" ~ model.unique_id, info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n\n {%- if existing_relation and not flags.FULL_REFRESH -%}\n -- noop!\n {{ log(\"Relation \" ~ existing_relation ~ \" already exists\", info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set other_existing_relation = load_cached_relation(defer_relation) -%}\n\n -- If this is a database that can do zero-copy cloning of tables, and the other relation is a table, then this will be a table\n -- Otherwise, this will be a view\n\n {% set can_clone_table = can_clone_table() %}\n\n {%- if other_existing_relation and other_existing_relation.type == 'table' and can_clone_table -%}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {% if existing_relation is not none and not existing_relation.is_table %}\n {{ log(\"Dropping relation \" ~ existing_relation ~ \" because it is of type \" ~ existing_relation.type) }}\n {{ drop_relation_if_exists(existing_relation) }}\n {% endif %}\n\n -- as a general rule, data platforms that can clone tables can also do atomic 'create or replace'\n {% call statement('main') %}\n {% if target_relation and defer_relation and target_relation == defer_relation %}\n {{ log(\"Target relation and defer relation are the same, skipping clone for relation: \" ~ target_relation) }}\n {% else %}\n {{ create_or_replace_clone(target_relation, defer_relation) }}\n {% endif %}\n\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n {%- else -%}\n\n {%- set target_relation = this.incorporate(type='view') -%}\n\n -- reuse the view materialization\n -- TODO: support actual dispatch for materialization macros\n -- Tracking ticket: https://github.com/dbt-labs/dbt-core/issues/7799\n {% set search_name = \"materialization_view_\" ~ adapter.type() %}\n {% if not search_name in context %}\n {% set search_name = \"materialization_view_default\" %}\n {% endif %}\n {% set materialization_macro = context[search_name] %}\n {% set relations = materialization_macro() %}\n {{ return(relations) }}\n\n {%- endif -%}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.can_clone_table", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.statement", + "macro.dbt.create_or_replace_clone", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5418, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_seed_default": { + "name": "materialization_seed_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/seed.sql", + "original_file_path": "macros/materializations/seeds/seed.sql", + "unique_id": "macro.dbt.materialization_seed_default", + "macro_sql": "{% materialization seed, default %}\n\n {%- set identifier = model['alias'] -%}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n\n {%- set exists_as_table = (old_relation is not none and old_relation.is_table) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set grant_config = config.get('grants') -%}\n {%- set agate_table = load_agate_table() -%}\n -- grab current tables grants config for comparison later on\n\n {%- do store_result('agate_table', response='OK', agate_table=agate_table) -%}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% set create_table_sql = \"\" %}\n {% if exists_as_view %}\n {{ exceptions.raise_compiler_error(\"Cannot seed to '{}', it is a view\".format(old_relation)) }}\n {% elif exists_as_table %}\n {% set create_table_sql = reset_csv_table(model, full_refresh_mode, old_relation, agate_table) %}\n {% else %}\n {% set create_table_sql = create_csv_table(model, agate_table) %}\n {% endif %}\n\n {% set code = 'CREATE' if full_refresh_mode else 'INSERT' %}\n {% set rows_affected = (agate_table.rows | length) %}\n {% set sql = load_csv_rows(model, agate_table) %}\n\n {% call noop_statement('main', code ~ ' ' ~ rows_affected, code, rows_affected) %}\n {{ get_csv_sql(create_table_sql, sql) }};\n {% endcall %}\n\n {% set target_relation = this.incorporate(type='table') %}\n\n {% set should_revoke = should_revoke(old_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if full_refresh_mode or not exists_as_table %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.should_full_refresh", + "macro.dbt.run_hooks", + "macro.dbt.reset_csv_table", + "macro.dbt.create_csv_table", + "macro.dbt.load_csv_rows", + "macro.dbt.noop_statement", + "macro.dbt.get_csv_sql", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.544598, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.create_csv_table": { + "name": "create_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.create_csv_table", + "macro_sql": "{% macro create_csv_table(model, agate_table) -%}\n {{ adapter.dispatch('create_csv_table', 'dbt')(model, agate_table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_csv_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.551334, + "supported_languages": null + }, + "macro.dbt.default__create_csv_table": { + "name": "default__create_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__create_csv_table", + "macro_sql": "{% macro default__create_csv_table(model, agate_table) %}\n {%- set column_override = model['config'].get('column_types', {}) -%}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n\n {% set sql %}\n create table {{ this.render() }} (\n {%- for col_name in agate_table.column_names -%}\n {%- set inferred_type = adapter.convert_type(agate_table, loop.index0) -%}\n {%- set type = column_override.get(col_name, inferred_type) -%}\n {%- set column_name = (col_name | string) -%}\n {{ adapter.quote_seed_column(column_name, quote_seed_column) }} {{ type }} {%- if not loop.last -%}, {%- endif -%}\n {%- endfor -%}\n )\n {% endset %}\n\n {% call statement('_') -%}\n {{ sql }}\n {%- endcall %}\n\n {{ return(sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.552161, + "supported_languages": null + }, + "macro.dbt.reset_csv_table": { + "name": "reset_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.reset_csv_table", + "macro_sql": "{% macro reset_csv_table(model, full_refresh, old_relation, agate_table) -%}\n {{ adapter.dispatch('reset_csv_table', 'dbt')(model, full_refresh, old_relation, agate_table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__reset_csv_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.552511, + "supported_languages": null + }, + "macro.dbt.default__reset_csv_table": { + "name": "default__reset_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__reset_csv_table", + "macro_sql": "{% macro default__reset_csv_table(model, full_refresh, old_relation, agate_table) %}\n {% set sql = \"\" %}\n {% if full_refresh %}\n {{ adapter.drop_relation(old_relation) }}\n {% set sql = create_csv_table(model, agate_table) %}\n {% else %}\n {{ adapter.truncate_relation(old_relation) }}\n {% set sql = \"truncate table \" ~ old_relation %}\n {% endif %}\n\n {{ return(sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.create_csv_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.553061, + "supported_languages": null + }, + "macro.dbt.get_csv_sql": { + "name": "get_csv_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_csv_sql", + "macro_sql": "{% macro get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ adapter.dispatch('get_csv_sql', 'dbt')(create_or_truncate_sql, insert_sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_csv_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5538182, + "supported_languages": null + }, + "macro.dbt.default__get_csv_sql": { + "name": "default__get_csv_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__get_csv_sql", + "macro_sql": "{% macro default__get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ create_or_truncate_sql }};\n -- dbt seed --\n {{ insert_sql }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.554225, + "supported_languages": null + }, + "macro.dbt.get_binding_char": { + "name": "get_binding_char", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_binding_char", + "macro_sql": "{% macro get_binding_char() -%}\n {{ adapter.dispatch('get_binding_char', 'dbt')() }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_binding_char" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5546792, + "supported_languages": null + }, + "macro.dbt.default__get_binding_char": { + "name": "default__get_binding_char", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__get_binding_char", + "macro_sql": "{% macro default__get_binding_char() %}\n {{ return('%s') }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.554869, + "supported_languages": null + }, + "macro.dbt.get_batch_size": { + "name": "get_batch_size", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_batch_size", + "macro_sql": "{% macro get_batch_size() -%}\n {{ return(adapter.dispatch('get_batch_size', 'dbt')()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_batch_size" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.555418, + "supported_languages": null + }, + "macro.dbt.default__get_batch_size": { + "name": "default__get_batch_size", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__get_batch_size", + "macro_sql": "{% macro default__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.555837, + "supported_languages": null + }, + "macro.dbt.get_seed_column_quoted_csv": { + "name": "get_seed_column_quoted_csv", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_seed_column_quoted_csv", + "macro_sql": "{% macro get_seed_column_quoted_csv(model, column_names) %}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote_seed_column(col, quote_seed_column)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5563169, + "supported_languages": null + }, + "macro.dbt.load_csv_rows": { + "name": "load_csv_rows", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.load_csv_rows", + "macro_sql": "{% macro load_csv_rows(model, agate_table) -%}\n {{ adapter.dispatch('load_csv_rows', 'dbt')(model, agate_table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__load_csv_rows" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5564978, + "supported_languages": null + }, + "macro.dbt.default__load_csv_rows": { + "name": "default__load_csv_rows", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__load_csv_rows", + "macro_sql": "{% macro default__load_csv_rows(model, agate_table) %}\n\n {% set batch_size = get_batch_size() %}\n\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_batch_size", + "macro.dbt.get_seed_column_quoted_csv", + "macro.dbt.get_binding_char" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.557733, + "supported_languages": null + }, + "macro.dbt.generate_alias_name": { + "name": "generate_alias_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_alias.sql", + "original_file_path": "macros/get_custom_name/get_custom_alias.sql", + "unique_id": "macro.dbt.generate_alias_name", + "macro_sql": "{% macro generate_alias_name(custom_alias_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_alias_name', 'dbt')(custom_alias_name, node)) %}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_alias_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.558159, + "supported_languages": null + }, + "macro.dbt.default__generate_alias_name": { + "name": "default__generate_alias_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_alias.sql", + "original_file_path": "macros/get_custom_name/get_custom_alias.sql", + "unique_id": "macro.dbt.default__generate_alias_name", + "macro_sql": "{% macro default__generate_alias_name(custom_alias_name=none, node=none) -%}\n\n {%- if custom_alias_name -%}\n\n {{ custom_alias_name | trim }}\n\n {%- elif node.version -%}\n\n {{ return(node.name ~ \"_v\" ~ (node.version | replace(\".\", \"_\"))) }}\n\n {%- else -%}\n\n {{ node.name }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.558507, + "supported_languages": null + }, + "macro.dbt.generate_schema_name": { + "name": "generate_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_schema.sql", + "original_file_path": "macros/get_custom_name/get_custom_schema.sql", + "unique_id": "macro.dbt.generate_schema_name", + "macro_sql": "{% macro generate_schema_name(custom_schema_name=none, node=none) -%}\n {{ return(adapter.dispatch('generate_schema_name', 'dbt')(custom_schema_name, node)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_schema_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.558992, + "supported_languages": null + }, + "macro.dbt.default__generate_schema_name": { + "name": "default__generate_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_schema.sql", + "original_file_path": "macros/get_custom_name/get_custom_schema.sql", + "unique_id": "macro.dbt.default__generate_schema_name", + "macro_sql": "{% macro default__generate_schema_name(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if custom_schema_name is none -%}\n\n {{ default_schema }}\n\n {%- else -%}\n\n {{ default_schema }}_{{ custom_schema_name | trim }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5593102, + "supported_languages": null + }, + "macro.dbt.generate_schema_name_for_env": { + "name": "generate_schema_name_for_env", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_schema.sql", + "original_file_path": "macros/get_custom_name/get_custom_schema.sql", + "unique_id": "macro.dbt.generate_schema_name_for_env", + "macro_sql": "{% macro generate_schema_name_for_env(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if target.name == 'prod' and custom_schema_name is not none -%}\n\n {{ custom_schema_name | trim }}\n\n {%- else -%}\n\n {{ default_schema }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5596, + "supported_languages": null + }, + "macro.dbt.generate_database_name": { + "name": "generate_database_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_database.sql", + "original_file_path": "macros/get_custom_name/get_custom_database.sql", + "unique_id": "macro.dbt.generate_database_name", + "macro_sql": "{% macro generate_database_name(custom_database_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_database_name', 'dbt')(custom_database_name, node)) %}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_database_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.55999, + "supported_languages": null + }, + "macro.dbt.default__generate_database_name": { + "name": "default__generate_database_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_database.sql", + "original_file_path": "macros/get_custom_name/get_custom_database.sql", + "unique_id": "macro.dbt.default__generate_database_name", + "macro_sql": "{% macro default__generate_database_name(custom_database_name=none, node=none) -%}\n {%- set default_database = target.database -%}\n {%- if custom_database_name is none -%}\n\n {{ default_database }}\n\n {%- else -%}\n\n {{ custom_database_name }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.560228, + "supported_languages": null + }, + "macro.dbt.get_drop_sql": { + "name": "get_drop_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.get_drop_sql", + "macro_sql": "{%- macro get_drop_sql(relation) -%}\n {{- log('Applying DROP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_drop_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.561318, + "supported_languages": null + }, + "macro.dbt.default__get_drop_sql": { + "name": "default__get_drop_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.default__get_drop_sql", + "macro_sql": "{%- macro default__get_drop_sql(relation) -%}\n\n {%- if relation.is_view -%}\n {{ drop_view(relation) }}\n\n {%- elif relation.is_table -%}\n {{ drop_table(relation) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ drop_materialized_view(relation) }}\n\n {%- else -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.drop_view", + "macro.dbt.drop_table", + "macro.dbt.drop_materialized_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5617652, + "supported_languages": null + }, + "macro.dbt.drop_relation": { + "name": "drop_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.drop_relation", + "macro_sql": "{% macro drop_relation(relation) -%}\n {{ return(adapter.dispatch('drop_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__drop_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.561973, + "supported_languages": null + }, + "macro.dbt.default__drop_relation": { + "name": "default__drop_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.default__drop_relation", + "macro_sql": "{% macro default__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n {{ get_drop_sql(relation) }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.get_drop_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5626612, + "supported_languages": null + }, + "macro.dbt.drop_relation_if_exists": { + "name": "drop_relation_if_exists", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.drop_relation_if_exists", + "macro_sql": "{% macro drop_relation_if_exists(relation) %}\n {% if relation is not none %}\n {{ adapter.drop_relation(relation) }}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5631418, + "supported_languages": null + }, + "macro.dbt.get_replace_sql": { + "name": "get_replace_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/replace.sql", + "original_file_path": "macros/relations/replace.sql", + "unique_id": "macro.dbt.get_replace_sql", + "macro_sql": "{% macro get_replace_sql(existing_relation, target_relation, sql) %}\n {{- log('Applying REPLACE to: ' ~ existing_relation) -}}\n {{- adapter.dispatch('get_replace_sql', 'dbt')(existing_relation, target_relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.564019, + "supported_languages": null + }, + "macro.dbt.default__get_replace_sql": { + "name": "default__get_replace_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/replace.sql", + "original_file_path": "macros/relations/replace.sql", + "unique_id": "macro.dbt.default__get_replace_sql", + "macro_sql": "{% macro default__get_replace_sql(existing_relation, target_relation, sql) %}\n\n {# /* use a create or replace statement if possible */ #}\n\n {% set is_replaceable = existing_relation.type == target_relation_type and existing_relation.can_be_replaced %}\n\n {% if is_replaceable and existing_relation.is_view %}\n {{ get_replace_view_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_table %}\n {{ get_replace_table_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_materialized_view %}\n {{ get_replace_materialized_view_sql(target_relation, sql) }}\n\n {# /* a create or replace statement is not possible, so try to stage and/or backup to be safe */ #}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one using a backup */ #}\n {%- elif target_relation.can_be_renamed and existing_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one without using a backup */ #}\n {%- elif target_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_drop_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }}\n\n {# /* create target_relation in place by first backing up the existing relation */ #}\n {%- elif existing_relation.can_be_renamed -%}\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* no renaming is allowed, so just drop and create */ #}\n {%- else -%}\n {{ get_drop_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }}\n\n {%- endif -%}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_replace_view_sql", + "macro.dbt.get_replace_table_sql", + "macro.dbt.get_replace_materialized_view_sql", + "macro.dbt.get_create_intermediate_sql", + "macro.dbt.get_create_backup_sql", + "macro.dbt.get_rename_intermediate_sql", + "macro.dbt.get_drop_backup_sql", + "macro.dbt.get_drop_sql", + "macro.dbt.get_create_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.566122, + "supported_languages": null + }, + "macro.dbt.get_create_intermediate_sql": { + "name": "get_create_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_intermediate.sql", + "original_file_path": "macros/relations/create_intermediate.sql", + "unique_id": "macro.dbt.get_create_intermediate_sql", + "macro_sql": "{%- macro get_create_intermediate_sql(relation, sql) -%}\n {{- log('Applying CREATE INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_intermediate_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_intermediate_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.566592, + "supported_languages": null + }, + "macro.dbt.default__get_create_intermediate_sql": { + "name": "default__get_create_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_intermediate.sql", + "original_file_path": "macros/relations/create_intermediate.sql", + "unique_id": "macro.dbt.default__get_create_intermediate_sql", + "macro_sql": "{%- macro default__get_create_intermediate_sql(relation, sql) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n -- drop any pre-existing intermediate\n {{ get_drop_sql(intermediate_relation) }};\n\n {{ get_create_sql(intermediate_relation, sql) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_intermediate_relation", + "macro.dbt.get_drop_sql", + "macro.dbt.get_create_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.566942, + "supported_languages": null + }, + "macro.dbt.drop_schema_named": { + "name": "drop_schema_named", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/schema.sql", + "original_file_path": "macros/relations/schema.sql", + "unique_id": "macro.dbt.drop_schema_named", + "macro_sql": "{% macro drop_schema_named(schema_name) %}\n {{ return(adapter.dispatch('drop_schema_named', 'dbt') (schema_name)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_schema_named" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.56729, + "supported_languages": null + }, + "macro.dbt.default__drop_schema_named": { + "name": "default__drop_schema_named", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/schema.sql", + "original_file_path": "macros/relations/schema.sql", + "unique_id": "macro.dbt.default__drop_schema_named", + "macro_sql": "{% macro default__drop_schema_named(schema_name) %}\n {% set schema_relation = api.Relation.create(schema=schema_name) %}\n {{ adapter.drop_schema(schema_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.567498, + "supported_languages": null + }, + "macro.dbt.get_drop_backup_sql": { + "name": "get_drop_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop_backup.sql", + "original_file_path": "macros/relations/drop_backup.sql", + "unique_id": "macro.dbt.get_drop_backup_sql", + "macro_sql": "{%- macro get_drop_backup_sql(relation) -%}\n {{- log('Applying DROP BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_drop_backup_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.567807, + "supported_languages": null + }, + "macro.dbt.default__get_drop_backup_sql": { + "name": "default__get_drop_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop_backup.sql", + "original_file_path": "macros/relations/drop_backup.sql", + "unique_id": "macro.dbt.default__get_drop_backup_sql", + "macro_sql": "{%- macro default__get_drop_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n {{ get_drop_sql(backup_relation) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_backup_relation", + "macro.dbt.get_drop_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.568009, + "supported_languages": null + }, + "macro.dbt.get_rename_sql": { + "name": "get_rename_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.get_rename_sql", + "macro_sql": "{%- macro get_rename_sql(relation, new_name) -%}\n {{- log('Applying RENAME to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_sql', 'dbt')(relation, new_name) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5687559, + "supported_languages": null + }, + "macro.dbt.default__get_rename_sql": { + "name": "default__get_rename_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.default__get_rename_sql", + "macro_sql": "{%- macro default__get_rename_sql(relation, new_name) -%}\n\n {%- if relation.is_view -%}\n {{ get_rename_view_sql(relation, new_name) }}\n\n {%- elif relation.is_table -%}\n {{ get_rename_table_sql(relation, new_name) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_rename_materialized_view_sql(relation, new_name) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_rename_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.get_rename_view_sql", + "macro.dbt.get_rename_table_sql", + "macro.dbt.get_rename_materialized_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.569163, + "supported_languages": null + }, + "macro.dbt.rename_relation": { + "name": "rename_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.rename_relation", + "macro_sql": "{% macro rename_relation(from_relation, to_relation) -%}\n {{ return(adapter.dispatch('rename_relation', 'dbt')(from_relation, to_relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__rename_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.569356, + "supported_languages": null + }, + "macro.dbt.default__rename_relation": { + "name": "default__rename_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.default__rename_relation", + "macro_sql": "{% macro default__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter table {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5696042, + "supported_languages": null + }, + "macro.dbt.get_create_backup_sql": { + "name": "get_create_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_backup.sql", + "original_file_path": "macros/relations/create_backup.sql", + "unique_id": "macro.dbt.get_create_backup_sql", + "macro_sql": "{%- macro get_create_backup_sql(relation) -%}\n {{- log('Applying CREATE BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_backup_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.569935, + "supported_languages": null + }, + "macro.dbt.default__get_create_backup_sql": { + "name": "default__get_create_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_backup.sql", + "original_file_path": "macros/relations/create_backup.sql", + "unique_id": "macro.dbt.default__get_create_backup_sql", + "macro_sql": "{%- macro default__get_create_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n -- drop any pre-existing backup\n {{ get_drop_sql(backup_relation) }};\n\n {{ get_rename_sql(relation, backup_relation.identifier) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_backup_relation", + "macro.dbt.get_drop_sql", + "macro.dbt.get_rename_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.570176, + "supported_languages": null + }, + "macro.dbt.get_create_sql": { + "name": "get_create_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create.sql", + "original_file_path": "macros/relations/create.sql", + "unique_id": "macro.dbt.get_create_sql", + "macro_sql": "{%- macro get_create_sql(relation, sql) -%}\n {{- log('Applying CREATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.570603, + "supported_languages": null + }, + "macro.dbt.default__get_create_sql": { + "name": "default__get_create_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create.sql", + "original_file_path": "macros/relations/create.sql", + "unique_id": "macro.dbt.default__get_create_sql", + "macro_sql": "{%- macro default__get_create_sql(relation, sql) -%}\n\n {%- if relation.is_view -%}\n {{ get_create_view_as_sql(relation, sql) }}\n\n {%- elif relation.is_table -%}\n {{ get_create_table_as_sql(False, relation, sql) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_create_materialized_view_as_sql(relation, sql) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_create_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.get_create_view_as_sql", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.get_create_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571, + "supported_languages": null + }, + "macro.dbt.get_rename_intermediate_sql": { + "name": "get_rename_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename_intermediate.sql", + "original_file_path": "macros/relations/rename_intermediate.sql", + "unique_id": "macro.dbt.get_rename_intermediate_sql", + "macro_sql": "{%- macro get_rename_intermediate_sql(relation) -%}\n {{- log('Applying RENAME INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_intermediate_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_intermediate_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571303, + "supported_languages": null + }, + "macro.dbt.default__get_rename_intermediate_sql": { + "name": "default__get_rename_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename_intermediate.sql", + "original_file_path": "macros/relations/rename_intermediate.sql", + "unique_id": "macro.dbt.default__get_rename_intermediate_sql", + "macro_sql": "{%- macro default__get_rename_intermediate_sql(relation) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n {{ get_rename_sql(intermediate_relation, relation.identifier) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_intermediate_relation", + "macro.dbt.get_rename_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.57149, + "supported_languages": null + }, + "macro.dbt.drop_materialized_view": { + "name": "drop_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/drop.sql", + "original_file_path": "macros/relations/materialized_view/drop.sql", + "unique_id": "macro.dbt.drop_materialized_view", + "macro_sql": "{% macro drop_materialized_view(relation) -%}\n {{- adapter.dispatch('drop_materialized_view', 'dbt')(relation) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_materialized_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571809, + "supported_languages": null + }, + "macro.dbt.default__drop_materialized_view": { + "name": "default__drop_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/drop.sql", + "original_file_path": "macros/relations/materialized_view/drop.sql", + "unique_id": "macro.dbt.default__drop_materialized_view", + "macro_sql": "{% macro default__drop_materialized_view(relation) -%}\n drop materialized view if exists {{ relation }} cascade\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571914, + "supported_languages": null + }, + "macro.dbt.get_replace_materialized_view_sql": { + "name": "get_replace_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/replace.sql", + "original_file_path": "macros/relations/materialized_view/replace.sql", + "unique_id": "macro.dbt.get_replace_materialized_view_sql", + "macro_sql": "{% macro get_replace_materialized_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_materialized_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_materialized_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.572164, + "supported_languages": null + }, + "macro.dbt.default__get_replace_materialized_view_sql": { + "name": "default__get_replace_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/replace.sql", + "original_file_path": "macros/relations/materialized_view/replace.sql", + "unique_id": "macro.dbt.default__get_replace_materialized_view_sql", + "macro_sql": "{% macro default__get_replace_materialized_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.572374, + "supported_languages": null + }, + "macro.dbt.refresh_materialized_view": { + "name": "refresh_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/refresh.sql", + "original_file_path": "macros/relations/materialized_view/refresh.sql", + "unique_id": "macro.dbt.refresh_materialized_view", + "macro_sql": "{% macro refresh_materialized_view(relation) %}\n {{- log('Applying REFRESH to: ' ~ relation) -}}\n {{- adapter.dispatch('refresh_materialized_view', 'dbt')(relation) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__refresh_materialized_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5726552, + "supported_languages": null + }, + "macro.dbt.default__refresh_materialized_view": { + "name": "default__refresh_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/refresh.sql", + "original_file_path": "macros/relations/materialized_view/refresh.sql", + "unique_id": "macro.dbt.default__refresh_materialized_view", + "macro_sql": "{% macro default__refresh_materialized_view(relation) %}\n {{ exceptions.raise_compiler_error(\"`refresh_materialized_view` has not been implemented for this adapter.\") }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.572781, + "supported_languages": null + }, + "macro.dbt.get_rename_materialized_view_sql": { + "name": "get_rename_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/rename.sql", + "original_file_path": "macros/relations/materialized_view/rename.sql", + "unique_id": "macro.dbt.get_rename_materialized_view_sql", + "macro_sql": "{% macro get_rename_materialized_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_materialized_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_materialized_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.573028, + "supported_languages": null + }, + "macro.dbt.default__get_rename_materialized_view_sql": { + "name": "default__get_rename_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/rename.sql", + "original_file_path": "macros/relations/materialized_view/rename.sql", + "unique_id": "macro.dbt.default__get_rename_materialized_view_sql", + "macro_sql": "{% macro default__get_rename_materialized_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.573157, + "supported_languages": null + }, + "macro.dbt.get_alter_materialized_view_as_sql": { + "name": "get_alter_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.get_alter_materialized_view_as_sql", + "macro_sql": "{% macro get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{- log('Applying ALTER to: ' ~ relation) -}}\n {{- adapter.dispatch('get_alter_materialized_view_as_sql', 'dbt')(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n ) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_alter_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574096, + "supported_languages": null + }, + "macro.dbt.default__get_alter_materialized_view_as_sql": { + "name": "default__get_alter_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.default__get_alter_materialized_view_as_sql", + "macro_sql": "{% macro default__get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574272, + "supported_languages": null + }, + "macro.dbt.get_materialized_view_configuration_changes": { + "name": "get_materialized_view_configuration_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.get_materialized_view_configuration_changes", + "macro_sql": "{% macro get_materialized_view_configuration_changes(existing_relation, new_config) %}\n /* {#\n It's recommended that configuration changes be formatted as follows:\n {\"\": [{\"action\": \"\", \"context\": ...}]}\n\n For example:\n {\n \"indexes\": [\n {\"action\": \"drop\", \"context\": \"index_abc\"},\n {\"action\": \"create\", \"context\": {\"columns\": [\"column_1\", \"column_2\"], \"type\": \"hash\", \"unique\": True}},\n ],\n }\n\n Either way, `get_materialized_view_configuration_changes` needs to align with `get_alter_materialized_view_as_sql`.\n #} */\n {{- log('Determining configuration changes on: ' ~ existing_relation) -}}\n {%- do return(adapter.dispatch('get_materialized_view_configuration_changes', 'dbt')(existing_relation, new_config)) -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_materialized_view_configuration_changes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574531, + "supported_languages": null + }, + "macro.dbt.default__get_materialized_view_configuration_changes": { + "name": "default__get_materialized_view_configuration_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.default__get_materialized_view_configuration_changes", + "macro_sql": "{% macro default__get_materialized_view_configuration_changes(existing_relation, new_config) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574666, + "supported_languages": null + }, + "macro.dbt.get_create_materialized_view_as_sql": { + "name": "get_create_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/create.sql", + "original_file_path": "macros/relations/materialized_view/create.sql", + "unique_id": "macro.dbt.get_create_materialized_view_as_sql", + "macro_sql": "{% macro get_create_materialized_view_as_sql(relation, sql) -%}\n {{- adapter.dispatch('get_create_materialized_view_as_sql', 'dbt')(relation, sql) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5749178, + "supported_languages": null + }, + "macro.dbt.default__get_create_materialized_view_as_sql": { + "name": "default__get_create_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/create.sql", + "original_file_path": "macros/relations/materialized_view/create.sql", + "unique_id": "macro.dbt.default__get_create_materialized_view_as_sql", + "macro_sql": "{% macro default__get_create_materialized_view_as_sql(relation, sql) -%}\n {{ exceptions.raise_compiler_error(\n \"`get_create_materialized_view_as_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5750499, + "supported_languages": null + }, + "macro.dbt.get_table_columns_and_constraints": { + "name": "get_table_columns_and_constraints", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.get_table_columns_and_constraints", + "macro_sql": "{%- macro get_table_columns_and_constraints() -%}\n {{ adapter.dispatch('get_table_columns_and_constraints', 'dbt')() }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_table_columns_and_constraints" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.575975, + "supported_languages": null + }, + "macro.dbt.default__get_table_columns_and_constraints": { + "name": "default__get_table_columns_and_constraints", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.default__get_table_columns_and_constraints", + "macro_sql": "{% macro default__get_table_columns_and_constraints() -%}\n {{ return(table_columns_and_constraints()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.table_columns_and_constraints" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.576086, + "supported_languages": null + }, + "macro.dbt.table_columns_and_constraints": { + "name": "table_columns_and_constraints", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.table_columns_and_constraints", + "macro_sql": "{% macro table_columns_and_constraints() %}\n {# loop through user_provided_columns to create DDL with data types and constraints #}\n {%- set raw_column_constraints = adapter.render_raw_columns_constraints(raw_columns=model['columns']) -%}\n {%- set raw_model_constraints = adapter.render_raw_model_constraints(raw_constraints=model['constraints']) -%}\n (\n {% for c in raw_column_constraints -%}\n {{ c }}{{ \",\" if not loop.last or raw_model_constraints }}\n {% endfor %}\n {% for c in raw_model_constraints -%}\n {{ c }}{{ \",\" if not loop.last }}\n {% endfor -%}\n )\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5765572, + "supported_languages": null + }, + "macro.dbt.get_assert_columns_equivalent": { + "name": "get_assert_columns_equivalent", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.get_assert_columns_equivalent", + "macro_sql": "\n\n{%- macro get_assert_columns_equivalent(sql) -%}\n {{ adapter.dispatch('get_assert_columns_equivalent', 'dbt')(sql) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.576898, + "supported_languages": null + }, + "macro.dbt.default__get_assert_columns_equivalent": { + "name": "default__get_assert_columns_equivalent", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.default__get_assert_columns_equivalent", + "macro_sql": "{% macro default__get_assert_columns_equivalent(sql) -%}\n {{ return(assert_columns_equivalent(sql)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.577066, + "supported_languages": null + }, + "macro.dbt.assert_columns_equivalent": { + "name": "assert_columns_equivalent", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.assert_columns_equivalent", + "macro_sql": "{% macro assert_columns_equivalent(sql) %}\n\n {#-- First ensure the user has defined 'columns' in yaml specification --#}\n {%- set user_defined_columns = model['columns'] -%}\n {%- if not user_defined_columns -%}\n {{ exceptions.raise_contract_error([], []) }}\n {%- endif -%}\n\n {#-- Obtain the column schema provided by sql file. #}\n {%- set sql_file_provided_columns = get_column_schema_from_query(sql, config.get('sql_header', none)) -%}\n {#--Obtain the column schema provided by the schema file by generating an 'empty schema' query from the model's columns. #}\n {%- set schema_file_provided_columns = get_column_schema_from_query(get_empty_schema_sql(user_defined_columns)) -%}\n\n {#-- create dictionaries with name and formatted data type and strings for exception #}\n {%- set sql_columns = format_columns(sql_file_provided_columns) -%}\n {%- set yaml_columns = format_columns(schema_file_provided_columns) -%}\n\n {%- if sql_columns|length != yaml_columns|length -%}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n\n {%- for sql_col in sql_columns -%}\n {%- set yaml_col = [] -%}\n {%- for this_col in yaml_columns -%}\n {%- if this_col['name'] == sql_col['name'] -%}\n {%- do yaml_col.append(this_col) -%}\n {%- break -%}\n {%- endif -%}\n {%- endfor -%}\n {%- if not yaml_col -%}\n {#-- Column with name not found in yaml #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- if sql_col['formatted'] != yaml_col[0]['formatted'] -%}\n {#-- Column data types don't match #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- endfor -%}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_column_schema_from_query", + "macro.dbt.get_empty_schema_sql", + "macro.dbt.format_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.578506, + "supported_languages": null + }, + "macro.dbt.format_columns": { + "name": "format_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.format_columns", + "macro_sql": "{% macro format_columns(columns) %}\n {% set formatted_columns = [] %}\n {% for column in columns %}\n {%- set formatted_column = adapter.dispatch('format_column', 'dbt')(column) -%}\n {%- do formatted_columns.append(formatted_column) -%}\n {% endfor %}\n {{ return(formatted_columns) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__format_column" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5790122, + "supported_languages": null + }, + "macro.dbt.default__format_column": { + "name": "default__format_column", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.default__format_column", + "macro_sql": "{% macro default__format_column(column) -%}\n {% set data_type = column.dtype %}\n {% set formatted = column.column.lower() ~ \" \" ~ data_type %}\n {{ return({'name': column.name, 'data_type': data_type, 'formatted': formatted}) }}\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579401, + "supported_languages": null + }, + "macro.dbt.drop_table": { + "name": "drop_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/drop.sql", + "original_file_path": "macros/relations/table/drop.sql", + "unique_id": "macro.dbt.drop_table", + "macro_sql": "{% macro drop_table(relation) -%}\n {{- adapter.dispatch('drop_table', 'dbt')(relation) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579648, + "supported_languages": null + }, + "macro.dbt.default__drop_table": { + "name": "default__drop_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/drop.sql", + "original_file_path": "macros/relations/table/drop.sql", + "unique_id": "macro.dbt.default__drop_table", + "macro_sql": "{% macro default__drop_table(relation) -%}\n drop table if exists {{ relation }} cascade\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579745, + "supported_languages": null + }, + "macro.dbt.get_replace_table_sql": { + "name": "get_replace_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/replace.sql", + "original_file_path": "macros/relations/table/replace.sql", + "unique_id": "macro.dbt.get_replace_table_sql", + "macro_sql": "{% macro get_replace_table_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_table_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_table_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579995, + "supported_languages": null + }, + "macro.dbt.default__get_replace_table_sql": { + "name": "default__get_replace_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/replace.sql", + "original_file_path": "macros/relations/table/replace.sql", + "unique_id": "macro.dbt.default__get_replace_table_sql", + "macro_sql": "{% macro default__get_replace_table_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5801332, + "supported_languages": null + }, + "macro.dbt.get_rename_table_sql": { + "name": "get_rename_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/rename.sql", + "original_file_path": "macros/relations/table/rename.sql", + "unique_id": "macro.dbt.get_rename_table_sql", + "macro_sql": "{% macro get_rename_table_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_table_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_table_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.580383, + "supported_languages": null + }, + "macro.dbt.default__get_rename_table_sql": { + "name": "default__get_rename_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/rename.sql", + "original_file_path": "macros/relations/table/rename.sql", + "unique_id": "macro.dbt.default__get_rename_table_sql", + "macro_sql": "{% macro default__get_rename_table_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.580514, + "supported_languages": null + }, + "macro.dbt.get_create_table_as_sql": { + "name": "get_create_table_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.get_create_table_as_sql", + "macro_sql": "{% macro get_create_table_as_sql(temporary, relation, sql) -%}\n {{ adapter.dispatch('get_create_table_as_sql', 'dbt')(temporary, relation, sql) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_table_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5813088, + "supported_languages": null + }, + "macro.dbt.default__get_create_table_as_sql": { + "name": "default__get_create_table_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__get_create_table_as_sql", + "macro_sql": "{% macro default__get_create_table_as_sql(temporary, relation, sql) -%}\n {{ return(create_table_as(temporary, relation, sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5814779, + "supported_languages": null + }, + "macro.dbt.create_table_as": { + "name": "create_table_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.create_table_as", + "macro_sql": "{% macro create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {# backward compatibility for create_table_as that does not support language #}\n {% if language == \"sql\" %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code)}}\n {% else %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code, language) }}\n {% endif %}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5818748, + "supported_languages": null + }, + "macro.dbt.default__create_table_as": { + "name": "default__create_table_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__create_table_as", + "macro_sql": "{% macro default__create_table_as(temporary, relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced and (not temporary) %}\n {{ get_assert_columns_equivalent(sql) }}\n {{ get_table_columns_and_constraints() }}\n {%- set sql = get_select_subquery(sql) %}\n {% endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent", + "macro.dbt.get_table_columns_and_constraints", + "macro.dbt.get_select_subquery" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5825112, + "supported_languages": null + }, + "macro.dbt.default__get_column_names": { + "name": "default__get_column_names", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__get_column_names", + "macro_sql": "{% macro default__get_column_names() %}\n {#- loop through user_provided_columns to get column names -#}\n {%- set user_provided_columns = model['columns'] -%}\n {%- for i in user_provided_columns %}\n {%- set col = user_provided_columns[i] -%}\n {%- set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] -%}\n {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.582929, + "supported_languages": null + }, + "macro.dbt.get_select_subquery": { + "name": "get_select_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.get_select_subquery", + "macro_sql": "{% macro get_select_subquery(sql) %}\n {{ return(adapter.dispatch('get_select_subquery', 'dbt')(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_select_subquery" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5830982, + "supported_languages": null + }, + "macro.dbt.default__get_select_subquery": { + "name": "default__get_select_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__get_select_subquery", + "macro_sql": "{% macro default__get_select_subquery(sql) %}\n select {{ adapter.dispatch('get_column_names', 'dbt')() }}\n from (\n {{ sql }}\n ) as model_subq\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.get_column_names", + "macro.dbt.default__get_column_names" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5832698, + "supported_languages": null + }, + "macro.dbt.drop_view": { + "name": "drop_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/drop.sql", + "original_file_path": "macros/relations/view/drop.sql", + "unique_id": "macro.dbt.drop_view", + "macro_sql": "{% macro drop_view(relation) -%}\n {{- adapter.dispatch('drop_view', 'dbt')(relation) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5834901, + "supported_languages": null + }, + "macro.dbt.default__drop_view": { + "name": "default__drop_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/drop.sql", + "original_file_path": "macros/relations/view/drop.sql", + "unique_id": "macro.dbt.default__drop_view", + "macro_sql": "{% macro default__drop_view(relation) -%}\n drop view if exists {{ relation }} cascade\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.583584, + "supported_languages": null + }, + "macro.dbt.get_replace_view_sql": { + "name": "get_replace_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.get_replace_view_sql", + "macro_sql": "{% macro get_replace_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.584353, + "supported_languages": null + }, + "macro.dbt.default__get_replace_view_sql": { + "name": "default__get_replace_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.default__get_replace_view_sql", + "macro_sql": "{% macro default__get_replace_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.584754, + "supported_languages": null + }, + "macro.dbt.create_or_replace_view": { + "name": "create_or_replace_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.create_or_replace_view", + "macro_sql": "{% macro create_or_replace_view() %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks) }}\n\n -- If there's a table with the same name and we weren't told to full refresh,\n -- that's an error. If we were told to full refresh, drop it. This behavior differs\n -- for Snowflake and BigQuery, so multiple dispatch is used.\n {%- if old_relation is not none and old_relation.is_table -%}\n {{ handle_existing_table(should_full_refresh(), old_relation) }}\n {%- endif -%}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(target_relation, sql) }}\n {%- endcall %}\n\n {% set should_revoke = should_revoke(exists_as_view, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {{ run_hooks(post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_hooks", + "macro.dbt.handle_existing_table", + "macro.dbt.should_full_refresh", + "macro.dbt.statement", + "macro.dbt.get_create_view_as_sql", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.585983, + "supported_languages": null + }, + "macro.dbt.handle_existing_table": { + "name": "handle_existing_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.handle_existing_table", + "macro_sql": "{% macro handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.dispatch('handle_existing_table', 'dbt')(full_refresh, old_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__handle_existing_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.586167, + "supported_languages": null + }, + "macro.dbt.default__handle_existing_table": { + "name": "default__handle_existing_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.default__handle_existing_table", + "macro_sql": "{% macro default__handle_existing_table(full_refresh, old_relation) %}\n {{ log(\"Dropping relation \" ~ old_relation ~ \" because it is of type \" ~ old_relation.type) }}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5863621, + "supported_languages": null + }, + "macro.dbt.get_rename_view_sql": { + "name": "get_rename_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/rename.sql", + "original_file_path": "macros/relations/view/rename.sql", + "unique_id": "macro.dbt.get_rename_view_sql", + "macro_sql": "{% macro get_rename_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.586609, + "supported_languages": null + }, + "macro.dbt.default__get_rename_view_sql": { + "name": "default__get_rename_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/rename.sql", + "original_file_path": "macros/relations/view/rename.sql", + "unique_id": "macro.dbt.default__get_rename_view_sql", + "macro_sql": "{% macro default__get_rename_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.586755, + "supported_languages": null + }, + "macro.dbt.get_create_view_as_sql": { + "name": "get_create_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.get_create_view_as_sql", + "macro_sql": "{% macro get_create_view_as_sql(relation, sql) -%}\n {{ adapter.dispatch('get_create_view_as_sql', 'dbt')(relation, sql) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.587469, + "supported_languages": null + }, + "macro.dbt.default__get_create_view_as_sql": { + "name": "default__get_create_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.default__get_create_view_as_sql", + "macro_sql": "{% macro default__get_create_view_as_sql(relation, sql) -%}\n {{ return(create_view_as(relation, sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.create_view_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.587637, + "supported_languages": null + }, + "macro.dbt.create_view_as": { + "name": "create_view_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.create_view_as", + "macro_sql": "{% macro create_view_as(relation, sql) -%}\n {{ adapter.dispatch('create_view_as', 'dbt')(relation, sql) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__create_view_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.587903, + "supported_languages": null + }, + "macro.dbt.default__create_view_as": { + "name": "default__create_view_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.default__create_view_as", + "macro_sql": "{% macro default__create_view_as(relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.588358, + "supported_languages": null + }, + "macro.dbt.default__test_relationships": { + "name": "default__test_relationships", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/relationships.sql", + "original_file_path": "macros/generic_test_sql/relationships.sql", + "unique_id": "macro.dbt.default__test_relationships", + "macro_sql": "{% macro default__test_relationships(model, column_name, to, field) %}\n\nwith child as (\n select {{ column_name }} as from_field\n from {{ model }}\n where {{ column_name }} is not null\n),\n\nparent as (\n select {{ field }} as to_field\n from {{ to }}\n)\n\nselect\n from_field\n\nfrom child\nleft join parent\n on child.from_field = parent.to_field\n\nwhere parent.to_field is null\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5886998, + "supported_languages": null + }, + "macro.dbt.default__test_not_null": { + "name": "default__test_not_null", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/not_null.sql", + "original_file_path": "macros/generic_test_sql/not_null.sql", + "unique_id": "macro.dbt.default__test_not_null", + "macro_sql": "{% macro default__test_not_null(model, column_name) %}\n\n{% set column_list = '*' if should_store_failures() else column_name %}\n\nselect {{ column_list }}\nfrom {{ model }}\nwhere {{ column_name }} is null\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.should_store_failures" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.588962, + "supported_languages": null + }, + "macro.dbt.default__test_unique": { + "name": "default__test_unique", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/unique.sql", + "original_file_path": "macros/generic_test_sql/unique.sql", + "unique_id": "macro.dbt.default__test_unique", + "macro_sql": "{% macro default__test_unique(model, column_name) %}\n\nselect\n {{ column_name }} as unique_field,\n count(*) as n_records\n\nfrom {{ model }}\nwhere {{ column_name }} is not null\ngroup by {{ column_name }}\nhaving count(*) > 1\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.58918, + "supported_languages": null + }, + "macro.dbt.default__test_accepted_values": { + "name": "default__test_accepted_values", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/accepted_values.sql", + "original_file_path": "macros/generic_test_sql/accepted_values.sql", + "unique_id": "macro.dbt.default__test_accepted_values", + "macro_sql": "{% macro default__test_accepted_values(model, column_name, values, quote=True) %}\n\nwith all_values as (\n\n select\n {{ column_name }} as value_field,\n count(*) as n_records\n\n from {{ model }}\n group by {{ column_name }}\n\n)\n\nselect *\nfrom all_values\nwhere value_field not in (\n {% for value in values -%}\n {% if quote -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n)\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.589668, + "supported_languages": null + }, + "macro.dbt.statement": { + "name": "statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/statement.sql", + "original_file_path": "macros/etc/statement.sql", + "unique_id": "macro.dbt.statement", + "macro_sql": "\n{%- macro statement(name=None, fetch_result=False, auto_begin=True, language='sql') -%}\n {%- if execute: -%}\n {%- set compiled_code = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime {} for node \"{}\"'.format(language, model['unique_id'])) }}\n {{ write(compiled_code) }}\n {%- endif -%}\n {%- if language == 'sql'-%}\n {%- set res, table = adapter.execute(compiled_code, auto_begin=auto_begin, fetch=fetch_result) -%}\n {%- elif language == 'python' -%}\n {%- set res = submit_python_job(model, compiled_code) -%}\n {#-- TODO: What should table be for python models? --#}\n {%- set table = None -%}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"statement macro didn't get supported language\") %}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_result(name, response=res, agate_table=table) }}\n {%- endif -%}\n\n {%- endif -%}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5913348, + "supported_languages": null + }, + "macro.dbt.noop_statement": { + "name": "noop_statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/statement.sql", + "original_file_path": "macros/etc/statement.sql", + "unique_id": "macro.dbt.noop_statement", + "macro_sql": "{% macro noop_statement(name=None, message=None, code=None, rows_affected=None, res=None) -%}\n {%- set sql = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime SQL for node \"{}\"'.format(model['unique_id'])) }}\n {{ write(sql) }}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_raw_result(name, message=message, code=code, rows_affected=rows_affected, agate_table=res) }}\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.592107, + "supported_languages": null + }, + "macro.dbt.run_query": { + "name": "run_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/statement.sql", + "original_file_path": "macros/etc/statement.sql", + "unique_id": "macro.dbt.run_query", + "macro_sql": "{% macro run_query(sql) %}\n {% call statement(\"run_query_statement\", fetch_result=true, auto_begin=false) %}\n {{ sql }}\n {% endcall %}\n\n {% do return(load_result(\"run_query_statement\").table) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5923688, + "supported_languages": null + }, + "macro.dbt.convert_datetime": { + "name": "convert_datetime", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.convert_datetime", + "macro_sql": "{% macro convert_datetime(date_str, date_fmt) %}\n\n {% set error_msg -%}\n The provided partition date '{{ date_str }}' does not match the expected format '{{ date_fmt }}'\n {%- endset %}\n\n {% set res = try_or_compiler_error(error_msg, modules.datetime.datetime.strptime, date_str.strip(), date_fmt) %}\n {{ return(res) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.594178, + "supported_languages": null + }, + "macro.dbt.dates_in_range": { + "name": "dates_in_range", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.dates_in_range", + "macro_sql": "{% macro dates_in_range(start_date_str, end_date_str=none, in_fmt=\"%Y%m%d\", out_fmt=\"%Y%m%d\") %}\n {% set end_date_str = start_date_str if end_date_str is none else end_date_str %}\n\n {% set start_date = convert_datetime(start_date_str, in_fmt) %}\n {% set end_date = convert_datetime(end_date_str, in_fmt) %}\n\n {% set day_count = (end_date - start_date).days %}\n {% if day_count < 0 %}\n {% set msg -%}\n Partition start date is after the end date ({{ start_date }}, {{ end_date }})\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg, model) }}\n {% endif %}\n\n {% set date_list = [] %}\n {% for i in range(0, day_count + 1) %}\n {% set the_date = (modules.datetime.timedelta(days=i) + start_date) %}\n {% if not out_fmt %}\n {% set _ = date_list.append(the_date) %}\n {% else %}\n {% set _ = date_list.append(the_date.strftime(out_fmt)) %}\n {% endif %}\n {% endfor %}\n\n {{ return(date_list) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.convert_datetime" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.595413, + "supported_languages": null + }, + "macro.dbt.partition_range": { + "name": "partition_range", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.partition_range", + "macro_sql": "{% macro partition_range(raw_partition_date, date_fmt='%Y%m%d') %}\n {% set partition_range = (raw_partition_date | string).split(\",\") %}\n\n {% if (partition_range | length) == 1 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = none %}\n {% elif (partition_range | length) == 2 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = partition_range[1] %}\n {% else %}\n {{ exceptions.raise_compiler_error(\"Invalid partition time. Expected format: {Start Date}[,{End Date}]. Got: \" ~ raw_partition_date) }}\n {% endif %}\n\n {{ return(dates_in_range(start_date, end_date, in_fmt=date_fmt)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.dates_in_range" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.596152, + "supported_languages": null + }, + "macro.dbt.py_current_timestring": { + "name": "py_current_timestring", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.py_current_timestring", + "macro_sql": "{% macro py_current_timestring() %}\n {% set dt = modules.datetime.datetime.now() %}\n {% do return(dt.strftime(\"%Y%m%d%H%M%S%f\")) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5963662, + "supported_languages": null + }, + "macro.dbt.except": { + "name": "except", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/except.sql", + "original_file_path": "macros/utils/except.sql", + "unique_id": "macro.dbt.except", + "macro_sql": "{% macro except() %}\n {{ return(adapter.dispatch('except', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__except" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.596595, + "supported_languages": null + }, + "macro.dbt.default__except": { + "name": "default__except", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/except.sql", + "original_file_path": "macros/utils/except.sql", + "unique_id": "macro.dbt.default__except", + "macro_sql": "{% macro default__except() %}\n\n except\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5966668, + "supported_languages": null + }, + "macro.dbt.get_intervals_between": { + "name": "get_intervals_between", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.get_intervals_between", + "macro_sql": "{% macro get_intervals_between(start_date, end_date, datepart) -%}\n {{ return(adapter.dispatch('get_intervals_between', 'dbt')(start_date, end_date, datepart)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_intervals_between" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.597534, + "supported_languages": null + }, + "macro.dbt.default__get_intervals_between": { + "name": "default__get_intervals_between", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.default__get_intervals_between", + "macro_sql": "{% macro default__get_intervals_between(start_date, end_date, datepart) -%}\n {%- call statement('get_intervals_between', fetch_result=True) %}\n\n select {{ dbt.datediff(start_date, end_date, datepart) }}\n\n {%- endcall -%}\n\n {%- set value_list = load_result('get_intervals_between') -%}\n\n {%- if value_list and value_list['data'] -%}\n {%- set values = value_list['data'] | map(attribute=0) | list %}\n {{ return(values[0]) }}\n {%- else -%}\n {{ return(1) }}\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.datediff" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598059, + "supported_languages": null + }, + "macro.dbt.date_spine": { + "name": "date_spine", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.date_spine", + "macro_sql": "{% macro date_spine(datepart, start_date, end_date) %}\n {{ return(adapter.dispatch('date_spine', 'dbt')(datepart, start_date, end_date)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__date_spine" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598263, + "supported_languages": null + }, + "macro.dbt.default__date_spine": { + "name": "default__date_spine", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.default__date_spine", + "macro_sql": "{% macro default__date_spine(datepart, start_date, end_date) %}\n\n\n {# call as follows:\n\n date_spine(\n \"day\",\n \"to_date('01/01/2016', 'mm/dd/yyyy')\",\n \"dbt.dateadd(week, 1, current_date)\"\n ) #}\n\n\n with rawdata as (\n\n {{dbt.generate_series(\n dbt.get_intervals_between(start_date, end_date, datepart)\n )}}\n\n ),\n\n all_periods as (\n\n select (\n {{\n dbt.dateadd(\n datepart,\n \"row_number() over (order by 1) - 1\",\n start_date\n )\n }}\n ) as date_{{datepart}}\n from rawdata\n\n ),\n\n filtered as (\n\n select *\n from all_periods\n where date_{{datepart}} <= {{ end_date }}\n\n )\n\n select * from filtered\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.generate_series", + "macro.dbt.get_intervals_between", + "macro.dbt.dateadd" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598598, + "supported_languages": null + }, + "macro.dbt.date": { + "name": "date", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date.sql", + "original_file_path": "macros/utils/date.sql", + "unique_id": "macro.dbt.date", + "macro_sql": "{% macro date(year, month, day) %}\n {{ return(adapter.dispatch('date', 'dbt') (year, month, day)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__date" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598995, + "supported_languages": null + }, + "macro.dbt.default__date": { + "name": "default__date", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date.sql", + "original_file_path": "macros/utils/date.sql", + "unique_id": "macro.dbt.default__date", + "macro_sql": "{% macro default__date(year, month, day) -%}\n {%- set dt = modules.datetime.date(year, month, day) -%}\n {%- set iso_8601_formatted_date = dt.strftime('%Y-%m-%d') -%}\n to_date('{{ iso_8601_formatted_date }}', 'YYYY-MM-DD')\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.599257, + "supported_languages": null + }, + "macro.dbt.replace": { + "name": "replace", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/replace.sql", + "original_file_path": "macros/utils/replace.sql", + "unique_id": "macro.dbt.replace", + "macro_sql": "{% macro replace(field, old_chars, new_chars) -%}\n {{ return(adapter.dispatch('replace', 'dbt') (field, old_chars, new_chars)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__replace" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.599692, + "supported_languages": null + }, + "macro.dbt.default__replace": { + "name": "default__replace", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/replace.sql", + "original_file_path": "macros/utils/replace.sql", + "unique_id": "macro.dbt.default__replace", + "macro_sql": "{% macro default__replace(field, old_chars, new_chars) %}\n\n replace(\n {{ field }},\n {{ old_chars }},\n {{ new_chars }}\n )\n\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.599882, + "supported_languages": null + }, + "macro.dbt.concat": { + "name": "concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/concat.sql", + "original_file_path": "macros/utils/concat.sql", + "unique_id": "macro.dbt.concat", + "macro_sql": "{% macro concat(fields) -%}\n {{ return(adapter.dispatch('concat', 'dbt')(fields)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__concat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6001291, + "supported_languages": null + }, + "macro.dbt.default__concat": { + "name": "default__concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/concat.sql", + "original_file_path": "macros/utils/concat.sql", + "unique_id": "macro.dbt.default__concat", + "macro_sql": "{% macro default__concat(fields) -%}\n {{ fields|join(' || ') }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.600281, + "supported_languages": null + }, + "macro.dbt.get_powers_of_two": { + "name": "get_powers_of_two", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.get_powers_of_two", + "macro_sql": "{% macro get_powers_of_two(upper_bound) %}\n {{ return(adapter.dispatch('get_powers_of_two', 'dbt')(upper_bound)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_powers_of_two" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6011431, + "supported_languages": null + }, + "macro.dbt.default__get_powers_of_two": { + "name": "default__get_powers_of_two", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.default__get_powers_of_two", + "macro_sql": "{% macro default__get_powers_of_two(upper_bound) %}\n\n {% if upper_bound <= 0 %}\n {{ exceptions.raise_compiler_error(\"upper bound must be positive\") }}\n {% endif %}\n\n {% for _ in range(1, 100) %}\n {% if upper_bound <= 2 ** loop.index %}{{ return(loop.index) }}{% endif %}\n {% endfor %}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.601634, + "supported_languages": null + }, + "macro.dbt.generate_series": { + "name": "generate_series", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.generate_series", + "macro_sql": "{% macro generate_series(upper_bound) %}\n {{ return(adapter.dispatch('generate_series', 'dbt')(upper_bound)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_series" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.601803, + "supported_languages": null + }, + "macro.dbt.default__generate_series": { + "name": "default__generate_series", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.default__generate_series", + "macro_sql": "{% macro default__generate_series(upper_bound) %}\n\n {% set n = dbt.get_powers_of_two(upper_bound) %}\n\n with p as (\n select 0 as generated_number union all select 1\n ), unioned as (\n\n select\n\n {% for i in range(n) %}\n p{{i}}.generated_number * power(2, {{i}})\n {% if not loop.last %} + {% endif %}\n {% endfor %}\n + 1\n as generated_number\n\n from\n\n {% for i in range(n) %}\n p as p{{i}}\n {% if not loop.last %} cross join {% endif %}\n {% endfor %}\n\n )\n\n select *\n from unioned\n where generated_number <= {{upper_bound}}\n order by generated_number\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_powers_of_two" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602241, + "supported_languages": null + }, + "macro.dbt.length": { + "name": "length", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/length.sql", + "original_file_path": "macros/utils/length.sql", + "unique_id": "macro.dbt.length", + "macro_sql": "{% macro length(expression) -%}\n {{ return(adapter.dispatch('length', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__length" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602468, + "supported_languages": null + }, + "macro.dbt.default__length": { + "name": "default__length", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/length.sql", + "original_file_path": "macros/utils/length.sql", + "unique_id": "macro.dbt.default__length", + "macro_sql": "{% macro default__length(expression) %}\n\n length(\n {{ expression }}\n )\n\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602565, + "supported_languages": null + }, + "macro.dbt.dateadd": { + "name": "dateadd", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/dateadd.sql", + "original_file_path": "macros/utils/dateadd.sql", + "unique_id": "macro.dbt.dateadd", + "macro_sql": "{% macro dateadd(datepart, interval, from_date_or_timestamp) %}\n {{ return(adapter.dispatch('dateadd', 'dbt')(datepart, interval, from_date_or_timestamp)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__dateadd" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602869, + "supported_languages": null + }, + "macro.dbt.default__dateadd": { + "name": "default__dateadd", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/dateadd.sql", + "original_file_path": "macros/utils/dateadd.sql", + "unique_id": "macro.dbt.default__dateadd", + "macro_sql": "{% macro default__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n dateadd(\n {{ datepart }},\n {{ interval }},\n {{ from_date_or_timestamp }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60308, + "supported_languages": null + }, + "macro.dbt.intersect": { + "name": "intersect", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/intersect.sql", + "original_file_path": "macros/utils/intersect.sql", + "unique_id": "macro.dbt.intersect", + "macro_sql": "{% macro intersect() %}\n {{ return(adapter.dispatch('intersect', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__intersect" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60331, + "supported_languages": null + }, + "macro.dbt.default__intersect": { + "name": "default__intersect", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/intersect.sql", + "original_file_path": "macros/utils/intersect.sql", + "unique_id": "macro.dbt.default__intersect", + "macro_sql": "{% macro default__intersect() %}\n\n intersect\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.603382, + "supported_languages": null + }, + "macro.dbt.escape_single_quotes": { + "name": "escape_single_quotes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/escape_single_quotes.sql", + "original_file_path": "macros/utils/escape_single_quotes.sql", + "unique_id": "macro.dbt.escape_single_quotes", + "macro_sql": "{% macro escape_single_quotes(expression) %}\n {{ return(adapter.dispatch('escape_single_quotes', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__escape_single_quotes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6036139, + "supported_languages": null + }, + "macro.dbt.default__escape_single_quotes": { + "name": "default__escape_single_quotes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/escape_single_quotes.sql", + "original_file_path": "macros/utils/escape_single_quotes.sql", + "unique_id": "macro.dbt.default__escape_single_quotes", + "macro_sql": "{% macro default__escape_single_quotes(expression) -%}\n{{ expression | replace(\"'\",\"''\") }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.603744, + "supported_languages": null + }, + "macro.dbt.right": { + "name": "right", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/right.sql", + "original_file_path": "macros/utils/right.sql", + "unique_id": "macro.dbt.right", + "macro_sql": "{% macro right(string_text, length_expression) -%}\n {{ return(adapter.dispatch('right', 'dbt') (string_text, length_expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__right" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.604049, + "supported_languages": null + }, + "macro.dbt.default__right": { + "name": "default__right", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/right.sql", + "original_file_path": "macros/utils/right.sql", + "unique_id": "macro.dbt.default__right", + "macro_sql": "{% macro default__right(string_text, length_expression) %}\n\n right(\n {{ string_text }},\n {{ length_expression }}\n )\n\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.604373, + "supported_languages": null + }, + "macro.dbt.listagg": { + "name": "listagg", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/listagg.sql", + "original_file_path": "macros/utils/listagg.sql", + "unique_id": "macro.dbt.listagg", + "macro_sql": "{% macro listagg(measure, delimiter_text=\"','\", order_by_clause=none, limit_num=none) -%}\n {{ return(adapter.dispatch('listagg', 'dbt') (measure, delimiter_text, order_by_clause, limit_num)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__listagg" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.605271, + "supported_languages": null + }, + "macro.dbt.default__listagg": { + "name": "default__listagg", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/listagg.sql", + "original_file_path": "macros/utils/listagg.sql", + "unique_id": "macro.dbt.default__listagg", + "macro_sql": "{% macro default__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n\n {% if limit_num -%}\n array_to_string(\n array_slice(\n array_agg(\n {{ measure }}\n ){% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n ,0\n ,{{ limit_num }}\n ),\n {{ delimiter_text }}\n )\n {%- else %}\n listagg(\n {{ measure }},\n {{ delimiter_text }}\n )\n {% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n {%- endif %}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.605628, + "supported_languages": null + }, + "macro.dbt.datediff": { + "name": "datediff", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/datediff.sql", + "original_file_path": "macros/utils/datediff.sql", + "unique_id": "macro.dbt.datediff", + "macro_sql": "{% macro datediff(first_date, second_date, datepart) %}\n {{ return(adapter.dispatch('datediff', 'dbt')(first_date, second_date, datepart)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__datediff" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6059341, + "supported_languages": null + }, + "macro.dbt.default__datediff": { + "name": "default__datediff", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/datediff.sql", + "original_file_path": "macros/utils/datediff.sql", + "unique_id": "macro.dbt.default__datediff", + "macro_sql": "{% macro default__datediff(first_date, second_date, datepart) -%}\n\n datediff(\n {{ datepart }},\n {{ first_date }},\n {{ second_date }}\n )\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.606266, + "supported_languages": null + }, + "macro.dbt.safe_cast": { + "name": "safe_cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/safe_cast.sql", + "original_file_path": "macros/utils/safe_cast.sql", + "unique_id": "macro.dbt.safe_cast", + "macro_sql": "{% macro safe_cast(field, type) %}\n {{ return(adapter.dispatch('safe_cast', 'dbt') (field, type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__safe_cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60669, + "supported_languages": null + }, + "macro.dbt.default__safe_cast": { + "name": "default__safe_cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/safe_cast.sql", + "original_file_path": "macros/utils/safe_cast.sql", + "unique_id": "macro.dbt.default__safe_cast", + "macro_sql": "{% macro default__safe_cast(field, type) %}\n {# most databases don't support this function yet\n so we just need to use cast #}\n cast({{field}} as {{type}})\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.607027, + "supported_languages": null + }, + "macro.dbt.hash": { + "name": "hash", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/hash.sql", + "original_file_path": "macros/utils/hash.sql", + "unique_id": "macro.dbt.hash", + "macro_sql": "{% macro hash(field) -%}\n {{ return(adapter.dispatch('hash', 'dbt') (field)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__hash" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.607307, + "supported_languages": null + }, + "macro.dbt.default__hash": { + "name": "default__hash", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/hash.sql", + "original_file_path": "macros/utils/hash.sql", + "unique_id": "macro.dbt.default__hash", + "macro_sql": "{% macro default__hash(field) -%}\n md5(cast({{ field }} as {{ api.Column.translate_type('string') }}))\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.607462, + "supported_languages": null + }, + "macro.dbt.cast_bool_to_text": { + "name": "cast_bool_to_text", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast_bool_to_text.sql", + "original_file_path": "macros/utils/cast_bool_to_text.sql", + "unique_id": "macro.dbt.cast_bool_to_text", + "macro_sql": "{% macro cast_bool_to_text(field) %}\n {{ adapter.dispatch('cast_bool_to_text', 'dbt') (field) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__cast_bool_to_text" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6078038, + "supported_languages": null + }, + "macro.dbt.default__cast_bool_to_text": { + "name": "default__cast_bool_to_text", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast_bool_to_text.sql", + "original_file_path": "macros/utils/cast_bool_to_text.sql", + "unique_id": "macro.dbt.default__cast_bool_to_text", + "macro_sql": "{% macro default__cast_bool_to_text(field) %}\n cast({{ field }} as {{ api.Column.translate_type('string') }})\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6080132, + "supported_languages": null + }, + "macro.dbt.cast": { + "name": "cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast.sql", + "original_file_path": "macros/utils/cast.sql", + "unique_id": "macro.dbt.cast", + "macro_sql": "{% macro cast(field, type) %}\n {{ return(adapter.dispatch('cast', 'dbt') (field, type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6082869, + "supported_languages": null + }, + "macro.dbt.default__cast": { + "name": "default__cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast.sql", + "original_file_path": "macros/utils/cast.sql", + "unique_id": "macro.dbt.default__cast", + "macro_sql": "{% macro default__cast(field, type) %}\n cast({{field}} as {{type}})\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6084092, + "supported_languages": null + }, + "macro.dbt.any_value": { + "name": "any_value", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/any_value.sql", + "original_file_path": "macros/utils/any_value.sql", + "unique_id": "macro.dbt.any_value", + "macro_sql": "{% macro any_value(expression) -%}\n {{ return(adapter.dispatch('any_value', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__any_value" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.608633, + "supported_languages": null + }, + "macro.dbt.default__any_value": { + "name": "default__any_value", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/any_value.sql", + "original_file_path": "macros/utils/any_value.sql", + "unique_id": "macro.dbt.default__any_value", + "macro_sql": "{% macro default__any_value(expression) -%}\n\n any_value({{ expression }})\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.608732, + "supported_languages": null + }, + "macro.dbt.position": { + "name": "position", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/position.sql", + "original_file_path": "macros/utils/position.sql", + "unique_id": "macro.dbt.position", + "macro_sql": "{% macro position(substring_text, string_text) -%}\n {{ return(adapter.dispatch('position', 'dbt') (substring_text, string_text)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__position" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.608992, + "supported_languages": null + }, + "macro.dbt.default__position": { + "name": "default__position", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/position.sql", + "original_file_path": "macros/utils/position.sql", + "unique_id": "macro.dbt.default__position", + "macro_sql": "{% macro default__position(substring_text, string_text) %}\n\n position(\n {{ substring_text }} in {{ string_text }}\n )\n\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60912, + "supported_languages": null + }, + "macro.dbt.string_literal": { + "name": "string_literal", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/literal.sql", + "original_file_path": "macros/utils/literal.sql", + "unique_id": "macro.dbt.string_literal", + "macro_sql": "{%- macro string_literal(value) -%}\n {{ return(adapter.dispatch('string_literal', 'dbt') (value)) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__string_literal" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.609399, + "supported_languages": null + }, + "macro.dbt.default__string_literal": { + "name": "default__string_literal", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/literal.sql", + "original_file_path": "macros/utils/literal.sql", + "unique_id": "macro.dbt.default__string_literal", + "macro_sql": "{% macro default__string_literal(value) -%}\n '{{ value }}'\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.609611, + "supported_languages": null + }, + "macro.dbt.type_string": { + "name": "type_string", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_string", + "macro_sql": "\n\n{%- macro type_string() -%}\n {{ return(adapter.dispatch('type_string', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_string" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.610694, + "supported_languages": null + }, + "macro.dbt.default__type_string": { + "name": "default__type_string", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_string", + "macro_sql": "{% macro default__type_string() %}\n {{ return(api.Column.translate_type(\"string\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.610843, + "supported_languages": null + }, + "macro.dbt.type_timestamp": { + "name": "type_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_timestamp", + "macro_sql": "\n\n{%- macro type_timestamp() -%}\n {{ return(adapter.dispatch('type_timestamp', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.611068, + "supported_languages": null + }, + "macro.dbt.default__type_timestamp": { + "name": "default__type_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_timestamp", + "macro_sql": "{% macro default__type_timestamp() %}\n {{ return(api.Column.translate_type(\"timestamp\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6112902, + "supported_languages": null + }, + "macro.dbt.type_float": { + "name": "type_float", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_float", + "macro_sql": "\n\n{%- macro type_float() -%}\n {{ return(adapter.dispatch('type_float', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_float" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6115808, + "supported_languages": null + }, + "macro.dbt.default__type_float": { + "name": "default__type_float", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_float", + "macro_sql": "{% macro default__type_float() %}\n {{ return(api.Column.translate_type(\"float\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.611736, + "supported_languages": null + }, + "macro.dbt.type_numeric": { + "name": "type_numeric", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_numeric", + "macro_sql": "\n\n{%- macro type_numeric() -%}\n {{ return(adapter.dispatch('type_numeric', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_numeric" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.611878, + "supported_languages": null + }, + "macro.dbt.default__type_numeric": { + "name": "default__type_numeric", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_numeric", + "macro_sql": "{% macro default__type_numeric() %}\n {{ return(api.Column.numeric_type(\"numeric\", 28, 6)) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.61204, + "supported_languages": null + }, + "macro.dbt.type_bigint": { + "name": "type_bigint", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_bigint", + "macro_sql": "\n\n{%- macro type_bigint() -%}\n {{ return(adapter.dispatch('type_bigint', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_bigint" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.612183, + "supported_languages": null + }, + "macro.dbt.default__type_bigint": { + "name": "default__type_bigint", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_bigint", + "macro_sql": "{% macro default__type_bigint() %}\n {{ return(api.Column.translate_type(\"bigint\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.612608, + "supported_languages": null + }, + "macro.dbt.type_int": { + "name": "type_int", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_int", + "macro_sql": "\n\n{%- macro type_int() -%}\n {{ return(adapter.dispatch('type_int', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_int" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6128159, + "supported_languages": null + }, + "macro.dbt.default__type_int": { + "name": "default__type_int", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_int", + "macro_sql": "{%- macro default__type_int() -%}\n {{ return(api.Column.translate_type(\"integer\")) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.612986, + "supported_languages": null + }, + "macro.dbt.type_boolean": { + "name": "type_boolean", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_boolean", + "macro_sql": "\n\n{%- macro type_boolean() -%}\n {{ return(adapter.dispatch('type_boolean', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_boolean" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.613248, + "supported_languages": null + }, + "macro.dbt.default__type_boolean": { + "name": "default__type_boolean", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_boolean", + "macro_sql": "{%- macro default__type_boolean() -%}\n {{ return(api.Column.translate_type(\"boolean\")) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6134121, + "supported_languages": null + }, + "macro.dbt.array_concat": { + "name": "array_concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_concat.sql", + "original_file_path": "macros/utils/array_concat.sql", + "unique_id": "macro.dbt.array_concat", + "macro_sql": "{% macro array_concat(array_1, array_2) -%}\n {{ return(adapter.dispatch('array_concat', 'dbt')(array_1, array_2)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__array_concat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.613683, + "supported_languages": null + }, + "macro.dbt.default__array_concat": { + "name": "default__array_concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_concat.sql", + "original_file_path": "macros/utils/array_concat.sql", + "unique_id": "macro.dbt.default__array_concat", + "macro_sql": "{% macro default__array_concat(array_1, array_2) -%}\n array_cat({{ array_1 }}, {{ array_2 }})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.613804, + "supported_languages": null + }, + "macro.dbt.bool_or": { + "name": "bool_or", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/bool_or.sql", + "original_file_path": "macros/utils/bool_or.sql", + "unique_id": "macro.dbt.bool_or", + "macro_sql": "{% macro bool_or(expression) -%}\n {{ return(adapter.dispatch('bool_or', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__bool_or" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6140301, + "supported_languages": null + }, + "macro.dbt.default__bool_or": { + "name": "default__bool_or", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/bool_or.sql", + "original_file_path": "macros/utils/bool_or.sql", + "unique_id": "macro.dbt.default__bool_or", + "macro_sql": "{% macro default__bool_or(expression) -%}\n\n bool_or({{ expression }})\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.614128, + "supported_languages": null + }, + "macro.dbt.last_day": { + "name": "last_day", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/last_day.sql", + "original_file_path": "macros/utils/last_day.sql", + "unique_id": "macro.dbt.last_day", + "macro_sql": "{% macro last_day(date, datepart) %}\n {{ return(adapter.dispatch('last_day', 'dbt') (date, datepart)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__last_day" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.61443, + "supported_languages": null + }, + "macro.dbt.default_last_day": { + "name": "default_last_day", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/last_day.sql", + "original_file_path": "macros/utils/last_day.sql", + "unique_id": "macro.dbt.default_last_day", + "macro_sql": "\n\n{%- macro default_last_day(date, datepart) -%}\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd(datepart, '1', dbt.date_trunc(datepart, date))\n )}}\n as date)\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.dateadd", + "macro.dbt.date_trunc" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.614666, + "supported_languages": null + }, + "macro.dbt.default__last_day": { + "name": "default__last_day", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/last_day.sql", + "original_file_path": "macros/utils/last_day.sql", + "unique_id": "macro.dbt.default__last_day", + "macro_sql": "{% macro default__last_day(date, datepart) -%}\n {{dbt.default_last_day(date, datepart)}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default_last_day" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.614798, + "supported_languages": null + }, + "macro.dbt.split_part": { + "name": "split_part", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/split_part.sql", + "original_file_path": "macros/utils/split_part.sql", + "unique_id": "macro.dbt.split_part", + "macro_sql": "{% macro split_part(string_text, delimiter_text, part_number) %}\n {{ return(adapter.dispatch('split_part', 'dbt') (string_text, delimiter_text, part_number)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__split_part" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6152692, + "supported_languages": null + }, + "macro.dbt.default__split_part": { + "name": "default__split_part", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/split_part.sql", + "original_file_path": "macros/utils/split_part.sql", + "unique_id": "macro.dbt.default__split_part", + "macro_sql": "{% macro default__split_part(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n {{ part_number }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.615414, + "supported_languages": null + }, + "macro.dbt._split_part_negative": { + "name": "_split_part_negative", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/split_part.sql", + "original_file_path": "macros/utils/split_part.sql", + "unique_id": "macro.dbt._split_part_negative", + "macro_sql": "{% macro _split_part_negative(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n length({{ string_text }})\n - length(\n replace({{ string_text }}, {{ delimiter_text }}, '')\n ) + 2 + {{ part_number }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.615668, + "supported_languages": null + }, + "macro.dbt.date_trunc": { + "name": "date_trunc", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_trunc.sql", + "original_file_path": "macros/utils/date_trunc.sql", + "unique_id": "macro.dbt.date_trunc", + "macro_sql": "{% macro date_trunc(datepart, date) -%}\n {{ return(adapter.dispatch('date_trunc', 'dbt') (datepart, date)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__date_trunc" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.616012, + "supported_languages": null + }, + "macro.dbt.default__date_trunc": { + "name": "default__date_trunc", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_trunc.sql", + "original_file_path": "macros/utils/date_trunc.sql", + "unique_id": "macro.dbt.default__date_trunc", + "macro_sql": "{% macro default__date_trunc(datepart, date) -%}\n date_trunc('{{datepart}}', {{date}})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6161332, + "supported_languages": null + }, + "macro.dbt.array_construct": { + "name": "array_construct", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_construct.sql", + "original_file_path": "macros/utils/array_construct.sql", + "unique_id": "macro.dbt.array_construct", + "macro_sql": "{% macro array_construct(inputs=[], data_type=api.Column.translate_type('integer')) -%}\n {{ return(adapter.dispatch('array_construct', 'dbt')(inputs, data_type)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__array_construct" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.616485, + "supported_languages": null + }, + "macro.dbt.default__array_construct": { + "name": "default__array_construct", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_construct.sql", + "original_file_path": "macros/utils/array_construct.sql", + "unique_id": "macro.dbt.default__array_construct", + "macro_sql": "{% macro default__array_construct(inputs, data_type) -%}\n {% if inputs|length > 0 %}\n array[ {{ inputs|join(' , ') }} ]\n {% else %}\n array[]::{{data_type}}[]\n {% endif %}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6167018, + "supported_languages": null + }, + "macro.dbt.array_append": { + "name": "array_append", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_append.sql", + "original_file_path": "macros/utils/array_append.sql", + "unique_id": "macro.dbt.array_append", + "macro_sql": "{% macro array_append(array, new_element) -%}\n {{ return(adapter.dispatch('array_append', 'dbt')(array, new_element)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__array_append" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.616954, + "supported_languages": null + }, + "macro.dbt.default__array_append": { + "name": "default__array_append", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_append.sql", + "original_file_path": "macros/utils/array_append.sql", + "unique_id": "macro.dbt.default__array_append", + "macro_sql": "{% macro default__array_append(array, new_element) -%}\n array_append({{ array }}, {{ new_element }})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.617163, + "supported_languages": null + }, + "macro.dbt.create_schema": { + "name": "create_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.create_schema", + "macro_sql": "{% macro create_schema(relation) -%}\n {{ adapter.dispatch('create_schema', 'dbt')(relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__create_schema" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6174898, + "supported_languages": null + }, + "macro.dbt.default__create_schema": { + "name": "default__create_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.default__create_schema", + "macro_sql": "{% macro default__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n create schema if not exists {{ relation.without_identifier() }}\n {% endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6176488, + "supported_languages": null + }, + "macro.dbt.drop_schema": { + "name": "drop_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.drop_schema", + "macro_sql": "{% macro drop_schema(relation) -%}\n {{ adapter.dispatch('drop_schema', 'dbt')(relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__drop_schema" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.617794, + "supported_languages": null + }, + "macro.dbt.default__drop_schema": { + "name": "default__drop_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.default__drop_schema", + "macro_sql": "{% macro default__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {% endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.617953, + "supported_languages": null + }, + "macro.dbt.current_timestamp": { + "name": "current_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.current_timestamp", + "macro_sql": "{%- macro current_timestamp() -%}\n {{ adapter.dispatch('current_timestamp', 'dbt')() }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618387, + "supported_languages": null + }, + "macro.dbt.default__current_timestamp": { + "name": "default__current_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__current_timestamp", + "macro_sql": "{% macro default__current_timestamp() -%}\n {{ exceptions.raise_not_implemented(\n 'current_timestamp macro not implemented for adapter ' + adapter.type()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.61852, + "supported_languages": null + }, + "macro.dbt.snapshot_get_time": { + "name": "snapshot_get_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.snapshot_get_time", + "macro_sql": "\n\n{%- macro snapshot_get_time() -%}\n {{ adapter.dispatch('snapshot_get_time', 'dbt')() }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__snapshot_get_time" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618648, + "supported_languages": null + }, + "macro.dbt.default__snapshot_get_time": { + "name": "default__snapshot_get_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__snapshot_get_time", + "macro_sql": "{% macro default__snapshot_get_time() %}\n {{ current_timestamp() }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618738, + "supported_languages": null + }, + "macro.dbt.current_timestamp_backcompat": { + "name": "current_timestamp_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.current_timestamp_backcompat", + "macro_sql": "{% macro current_timestamp_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__current_timestamp_backcompat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618884, + "supported_languages": null + }, + "macro.dbt.default__current_timestamp_backcompat": { + "name": "default__current_timestamp_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__current_timestamp_backcompat", + "macro_sql": "{% macro default__current_timestamp_backcompat() %}\n current_timestamp::timestamp\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618953, + "supported_languages": null + }, + "macro.dbt.current_timestamp_in_utc_backcompat": { + "name": "current_timestamp_in_utc_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.current_timestamp_in_utc_backcompat", + "macro_sql": "{% macro current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_in_utc_backcompat', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__current_timestamp_in_utc_backcompat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.619099, + "supported_languages": null + }, + "macro.dbt.default__current_timestamp_in_utc_backcompat": { + "name": "default__current_timestamp_in_utc_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__current_timestamp_in_utc_backcompat", + "macro_sql": "{% macro default__current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.current_timestamp_backcompat", + "macro.dbt.default__current_timestamp_backcompat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.619243, + "supported_languages": null + }, + "macro.dbt.get_create_index_sql": { + "name": "get_create_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.get_create_index_sql", + "macro_sql": "{% macro get_create_index_sql(relation, index_dict) -%}\n {{ return(adapter.dispatch('get_create_index_sql', 'dbt')(relation, index_dict)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_index_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6200519, + "supported_languages": null + }, + "macro.dbt.default__get_create_index_sql": { + "name": "default__get_create_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__get_create_index_sql", + "macro_sql": "{% macro default__get_create_index_sql(relation, index_dict) -%}\n {% do return(None) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.620178, + "supported_languages": null + }, + "macro.dbt.create_indexes": { + "name": "create_indexes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.create_indexes", + "macro_sql": "{% macro create_indexes(relation) -%}\n {{ adapter.dispatch('create_indexes', 'dbt')(relation) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6203132, + "supported_languages": null + }, + "macro.dbt.default__create_indexes": { + "name": "default__create_indexes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__create_indexes", + "macro_sql": "{% macro default__create_indexes(relation) -%}\n {%- set _indexes = config.get('indexes', default=[]) -%}\n\n {% for _index_dict in _indexes %}\n {% set create_index_sql = get_create_index_sql(relation, _index_dict) %}\n {% if create_index_sql %}\n {% do run_query(create_index_sql) %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_create_index_sql", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.620661, + "supported_languages": null + }, + "macro.dbt.get_drop_index_sql": { + "name": "get_drop_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.get_drop_index_sql", + "macro_sql": "{% macro get_drop_index_sql(relation, index_name) -%}\n {{ adapter.dispatch('get_drop_index_sql', 'dbt')(relation, index_name) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_drop_index_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.620883, + "supported_languages": null + }, + "macro.dbt.default__get_drop_index_sql": { + "name": "default__get_drop_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__get_drop_index_sql", + "macro_sql": "{% macro default__get_drop_index_sql(relation, index_name) -%}\n {{ exceptions.raise_compiler_error(\"`get_drop_index_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.621006, + "supported_languages": null + }, + "macro.dbt.get_show_indexes_sql": { + "name": "get_show_indexes_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.get_show_indexes_sql", + "macro_sql": "{% macro get_show_indexes_sql(relation) -%}\n {{ adapter.dispatch('get_show_indexes_sql', 'dbt')(relation) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_show_indexes_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.621143, + "supported_languages": null + }, + "macro.dbt.default__get_show_indexes_sql": { + "name": "default__get_show_indexes_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__get_show_indexes_sql", + "macro_sql": "{% macro default__get_show_indexes_sql(relation) -%}\n {{ exceptions.raise_compiler_error(\"`get_show_indexes_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.621253, + "supported_languages": null + }, + "macro.dbt.make_intermediate_relation": { + "name": "make_intermediate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.make_intermediate_relation", + "macro_sql": "{% macro make_intermediate_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_intermediate_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__make_intermediate_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.623536, + "supported_languages": null + }, + "macro.dbt.default__make_intermediate_relation": { + "name": "default__make_intermediate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__make_intermediate_relation", + "macro_sql": "{% macro default__make_intermediate_relation(base_relation, suffix) %}\n {{ return(default__make_temp_relation(base_relation, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__make_temp_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.623714, + "supported_languages": null + }, + "macro.dbt.make_temp_relation": { + "name": "make_temp_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.make_temp_relation", + "macro_sql": "{% macro make_temp_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_temp_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__make_temp_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.624009, + "supported_languages": null + }, + "macro.dbt.default__make_temp_relation": { + "name": "default__make_temp_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__make_temp_relation", + "macro_sql": "{% macro default__make_temp_relation(base_relation, suffix) %}\n {%- set temp_identifier = base_relation.identifier ~ suffix -%}\n {%- set temp_relation = base_relation.incorporate(\n path={\"identifier\": temp_identifier}) -%}\n\n {{ return(temp_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6242938, + "supported_languages": null + }, + "macro.dbt.make_backup_relation": { + "name": "make_backup_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.make_backup_relation", + "macro_sql": "{% macro make_backup_relation(base_relation, backup_relation_type, suffix='__dbt_backup') %}\n {{ return(adapter.dispatch('make_backup_relation', 'dbt')(base_relation, backup_relation_type, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__make_backup_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6245818, + "supported_languages": null + }, + "macro.dbt.default__make_backup_relation": { + "name": "default__make_backup_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__make_backup_relation", + "macro_sql": "{% macro default__make_backup_relation(base_relation, backup_relation_type, suffix) %}\n {%- set backup_identifier = base_relation.identifier ~ suffix -%}\n {%- set backup_relation = base_relation.incorporate(\n path={\"identifier\": backup_identifier},\n type=backup_relation_type\n ) -%}\n {{ return(backup_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.624875, + "supported_languages": null + }, + "macro.dbt.truncate_relation": { + "name": "truncate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.truncate_relation", + "macro_sql": "{% macro truncate_relation(relation) -%}\n {{ return(adapter.dispatch('truncate_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__truncate_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6251829, + "supported_languages": null + }, + "macro.dbt.default__truncate_relation": { + "name": "default__truncate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__truncate_relation", + "macro_sql": "{% macro default__truncate_relation(relation) -%}\n {% call statement('truncate_relation') -%}\n truncate table {{ relation }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.625504, + "supported_languages": null + }, + "macro.dbt.get_or_create_relation": { + "name": "get_or_create_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.get_or_create_relation", + "macro_sql": "{% macro get_or_create_relation(database, schema, identifier, type) -%}\n {{ return(adapter.dispatch('get_or_create_relation', 'dbt')(database, schema, identifier, type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_or_create_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6259258, + "supported_languages": null + }, + "macro.dbt.default__get_or_create_relation": { + "name": "default__get_or_create_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__get_or_create_relation", + "macro_sql": "{% macro default__get_or_create_relation(database, schema, identifier, type) %}\n {%- set target_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% if target_relation %}\n {% do return([true, target_relation]) %}\n {% endif %}\n\n {%- set new_relation = api.Relation.create(\n database=database,\n schema=schema,\n identifier=identifier,\n type=type\n ) -%}\n {% do return([false, new_relation]) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6266, + "supported_languages": null + }, + "macro.dbt.load_cached_relation": { + "name": "load_cached_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.load_cached_relation", + "macro_sql": "{% macro load_cached_relation(relation) %}\n {% do return(adapter.get_relation(\n database=relation.database,\n schema=relation.schema,\n identifier=relation.identifier\n )) -%}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.626827, + "supported_languages": null + }, + "macro.dbt.load_relation": { + "name": "load_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.load_relation", + "macro_sql": "{% macro load_relation(relation) %}\n {{ return(load_cached_relation(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.627006, + "supported_languages": null + }, + "macro.dbt.collect_freshness": { + "name": "collect_freshness", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/freshness.sql", + "original_file_path": "macros/adapters/freshness.sql", + "unique_id": "macro.dbt.collect_freshness", + "macro_sql": "{% macro collect_freshness(source, loaded_at_field, filter) %}\n {{ return(adapter.dispatch('collect_freshness', 'dbt')(source, loaded_at_field, filter))}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__collect_freshness" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.627537, + "supported_languages": null + }, + "macro.dbt.default__collect_freshness": { + "name": "default__collect_freshness", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/freshness.sql", + "original_file_path": "macros/adapters/freshness.sql", + "unique_id": "macro.dbt.default__collect_freshness", + "macro_sql": "{% macro default__collect_freshness(source, loaded_at_field, filter) %}\n {% call statement('collect_freshness', fetch_result=True, auto_begin=False) -%}\n select\n max({{ loaded_at_field }}) as max_loaded_at,\n {{ current_timestamp() }} as snapshotted_at\n from {{ source }}\n {% if filter %}\n where {{ filter }}\n {% endif %}\n {% endcall %}\n {{ return(load_result('collect_freshness')) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6279008, + "supported_languages": null + }, + "macro.dbt.validate_sql": { + "name": "validate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/validate_sql.sql", + "original_file_path": "macros/adapters/validate_sql.sql", + "unique_id": "macro.dbt.validate_sql", + "macro_sql": "{% macro validate_sql(sql) -%}\n {{ return(adapter.dispatch('validate_sql', 'dbt')(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__validate_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.628159, + "supported_languages": null + }, + "macro.dbt.default__validate_sql": { + "name": "default__validate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/validate_sql.sql", + "original_file_path": "macros/adapters/validate_sql.sql", + "unique_id": "macro.dbt.default__validate_sql", + "macro_sql": "{% macro default__validate_sql(sql) -%}\n {% call statement('validate_sql') -%}\n explain {{ sql }}\n {% endcall %}\n {{ return(load_result('validate_sql')) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.628586, + "supported_languages": null + }, + "macro.dbt.copy_grants": { + "name": "copy_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.copy_grants", + "macro_sql": "{% macro copy_grants() %}\n {{ return(adapter.dispatch('copy_grants', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__copy_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.630272, + "supported_languages": null + }, + "macro.dbt.default__copy_grants": { + "name": "default__copy_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__copy_grants", + "macro_sql": "{% macro default__copy_grants() %}\n {{ return(True) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.630375, + "supported_languages": null + }, + "macro.dbt.support_multiple_grantees_per_dcl_statement": { + "name": "support_multiple_grantees_per_dcl_statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.support_multiple_grantees_per_dcl_statement", + "macro_sql": "{% macro support_multiple_grantees_per_dcl_statement() %}\n {{ return(adapter.dispatch('support_multiple_grantees_per_dcl_statement', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__support_multiple_grantees_per_dcl_statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6305249, + "supported_languages": null + }, + "macro.dbt.default__support_multiple_grantees_per_dcl_statement": { + "name": "default__support_multiple_grantees_per_dcl_statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__support_multiple_grantees_per_dcl_statement", + "macro_sql": "\n\n{%- macro default__support_multiple_grantees_per_dcl_statement() -%}\n {{ return(True) }}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.630635, + "supported_languages": null + }, + "macro.dbt.should_revoke": { + "name": "should_revoke", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.should_revoke", + "macro_sql": "{% macro should_revoke(existing_relation, full_refresh_mode=True) %}\n\n {% if not existing_relation %}\n {#-- The table doesn't already exist, so no grants to copy over --#}\n {{ return(False) }}\n {% elif full_refresh_mode %}\n {#-- The object is being REPLACED -- whether grants are copied over depends on the value of user config --#}\n {{ return(copy_grants()) }}\n {% else %}\n {#-- The table is being merged/upserted/inserted -- grants will be carried over --#}\n {{ return(True) }}\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.copy_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631142, + "supported_languages": null + }, + "macro.dbt.get_show_grant_sql": { + "name": "get_show_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_show_grant_sql", + "macro_sql": "{% macro get_show_grant_sql(relation) %}\n {{ return(adapter.dispatch(\"get_show_grant_sql\", \"dbt\")(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_show_grant_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631454, + "supported_languages": null + }, + "macro.dbt.default__get_show_grant_sql": { + "name": "default__get_show_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_show_grant_sql", + "macro_sql": "{% macro default__get_show_grant_sql(relation) %}\n show grants on {{ relation }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631595, + "supported_languages": null + }, + "macro.dbt.get_grant_sql": { + "name": "get_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_grant_sql", + "macro_sql": "{% macro get_grant_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_grant_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_grant_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631816, + "supported_languages": null + }, + "macro.dbt.default__get_grant_sql": { + "name": "default__get_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_grant_sql", + "macro_sql": "\n\n{%- macro default__get_grant_sql(relation, privilege, grantees) -%}\n grant {{ privilege }} on {{ relation }} to {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632146, + "supported_languages": null + }, + "macro.dbt.get_revoke_sql": { + "name": "get_revoke_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_revoke_sql", + "macro_sql": "{% macro get_revoke_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_revoke_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_revoke_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632417, + "supported_languages": null + }, + "macro.dbt.default__get_revoke_sql": { + "name": "default__get_revoke_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_revoke_sql", + "macro_sql": "\n\n{%- macro default__get_revoke_sql(relation, privilege, grantees) -%}\n revoke {{ privilege }} on {{ relation }} from {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632649, + "supported_languages": null + }, + "macro.dbt.get_dcl_statement_list": { + "name": "get_dcl_statement_list", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_dcl_statement_list", + "macro_sql": "{% macro get_dcl_statement_list(relation, grant_config, get_dcl_macro) %}\n {{ return(adapter.dispatch('get_dcl_statement_list', 'dbt')(relation, grant_config, get_dcl_macro)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_dcl_statement_list" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632864, + "supported_languages": null + }, + "macro.dbt.default__get_dcl_statement_list": { + "name": "default__get_dcl_statement_list", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_dcl_statement_list", + "macro_sql": "\n\n{%- macro default__get_dcl_statement_list(relation, grant_config, get_dcl_macro) -%}\n {#\n -- Unpack grant_config into specific privileges and the set of users who need them granted/revoked.\n -- Depending on whether this database supports multiple grantees per statement, pass in the list of\n -- all grantees per privilege, or (if not) template one statement per privilege-grantee pair.\n -- `get_dcl_macro` will be either `get_grant_sql` or `get_revoke_sql`\n #}\n {%- set dcl_statements = [] -%}\n {%- for privilege, grantees in grant_config.items() %}\n {%- if support_multiple_grantees_per_dcl_statement() and grantees -%}\n {%- set dcl = get_dcl_macro(relation, privilege, grantees) -%}\n {%- do dcl_statements.append(dcl) -%}\n {%- else -%}\n {%- for grantee in grantees -%}\n {% set dcl = get_dcl_macro(relation, privilege, [grantee]) %}\n {%- do dcl_statements.append(dcl) -%}\n {% endfor -%}\n {%- endif -%}\n {%- endfor -%}\n {{ return(dcl_statements) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.support_multiple_grantees_per_dcl_statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.633584, + "supported_languages": null + }, + "macro.dbt.call_dcl_statements": { + "name": "call_dcl_statements", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.call_dcl_statements", + "macro_sql": "{% macro call_dcl_statements(dcl_statement_list) %}\n {{ return(adapter.dispatch(\"call_dcl_statements\", \"dbt\")(dcl_statement_list)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__call_dcl_statements" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.633773, + "supported_languages": null + }, + "macro.dbt.default__call_dcl_statements": { + "name": "default__call_dcl_statements", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__call_dcl_statements", + "macro_sql": "{% macro default__call_dcl_statements(dcl_statement_list) %}\n {#\n -- By default, supply all grant + revoke statements in a single semicolon-separated block,\n -- so that they're all processed together.\n\n -- Some databases do not support this. Those adapters will need to override this macro\n -- to run each statement individually.\n #}\n {% call statement('grants') %}\n {% for dcl_statement in dcl_statement_list %}\n {{ dcl_statement }};\n {% endfor %}\n {% endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6339872, + "supported_languages": null + }, + "macro.dbt.apply_grants": { + "name": "apply_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.apply_grants", + "macro_sql": "{% macro apply_grants(relation, grant_config, should_revoke) %}\n {{ return(adapter.dispatch(\"apply_grants\", \"dbt\")(relation, grant_config, should_revoke)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__apply_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6342359, + "supported_languages": null + }, + "macro.dbt.default__apply_grants": { + "name": "default__apply_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__apply_grants", + "macro_sql": "{% macro default__apply_grants(relation, grant_config, should_revoke=True) %}\n {#-- If grant_config is {} or None, this is a no-op --#}\n {% if grant_config %}\n {% if should_revoke %}\n {#-- We think previous grants may have carried over --#}\n {#-- Show current grants and calculate diffs --#}\n {% set current_grants_table = run_query(get_show_grant_sql(relation)) %}\n {% set current_grants_dict = adapter.standardize_grants_dict(current_grants_table) %}\n {% set needs_granting = diff_of_two_dicts(grant_config, current_grants_dict) %}\n {% set needs_revoking = diff_of_two_dicts(current_grants_dict, grant_config) %}\n {% if not (needs_granting or needs_revoking) %}\n {{ log('On ' ~ relation ~': All grants are in place, no revocation or granting needed.')}}\n {% endif %}\n {% else %}\n {#-- We don't think there's any chance of previous grants having carried over. --#}\n {#-- Jump straight to granting what the user has configured. --#}\n {% set needs_revoking = {} %}\n {% set needs_granting = grant_config %}\n {% endif %}\n {% if needs_granting or needs_revoking %}\n {% set revoke_statement_list = get_dcl_statement_list(relation, needs_revoking, get_revoke_sql) %}\n {% set grant_statement_list = get_dcl_statement_list(relation, needs_granting, get_grant_sql) %}\n {% set dcl_statement_list = revoke_statement_list + grant_statement_list %}\n {% if dcl_statement_list %}\n {{ call_dcl_statements(dcl_statement_list) }}\n {% endif %}\n {% endif %}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query", + "macro.dbt.get_show_grant_sql", + "macro.dbt.get_dcl_statement_list", + "macro.dbt.call_dcl_statements" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.635697, + "supported_languages": null + }, + "macro.dbt.get_show_sql": { + "name": "get_show_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/show.sql", + "original_file_path": "macros/adapters/show.sql", + "unique_id": "macro.dbt.get_show_sql", + "macro_sql": "{% macro get_show_sql(compiled_code, sql_header, limit) -%}\n {%- if sql_header -%}\n {{ sql_header }}\n {%- endif -%}\n {%- if limit is not none -%}\n {{ get_limit_subquery_sql(compiled_code, limit) }}\n {%- else -%}\n {{ compiled_code }}\n {%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_limit_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.636234, + "supported_languages": null + }, + "macro.dbt.get_limit_subquery_sql": { + "name": "get_limit_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/show.sql", + "original_file_path": "macros/adapters/show.sql", + "unique_id": "macro.dbt.get_limit_subquery_sql", + "macro_sql": "{% macro get_limit_subquery_sql(sql, limit) %}\n {{ adapter.dispatch('get_limit_subquery_sql', 'dbt')(sql, limit) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_limit_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6364129, + "supported_languages": null + }, + "macro.dbt.default__get_limit_subquery_sql": { + "name": "default__get_limit_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/show.sql", + "original_file_path": "macros/adapters/show.sql", + "unique_id": "macro.dbt.default__get_limit_subquery_sql", + "macro_sql": "{% macro default__get_limit_subquery_sql(sql, limit) %}\n select *\n from (\n {{ sql }}\n ) as model_limit_subq\n limit {{ limit }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.636543, + "supported_languages": null + }, + "macro.dbt.alter_column_comment": { + "name": "alter_column_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.alter_column_comment", + "macro_sql": "{% macro alter_column_comment(relation, column_dict) -%}\n {{ return(adapter.dispatch('alter_column_comment', 'dbt')(relation, column_dict)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__alter_column_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.637163, + "supported_languages": null + }, + "macro.dbt.default__alter_column_comment": { + "name": "default__alter_column_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.default__alter_column_comment", + "macro_sql": "{% macro default__alter_column_comment(relation, column_dict) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_column_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6373188, + "supported_languages": null + }, + "macro.dbt.alter_relation_comment": { + "name": "alter_relation_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.alter_relation_comment", + "macro_sql": "{% macro alter_relation_comment(relation, relation_comment) -%}\n {{ return(adapter.dispatch('alter_relation_comment', 'dbt')(relation, relation_comment)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__alter_relation_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.637505, + "supported_languages": null + }, + "macro.dbt.default__alter_relation_comment": { + "name": "default__alter_relation_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.default__alter_relation_comment", + "macro_sql": "{% macro default__alter_relation_comment(relation, relation_comment) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_relation_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.637656, + "supported_languages": null + }, + "macro.dbt.persist_docs": { + "name": "persist_docs", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.persist_docs", + "macro_sql": "{% macro persist_docs(relation, model, for_relation=true, for_columns=true) -%}\n {{ return(adapter.dispatch('persist_docs', 'dbt')(relation, model, for_relation, for_columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6378949, + "supported_languages": null + }, + "macro.dbt.default__persist_docs": { + "name": "default__persist_docs", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.default__persist_docs", + "macro_sql": "{% macro default__persist_docs(relation, model, for_relation, for_columns) -%}\n {% if for_relation and config.persist_relation_docs() and model.description %}\n {% do run_query(alter_relation_comment(relation, model.description)) %}\n {% endif %}\n\n {% if for_columns and config.persist_column_docs() and model.columns %}\n {% do run_query(alter_column_comment(relation, model.columns)) %}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query", + "macro.dbt.alter_relation_comment", + "macro.dbt.alter_column_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.638315, + "supported_languages": null + }, + "macro.dbt.get_catalog_relations": { + "name": "get_catalog_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_catalog_relations", + "macro_sql": "{% macro get_catalog_relations(information_schema, relations) -%}\n {{ return(adapter.dispatch('get_catalog_relations', 'dbt')(information_schema, relations)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_catalog_relations" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.641557, + "supported_languages": null + }, + "macro.dbt.default__get_catalog_relations": { + "name": "default__get_catalog_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_catalog_relations", + "macro_sql": "{% macro default__get_catalog_relations(information_schema, relations) -%}\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog_relations not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.641786, + "supported_languages": null + }, + "macro.dbt.get_catalog": { + "name": "get_catalog", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_catalog", + "macro_sql": "{% macro get_catalog(information_schema, schemas) -%}\n {{ return(adapter.dispatch('get_catalog', 'dbt')(information_schema, schemas)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_catalog" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.641964, + "supported_languages": null + }, + "macro.dbt.default__get_catalog": { + "name": "default__get_catalog", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_catalog", + "macro_sql": "{% macro default__get_catalog(information_schema, schemas) -%}\n\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6421819, + "supported_languages": null + }, + "macro.dbt.information_schema_name": { + "name": "information_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.information_schema_name", + "macro_sql": "{% macro information_schema_name(database) %}\n {{ return(adapter.dispatch('information_schema_name', 'dbt')(database)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__information_schema_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.642339, + "supported_languages": null + }, + "macro.dbt.default__information_schema_name": { + "name": "default__information_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__information_schema_name", + "macro_sql": "{% macro default__information_schema_name(database) -%}\n {%- if database -%}\n {{ database }}.INFORMATION_SCHEMA\n {%- else -%}\n INFORMATION_SCHEMA\n {%- endif -%}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.642478, + "supported_languages": null + }, + "macro.dbt.list_schemas": { + "name": "list_schemas", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.list_schemas", + "macro_sql": "{% macro list_schemas(database) -%}\n {{ return(adapter.dispatch('list_schemas', 'dbt')(database)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__list_schemas" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.642636, + "supported_languages": null + }, + "macro.dbt.default__list_schemas": { + "name": "default__list_schemas", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__list_schemas", + "macro_sql": "{% macro default__list_schemas(database) -%}\n {% set sql %}\n select distinct schema_name\n from {{ information_schema_name(database) }}.SCHEMATA\n where catalog_name ilike '{{ database }}'\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.information_schema_name", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6429498, + "supported_languages": null + }, + "macro.dbt.check_schema_exists": { + "name": "check_schema_exists", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.check_schema_exists", + "macro_sql": "{% macro check_schema_exists(information_schema, schema) -%}\n {{ return(adapter.dispatch('check_schema_exists', 'dbt')(information_schema, schema)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__check_schema_exists" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.643213, + "supported_languages": null + }, + "macro.dbt.default__check_schema_exists": { + "name": "default__check_schema_exists", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__check_schema_exists", + "macro_sql": "{% macro default__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from {{ information_schema.replace(information_schema_view='SCHEMATA') }}\n where catalog_name='{{ information_schema.database }}'\n and schema_name='{{ schema }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.replace", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.64348, + "supported_languages": null + }, + "macro.dbt.list_relations_without_caching": { + "name": "list_relations_without_caching", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.list_relations_without_caching", + "macro_sql": "{% macro list_relations_without_caching(schema_relation) %}\n {{ return(adapter.dispatch('list_relations_without_caching', 'dbt')(schema_relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__list_relations_without_caching" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.643647, + "supported_languages": null + }, + "macro.dbt.default__list_relations_without_caching": { + "name": "default__list_relations_without_caching", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__list_relations_without_caching", + "macro_sql": "{% macro default__list_relations_without_caching(schema_relation) %}\n {{ exceptions.raise_not_implemented(\n 'list_relations_without_caching macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.643786, + "supported_languages": null + }, + "macro.dbt.get_catalog_for_single_relation": { + "name": "get_catalog_for_single_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_catalog_for_single_relation", + "macro_sql": "{% macro get_catalog_for_single_relation(relation) %}\n {{ return(adapter.dispatch('get_catalog_for_single_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_catalog_for_single_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6439428, + "supported_languages": null + }, + "macro.dbt.default__get_catalog_for_single_relation": { + "name": "default__get_catalog_for_single_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_catalog_for_single_relation", + "macro_sql": "{% macro default__get_catalog_for_single_relation(relation) %}\n {{ exceptions.raise_not_implemented(\n 'get_catalog_for_single_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644087, + "supported_languages": null + }, + "macro.dbt.get_relations": { + "name": "get_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_relations", + "macro_sql": "{% macro get_relations() %}\n {{ return(adapter.dispatch('get_relations', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_relations" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644233, + "supported_languages": null + }, + "macro.dbt.default__get_relations": { + "name": "default__get_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_relations", + "macro_sql": "{% macro default__get_relations() %}\n {{ exceptions.raise_not_implemented(\n 'get_relations macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6443672, + "supported_languages": null + }, + "macro.dbt.get_relation_last_modified": { + "name": "get_relation_last_modified", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_relation_last_modified", + "macro_sql": "{% macro get_relation_last_modified(information_schema, relations) %}\n {{ return(adapter.dispatch('get_relation_last_modified', 'dbt')(information_schema, relations)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_relation_last_modified" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644545, + "supported_languages": null + }, + "macro.dbt.default__get_relation_last_modified": { + "name": "default__get_relation_last_modified", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_relation_last_modified", + "macro_sql": "{% macro default__get_relation_last_modified(information_schema, relations) %}\n {{ exceptions.raise_not_implemented(\n 'get_relation_last_modified macro not implemented for adapter ' + adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644694, + "supported_languages": null + }, + "macro.dbt.get_columns_in_relation": { + "name": "get_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_columns_in_relation", + "macro_sql": "{% macro get_columns_in_relation(relation) -%}\n {{ return(adapter.dispatch('get_columns_in_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_columns_in_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6467142, + "supported_languages": null + }, + "macro.dbt.default__get_columns_in_relation": { + "name": "default__get_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_columns_in_relation", + "macro_sql": "{% macro default__get_columns_in_relation(relation) -%}\n {{ exceptions.raise_not_implemented(\n 'get_columns_in_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6468558, + "supported_languages": null + }, + "macro.dbt.sql_convert_columns_in_relation": { + "name": "sql_convert_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.sql_convert_columns_in_relation", + "macro_sql": "{% macro sql_convert_columns_in_relation(table) -%}\n {% set columns = [] %}\n {% for row in table %}\n {% do columns.append(api.Column(*row)) %}\n {% endfor %}\n {{ return(columns) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6472719, + "supported_languages": null + }, + "macro.dbt.get_empty_subquery_sql": { + "name": "get_empty_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_empty_subquery_sql", + "macro_sql": "{% macro get_empty_subquery_sql(select_sql, select_sql_header=none) -%}\n {{ return(adapter.dispatch('get_empty_subquery_sql', 'dbt')(select_sql, select_sql_header)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_empty_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6476228, + "supported_languages": null + }, + "macro.dbt.default__get_empty_subquery_sql": { + "name": "default__get_empty_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_empty_subquery_sql", + "macro_sql": "{% macro default__get_empty_subquery_sql(select_sql, select_sql_header=none) %}\n {%- if select_sql_header is not none -%}\n {{ select_sql_header }}\n {%- endif -%}\n select * from (\n {{ select_sql }}\n ) as __dbt_sbq\n where false\n limit 0\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.647819, + "supported_languages": null + }, + "macro.dbt.get_empty_schema_sql": { + "name": "get_empty_schema_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_empty_schema_sql", + "macro_sql": "{% macro get_empty_schema_sql(columns) -%}\n {{ return(adapter.dispatch('get_empty_schema_sql', 'dbt')(columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_empty_schema_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.647976, + "supported_languages": null + }, + "macro.dbt.default__get_empty_schema_sql": { + "name": "default__get_empty_schema_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_empty_schema_sql", + "macro_sql": "{% macro default__get_empty_schema_sql(columns) %}\n {%- set col_err = [] -%}\n {%- set col_naked_numeric = [] -%}\n select\n {% for i in columns %}\n {%- set col = columns[i] -%}\n {%- if col['data_type'] is not defined -%}\n {%- do col_err.append(col['name']) -%}\n {#-- If this column's type is just 'numeric' then it is missing precision/scale, raise a warning --#}\n {%- elif col['data_type'].strip().lower() in ('numeric', 'decimal', 'number') -%}\n {%- do col_naked_numeric.append(col['name']) -%}\n {%- endif -%}\n {% set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] %}\n {{ cast('null', col['data_type']) }} as {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n {%- if (col_err | length) > 0 -%}\n {{ exceptions.column_type_missing(column_names=col_err) }}\n {%- elif (col_naked_numeric | length) > 0 -%}\n {{ exceptions.warn(\"Detected columns with numeric type and unspecified precision/scale, this can lead to unintended rounding: \" ~ col_naked_numeric ~ \"`\") }}\n {%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.649274, + "supported_languages": null + }, + "macro.dbt.get_column_schema_from_query": { + "name": "get_column_schema_from_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_column_schema_from_query", + "macro_sql": "{% macro get_column_schema_from_query(select_sql, select_sql_header=none) -%}\n {% set columns = [] %}\n {# -- Using an 'empty subquery' here to get the same schema as the given select_sql statement, without necessitating a data scan.#}\n {% set sql = get_empty_subquery_sql(select_sql, select_sql_header) %}\n {% set column_schema = adapter.get_column_schema_from_query(sql) %}\n {{ return(column_schema) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_empty_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6496909, + "supported_languages": null + }, + "macro.dbt.get_columns_in_query": { + "name": "get_columns_in_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_columns_in_query", + "macro_sql": "{% macro get_columns_in_query(select_sql) -%}\n {{ return(adapter.dispatch('get_columns_in_query', 'dbt')(select_sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_columns_in_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6498759, + "supported_languages": null + }, + "macro.dbt.default__get_columns_in_query": { + "name": "default__get_columns_in_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_columns_in_query", + "macro_sql": "{% macro default__get_columns_in_query(select_sql) %}\n {% call statement('get_columns_in_query', fetch_result=True, auto_begin=False) -%}\n {{ get_empty_subquery_sql(select_sql) }}\n {% endcall %}\n {{ return(load_result('get_columns_in_query').table.columns | map(attribute='name') | list) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.get_empty_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.65018, + "supported_languages": null + }, + "macro.dbt.alter_column_type": { + "name": "alter_column_type", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.alter_column_type", + "macro_sql": "{% macro alter_column_type(relation, column_name, new_column_type) -%}\n {{ return(adapter.dispatch('alter_column_type', 'dbt')(relation, column_name, new_column_type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__alter_column_type" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.650385, + "supported_languages": null + }, + "macro.dbt.default__alter_column_type": { + "name": "default__alter_column_type", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__alter_column_type", + "macro_sql": "{% macro default__alter_column_type(relation, column_name, new_column_type) -%}\n {#\n 1. Create a new column (w/ temp name and correct type)\n 2. Copy data over to it\n 3. Drop the existing column (cascade!)\n 4. Rename the new column to existing column\n #}\n {%- set tmp_column = column_name + \"__dbt_alter\" -%}\n\n {% call statement('alter_column_type') %}\n alter table {{ relation }} add column {{ adapter.quote(tmp_column) }} {{ new_column_type }};\n update {{ relation }} set {{ adapter.quote(tmp_column) }} = {{ adapter.quote(column_name) }};\n alter table {{ relation }} drop column {{ adapter.quote(column_name) }} cascade;\n alter table {{ relation }} rename column {{ adapter.quote(tmp_column) }} to {{ adapter.quote(column_name) }}\n {% endcall %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.650893, + "supported_languages": null + }, + "macro.dbt.alter_relation_add_remove_columns": { + "name": "alter_relation_add_remove_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.alter_relation_add_remove_columns", + "macro_sql": "{% macro alter_relation_add_remove_columns(relation, add_columns = none, remove_columns = none) -%}\n {{ return(adapter.dispatch('alter_relation_add_remove_columns', 'dbt')(relation, add_columns, remove_columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.651119, + "supported_languages": null + }, + "macro.dbt.default__alter_relation_add_remove_columns": { + "name": "default__alter_relation_add_remove_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__alter_relation_add_remove_columns", + "macro_sql": "{% macro default__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns is none %}\n {% set add_columns = [] %}\n {% endif %}\n {% if remove_columns is none %}\n {% set remove_columns = [] %}\n {% endif %}\n\n {% set sql -%}\n\n alter {{ relation.type }} {{ relation }}\n\n {% for column in add_columns %}\n add column {{ column.name }} {{ column.data_type }}{{ ',' if not loop.last }}\n {% endfor %}{{ ',' if add_columns and remove_columns }}\n\n {% for column in remove_columns %}\n drop column {{ column.name }}{{ ',' if not loop.last }}\n {% endfor %}\n\n {%- endset -%}\n\n {% do run_query(sql) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.651943, + "supported_languages": null + }, + "macro.dbt.get_fixture_sql": { + "name": "get_fixture_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/unit_test_sql/get_fixture_sql.sql", + "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", + "unique_id": "macro.dbt.get_fixture_sql", + "macro_sql": "{% macro get_fixture_sql(rows, column_name_to_data_types) %}\n-- Fixture for {{ model.name }}\n{% set default_row = {} %}\n\n{%- if not column_name_to_data_types -%}\n{#-- Use defer_relation IFF it is available in the manifest and 'this' is missing from the database --#}\n{%- set this_or_defer_relation = defer_relation if (defer_relation and not load_relation(this)) else this -%}\n{%- set columns_in_relation = adapter.get_columns_in_relation(this_or_defer_relation) -%}\n\n{%- set column_name_to_data_types = {} -%}\n{%- for column in columns_in_relation -%}\n{#-- This needs to be a case-insensitive comparison --#}\n{%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n{%- endfor -%}\n{%- endif -%}\n\n{%- if not column_name_to_data_types -%}\n {{ exceptions.raise_compiler_error(\"Not able to get columns for unit test '\" ~ model.name ~ \"' from relation \" ~ this ~ \" because the relation doesn't exist\") }}\n{%- endif -%}\n\n{%- for column_name, column_type in column_name_to_data_types.items() -%}\n {%- do default_row.update({column_name: (safe_cast(\"null\", column_type) | trim )}) -%}\n{%- endfor -%}\n\n\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\n{%- set default_row_copy = default_row.copy() -%}\n{%- do default_row_copy.update(formatted_row) -%}\nselect\n{%- for column_name, column_value in default_row_copy.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n\n{%- if (rows | length) == 0 -%}\n select\n {%- for column_name, column_value in default_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%},{%- endif %}\n {%- endfor %}\n limit 0\n{%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.load_relation", + "macro.dbt.safe_cast", + "macro.dbt.format_row" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.65484, + "supported_languages": null + }, + "macro.dbt.get_expected_sql": { + "name": "get_expected_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/unit_test_sql/get_fixture_sql.sql", + "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", + "unique_id": "macro.dbt.get_expected_sql", + "macro_sql": "{% macro get_expected_sql(rows, column_name_to_data_types) %}\n\n{%- if (rows | length) == 0 -%}\n select * from dbt_internal_unit_test_actual\n limit 0\n{%- else -%}\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\nselect\n{%- for column_name, column_value in formatted_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n{%- endif -%}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.format_row" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.655329, + "supported_languages": null + }, + "macro.dbt.format_row": { + "name": "format_row", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/unit_test_sql/get_fixture_sql.sql", + "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", + "unique_id": "macro.dbt.format_row", + "macro_sql": "\n\n{%- macro format_row(row, column_name_to_data_types) -%}\n {#-- generate case-insensitive formatted row --#}\n {% set formatted_row = {} %}\n {%- for column_name, column_value in row.items() -%}\n {% set column_name = column_name|lower %}\n\n {%- if column_name not in column_name_to_data_types %}\n {#-- if user-provided row contains column name that relation does not contain, raise an error --#}\n {% set fixture_name = \"expected output\" if model.resource_type == 'unit_test' else (\"'\" ~ model.name ~ \"'\") %}\n {{ exceptions.raise_compiler_error(\n \"Invalid column name: '\" ~ column_name ~ \"' in unit test fixture for \" ~ fixture_name ~ \".\"\n \"\\nAccepted columns for \" ~ fixture_name ~ \" are: \" ~ (column_name_to_data_types.keys()|list)\n ) }}\n {%- endif -%}\n\n {%- set column_type = column_name_to_data_types[column_name] %}\n\n {#-- sanitize column_value: wrap yaml strings in quotes, apply cast --#}\n {%- set column_value_clean = column_value -%}\n {%- if column_value is string -%}\n {%- set column_value_clean = dbt.string_literal(dbt.escape_single_quotes(column_value)) -%}\n {%- elif column_value is none -%}\n {%- set column_value_clean = 'null' -%}\n {%- endif -%}\n\n {%- set row_update = {column_name: safe_cast(column_value_clean, column_type) } -%}\n {%- do formatted_row.update(row_update) -%}\n {%- endfor -%}\n {{ return(formatted_row) }}\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.string_literal", + "macro.dbt.escape_single_quotes", + "macro.dbt.safe_cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.656342, + "supported_languages": null + }, + "macro.dbt.resolve_model_name": { + "name": "resolve_model_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.resolve_model_name", + "macro_sql": "{% macro resolve_model_name(input_model_name) %}\n {{ return(adapter.dispatch('resolve_model_name', 'dbt')(input_model_name)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__resolve_model_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.657869, + "supported_languages": null + }, + "macro.dbt.default__resolve_model_name": { + "name": "default__resolve_model_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.default__resolve_model_name", + "macro_sql": "\n\n{%- macro default__resolve_model_name(input_model_name) -%}\n {{ input_model_name | string | replace('\"', '\\\"') }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.658015, + "supported_languages": null + }, + "macro.dbt.build_ref_function": { + "name": "build_ref_function", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.build_ref_function", + "macro_sql": "{% macro build_ref_function(model) %}\n\n {%- set ref_dict = {} -%}\n {%- for _ref in model.refs -%}\n {% set _ref_args = [_ref.get('package'), _ref['name']] if _ref.get('package') else [_ref['name'],] %}\n {%- set resolved = ref(*_ref_args, v=_ref.get('version')) -%}\n {%- if _ref.get('version') -%}\n {% do _ref_args.extend([\"v\" ~ _ref['version']]) %}\n {%- endif -%}\n {%- do ref_dict.update({_ref_args | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef ref(*args, **kwargs):\n refs = {{ ref_dict | tojson }}\n key = '.'.join(args)\n version = kwargs.get(\"v\") or kwargs.get(\"version\")\n if version:\n key += f\".v{version}\"\n dbt_load_df_function = kwargs.get(\"dbt_load_df_function\")\n return dbt_load_df_function(refs[key])\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.resolve_model_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.658728, + "supported_languages": null + }, + "macro.dbt.build_source_function": { + "name": "build_source_function", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.build_source_function", + "macro_sql": "{% macro build_source_function(model) %}\n\n {%- set source_dict = {} -%}\n {%- for _source in model.sources -%}\n {%- set resolved = source(*_source) -%}\n {%- do source_dict.update({_source | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef source(*args, dbt_load_df_function):\n sources = {{ source_dict | tojson }}\n key = '.'.join(args)\n return dbt_load_df_function(sources[key])\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.resolve_model_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.659093, + "supported_languages": null + }, + "macro.dbt.build_config_dict": { + "name": "build_config_dict", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.build_config_dict", + "macro_sql": "{% macro build_config_dict(model) %}\n {%- set config_dict = {} -%}\n {% set config_dbt_used = zip(model.config.config_keys_used, model.config.config_keys_defaults) | list %}\n {%- for key, default in config_dbt_used -%}\n {# weird type testing with enum, would be much easier to write this logic in Python! #}\n {%- if key == \"language\" -%}\n {%- set value = \"python\" -%}\n {%- endif -%}\n {%- set value = model.config.get(key, default) -%}\n {%- do config_dict.update({key: value}) -%}\n {%- endfor -%}\nconfig_dict = {{ config_dict }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6598551, + "supported_languages": null + }, + "macro.dbt.py_script_postfix": { + "name": "py_script_postfix", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.py_script_postfix", + "macro_sql": "{% macro py_script_postfix(model) %}\n# This part is user provided model code\n# you will need to copy the next section to run the code\n# COMMAND ----------\n# this part is dbt logic for get ref work, do not modify\n\n{{ build_ref_function(model ) }}\n{{ build_source_function(model ) }}\n{{ build_config_dict(model) }}\n\nclass config:\n def __init__(self, *args, **kwargs):\n pass\n\n @staticmethod\n def get(key, default=None):\n return config_dict.get(key, default)\n\nclass this:\n \"\"\"dbt.this() or dbt.this.identifier\"\"\"\n database = \"{{ this.database }}\"\n schema = \"{{ this.schema }}\"\n identifier = \"{{ this.identifier }}\"\n {% set this_relation_name = resolve_model_name(this) %}\n def __repr__(self):\n return '{{ this_relation_name }}'\n\n\nclass dbtObj:\n def __init__(self, load_df_function) -> None:\n self.source = lambda *args: source(*args, dbt_load_df_function=load_df_function)\n self.ref = lambda *args, **kwargs: ref(*args, **kwargs, dbt_load_df_function=load_df_function)\n self.config = config\n self.this = this()\n self.is_incremental = {{ is_incremental() }}\n\n# COMMAND ----------\n{{py_script_comment()}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.build_ref_function", + "macro.dbt.build_source_function", + "macro.dbt.build_config_dict", + "macro.dbt.resolve_model_name", + "macro.dbt.is_incremental", + "macro.dbt.py_script_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.660442, + "supported_languages": null + }, + "macro.dbt.py_script_comment": { + "name": "py_script_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.py_script_comment", + "macro_sql": "{%macro py_script_comment()%}\n{%endmacro%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.660533, + "supported_languages": null + }, + "macro.dbt.test_unique": { + "name": "test_unique", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_unique", + "macro_sql": "{% test unique(model, column_name) %}\n {% set macro = adapter.dispatch('test_unique', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_unique" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.661011, + "supported_languages": null + }, + "macro.dbt.test_not_null": { + "name": "test_not_null", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_not_null", + "macro_sql": "{% test not_null(model, column_name) %}\n {% set macro = adapter.dispatch('test_not_null', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_not_null" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6612248, + "supported_languages": null + }, + "macro.dbt.test_accepted_values": { + "name": "test_accepted_values", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_accepted_values", + "macro_sql": "{% test accepted_values(model, column_name, values, quote=True) %}\n {% set macro = adapter.dispatch('test_accepted_values', 'dbt') %}\n {{ macro(model, column_name, values, quote) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_accepted_values" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.661505, + "supported_languages": null + }, + "macro.dbt.test_relationships": { + "name": "test_relationships", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_relationships", + "macro_sql": "{% test relationships(model, column_name, to, field) %}\n {% set macro = adapter.dispatch('test_relationships', 'dbt') %}\n {{ macro(model, column_name, to, field) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_relationships" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6618419, + "supported_languages": null + } + }, + "docs": { + "doc.jaffle_shop.__overview__": { + "name": "__overview__", + "resource_type": "doc", + "package_name": "jaffle_shop", + "path": "overview.md", + "original_file_path": "models/overview.md", + "unique_id": "doc.jaffle_shop.__overview__", + "block_contents": "## Data Documentation for Jaffle Shop\n\n`jaffle_shop` is a fictional ecommerce store.\n\nThis [dbt](https://www.getdbt.com/) project is for testing out code.\n\nThe source code can be found [here](https://github.com/clrcrl/jaffle_shop)." + }, + "doc.jaffle_shop.orders_status": { + "name": "orders_status", + "resource_type": "doc", + "package_name": "jaffle_shop", + "path": "docs.md", + "original_file_path": "models/docs.md", + "unique_id": "doc.jaffle_shop.orders_status", + "block_contents": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |" + }, + "doc.dbt.__overview__": { + "name": "__overview__", + "resource_type": "doc", + "package_name": "dbt", + "path": "overview.md", + "original_file_path": "docs/overview.md", + "unique_id": "doc.dbt.__overview__", + "block_contents": "### Welcome!\n\nWelcome to the auto-generated documentation for your dbt project!\n\n### Navigation\n\nYou can use the `Project` and `Database` navigation tabs on the left side of the window to explore the models\nin your project.\n\n#### Project Tab\nThe `Project` tab mirrors the directory structure of your dbt project. In this tab, you can see all of the\nmodels defined in your dbt project, as well as models imported from dbt packages.\n\n#### Database Tab\nThe `Database` tab also exposes your models, but in a format that looks more like a database explorer. This view\nshows relations (tables and views) grouped into database schemas. Note that ephemeral models are _not_ shown\nin this interface, as they do not exist in the database.\n\n### Graph Exploration\nYou can click the blue icon on the bottom-right corner of the page to view the lineage graph of your models.\n\nOn model pages, you'll see the immediate parents and children of the model you're exploring. By clicking the `Expand`\nbutton at the top-right of this lineage pane, you'll be able to see all of the models that are used to build,\nor are built from, the model you're exploring.\n\nOnce expanded, you'll be able to use the `--select` and `--exclude` model selection syntax to filter the\nmodels in the graph. For more information on model selection, check out the [dbt docs](https://docs.getdbt.com/docs/model-selection-syntax).\n\nNote that you can also right-click on models to interactively filter and explore the graph.\n\n---\n\n### More information\n\n- [What is dbt](https://docs.getdbt.com/docs/introduction)?\n- Read the [dbt viewpoint](https://docs.getdbt.com/docs/viewpoint)\n- [Installation](https://docs.getdbt.com/docs/installation)\n- Join the [dbt Community](https://www.getdbt.com/community/) for questions and discussion" + } + }, + "exposures": {}, + "metrics": {}, + "groups": {}, + "selectors": {}, + "disabled": {}, + "parent_map": { + "seed.jaffle_shop.raw_customers": [], + "seed.jaffle_shop.raw_orders": [], + "seed.jaffle_shop.raw_payments": [], + "model.jaffle_shop.orders": [ + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ], + "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": [ + "model.jaffle_shop.customers", + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_amount.106140f9fd": [ + 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"test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": [], + "model.jaffle_shop.customers": [ + "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d", + "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", + "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1" + ], + "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": [], + "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": [] + }, + "group_map": {}, + "saved_queries": {}, + "semantic_models": {}, + "unit_tests": {} +} diff --git a/datacontract-cli/tests/fixtures/dbt/import/manifest_jaffle_duckdb.json b/datacontract-cli/tests/fixtures/dbt/import/manifest_jaffle_duckdb.json new file mode 100644 index 000000000..3c59754ad --- /dev/null +++ b/datacontract-cli/tests/fixtures/dbt/import/manifest_jaffle_duckdb.json @@ -0,0 +1,12727 @@ +{ + "metadata": { + "dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v12.json", + "dbt_version": "1.8.0", + "generated_at": "2024-07-09T00:33:06.822862Z", + "invocation_id": "116abb11-be27-40b9-817f-e9debb5bd770", + "env": {}, + "project_name": "jaffle_shop", + "project_id": "06e5b98c2db46f8a72cc4f66410e9b3b", + "user_id": "a9b24267-c9cb-49bb-ac4c-ae76c1eea8ee", + "send_anonymous_usage_stats": true, + "adapter_type": "duckdb" + }, + "nodes": { + "seed.jaffle_shop.raw_customers": { + "database": "jaffle_shop", + "schema": "main", + "name": "raw_customers", + "resource_type": "seed", + "package_name": "jaffle_shop", + "path": "raw_customers.csv", + "original_file_path": "seeds/raw_customers.csv", + "unique_id": "seed.jaffle_shop.raw_customers", + "fqn": [ + "jaffle_shop", + "raw_customers" + ], + "alias": "raw_customers", + "checksum": { + "name": "sha256", + "checksum": "357d173dda65a741ad97d6683502286cc2655bb396ab5f4dfad12b8c39bd2a63" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "seed", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "delimiter": ",", + "quote_columns": null + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720483776.0257878, + "relation_name": "\"jaffle_shop\".\"main\".\"raw_customers\"", + "raw_code": "", + "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", + "depends_on": { + "macros": [] + } + }, + "seed.jaffle_shop.raw_orders": { + "database": "jaffle_shop", + "schema": "main", + "name": "raw_orders", + "resource_type": "seed", + "package_name": "jaffle_shop", + "path": "raw_orders.csv", + "original_file_path": "seeds/raw_orders.csv", + "unique_id": "seed.jaffle_shop.raw_orders", + "fqn": [ + "jaffle_shop", + "raw_orders" + ], + "alias": "raw_orders", + "checksum": { + "name": "sha256", + "checksum": "ddecd7adf70a07a88b9c302aec2a03fce615b925c2c06f2d5ef99a5c97b41250" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "seed", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "delimiter": ",", + "quote_columns": null + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720483776.027658, + "relation_name": "\"jaffle_shop\".\"main\".\"raw_orders\"", + "raw_code": "", + "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", + "depends_on": { + "macros": [] + } + }, + "seed.jaffle_shop.raw_payments": { + "database": "jaffle_shop", + "schema": "main", + "name": "raw_payments", + "resource_type": "seed", + "package_name": "jaffle_shop", + "path": "raw_payments.csv", + "original_file_path": "seeds/raw_payments.csv", + "unique_id": "seed.jaffle_shop.raw_payments", + "fqn": [ + "jaffle_shop", + "raw_payments" + ], + "alias": "raw_payments", + "checksum": { + "name": "sha256", + "checksum": "6de0626a8db9c1750eefd1b2e17fac4c2a4b9f778eb50532d8b377b90de395e6" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "seed", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "delimiter": ",", + "quote_columns": null + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720483776.029127, + "relation_name": "\"jaffle_shop\".\"main\".\"raw_payments\"", + "raw_code": "", + "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", + "depends_on": { + "macros": [] + } + }, + "model.jaffle_shop.orders": { + "database": "jaffle_shop", + "schema": "main", + "name": "orders", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "orders.sql", + "original_file_path": "models/orders.sql", + "unique_id": "model.jaffle_shop.orders", + "fqn": [ + "jaffle_shop", + "orders" + ], + "alias": "orders", + "checksum": { + "name": "sha256", + "checksum": "27f8c79aad1cfd8411ab9c3d2ce8da1d787f7f05c58bbee1d247510dc426be0f" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "table", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "This table has basic information about orders, as well as some derived facts based on payments", + "columns": { + "order_id": { + "name": "order_id", + "description": "This is a unique identifier for an order", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "customer_id": { + "name": "customer_id", + "description": "Foreign key to the customers table", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "order_date": { + "name": "order_date", + "description": "Date (UTC) that the order was placed", + "meta": {}, + "data_type": "date", + "constraints": [], + "quote": null, + "tags": [] + }, + "status": { + "name": "status", + "description": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + }, + "credit_card_amount": { + "name": "credit_card_amount", + "description": "Amount of the order (AUD) paid for by credit card", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + }, + "coupon_amount": { + "name": "coupon_amount", + "description": "Amount of the order (AUD) paid for by coupon", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + }, + "bank_transfer_amount": { + "name": "bank_transfer_amount", + "description": "Amount of the order (AUD) paid for by bank transfer", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + }, + "gift_card_amount": { + "name": "gift_card_amount", + "description": "Amount of the order (AUD) paid for by gift card", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + }, + "amount": { + "name": "amount", + "description": "Total amount (AUD) of the order", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/schema.yml", + "build_path": "target/run/jaffle_shop/models/orders.sql", + "unrendered_config": { + "materialized": "table" + }, + "created_at": 1720485033.194873, + "relation_name": "\"jaffle_shop\".\"main\".\"orders\"", + "raw_code": "{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}\n\nwith orders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n {% for payment_method in payment_methods -%}\n sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount,\n {% endfor -%}\n\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n {% for payment_method in payment_methods -%}\n\n order_payments.{{ payment_method }}_amount,\n\n {% endfor -%}\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + }, + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/orders.sql", + "compiled": true, + "compiled_code": "\n\nwith orders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n sum(case when payment_method = 'credit_card' then amount else 0 end) as credit_card_amount,\n sum(case when payment_method = 'coupon' then amount else 0 end) as coupon_amount,\n sum(case when payment_method = 'bank_transfer' then amount else 0 end) as bank_transfer_amount,\n sum(case when payment_method = 'gift_card' then amount else 0 end) as gift_card_amount,\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n order_payments.credit_card_amount,\n\n order_payments.coupon_amount,\n\n order_payments.bank_transfer_amount,\n\n order_payments.gift_card_amount,\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_order_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_order_id.cf6c17daed", + "fqn": [ + "jaffle_shop", + "not_null_orders_order_id" + ], + "alias": "not_null_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.232358, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_orders_order_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.unique_orders_order_id.fed79b3a6e", + "fqn": [ + "jaffle_shop", + "unique_orders_order_id" + ], + "alias": "unique_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.233409, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_customer_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_customer_id.c5f02694af", + "fqn": [ + "jaffle_shop", + "not_null_orders_customer_id" + ], + "alias": "not_null_orders_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.2342532, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "relationships_orders_customer_id__customer_id__ref_customers_", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "relationships_orders_customer_id__customer_id__ref_customers_.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", + "fqn": [ + "jaffle_shop", + "relationships_orders_customer_id__customer_id__ref_customers_" + ], + "alias": "relationships_orders_customer_id__customer_id__ref_customers_", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.2351098, + "relation_name": null, + "raw_code": "{{ test_relationships(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "customers", + "package": null, + "version": null + }, + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_relationships", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.customers", + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "relationships", + "kwargs": { + "to": "ref('customers')", + "field": "customer_id", + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "accepted_values_orders_status__completed__placed__return_pending__returned__shipped", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", + "fqn": [ + "jaffle_shop", + "accepted_values_orders_status__completed__placed__return_pending__returned__shipped" + ], + "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": { + "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741" + }, + "created_at": 1720485033.241823, + "relation_name": null, + "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741\") }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_accepted_values", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "status", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "accepted_values", + "kwargs": { + "values": [ + "completed", + "placed", + "return_pending", + "returned", + "shipped" + ], + "column_name": "status", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_credit_card_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_credit_card_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", + "fqn": [ + "jaffle_shop", + "not_null_orders_credit_card_amount" + ], + "alias": "not_null_orders_credit_card_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.247241, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "credit_card_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "credit_card_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_coupon_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_coupon_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", + "fqn": [ + "jaffle_shop", + "not_null_orders_coupon_amount" + ], + "alias": "not_null_orders_coupon_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.248306, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "coupon_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "coupon_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_bank_transfer_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_bank_transfer_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", + "fqn": [ + "jaffle_shop", + "not_null_orders_bank_transfer_amount" + ], + "alias": "not_null_orders_bank_transfer_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.249193, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "bank_transfer_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "bank_transfer_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_gift_card_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_gift_card_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a", + "fqn": [ + "jaffle_shop", + "not_null_orders_gift_card_amount" + ], + "alias": "not_null_orders_gift_card_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.250258, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "gift_card_amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "gift_card_amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.not_null_orders_amount.106140f9fd": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_orders_amount", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_orders_amount.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_orders_amount.106140f9fd", + "fqn": [ + "jaffle_shop", + "not_null_orders_amount" + ], + "alias": "not_null_orders_amount", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485033.251141, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "amount", + "file_key_name": "models.orders", + "attached_node": "model.jaffle_shop.orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "amount", + "model": "{{ get_where_subquery(ref('orders')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.stg_customers": { + "database": "jaffle_shop", + "schema": "main", + "name": "stg_customers", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "staging/stg_customers.sql", + "original_file_path": "models/staging/stg_customers.sql", + "unique_id": "model.jaffle_shop.stg_customers", + "fqn": [ + "jaffle_shop", + "staging", + "stg_customers" + ], + "alias": "stg_customers", + "checksum": { + "name": "sha256", + "checksum": "80e3223cd54387e11fa16cd0f4cbe15f8ff74dcd9900b93856b9e39416178c9d" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "view", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "", + "columns": { + "customer_id": { + "name": "customer_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "first_name": { + "name": "first_name", + "description": "", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + }, + "last_name": { + "name": "last_name", + "description": "", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/staging/schema.yml", + "build_path": "target/run/jaffle_shop/models/staging/stg_customers.sql", + "unrendered_config": { + "materialized": "view" + }, + "created_at": 1720485141.5922072, + "relation_name": "\"jaffle_shop\".\"main\".\"stg_customers\"", + "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_customers') }}\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", + "language": "sql", + "refs": [ + { + "name": "raw_customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "seed.jaffle_shop.raw_customers" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_customers.sql", + "compiled": true, + "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_customers\"\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_stg_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_stg_customers_customer_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", + "fqn": [ + "jaffle_shop", + "staging", + "not_null_stg_customers_customer_id" + ], + "alias": "not_null_stg_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485141.592731, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.stg_customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.stg_customers", + "attached_node": "model.jaffle_shop.stg_customers", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('stg_customers')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_stg_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_stg_customers_customer_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada", + "fqn": [ + "jaffle_shop", + "staging", + "unique_stg_customers_customer_id" + ], + "alias": "unique_stg_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485141.593724, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.stg_customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.stg_customers", + "attached_node": "model.jaffle_shop.stg_customers", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('stg_customers')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.stg_orders": { + "database": "jaffle_shop", + "schema": "main", + "name": "stg_orders", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "staging/stg_orders.sql", + "original_file_path": "models/staging/stg_orders.sql", + "unique_id": "model.jaffle_shop.stg_orders", + "fqn": [ + "jaffle_shop", + "staging", + "stg_orders" + ], + "alias": "stg_orders", + "checksum": { + "name": "sha256", + "checksum": "f4f881cb09d2c4162200fc331d7401df6d1abd4fed492554a7db70dede347108" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "view", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "", + "columns": { + "order_id": { + "name": "order_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "customer_id": { + "name": "customer_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "order_date": { + "name": "order_date", + "description": "", + "meta": {}, + "data_type": "date", + "constraints": [], + "quote": null, + "tags": [] + }, + "status": { + "name": "status", + "description": "", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/staging/schema.yml", + "build_path": "target/run/jaffle_shop/models/staging/stg_orders.sql", + "unrendered_config": { + "materialized": "view" + }, + "created_at": 1720485148.2909172, + "relation_name": "\"jaffle_shop\".\"main\".\"stg_orders\"", + "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_orders') }}\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", + "language": "sql", + "refs": [ + { + "name": "raw_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "seed.jaffle_shop.raw_orders" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_orders.sql", + "compiled": true, + "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_orders\"\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_stg_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_stg_orders_order_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", + "fqn": [ + "jaffle_shop", + "staging", + "not_null_stg_orders_order_id" + ], + "alias": "not_null_stg_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485148.291411, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.stg_orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.stg_orders", + "attached_node": "model.jaffle_shop.stg_orders", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('stg_orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_stg_orders_order_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_stg_orders_order_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a", + "fqn": [ + "jaffle_shop", + "staging", + "unique_stg_orders_order_id" + ], + "alias": "unique_stg_orders_order_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485148.2923388, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.stg_orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "order_id", + "file_key_name": "models.stg_orders", + "attached_node": "model.jaffle_shop.stg_orders", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "order_id", + "model": "{{ get_where_subquery(ref('stg_orders')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", + "fqn": [ + "jaffle_shop", + "staging", + "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped" + ], + "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": { + "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0" + }, + "created_at": 1720485148.293184, + "relation_name": null, + "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0\") }}", + "language": "sql", + "refs": [ + { + "name": "stg_orders", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_accepted_values", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.stg_orders" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "status", + "file_key_name": "models.stg_orders", + "attached_node": "model.jaffle_shop.stg_orders", + "test_metadata": { + "name": "accepted_values", + "kwargs": { + "values": [ + "completed", + "placed", + "return_pending", + "returned", + "shipped" + ], + "column_name": "status", + "model": "{{ get_where_subquery(ref('stg_orders')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.stg_payments": { + "database": "jaffle_shop", + "schema": "main", + "name": "stg_payments", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "staging/stg_payments.sql", + "original_file_path": "models/staging/stg_payments.sql", + "unique_id": "model.jaffle_shop.stg_payments", + "fqn": [ + "jaffle_shop", + "staging", + "stg_payments" + ], + "alias": "stg_payments", + "checksum": { + "name": "sha256", + "checksum": "9c1ee3bfb10e07c2dfc325d55925da0e521887136d9051768cb8acf09dc86bda" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "view", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": [], + "description": "", + "columns": { + "payment_id": { + "name": "payment_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "order_id": { + "name": "order_id", + "description": "", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "payment_method": { + "name": "payment_method", + "description": "", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": [] + }, + "amount": { + "name": "amount", + "description": "", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/staging/schema.yml", + "build_path": "target/run/jaffle_shop/models/staging/stg_payments.sql", + "unrendered_config": { + "materialized": "view" + }, + "created_at": 1720485154.929448, + "relation_name": "\"jaffle_shop\".\"main\".\"stg_payments\"", + "raw_code": "with source as (\n \n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_payments') }}\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", + "language": "sql", + "refs": [ + { + "name": "raw_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "seed.jaffle_shop.raw_payments" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_payments.sql", + "compiled": true, + "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_payments\"\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_stg_payments_payment_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_stg_payments_payment_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", + "fqn": [ + "jaffle_shop", + "staging", + "not_null_stg_payments_payment_id" + ], + "alias": "not_null_stg_payments_payment_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485154.929976, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "payment_id", + "file_key_name": "models.stg_payments", + "attached_node": "model.jaffle_shop.stg_payments", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "payment_id", + "model": "{{ get_where_subquery(ref('stg_payments')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_stg_payments_payment_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_stg_payments_payment_id.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.unique_stg_payments_payment_id.3744510712", + "fqn": [ + "jaffle_shop", + "staging", + "unique_stg_payments_payment_id" + ], + "alias": "unique_stg_payments_payment_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485154.9312499, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "payment_id", + "file_key_name": "models.stg_payments", + "attached_node": "model.jaffle_shop.stg_payments", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "payment_id", + "model": "{{ get_where_subquery(ref('stg_payments')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6.sql", + "original_file_path": "models/staging/schema.yml", + "unique_id": "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", + "fqn": [ + "jaffle_shop", + "staging", + "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card" + ], + "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": { + "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6" + }, + "created_at": 1720485154.932263, + "relation_name": null, + "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6\") }}", + "language": "sql", + "refs": [ + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_accepted_values", + "macro.dbt.get_where_subquery" + ], + "nodes": [ + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "payment_method", + "file_key_name": "models.stg_payments", + "attached_node": "model.jaffle_shop.stg_payments", + "test_metadata": { + "name": "accepted_values", + "kwargs": { + "values": [ + "bank_transfer", + "coupon", + "credit_card", + "gift_card" + ], + "column_name": "payment_method", + "model": "{{ get_where_subquery(ref('stg_payments')) }}" + }, + "namespace": null + } + }, + "model.jaffle_shop.customers": { + "database": "jaffle_shop", + "schema": "main", + "name": "customers", + "resource_type": "model", + "package_name": "jaffle_shop", + "path": "customers.sql", + "original_file_path": "models/customers.sql", + "unique_id": "model.jaffle_shop.customers", + "fqn": [ + "jaffle_shop", + "customers" + ], + "alias": "customers", + "checksum": { + "name": "sha256", + "checksum": "60bd72e33da43fff3a7e7609135c17cd4468bd22afec0735dd36018bfb5af30a" + }, + "config": { + "enabled": true, + "alias": null, + "schema": null, + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "table", + "incremental_strategy": null, + "persist_docs": {}, + "post-hook": [], + "pre-hook": [], + "quoting": {}, + "column_types": {}, + "full_refresh": null, + "unique_key": null, + "on_schema_change": "ignore", + "on_configuration_change": "apply", + "grants": {}, + "packages": [], + "docs": { + "show": true, + "node_color": null + }, + "contract": { + "enforced": false, + "alias_types": true + }, + "access": "protected" + }, + "tags": ["TABLE_PII"], + "description": "This table has basic information about a customer, as well as some derived facts based on a customer's orders", + "columns": { + "customer_id": { + "name": "customer_id", + "description": "This is a unique identifier for a customer", + "meta": {}, + "data_type": "integer", + "constraints": [], + "quote": null, + "tags": [] + }, + "first_name": { + "name": "first_name", + "description": "Customer's first name. PII.", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": ["PII"] + }, + "last_name": { + "name": "last_name", + "description": "Customer's last name. PII.", + "meta": {}, + "data_type": "varchar", + "constraints": [], + "quote": null, + "tags": ["PII"] + }, + "first_order": { + "name": "first_order", + "description": "Date (UTC) of a customer's first order", + "meta": {}, + "data_type": "date", + "constraints": [], + "quote": null, + "tags": [] + }, + "most_recent_order": { + "name": "most_recent_order", + "description": "Date (UTC) of a customer's most recent order", + "meta": {}, + "data_type": "date", + "constraints": [], + "quote": null, + "tags": [] + }, + "number_of_orders": { + "name": "number_of_orders", + "description": "Count of the number of orders a customer has placed", + "meta": {}, + "data_type": "bigint", + "constraints": [], + "quote": null, + "tags": [] + }, + "customer_lifetime_value": { + "name": "customer_lifetime_value", + "description": "", + "meta": {}, + "data_type": "double", + "constraints": [], + "quote": null, + "tags": [] + } + }, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": "jaffle_shop://models/schema.yml", + "build_path": "target/run/jaffle_shop/models/customers.sql", + "unrendered_config": { + "materialized": "table" + }, + "created_at": 1720485169.4153018, + "relation_name": "\"jaffle_shop\".\"main\".\"customers\"", + "raw_code": "with customers as (\n\n select * from {{ ref('stg_customers') }}\n\n),\n\norders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", + "language": "sql", + "refs": [ + { + "name": "stg_customers", + "package": null, + "version": null + }, + { + "name": "stg_orders", + "package": null, + "version": null + }, + { + "name": "stg_payments", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [], + "nodes": [ + "model.jaffle_shop.stg_customers", + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ] + }, + "compiled_path": "target/compiled/jaffle_shop/models/customers.sql", + "compiled": true, + "compiled_code": "with customers as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_customers\"\n\n),\n\norders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", + "extra_ctes_injected": true, + "extra_ctes": [], + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "access": "protected", + "constraints": [], + "version": null, + "latest_version": null, + "deprecation_date": null + }, + "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "not_null_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "not_null_customers_customer_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d", + "fqn": [ + "jaffle_shop", + "not_null_customers_customer_id" + ], + "alias": "not_null_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485169.415812, + "relation_name": null, + "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_not_null" + ], + "nodes": [ + "model.jaffle_shop.customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.customers", + "attached_node": "model.jaffle_shop.customers", + "test_metadata": { + "name": "not_null", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('customers')) }}" + }, + "namespace": null + } + }, + "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": { + "database": "jaffle_shop", + "schema": "main_dbt_test__audit", + "name": "unique_customers_customer_id", + "resource_type": "test", + "package_name": "jaffle_shop", + "path": "unique_customers_customer_id.sql", + "original_file_path": "models/schema.yml", + "unique_id": "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1", + "fqn": [ + "jaffle_shop", + "unique_customers_customer_id" + ], + "alias": "unique_customers_customer_id", + "checksum": { + "name": "none", + "checksum": "" + }, + "config": { + "enabled": true, + "alias": null, + "schema": "dbt_test__audit", + "database": null, + "tags": [], + "meta": {}, + "group": null, + "materialized": "test", + "severity": "ERROR", + "store_failures": null, + "store_failures_as": null, + "where": null, + "limit": null, + "fail_calc": "count(*)", + "warn_if": "!= 0", + "error_if": "!= 0" + }, + "tags": [], + "description": "", + "columns": {}, + "meta": {}, + "group": null, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "build_path": null, + "unrendered_config": {}, + "created_at": 1720485169.416735, + "relation_name": null, + "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", + "language": "sql", + "refs": [ + { + "name": "customers", + "package": null, + "version": null + } + ], + "sources": [], + "metrics": [], + "depends_on": { + "macros": [ + "macro.dbt.test_unique" + ], + "nodes": [ + "model.jaffle_shop.customers" + ] + }, + "compiled_path": null, + "contract": { + "enforced": false, + "alias_types": true, + "checksum": null + }, + "column_name": "customer_id", + "file_key_name": "models.customers", + "attached_node": "model.jaffle_shop.customers", + "test_metadata": { + "name": "unique", + "kwargs": { + "column_name": "customer_id", + "model": "{{ get_where_subquery(ref('customers')) }}" + }, + "namespace": null + } + } + }, + "sources": {}, + "macros": { + "macro.dbt_duckdb.duckdb__get_binding_char": { + "name": "duckdb__get_binding_char", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/seed.sql", + "original_file_path": "macros/seed.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_binding_char", + "macro_sql": "{% macro duckdb__get_binding_char() %}\n {{ return(adapter.get_binding_char()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4117608, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_batch_size": { + "name": "duckdb__get_batch_size", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/seed.sql", + "original_file_path": "macros/seed.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_batch_size", + "macro_sql": "{% macro duckdb__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.411907, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__load_csv_rows": { + "name": "duckdb__load_csv_rows", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/seed.sql", + "original_file_path": "macros/seed.sql", + "unique_id": "macro.dbt_duckdb.duckdb__load_csv_rows", + "macro_sql": "{% macro duckdb__load_csv_rows(model, agate_table) %}\n {% if config.get('fast', true) %}\n {% set seed_file_path = adapter.get_seed_file_path(model) %}\n {% set delimiter = config.get('delimiter', ',') %}\n {% set sql %}\n COPY {{ this.render() }} FROM '{{ seed_file_path }}' (FORMAT CSV, HEADER TRUE, DELIMITER '{{ delimiter }}')\n {% endset %}\n {% do adapter.add_query(sql, abridge_sql_log=True) %}\n {{ return(sql) }}\n {% endif %}\n\n {% set batch_size = get_batch_size() %}\n {% set agate_table = adapter.convert_datetimes_to_strs(agate_table) %}\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_batch_size", + "macro.dbt.get_seed_column_quoted_csv", + "macro.dbt.get_binding_char" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.414165, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__snapshot_merge_sql": { + "name": "duckdb__snapshot_merge_sql", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/snapshot_helper.sql", + "original_file_path": "macros/snapshot_helper.sql", + "unique_id": "macro.dbt_duckdb.duckdb__snapshot_merge_sql", + "macro_sql": "{% macro duckdb__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n update {{ target }} as DBT_INTERNAL_TARGET\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_scd_id::text = DBT_INTERNAL_TARGET.dbt_scd_id::text\n and DBT_INTERNAL_SOURCE.dbt_change_type::text in ('update'::text, 'delete'::text)\n and DBT_INTERNAL_TARGET.dbt_valid_to is null;\n\n insert into {{ target }} ({{ insert_cols_csv }})\n select {% for column in insert_cols -%}\n DBT_INTERNAL_SOURCE.{{ column }} {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_change_type::text = 'insert'::text;\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.415136, + "supported_languages": null + }, + "macro.dbt_duckdb.build_snapshot_staging_table": { + "name": "build_snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/snapshot_helper.sql", + "original_file_path": "macros/snapshot_helper.sql", + "unique_id": "macro.dbt_duckdb.build_snapshot_staging_table", + "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(False, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_temp_relation", + "macro.dbt.snapshot_staging_table", + "macro.dbt.statement", + "macro.dbt.create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.415675, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__post_snapshot": { + "name": "duckdb__post_snapshot", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/snapshot_helper.sql", + "original_file_path": "macros/snapshot_helper.sql", + "unique_id": "macro.dbt_duckdb.duckdb__post_snapshot", + "macro_sql": "{% macro duckdb__post_snapshot(staging_relation) %}\n {% do return(drop_relation(staging_relation)) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.drop_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.415958, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_catalog": { + "name": "duckdb__get_catalog", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/catalog.sql", + "original_file_path": "macros/catalog.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_catalog", + "macro_sql": "{% macro duckdb__get_catalog(information_schema, schemas) -%}\n {%- call statement('catalog', fetch_result=True) -%}\n with relations AS (\n select\n t.table_name\n , t.database_name\n , t.schema_name\n , 'BASE TABLE' as table_type\n , {{ adapter.catalog_comment('t') }} as table_comment\n from duckdb_tables() t\n WHERE t.database_name = '{{ database }}'\n UNION ALL\n SELECT v.view_name as table_name\n , v.database_name\n , v.schema_name\n , 'VIEW' as table_type\n , {{ adapter.catalog_comment('v') }} as table_comment\n from duckdb_views() v\n WHERE v.database_name = '{{ database }}'\n )\n select\n '{{ database }}' as table_database,\n r.schema_name as table_schema,\n r.table_name,\n r.table_type,\n r.table_comment,\n c.column_name,\n c.column_index as column_index,\n c.data_type as column_type,\n {{ adapter.catalog_comment('c') }} as column_comment,\n '' as table_owner\n FROM relations r JOIN duckdb_columns() c ON r.schema_name = c.schema_name AND r.table_name = c.table_name\n WHERE (\n {%- for schema in schemas -%}\n upper(r.schema_name) = upper('{{ schema }}'){%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n ORDER BY\n r.schema_name,\n r.table_name,\n c.column_index\n {%- endcall -%}\n {{ return(load_result('catalog').table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.417027, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__create_schema": { + "name": "duckdb__create_schema", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__create_schema", + "macro_sql": "{% macro duckdb__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n {% set sql %}\n select type from duckdb_databases()\n where database_name='{{ relation.database }}'\n and type='sqlite'\n {% endset %}\n {% set results = run_query(sql) %}\n {% if results|length == 0 %}\n create schema if not exists {{ relation.without_identifier() }}\n {% else %}\n {% if relation.schema!='main' %}\n {{ exceptions.raise_compiler_error(\n \"Schema must be 'main' when writing to sqlite \"\n ~ \"instead got \" ~ relation.schema\n )}}\n {% endif %}\n {% endif %}\n {%- endcall -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.42521, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__drop_schema": { + "name": "duckdb__drop_schema", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__drop_schema", + "macro_sql": "{% macro duckdb__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {%- endcall -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.425386, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__list_schemas": { + "name": "duckdb__list_schemas", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__list_schemas", + "macro_sql": "{% macro duckdb__list_schemas(database) -%}\n {% set sql %}\n select schema_name\n from system.information_schema.schemata\n {% if database is not none %}\n where catalog_name = '{{ database }}'\n {% endif %}\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4256341, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__check_schema_exists": { + "name": "duckdb__check_schema_exists", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__check_schema_exists", + "macro_sql": "{% macro duckdb__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from system.information_schema.schemata\n where schema_name = '{{ schema }}'\n and catalog_name = '{{ information_schema.database }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.425865, + "supported_languages": null + }, + "macro.dbt_duckdb.get_column_names": { + "name": "get_column_names", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.get_column_names", + "macro_sql": "{% macro get_column_names() %}\n {# loop through user_provided_columns to get column names #}\n {%- set user_provided_columns = model['columns'] -%}\n (\n {% for i in user_provided_columns %}\n {% set col = user_provided_columns[i] %}\n {{ col['name'] }} {{ \",\" if not loop.last }}\n {% endfor %}\n )\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4261918, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__create_table_as": { + "name": "duckdb__create_table_as", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__create_table_as", + "macro_sql": "{% macro duckdb__create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {%- if language == 'sql' -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(compiled_code) }}\n {% endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% if contract_config.enforced and not temporary %}\n {#-- DuckDB doesnt support constraints on temp tables --#}\n {{ get_table_columns_and_constraints() }} ;\n insert into {{ relation }} {{ get_column_names() }} (\n {{ get_select_subquery(compiled_code) }}\n );\n {% else %}\n as (\n {{ compiled_code }}\n );\n {% endif %}\n {%- elif language == 'python' -%}\n {{ py_write_table(temporary=temporary, relation=relation, compiled_code=compiled_code) }}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"duckdb__create_table_as macro didn't get supported language, it got %s\" % language) %}\n {%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent", + "macro.dbt.get_table_columns_and_constraints", + "macro.dbt_duckdb.get_column_names", + "macro.dbt.get_select_subquery", + "macro.dbt_duckdb.py_write_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.427795, + "supported_languages": null + }, + "macro.dbt_duckdb.py_write_table": { + "name": "py_write_table", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.py_write_table", + "macro_sql": "{% macro py_write_table(temporary, relation, compiled_code) -%}\n{{ compiled_code }}\n\ndef materialize(df, con):\n try:\n import pyarrow\n pyarrow_available = True\n except ImportError:\n pyarrow_available = False\n finally:\n if pyarrow_available and isinstance(df, pyarrow.Table):\n # https://github.com/duckdb/duckdb/issues/6584\n import pyarrow.dataset\n con.execute('create table {{ relation }} as select * from df')\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.428014, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__create_view_as": { + "name": "duckdb__create_view_as", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__create_view_as", + "macro_sql": "{% macro duckdb__create_view_as(relation, sql) -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }} as (\n {{ sql }}\n );\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4284, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_columns_in_relation": { + "name": "duckdb__get_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_columns_in_relation", + "macro_sql": "{% macro duckdb__get_columns_in_relation(relation) -%}\n {% call statement('get_columns_in_relation', fetch_result=True) %}\n select\n column_name,\n data_type,\n character_maximum_length,\n numeric_precision,\n numeric_scale\n\n from system.information_schema.columns\n where table_name = '{{ relation.identifier }}'\n {% if relation.schema %}\n and table_schema = '{{ relation.schema }}'\n {% endif %}\n {% if relation.database %}\n and table_catalog = '{{ relation.database }}'\n {% endif %}\n order by ordinal_position\n\n {% endcall %}\n {% set table = load_result('get_columns_in_relation').table %}\n {{ return(sql_convert_columns_in_relation(table)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.sql_convert_columns_in_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4288452, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__list_relations_without_caching": { + "name": "duckdb__list_relations_without_caching", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__list_relations_without_caching", + "macro_sql": "{% macro duckdb__list_relations_without_caching(schema_relation) %}\n {% call statement('list_relations_without_caching', fetch_result=True) -%}\n select\n '{{ schema_relation.database }}' as database,\n table_name as name,\n table_schema as schema,\n CASE table_type\n WHEN 'BASE TABLE' THEN 'table'\n WHEN 'VIEW' THEN 'view'\n WHEN 'LOCAL TEMPORARY' THEN 'table'\n END as type\n from system.information_schema.tables\n where table_schema = '{{ schema_relation.schema }}'\n and table_catalog = '{{ schema_relation.database }}'\n {% endcall %}\n {{ return(load_result('list_relations_without_caching').table) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429146, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__drop_relation": { + "name": "duckdb__drop_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__drop_relation", + "macro_sql": "{% macro duckdb__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429336, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__rename_relation": { + "name": "duckdb__rename_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__rename_relation", + "macro_sql": "{% macro duckdb__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter {{ to_relation.type }} {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4296021, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__make_temp_relation": { + "name": "duckdb__make_temp_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__make_temp_relation", + "macro_sql": "{% macro duckdb__make_temp_relation(base_relation, suffix) %}\n {% set tmp_identifier = base_relation.identifier ~ suffix ~ py_current_timestring() %}\n {% do return(base_relation.incorporate(\n path={\n \"identifier\": tmp_identifier,\n \"schema\": none,\n \"database\": none\n })) -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.py_current_timestring" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429921, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__current_timestamp": { + "name": "duckdb__current_timestamp", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__current_timestamp", + "macro_sql": "{% macro duckdb__current_timestamp() -%}\n now()\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.429992, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__snapshot_string_as_time": { + "name": "duckdb__snapshot_string_as_time", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__snapshot_string_as_time", + "macro_sql": "{% macro duckdb__snapshot_string_as_time(timestamp) -%}\n {%- set result = \"'\" ~ timestamp ~ \"'::timestamp\" -%}\n {{ return(result) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4301498, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__snapshot_get_time": { + "name": "duckdb__snapshot_get_time", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__snapshot_get_time", + "macro_sql": "{% macro duckdb__snapshot_get_time() -%}\n {{ current_timestamp() }}::timestamp\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.430254, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_incremental_default_sql": { + "name": "duckdb__get_incremental_default_sql", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_incremental_default_sql", + "macro_sql": "{% macro duckdb__get_incremental_default_sql(arg_dict) %}\n {% do return(get_incremental_delete_insert_sql(arg_dict)) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_incremental_delete_insert_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.430387, + "supported_languages": null + }, + "macro.dbt_duckdb.location_exists": { + "name": "location_exists", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.location_exists", + "macro_sql": "{% macro location_exists(location) -%}\n {% do return(adapter.location_exists(location)) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4305222, + "supported_languages": null + }, + "macro.dbt_duckdb.write_to_file": { + "name": "write_to_file", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.write_to_file", + "macro_sql": "{% macro write_to_file(relation, location, options) -%}\n {% call statement('write_to_file') -%}\n copy {{ relation }} to '{{ location }}' ({{ options }})\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4307132, + "supported_languages": null + }, + "macro.dbt_duckdb.store_relation": { + "name": "store_relation", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.store_relation", + "macro_sql": "{% macro store_relation(plugin, relation, location, format, config) -%}\n {%- set column_list = adapter.get_columns_in_relation(relation) -%}\n {% do adapter.store_relation(plugin, relation, column_list, location, format, config) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4310322, + "supported_languages": null + }, + "macro.dbt_duckdb.render_write_options": { + "name": "render_write_options", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/adapters.sql", + "original_file_path": "macros/adapters.sql", + "unique_id": "macro.dbt_duckdb.render_write_options", + "macro_sql": "{% macro render_write_options(config) -%}\n {% set options = config.get('options', {}) %}\n {% if options is not mapping %}\n {% do exceptions.raise_compiler_error(\"The options argument must be a dictionary\") %}\n {% endif %}\n\n {% for k in options %}\n {% set _ = options.update({k: render(options[k])}) %}\n {% endfor %}\n\n {# legacy top-level write options #}\n {% if config.get('format') %}\n {% set _ = options.update({'format': render(config.get('format'))}) %}\n {% endif %}\n {% if config.get('delimiter') %}\n {% set _ = options.update({'delimiter': render(config.get('delimiter'))}) %}\n {% endif %}\n\n {% do return(options) %}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4320471, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb_escape_comment": { + "name": "duckdb_escape_comment", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/persist_docs.sql", + "original_file_path": "macros/persist_docs.sql", + "unique_id": "macro.dbt_duckdb.duckdb_escape_comment", + "macro_sql": "{% macro duckdb_escape_comment(comment) -%}\n {% if comment is not string %}\n {% do exceptions.raise_compiler_error('cannot escape a non-string: ' ~ comment) %}\n {% endif %}\n {%- set magic = '$dbt_comment_literal_block$' -%}\n {%- if magic in comment -%}\n {%- do exceptions.raise_compiler_error('The string ' ~ magic ~ ' is not allowed in comments.') -%}\n {%- endif -%}\n {{ magic }}{{ comment }}{{ magic }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4335911, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__alter_relation_comment": { + "name": "duckdb__alter_relation_comment", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/persist_docs.sql", + "original_file_path": "macros/persist_docs.sql", + "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_comment", + "macro_sql": "{% macro duckdb__alter_relation_comment(relation, comment) %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on {{ relation.type }} {{ relation }} is {{ escaped_comment }};\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb_escape_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4339142, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__alter_column_comment": { + "name": "duckdb__alter_column_comment", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/persist_docs.sql", + "original_file_path": "macros/persist_docs.sql", + "unique_id": "macro.dbt_duckdb.duckdb__alter_column_comment", + "macro_sql": "{% macro duckdb__alter_column_comment(relation, column_dict) %}\n {% set existing_columns = adapter.get_columns_in_relation(relation) | map(attribute=\"name\") | list %}\n {% for column_name in column_dict if (column_name in existing_columns) %}\n {% set comment = column_dict[column_name]['description'] %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on column {{ relation }}.{{ adapter.quote(column_name) if column_dict[column_name]['quote'] else column_name }} is {{ escaped_comment }};\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb_escape_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4345129, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql": { + "name": "duckdb__get_delete_insert_merge_sql", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/incremental_helper.sql", + "original_file_path": "macros/incremental_helper.sql", + "unique_id": "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql", + "macro_sql": "{% macro duckdb__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }} as DBT_INCREMENTAL_TARGET\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = DBT_INCREMENTAL_TARGET.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.436508, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns": { + "name": "duckdb__alter_relation_add_remove_columns", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/columns.sql", + "original_file_path": "macros/columns.sql", + "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns", + "macro_sql": "{% macro duckdb__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns %}\n {% for column in add_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} add column\n {{ column.name }} {{ column.data_type }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n {% if remove_columns %}\n {% for column in remove_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} drop column\n {{ column.name }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.437406, + "supported_languages": null + }, + "macro.dbt_duckdb.materialization_table_duckdb": { + "name": "materialization_table_duckdb", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/materializations/table.sql", + "original_file_path": "macros/materializations/table.sql", + "unique_id": "macro.dbt_duckdb.materialization_table_duckdb", + "macro_sql": "{% materialization table, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set language = model['language'] -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main', language=language) -%}\n {{- create_table_as(False, intermediate_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.create_table_as", + "macro.dbt.create_indexes", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.440376, + "supported_languages": [ + "sql", + "python" + ] + }, + "macro.dbt_duckdb.materialization_external_duckdb": { + "name": "materialization_external_duckdb", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/materializations/external.sql", + "original_file_path": "macros/materializations/external.sql", + "unique_id": "macro.dbt_duckdb.materialization_external_duckdb", + "macro_sql": "{% materialization external, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set location = render(config.get('location', default=external_location(this, config))) -%})\n {%- set rendered_options = render_write_options(config) -%}\n {%- set format = config.get('format', 'parquet') -%}\n {%- set write_options = adapter.external_write_options(location, rendered_options) -%}\n {%- set read_location = adapter.external_read_location(location, rendered_options) -%}\n\n -- set language - python or sql\n {%- set language = model['language'] -%}\n\n {%- set target_relation = this.incorporate(type='view') %}\n\n -- Continue as normal materialization\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set temp_relation = make_intermediate_relation(this.incorporate(type='table'), suffix='__dbt_tmp') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation, suffix='__dbt_int') -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_temp_relation = load_cached_relation(temp_relation) -%}\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_temp_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('create_table', language=language) -%}\n {{- create_table_as(False, temp_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- write an temp relation into file\n {{ write_to_file(temp_relation, location, write_options) }}\n -- create a view on top of the location\n {% call statement('main', language='sql') -%}\n create or replace view {{ intermediate_relation }} as (\n select * from '{{ read_location }}'\n );\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(temp_relation) }}\n\n -- register table into glue\n {%- set plugin_name = config.get('plugin') -%}\n {%- set glue_register = config.get('glue_register', default=false) -%}\n {%- set partition_columns = config.get('partition_columns', []) -%}\n {% if plugin_name is not none or glue_register is true %}\n {% if glue_register %}\n {# legacy hack to set the glue database name, deprecate this #}\n {%- set plugin_name = 'glue|' ~ config.get('glue_database', 'default') -%}\n {% endif %}\n {% do store_relation(plugin_name, target_relation, location, format, config) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.external_location", + "macro.dbt_duckdb.render_write_options", + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.create_table_as", + "macro.dbt_duckdb.write_to_file", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt_duckdb.store_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.445555, + "supported_languages": [ + "sql", + "python" + ] + }, + "macro.dbt_duckdb.materialization_incremental_duckdb": { + "name": "materialization_incremental_duckdb", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/materializations/incremental.sql", + "original_file_path": "macros/materializations/incremental.sql", + "unique_id": "macro.dbt_duckdb.materialization_incremental_duckdb", + "macro_sql": "{% materialization incremental, adapter=\"duckdb\", supported_languages=['sql', 'python'] -%}\n\n {%- set language = model['language'] -%}\n -- only create temp tables if using local duckdb, as it is not currently supported for remote databases\n {%- set temporary = not adapter.is_motherduck() -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, compiled_code, language) %}\n {% elif full_refresh_mode %}\n {% set build_sql = create_table_as(False, intermediate_relation, compiled_code, language) %}\n {% set need_swap = true %}\n {% else %}\n {% if not temporary %}\n -- if not using a temporary table we will update the temp relation to use a different temp schema (\"dbt_temp\" by default)\n {% set temp_relation = temp_relation.incorporate(path=adapter.get_temp_relation_path(this)) %}\n {% do run_query(create_schema(temp_relation)) %}\n -- then drop the temp relation after we insert the incremental data into the target relation\n {% do to_drop.append(temp_relation) %}\n {% endif %}\n {% if language == 'python' %}\n {% set build_python = create_table_as(False, temp_relation, compiled_code, language) %}\n {% call statement(\"pre\", language=language) %}\n {{- build_python }}\n {% endcall %}\n {% else %} {# SQL #}\n {% do run_query(create_table_as(temporary, temp_relation, compiled_code, language)) %}\n {% endif %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n {% set language = \"sql\" %}\n\n {% endif %}\n\n {% call statement(\"main\", language=language) %}\n {{- build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_temp_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.should_full_refresh", + "macro.dbt.incremental_validate_on_schema_change", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.create_table_as", + "macro.dbt.run_query", + "macro.dbt.create_schema", + "macro.dbt.statement", + "macro.dbt.process_schema_changes", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.452378, + "supported_languages": [ + "sql", + "python" + ] + }, + "macro.dbt_duckdb.duckdb__dateadd": { + "name": "duckdb__dateadd", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/dateadd.sql", + "original_file_path": "macros/utils/dateadd.sql", + "unique_id": "macro.dbt_duckdb.duckdb__dateadd", + "macro_sql": "{% macro duckdb__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n date_add({{ from_date_or_timestamp }}, interval ({{ interval }}) {{ datepart }})\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.452644, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__listagg": { + "name": "duckdb__listagg", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/listagg.sql", + "original_file_path": "macros/utils/listagg.sql", + "unique_id": "macro.dbt_duckdb.duckdb__listagg", + "macro_sql": "{% macro duckdb__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n {% if limit_num -%}\n list_aggr(\n (array_agg(\n {{ measure }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n ))[1:{{ limit_num }}],\n 'string_agg',\n {{ delimiter_text }}\n )\n {%- else %}\n string_agg(\n {{ measure }},\n {{ delimiter_text }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n )\n {%- endif %}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4531982, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__datediff": { + "name": "duckdb__datediff", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/datediff.sql", + "original_file_path": "macros/utils/datediff.sql", + "unique_id": "macro.dbt_duckdb.duckdb__datediff", + "macro_sql": "{% macro duckdb__datediff(first_date, second_date, datepart) -%}\n date_diff('{{ datepart }}', {{ first_date }}::timestamp, {{ second_date}}::timestamp )\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.453505, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__any_value": { + "name": "duckdb__any_value", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/any_value.sql", + "original_file_path": "macros/utils/any_value.sql", + "unique_id": "macro.dbt_duckdb.duckdb__any_value", + "macro_sql": "{% macro duckdb__any_value(expression) -%}\n\n arbitrary({{ expression }})\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.45364, + "supported_languages": null + }, + "macro.dbt_duckdb.register_upstream_external_models": { + "name": "register_upstream_external_models", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/upstream.sql", + "original_file_path": "macros/utils/upstream.sql", + "unique_id": "macro.dbt_duckdb.register_upstream_external_models", + "macro_sql": "{%- macro register_upstream_external_models() -%}\n{% if execute %}\n{% set upstream_nodes = {} %}\n{% set upstream_schemas = {} %}\n{% for node in selected_resources %}\n {% for upstream_node in graph['nodes'][node]['depends_on']['nodes'] %}\n {% if upstream_node not in upstream_nodes and upstream_node not in selected_resources %}\n {% do upstream_nodes.update({upstream_node: None}) %}\n {% set upstream = graph['nodes'].get(upstream_node) %}\n {% if upstream\n and upstream.resource_type in ('model', 'seed')\n and upstream.config.materialized=='external'\n %}\n {%- set upstream_rel = api.Relation.create(\n database=upstream['database'],\n schema=upstream['schema'],\n identifier=upstream['alias']\n ) -%}\n {%- set location = upstream.config.get('location', external_location(upstream_rel, upstream.config)) -%}\n {%- set rendered_options = render_write_options(upstream.config) -%}\n {%- set upstream_location = adapter.external_read_location(location, rendered_options) -%}\n {% if upstream_rel.schema not in upstream_schemas %}\n {% call statement('main', language='sql') -%}\n create schema if not exists {{ upstream_rel.schema }}\n {%- endcall %}\n {% do upstream_schemas.update({upstream_rel.schema: None}) %}\n {% endif %}\n {% call statement('main', language='sql') -%}\n create or replace view {{ upstream_rel }} as (\n select * from '{{ upstream_location }}'\n );\n {%- endcall %}\n {%- endif %}\n {% endif %}\n {% endfor %}\n{% endfor %}\n{% do adapter.commit() %}\n{% endif %}\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.external_location", + "macro.dbt_duckdb.render_write_options", + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.455858, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__split_part": { + "name": "duckdb__split_part", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/splitpart.sql", + "original_file_path": "macros/utils/splitpart.sql", + "unique_id": "macro.dbt_duckdb.duckdb__split_part", + "macro_sql": "{% macro duckdb__split_part(string_text, delimiter_text, part_number) %}\n string_split({{ string_text }}, {{ delimiter_text }})[ {{ part_number }} ]\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.45629, + "supported_languages": null + }, + "macro.dbt_duckdb.duckdb__last_day": { + "name": "duckdb__last_day", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/lastday.sql", + "original_file_path": "macros/utils/lastday.sql", + "unique_id": "macro.dbt_duckdb.duckdb__last_day", + "macro_sql": "{% macro duckdb__last_day(date, datepart) -%}\n\n {%- if datepart == 'quarter' -%}\n -- duckdb dateadd does not support quarter interval.\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd('month', '3', dbt.date_trunc(datepart, date))\n )}}\n as date)\n {%- else -%}\n {{dbt.default_last_day(date, datepart)}}\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.dateadd", + "macro.dbt.date_trunc", + "macro.dbt.default_last_day" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.45679, + "supported_languages": null + }, + "macro.dbt_duckdb.external_location": { + "name": "external_location", + "resource_type": "macro", + "package_name": "dbt_duckdb", + "path": "macros/utils/external_location.sql", + "original_file_path": "macros/utils/external_location.sql", + "unique_id": "macro.dbt_duckdb.external_location", + "macro_sql": "{%- macro external_location(relation, config) -%}\n {%- if config.get('options', {}).get('partition_by') is none -%}\n {%- set format = config.get('format', 'parquet') -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}.{{ format }}\n {%- else -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}\n {%- endif -%}\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4574668, + "supported_languages": null + }, + "macro.dbt.run_hooks": { + "name": "run_hooks", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.run_hooks", + "macro_sql": "{% macro run_hooks(hooks, inside_transaction=True) %}\n {% for hook in hooks | selectattr('transaction', 'equalto', inside_transaction) %}\n {% if not inside_transaction and loop.first %}\n {% call statement(auto_begin=inside_transaction) %}\n commit;\n {% endcall %}\n {% endif %}\n {% set rendered = render(hook.get('sql')) | trim %}\n {% if (rendered | length) > 0 %}\n {% call statement(auto_begin=inside_transaction) %}\n {{ rendered }}\n {% endcall %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.458501, + "supported_languages": null + }, + "macro.dbt.make_hook_config": { + "name": "make_hook_config", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.make_hook_config", + "macro_sql": "{% macro make_hook_config(sql, inside_transaction) %}\n {{ tojson({\"sql\": sql, \"transaction\": inside_transaction}) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.458751, + "supported_languages": null + }, + "macro.dbt.before_begin": { + "name": "before_begin", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.before_begin", + "macro_sql": "{% macro before_begin(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_hook_config" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4589062, + "supported_languages": null + }, + "macro.dbt.in_transaction": { + "name": "in_transaction", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.in_transaction", + "macro_sql": "{% macro in_transaction(sql) %}\n {{ make_hook_config(sql, inside_transaction=True) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_hook_config" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.459146, + "supported_languages": null + }, + "macro.dbt.after_commit": { + "name": "after_commit", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/hooks.sql", + "original_file_path": "macros/materializations/hooks.sql", + "unique_id": "macro.dbt.after_commit", + "macro_sql": "{% macro after_commit(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_hook_config" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.459601, + "supported_languages": null + }, + "macro.dbt.set_sql_header": { + "name": "set_sql_header", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/configs.sql", + "original_file_path": "macros/materializations/configs.sql", + "unique_id": "macro.dbt.set_sql_header", + "macro_sql": "{% macro set_sql_header(config) -%}\n {{ config.set('sql_header', caller()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.460144, + "supported_languages": null + }, + "macro.dbt.should_full_refresh": { + "name": "should_full_refresh", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/configs.sql", + "original_file_path": "macros/materializations/configs.sql", + "unique_id": "macro.dbt.should_full_refresh", + "macro_sql": "{% macro should_full_refresh() %}\n {% set config_full_refresh = config.get('full_refresh') %}\n {% if config_full_refresh is none %}\n {% set config_full_refresh = flags.FULL_REFRESH %}\n {% endif %}\n {% do return(config_full_refresh) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.460431, + "supported_languages": null + }, + "macro.dbt.should_store_failures": { + "name": "should_store_failures", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/configs.sql", + "original_file_path": "macros/materializations/configs.sql", + "unique_id": "macro.dbt.should_store_failures", + "macro_sql": "{% macro should_store_failures() %}\n {% set config_store_failures = config.get('store_failures') %}\n {% if config_store_failures is none %}\n {% set config_store_failures = flags.STORE_FAILURES %}\n {% endif %}\n {% do return(config_store_failures) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.460711, + "supported_languages": null + }, + "macro.dbt.snapshot_merge_sql": { + "name": "snapshot_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/snapshot_merge.sql", + "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", + "unique_id": "macro.dbt.snapshot_merge_sql", + "macro_sql": "{% macro snapshot_merge_sql(target, source, insert_cols) -%}\n {{ adapter.dispatch('snapshot_merge_sql', 'dbt')(target, source, insert_cols) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__snapshot_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.461129, + "supported_languages": null + }, + "macro.dbt.default__snapshot_merge_sql": { + "name": "default__snapshot_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/snapshot_merge.sql", + "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", + "unique_id": "macro.dbt.default__snapshot_merge_sql", + "macro_sql": "{% macro default__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on DBT_INTERNAL_SOURCE.dbt_scd_id = DBT_INTERNAL_DEST.dbt_scd_id\n\n when matched\n and DBT_INTERNAL_DEST.dbt_valid_to is null\n and DBT_INTERNAL_SOURCE.dbt_change_type in ('update', 'delete')\n then update\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n\n when not matched\n and DBT_INTERNAL_SOURCE.dbt_change_type = 'insert'\n then insert ({{ insert_cols_csv }})\n values ({{ insert_cols_csv }})\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.46207, + "supported_languages": null + }, + "macro.dbt.strategy_dispatch": { + "name": "strategy_dispatch", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.strategy_dispatch", + "macro_sql": "{% macro strategy_dispatch(name) -%}\n{% set original_name = name %}\n {% if '.' in name %}\n {% set package_name, name = name.split(\".\", 1) %}\n {% else %}\n {% set package_name = none %}\n {% endif %}\n\n {% if package_name is none %}\n {% set package_context = context %}\n {% elif package_name in context %}\n {% set package_context = context[package_name] %}\n {% else %}\n {% set error_msg %}\n Could not find package '{{package_name}}', called with '{{original_name}}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n\n {%- set search_name = 'snapshot_' ~ name ~ '_strategy' -%}\n\n {% if search_name not in package_context %}\n {% set error_msg %}\n The specified strategy macro '{{name}}' was not found in package '{{ package_name }}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n {{ return(package_context[search_name]) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4663649, + "supported_languages": null + }, + "macro.dbt.snapshot_hash_arguments": { + "name": "snapshot_hash_arguments", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_hash_arguments", + "macro_sql": "{% macro snapshot_hash_arguments(args) -%}\n {{ adapter.dispatch('snapshot_hash_arguments', 'dbt')(args) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__snapshot_hash_arguments" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.466774, + "supported_languages": null + }, + "macro.dbt.default__snapshot_hash_arguments": { + "name": "default__snapshot_hash_arguments", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.default__snapshot_hash_arguments", + "macro_sql": "{% macro default__snapshot_hash_arguments(args) -%}\n md5({%- for arg in args -%}\n coalesce(cast({{ arg }} as varchar ), '')\n {% if not loop.last %} || '|' || {% endif %}\n {%- endfor -%})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4670131, + "supported_languages": null + }, + "macro.dbt.snapshot_timestamp_strategy": { + "name": "snapshot_timestamp_strategy", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_timestamp_strategy", + "macro_sql": "{% macro snapshot_timestamp_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set primary_key = config['unique_key'] %}\n {% set updated_at = config['updated_at'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n\n {#/*\n The snapshot relation might not have an {{ updated_at }} value if the\n snapshot strategy is changed from `check` to `timestamp`. We\n should use a dbt-created column for the comparison in the snapshot\n table instead of assuming that the user-supplied {{ updated_at }}\n will be present in the historical data.\n\n See https://github.com/dbt-labs/dbt-core/issues/2350\n */ #}\n {% set row_changed_expr -%}\n ({{ snapshotted_rel }}.dbt_valid_from < {{ current_rel }}.{{ updated_at }})\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.snapshot_hash_arguments" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.467669, + "supported_languages": null + }, + "macro.dbt.snapshot_string_as_time": { + "name": "snapshot_string_as_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_string_as_time", + "macro_sql": "{% macro snapshot_string_as_time(timestamp) -%}\n {{ adapter.dispatch('snapshot_string_as_time', 'dbt')(timestamp) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__snapshot_string_as_time" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.467825, + "supported_languages": null + }, + "macro.dbt.default__snapshot_string_as_time": { + "name": "default__snapshot_string_as_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.default__snapshot_string_as_time", + "macro_sql": "{% macro default__snapshot_string_as_time(timestamp) %}\n {% do exceptions.raise_not_implemented(\n 'snapshot_string_as_time macro not implemented for adapter '+adapter.type()\n ) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.468062, + "supported_languages": null + }, + "macro.dbt.snapshot_check_all_get_existing_columns": { + "name": "snapshot_check_all_get_existing_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_check_all_get_existing_columns", + "macro_sql": "{% macro snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) -%}\n {%- if not target_exists -%}\n {#-- no table yet -> return whatever the query does --#}\n {{ return((false, query_columns)) }}\n {%- endif -%}\n\n {#-- handle any schema changes --#}\n {%- set target_relation = adapter.get_relation(database=node.database, schema=node.schema, identifier=node.alias) -%}\n\n {% if check_cols_config == 'all' %}\n {%- set query_columns = get_columns_in_query(node['compiled_code']) -%}\n\n {% elif check_cols_config is iterable and (check_cols_config | length) > 0 %}\n {#-- query for proper casing/quoting, to support comparison below --#}\n {%- set select_check_cols_from_target -%}\n {#-- N.B. The whitespace below is necessary to avoid edge case issue with comments --#}\n {#-- See: https://github.com/dbt-labs/dbt-core/issues/6781 --#}\n select {{ check_cols_config | join(', ') }} from (\n {{ node['compiled_code'] }}\n ) subq\n {%- endset -%}\n {% set query_columns = get_columns_in_query(select_check_cols_from_target) %}\n\n {% else %}\n {% do exceptions.raise_compiler_error(\"Invalid value for 'check_cols': \" ~ check_cols_config) %}\n {% endif %}\n\n {%- set existing_cols = adapter.get_columns_in_relation(target_relation) | map(attribute = 'name') | list -%}\n {%- set ns = namespace() -%} {#-- handle for-loop scoping with a namespace --#}\n {%- set ns.column_added = false -%}\n\n {%- set intersection = [] -%}\n {%- for col in query_columns -%}\n {%- if col in existing_cols -%}\n {%- do intersection.append(adapter.quote(col)) -%}\n {%- else -%}\n {% set ns.column_added = true %}\n {%- endif -%}\n {%- endfor -%}\n {{ return((ns.column_added, intersection)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_columns_in_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4699268, + "supported_languages": null + }, + "macro.dbt.snapshot_check_strategy": { + "name": "snapshot_check_strategy", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/strategies.sql", + "original_file_path": "macros/materializations/snapshots/strategies.sql", + "unique_id": "macro.dbt.snapshot_check_strategy", + "macro_sql": "{% macro snapshot_check_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set check_cols_config = config['check_cols'] %}\n {% set primary_key = config['unique_key'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n {% set updated_at = config.get('updated_at', snapshot_get_time()) %}\n\n {% set column_added = false %}\n\n {% set column_added, check_cols = snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) %}\n\n {%- set row_changed_expr -%}\n (\n {%- if column_added -%}\n {{ get_true_sql() }}\n {%- else -%}\n {%- for col in check_cols -%}\n {{ snapshotted_rel }}.{{ col }} != {{ current_rel }}.{{ col }}\n or\n (\n (({{ snapshotted_rel }}.{{ col }} is null) and not ({{ current_rel }}.{{ col }} is null))\n or\n ((not {{ snapshotted_rel }}.{{ col }} is null) and ({{ current_rel }}.{{ col }} is null))\n )\n {%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n {%- endif -%}\n )\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.snapshot_get_time", + "macro.dbt.snapshot_check_all_get_existing_columns", + "macro.dbt.get_true_sql", + "macro.dbt.snapshot_hash_arguments" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.47153, + "supported_languages": null + }, + "macro.dbt.create_columns": { + "name": "create_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.create_columns", + "macro_sql": "{% macro create_columns(relation, columns) %}\n {{ adapter.dispatch('create_columns', 'dbt')(relation, columns) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4760451, + "supported_languages": null + }, + "macro.dbt.default__create_columns": { + "name": "default__create_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__create_columns", + "macro_sql": "{% macro default__create_columns(relation, columns) %}\n {% for column in columns %}\n {% call statement() %}\n alter table {{ relation }} add column \"{{ column.name }}\" {{ column.data_type }};\n {% endcall %}\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476317, + "supported_languages": null + }, + "macro.dbt.post_snapshot": { + "name": "post_snapshot", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.post_snapshot", + "macro_sql": "{% macro post_snapshot(staging_relation) %}\n {{ adapter.dispatch('post_snapshot', 'dbt')(staging_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__post_snapshot" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476471, + "supported_languages": null + }, + "macro.dbt.default__post_snapshot": { + "name": "default__post_snapshot", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__post_snapshot", + "macro_sql": "{% macro default__post_snapshot(staging_relation) %}\n {# no-op #}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476558, + "supported_languages": null + }, + "macro.dbt.get_true_sql": { + "name": "get_true_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.get_true_sql", + "macro_sql": "{% macro get_true_sql() %}\n {{ adapter.dispatch('get_true_sql', 'dbt')() }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_true_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4766889, + "supported_languages": null + }, + "macro.dbt.default__get_true_sql": { + "name": "default__get_true_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__get_true_sql", + "macro_sql": "{% macro default__get_true_sql() %}\n {{ return('TRUE') }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4767969, + "supported_languages": null + }, + "macro.dbt.snapshot_staging_table": { + "name": "snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.snapshot_staging_table", + "macro_sql": "{% macro snapshot_staging_table(strategy, source_sql, target_relation) -%}\n {{ adapter.dispatch('snapshot_staging_table', 'dbt')(strategy, source_sql, target_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__snapshot_staging_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.476979, + "supported_languages": null + }, + "macro.dbt.default__snapshot_staging_table": { + "name": "default__snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__snapshot_staging_table", + "macro_sql": "{% macro default__snapshot_staging_table(strategy, source_sql, target_relation) -%}\n\n with snapshot_query as (\n\n {{ source_sql }}\n\n ),\n\n snapshotted_data as (\n\n select *,\n {{ strategy.unique_key }} as dbt_unique_key\n\n from {{ target_relation }}\n where dbt_valid_to is null\n\n ),\n\n insertions_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to,\n {{ strategy.scd_id }} as dbt_scd_id\n\n from snapshot_query\n ),\n\n updates_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n {{ strategy.updated_at }} as dbt_valid_to\n\n from snapshot_query\n ),\n\n {%- if strategy.invalidate_hard_deletes %}\n\n deletes_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key\n from snapshot_query\n ),\n {% endif %}\n\n insertions as (\n\n select\n 'insert' as dbt_change_type,\n source_data.*\n\n from insertions_source_data as source_data\n left outer join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where snapshotted_data.dbt_unique_key is null\n or (\n snapshotted_data.dbt_unique_key is not null\n and (\n {{ strategy.row_changed }}\n )\n )\n\n ),\n\n updates as (\n\n select\n 'update' as dbt_change_type,\n source_data.*,\n snapshotted_data.dbt_scd_id\n\n from updates_source_data as source_data\n join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where (\n {{ strategy.row_changed }}\n )\n )\n\n {%- if strategy.invalidate_hard_deletes -%}\n ,\n\n deletes as (\n\n select\n 'delete' as dbt_change_type,\n source_data.*,\n {{ snapshot_get_time() }} as dbt_valid_from,\n {{ snapshot_get_time() }} as dbt_updated_at,\n {{ snapshot_get_time() }} as dbt_valid_to,\n snapshotted_data.dbt_scd_id\n\n from snapshotted_data\n left join deletes_source_data as source_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where source_data.dbt_unique_key is null\n )\n {%- endif %}\n\n select * from insertions\n union all\n select * from updates\n {%- if strategy.invalidate_hard_deletes %}\n union all\n select * from deletes\n {%- endif %}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.snapshot_get_time" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.477767, + "supported_languages": null + }, + "macro.dbt.build_snapshot_table": { + "name": "build_snapshot_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.build_snapshot_table", + "macro_sql": "{% macro build_snapshot_table(strategy, sql) -%}\n {{ adapter.dispatch('build_snapshot_table', 'dbt')(strategy, sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__build_snapshot_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.477945, + "supported_languages": null + }, + "macro.dbt.default__build_snapshot_table": { + "name": "default__build_snapshot_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.default__build_snapshot_table", + "macro_sql": "{% macro default__build_snapshot_table(strategy, sql) %}\n\n select *,\n {{ strategy.scd_id }} as dbt_scd_id,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to\n from (\n {{ sql }}\n ) sbq\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.478165, + "supported_languages": null + }, + "macro.dbt.build_snapshot_staging_table": { + "name": "build_snapshot_staging_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/helpers.sql", + "original_file_path": "macros/materializations/snapshots/helpers.sql", + "unique_id": "macro.dbt.build_snapshot_staging_table", + "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(True, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.make_temp_relation", + "macro.dbt.snapshot_staging_table", + "macro.dbt.statement", + "macro.dbt.create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4785438, + "supported_languages": null + }, + "macro.dbt.materialization_snapshot_default": { + "name": "materialization_snapshot_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/snapshots/snapshot.sql", + "original_file_path": "macros/materializations/snapshots/snapshot.sql", + "unique_id": "macro.dbt.materialization_snapshot_default", + "macro_sql": "{% materialization snapshot, default %}\n {%- set config = model['config'] -%}\n\n {%- set target_table = model.get('alias', model.get('name')) -%}\n\n {%- set strategy_name = config.get('strategy') -%}\n {%- set unique_key = config.get('unique_key') %}\n -- grab current tables grants config for comparision later on\n {%- set grant_config = config.get('grants') -%}\n\n {% set target_relation_exists, target_relation = get_or_create_relation(\n database=model.database,\n schema=model.schema,\n identifier=target_table,\n type='table') -%}\n\n {%- if not target_relation.is_table -%}\n {% do exceptions.relation_wrong_type(target_relation, 'table') %}\n {%- endif -%}\n\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set strategy_macro = strategy_dispatch(strategy_name) %}\n {% set strategy = strategy_macro(model, \"snapshotted_data\", \"source_data\", config, target_relation_exists) %}\n\n {% if not target_relation_exists %}\n\n {% set build_sql = build_snapshot_table(strategy, model['compiled_code']) %}\n {% set final_sql = create_table_as(False, target_relation, build_sql) %}\n\n {% else %}\n\n {{ adapter.valid_snapshot_target(target_relation) }}\n\n {% set staging_table = build_snapshot_staging_table(strategy, sql, target_relation) %}\n\n -- this may no-op if the database does not require column expansion\n {% do adapter.expand_target_column_types(from_relation=staging_table,\n to_relation=target_relation) %}\n\n {% set missing_columns = adapter.get_missing_columns(staging_table, target_relation)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% do create_columns(target_relation, missing_columns) %}\n\n {% set source_columns = adapter.get_columns_in_relation(staging_table)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% set quoted_source_columns = [] %}\n {% for column in source_columns %}\n {% do quoted_source_columns.append(adapter.quote(column.name)) %}\n {% endfor %}\n\n {% set final_sql = snapshot_merge_sql(\n target = target_relation,\n source = staging_table,\n insert_cols = quoted_source_columns\n )\n %}\n\n {% endif %}\n\n {% call statement('main') %}\n {{ final_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(target_relation_exists, full_refresh_mode=False) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if not target_relation_exists %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {% if staging_table is defined %}\n {% do post_snapshot(staging_table) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.get_or_create_relation", + "macro.dbt.run_hooks", + "macro.dbt.strategy_dispatch", + "macro.dbt.build_snapshot_table", + "macro.dbt.create_table_as", + "macro.dbt.build_snapshot_staging_table", + "macro.dbt.create_columns", + "macro.dbt.snapshot_merge_sql", + "macro.dbt.statement", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes", + "macro.dbt.post_snapshot" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.48448, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_test_default": { + "name": "materialization_test_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/test.sql", + "original_file_path": "macros/materializations/tests/test.sql", + "unique_id": "macro.dbt.materialization_test_default", + "macro_sql": "{%- materialization test, default -%}\n\n {% set relations = [] %}\n\n {% if should_store_failures() %}\n\n {% set identifier = model['alias'] %}\n {% set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% set store_failures_as = config.get('store_failures_as') %}\n -- if `--store-failures` is invoked via command line and `store_failures_as` is not set,\n -- config.get('store_failures_as', 'table') returns None, not 'table'\n {% if store_failures_as == none %}{% set store_failures_as = 'table' %}{% endif %}\n {% if store_failures_as not in ['table', 'view'] %}\n {{ exceptions.raise_compiler_error(\n \"'\" ~ store_failures_as ~ \"' is not a valid value for `store_failures_as`. \"\n \"Accepted values are: ['ephemeral', 'table', 'view']\"\n ) }}\n {% endif %}\n\n {% set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database, type=store_failures_as) -%} %}\n\n {% if old_relation %}\n {% do adapter.drop_relation(old_relation) %}\n {% endif %}\n\n {% call statement(auto_begin=True) %}\n {{ get_create_sql(target_relation, sql) }}\n {% endcall %}\n\n {% do relations.append(target_relation) %}\n\n {% set main_sql %}\n select *\n from {{ target_relation }}\n {% endset %}\n\n {{ adapter.commit() }}\n\n {% else %}\n\n {% set main_sql = sql %}\n\n {% endif %}\n\n {% set limit = config.get('limit') %}\n {% set fail_calc = config.get('fail_calc') %}\n {% set warn_if = config.get('warn_if') %}\n {% set error_if = config.get('error_if') %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ get_test_sql(main_sql, fail_calc, warn_if, error_if, limit)}}\n\n {%- endcall %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.should_store_failures", + "macro.dbt.statement", + "macro.dbt.get_create_sql", + "macro.dbt.get_test_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.486943, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.get_test_sql": { + "name": "get_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.get_test_sql", + "macro_sql": "{% macro get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n {{ adapter.dispatch('get_test_sql', 'dbt')(main_sql, fail_calc, warn_if, error_if, limit) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_test_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.487975, + "supported_languages": null + }, + "macro.dbt.default__get_test_sql": { + "name": "default__get_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.default__get_test_sql", + "macro_sql": "{% macro default__get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n select\n {{ fail_calc }} as failures,\n {{ fail_calc }} {{ warn_if }} as should_warn,\n {{ fail_calc }} {{ error_if }} as should_error\n from (\n {{ main_sql }}\n {{ \"limit \" ~ limit if limit != none }}\n ) dbt_internal_test\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.488236, + "supported_languages": null + }, + "macro.dbt.get_unit_test_sql": { + "name": "get_unit_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.get_unit_test_sql", + "macro_sql": "{% macro get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n {{ adapter.dispatch('get_unit_test_sql', 'dbt')(main_sql, expected_fixture_sql, expected_column_names) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_unit_test_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.488418, + "supported_languages": null + }, + "macro.dbt.default__get_unit_test_sql": { + "name": "default__get_unit_test_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/helpers.sql", + "original_file_path": "macros/materializations/tests/helpers.sql", + "unique_id": "macro.dbt.default__get_unit_test_sql", + "macro_sql": "{% macro default__get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n-- Build actual result given inputs\nwith dbt_internal_unit_test_actual as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%},{% endif %}{%- endfor -%}, {{ dbt.string_literal(\"actual\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ main_sql }}\n ) _dbt_internal_unit_test_actual\n),\n-- Build expected result\ndbt_internal_unit_test_expected as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%}, {% endif %}{%- endfor -%}, {{ dbt.string_literal(\"expected\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ expected_fixture_sql }}\n ) _dbt_internal_unit_test_expected\n)\n-- Union actual and expected results\nselect * from dbt_internal_unit_test_actual\nunion all\nselect * from dbt_internal_unit_test_expected\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.string_literal" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4889312, + "supported_languages": null + }, + "macro.dbt.get_where_subquery": { + "name": "get_where_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/where_subquery.sql", + "original_file_path": "macros/materializations/tests/where_subquery.sql", + "unique_id": "macro.dbt.get_where_subquery", + "macro_sql": "{% macro get_where_subquery(relation) -%}\n {% do return(adapter.dispatch('get_where_subquery', 'dbt')(relation)) %}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_where_subquery" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.489258, + "supported_languages": null + }, + "macro.dbt.default__get_where_subquery": { + "name": "default__get_where_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/where_subquery.sql", + "original_file_path": "macros/materializations/tests/where_subquery.sql", + "unique_id": "macro.dbt.default__get_where_subquery", + "macro_sql": "{% macro default__get_where_subquery(relation) -%}\n {% set where = config.get('where', '') %}\n {% if where %}\n {%- set filtered -%}\n (select * from {{ relation }} where {{ where }}) dbt_subquery\n {%- endset -%}\n {% do return(filtered) %}\n {%- else -%}\n {% do return(relation) %}\n {%- endif -%}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.489585, + "supported_languages": null + }, + "macro.dbt.materialization_unit_default": { + "name": "materialization_unit_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/tests/unit.sql", + "original_file_path": "macros/materializations/tests/unit.sql", + "unique_id": "macro.dbt.materialization_unit_default", + "macro_sql": "{%- materialization unit, default -%}\n\n {% set relations = [] %}\n\n {% set expected_rows = config.get('expected_rows') %}\n {% set expected_sql = config.get('expected_sql') %}\n {% set tested_expected_column_names = expected_rows[0].keys() if (expected_rows | length ) > 0 else get_columns_in_query(sql) %} %}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {% do run_query(get_create_table_as_sql(True, temp_relation, get_empty_subquery_sql(sql))) %}\n {%- set columns_in_relation = adapter.get_columns_in_relation(temp_relation) -%}\n {%- set column_name_to_data_types = {} -%}\n {%- for column in columns_in_relation -%}\n {%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n {%- endfor -%}\n\n {% if not expected_sql %}\n {% set expected_sql = get_expected_sql(expected_rows, column_name_to_data_types) %}\n {% endif %}\n {% set unit_test_sql = get_unit_test_sql(sql, expected_sql, tested_expected_column_names) %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ unit_test_sql }}\n\n {%- endcall %}\n\n {% do adapter.drop_relation(temp_relation) %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.get_columns_in_query", + "macro.dbt.make_temp_relation", + "macro.dbt.run_query", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.get_empty_subquery_sql", + "macro.dbt.get_expected_sql", + "macro.dbt.get_unit_test_sql", + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.491332, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_materialized_view_default": { + "name": "materialization_materialized_view_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialization_materialized_view_default", + "macro_sql": "{% materialization materialized_view, default %}\n {% set existing_relation = load_cached_relation(this) %}\n {% set target_relation = this.incorporate(type=this.MaterializedView) %}\n {% set intermediate_relation = make_intermediate_relation(target_relation) %}\n {% set backup_relation_type = target_relation.MaterializedView if existing_relation is none else existing_relation.type %}\n {% set backup_relation = make_backup_relation(target_relation, backup_relation_type) %}\n\n {{ materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) }}\n\n {% set build_sql = materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% if build_sql == '' %}\n {{ materialized_view_execute_no_op(target_relation) }}\n {% else %}\n {{ materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) }}\n {% endif %}\n\n {{ materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.materialized_view_setup", + "macro.dbt.materialized_view_get_build_sql", + "macro.dbt.materialized_view_execute_no_op", + "macro.dbt.materialized_view_execute_build_sql", + "macro.dbt.materialized_view_teardown" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4960058, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialized_view_setup": { + "name": "materialized_view_setup", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_setup", + "macro_sql": "{% macro materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) %}\n\n -- backup_relation and intermediate_relation should not already exist in the database\n -- it's possible these exist because of a previous run that exited unexpectedly\n {% set preexisting_backup_relation = load_cached_relation(backup_relation) %}\n {% set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4963589, + "supported_languages": null + }, + "macro.dbt.materialized_view_teardown": { + "name": "materialized_view_teardown", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_teardown", + "macro_sql": "{% macro materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) %}\n\n -- drop the temp relations if they exist to leave the database clean for the next run\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(intermediate_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.496583, + "supported_languages": null + }, + "macro.dbt.materialized_view_get_build_sql": { + "name": "materialized_view_get_build_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_get_build_sql", + "macro_sql": "{% macro materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% set full_refresh_mode = should_full_refresh() %}\n\n -- determine the scenario we're in: create, full_refresh, alter, refresh data\n {% if existing_relation is none %}\n {% set build_sql = get_create_materialized_view_as_sql(target_relation, sql) %}\n {% elif full_refresh_mode or not existing_relation.is_materialized_view %}\n {% set build_sql = get_replace_sql(existing_relation, target_relation, sql) %}\n {% else %}\n\n -- get config options\n {% set on_configuration_change = config.get('on_configuration_change') %}\n {% set configuration_changes = get_materialized_view_configuration_changes(existing_relation, config) %}\n\n {% if configuration_changes is none %}\n {% set build_sql = refresh_materialized_view(target_relation) %}\n\n {% elif on_configuration_change == 'apply' %}\n {% set build_sql = get_alter_materialized_view_as_sql(target_relation, configuration_changes, sql, existing_relation, backup_relation, intermediate_relation) %}\n {% elif on_configuration_change == 'continue' %}\n {% set build_sql = '' %}\n {{ exceptions.warn(\"Configuration changes were identified and `on_configuration_change` was set to `continue` for `\" ~ target_relation ~ \"`\") }}\n {% elif on_configuration_change == 'fail' %}\n {{ exceptions.raise_fail_fast_error(\"Configuration changes were identified and `on_configuration_change` was set to `fail` for `\" ~ target_relation ~ \"`\") }}\n\n {% else %}\n -- this only happens if the user provides a value other than `apply`, 'skip', 'fail'\n {{ exceptions.raise_compiler_error(\"Unexpected configuration scenario\") }}\n\n {% endif %}\n\n {% endif %}\n\n {% do return(build_sql) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.should_full_refresh", + "macro.dbt.get_create_materialized_view_as_sql", + "macro.dbt.get_replace_sql", + "macro.dbt.get_materialized_view_configuration_changes", + "macro.dbt.refresh_materialized_view", + "macro.dbt.get_alter_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.497895, + "supported_languages": null + }, + "macro.dbt.materialized_view_execute_no_op": { + "name": "materialized_view_execute_no_op", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_execute_no_op", + "macro_sql": "{% macro materialized_view_execute_no_op(target_relation) %}\n {% do store_raw_result(\n name=\"main\",\n message=\"skip \" ~ target_relation,\n code=\"skip\",\n rows_affected=\"-1\"\n ) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.4982002, + "supported_languages": null + }, + "macro.dbt.materialized_view_execute_build_sql": { + "name": "materialized_view_execute_build_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/materialized_view.sql", + "original_file_path": "macros/materializations/models/materialized_view.sql", + "unique_id": "macro.dbt.materialized_view_execute_build_sql", + "macro_sql": "{% macro materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) %}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set grant_config = config.get('grants') %}\n\n {% call statement(name=\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.498802, + "supported_languages": null + }, + "macro.dbt.materialization_view_default": { + "name": "materialization_view_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/view.sql", + "original_file_path": "macros/materializations/models/view.sql", + "unique_id": "macro.dbt.materialization_view_default", + "macro_sql": "{%- materialization view, default -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='view') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n This relation (probably) doesn't exist yet. If it does exist, it's a leftover from\n a previous run, and we're going to try to drop it immediately. At the end of this\n materialization, we're going to rename the \"existing_relation\" to this identifier,\n and then we're going to drop it. In order to make sure we run the correct one of:\n - drop view ...\n - drop table ...\n\n We need to set the type of this relation to be the type of the existing_relation, if it exists,\n or else \"view\" as a sane default if it does not. Note that if the existing_relation does not\n exist, then there is nothing to move out of the way and subsequentally drop. In that case,\n this relation will be effectively unused.\n */\n {%- set backup_relation_type = 'view' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n -- move the existing view out of the way\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.run_hooks", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.statement", + "macro.dbt.get_create_view_as_sql", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.501663, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_table_default": { + "name": "materialization_table_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/table.sql", + "original_file_path": "macros/materializations/models/table.sql", + "unique_id": "macro.dbt.materialization_table_default", + "macro_sql": "{% materialization table, default %}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_table_as_sql(False, intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.statement", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.create_indexes", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5046, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.get_quoted_csv": { + "name": "get_quoted_csv", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.get_quoted_csv", + "macro_sql": "{% macro get_quoted_csv(column_names) %}\n\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote(col)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.506144, + "supported_languages": null + }, + "macro.dbt.diff_columns": { + "name": "diff_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.diff_columns", + "macro_sql": "{% macro diff_columns(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% set source_names = source_columns | map(attribute = 'column') | list %}\n {% set target_names = target_columns | map(attribute = 'column') | list %}\n\n {# --check whether the name attribute exists in the target - this does not perform a data type check #}\n {% for sc in source_columns %}\n {% if sc.name not in target_names %}\n {{ result.append(sc) }}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5066829, + "supported_languages": null + }, + "macro.dbt.diff_column_data_types": { + "name": "diff_column_data_types", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.diff_column_data_types", + "macro_sql": "{% macro diff_column_data_types(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% for sc in source_columns %}\n {% set tc = target_columns | selectattr(\"name\", \"equalto\", sc.name) | list | first %}\n {% if tc %}\n {% if sc.data_type != tc.data_type and not sc.can_expand_to(other_column=tc) %}\n {{ result.append( { 'column_name': tc.name, 'new_type': sc.data_type } ) }}\n {% endif %}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5073678, + "supported_languages": null + }, + "macro.dbt.get_merge_update_columns": { + "name": "get_merge_update_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.get_merge_update_columns", + "macro_sql": "{% macro get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {{ return(adapter.dispatch('get_merge_update_columns', 'dbt')(merge_update_columns, merge_exclude_columns, dest_columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_merge_update_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.507602, + "supported_languages": null + }, + "macro.dbt.default__get_merge_update_columns": { + "name": "default__get_merge_update_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/column_helpers.sql", + "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", + "unique_id": "macro.dbt.default__get_merge_update_columns", + "macro_sql": "{% macro default__get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {%- set default_cols = dest_columns | map(attribute=\"quoted\") | list -%}\n\n {%- if merge_update_columns and merge_exclude_columns -%}\n {{ exceptions.raise_compiler_error(\n 'Model cannot specify merge_update_columns and merge_exclude_columns. Please update model to use only one config'\n )}}\n {%- elif merge_update_columns -%}\n {%- set update_columns = merge_update_columns -%}\n {%- elif merge_exclude_columns -%}\n {%- set update_columns = [] -%}\n {%- for column in dest_columns -%}\n {% if column.column | lower not in merge_exclude_columns | map(\"lower\") | list %}\n {%- do update_columns.append(column.quoted) -%}\n {% endif %}\n {%- endfor -%}\n {%- else -%}\n {%- set update_columns = default_cols -%}\n {%- endif -%}\n\n {{ return(update_columns) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5082371, + "supported_languages": null + }, + "macro.dbt.get_merge_sql": { + "name": "get_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.get_merge_sql", + "macro_sql": "{% macro get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n -- back compat for old kwarg name\n {% set incremental_predicates = kwargs.get('predicates', incremental_predicates) %}\n {{ adapter.dispatch('get_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.514847, + "supported_languages": null + }, + "macro.dbt.default__get_merge_sql": { + "name": "default__get_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.default__get_merge_sql", + "macro_sql": "{% macro default__get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n {%- set predicates = [] if incremental_predicates is none else [] + incremental_predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set merge_update_columns = config.get('merge_update_columns') -%}\n {%- set merge_exclude_columns = config.get('merge_exclude_columns') -%}\n {%- set update_columns = get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not mapping and unique_key is not string %}\n {% for key in unique_key %}\n {% set this_key_match %}\n DBT_INTERNAL_SOURCE.{{ key }} = DBT_INTERNAL_DEST.{{ key }}\n {% endset %}\n {% do predicates.append(this_key_match) %}\n {% endfor %}\n {% else %}\n {% set unique_key_match %}\n DBT_INTERNAL_SOURCE.{{ unique_key }} = DBT_INTERNAL_DEST.{{ unique_key }}\n {% endset %}\n {% do predicates.append(unique_key_match) %}\n {% endif %}\n {% else %}\n {% do predicates.append('FALSE') %}\n {% endif %}\n\n {{ sql_header if sql_header is not none }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on {{\"(\" ~ predicates | join(\") and (\") ~ \")\"}}\n\n {% if unique_key %}\n when matched then update set\n {% for column_name in update_columns -%}\n {{ column_name }} = DBT_INTERNAL_SOURCE.{{ column_name }}\n {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n {% endif %}\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv", + "macro.dbt.get_merge_update_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5165172, + "supported_languages": null + }, + "macro.dbt.get_delete_insert_merge_sql": { + "name": "get_delete_insert_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.get_delete_insert_merge_sql", + "macro_sql": "{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n {{ adapter.dispatch('get_delete_insert_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.516791, + "supported_languages": null + }, + "macro.dbt.default__get_delete_insert_merge_sql": { + "name": "default__get_delete_insert_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.default__get_delete_insert_merge_sql", + "macro_sql": "{% macro default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }}\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = {{ target }}.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5176718, + "supported_languages": null + }, + "macro.dbt.get_insert_overwrite_merge_sql": { + "name": "get_insert_overwrite_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.get_insert_overwrite_merge_sql", + "macro_sql": "{% macro get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header=false) -%}\n {{ adapter.dispatch('get_insert_overwrite_merge_sql', 'dbt')(target, source, dest_columns, predicates, include_sql_header) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_insert_overwrite_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.517919, + "supported_languages": null + }, + "macro.dbt.default__get_insert_overwrite_merge_sql": { + "name": "default__get_insert_overwrite_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/merge.sql", + "original_file_path": "macros/materializations/models/incremental/merge.sql", + "unique_id": "macro.dbt.default__get_insert_overwrite_merge_sql", + "macro_sql": "{% macro default__get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header) -%}\n {#-- The only time include_sql_header is True: --#}\n {#-- BigQuery + insert_overwrite strategy + \"static\" partitions config --#}\n {#-- We should consider including the sql header at the materialization level instead --#}\n\n {%- set predicates = [] if predicates is none else [] + predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none and include_sql_header }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on FALSE\n\n when not matched by source\n {% if predicates %} and {{ predicates | join(' and ') }} {% endif %}\n then delete\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.518493, + "supported_languages": null + }, + "macro.dbt.is_incremental": { + "name": "is_incremental", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/is_incremental.sql", + "original_file_path": "macros/materializations/models/incremental/is_incremental.sql", + "unique_id": "macro.dbt.is_incremental", + "macro_sql": "{% macro is_incremental() %}\n {#-- do not run introspective queries in parsing #}\n {% if not execute %}\n {{ return(False) }}\n {% else %}\n {% set relation = adapter.get_relation(this.database, this.schema, this.table) %}\n {{ return(relation is not none\n and relation.type == 'table'\n and model.config.materialized == 'incremental'\n and not should_full_refresh()) }}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.should_full_refresh" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.519082, + "supported_languages": null + }, + "macro.dbt.get_incremental_append_sql": { + "name": "get_incremental_append_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_append_sql", + "macro_sql": "{% macro get_incremental_append_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_append_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_append_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.519902, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_append_sql": { + "name": "default__get_incremental_append_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_append_sql", + "macro_sql": "{% macro default__get_incremental_append_sql(arg_dict) %}\n\n {% do return(get_insert_into_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_insert_into_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.520115, + "supported_languages": null + }, + "macro.dbt.get_incremental_delete_insert_sql": { + "name": "get_incremental_delete_insert_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_delete_insert_sql", + "macro_sql": "{% macro get_incremental_delete_insert_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_delete_insert_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_delete_insert_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.520279, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_delete_insert_sql": { + "name": "default__get_incremental_delete_insert_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_delete_insert_sql", + "macro_sql": "{% macro default__get_incremental_delete_insert_sql(arg_dict) %}\n\n {% do return(get_delete_insert_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_delete_insert_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5205388, + "supported_languages": null + }, + "macro.dbt.get_incremental_merge_sql": { + "name": "get_incremental_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_merge_sql", + "macro_sql": "{% macro get_incremental_merge_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_merge_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5207071, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_merge_sql": { + "name": "default__get_incremental_merge_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_merge_sql", + "macro_sql": "{% macro default__get_incremental_merge_sql(arg_dict) %}\n\n {% do return(get_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.520973, + "supported_languages": null + }, + "macro.dbt.get_incremental_insert_overwrite_sql": { + "name": "get_incremental_insert_overwrite_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_insert_overwrite_sql", + "macro_sql": "{% macro get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_insert_overwrite_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_incremental_insert_overwrite_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.521295, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_insert_overwrite_sql": { + "name": "default__get_incremental_insert_overwrite_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_insert_overwrite_sql", + "macro_sql": "{% macro default__get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {% do return(get_insert_overwrite_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_insert_overwrite_merge_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.522431, + "supported_languages": null + }, + "macro.dbt.get_incremental_default_sql": { + "name": "get_incremental_default_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_incremental_default_sql", + "macro_sql": "{% macro get_incremental_default_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_default_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_incremental_default_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.523007, + "supported_languages": null + }, + "macro.dbt.default__get_incremental_default_sql": { + "name": "default__get_incremental_default_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.default__get_incremental_default_sql", + "macro_sql": "{% macro default__get_incremental_default_sql(arg_dict) %}\n\n {% do return(get_incremental_append_sql(arg_dict)) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_incremental_append_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.523458, + "supported_languages": null + }, + "macro.dbt.get_insert_into_sql": { + "name": "get_insert_into_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/strategies.sql", + "original_file_path": "macros/materializations/models/incremental/strategies.sql", + "unique_id": "macro.dbt.get_insert_into_sql", + "macro_sql": "{% macro get_insert_into_sql(target_relation, temp_relation, dest_columns) %}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n insert into {{ target_relation }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ temp_relation }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_quoted_csv" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.523917, + "supported_languages": null + }, + "macro.dbt.materialization_incremental_default": { + "name": "materialization_incremental_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/incremental.sql", + "original_file_path": "macros/materializations/models/incremental/incremental.sql", + "unique_id": "macro.dbt.materialization_incremental_default", + "macro_sql": "{% materialization incremental, default -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = get_create_table_as_sql(False, target_relation, sql) %}\n {% elif full_refresh_mode %}\n {% set build_sql = get_create_table_as_sql(False, intermediate_relation, sql) %}\n {% set need_swap = true %}\n {% else %}\n {% do run_query(get_create_table_as_sql(True, temp_relation, sql)) %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n\n {% endif %}\n\n {% call statement(\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.make_temp_relation", + "macro.dbt.make_intermediate_relation", + "macro.dbt.make_backup_relation", + "macro.dbt.should_full_refresh", + "macro.dbt.incremental_validate_on_schema_change", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.run_hooks", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.run_query", + "macro.dbt.process_schema_changes", + "macro.dbt.statement", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.528948, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.incremental_validate_on_schema_change": { + "name": "incremental_validate_on_schema_change", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.incremental_validate_on_schema_change", + "macro_sql": "{% macro incremental_validate_on_schema_change(on_schema_change, default='ignore') %}\n\n {% if on_schema_change not in ['sync_all_columns', 'append_new_columns', 'fail', 'ignore'] %}\n\n {% set log_message = 'Invalid value for on_schema_change (%s) specified. Setting default value of %s.' % (on_schema_change, default) %}\n {% do log(log_message) %}\n\n {{ return(default) }}\n\n {% else %}\n\n {{ return(on_schema_change) }}\n\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.534081, + "supported_languages": null + }, + "macro.dbt.check_for_schema_changes": { + "name": "check_for_schema_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.check_for_schema_changes", + "macro_sql": "{% macro check_for_schema_changes(source_relation, target_relation) %}\n\n {% set schema_changed = False %}\n\n {%- set source_columns = adapter.get_columns_in_relation(source_relation) -%}\n {%- set target_columns = adapter.get_columns_in_relation(target_relation) -%}\n {%- set source_not_in_target = diff_columns(source_columns, target_columns) -%}\n {%- set target_not_in_source = diff_columns(target_columns, source_columns) -%}\n\n {% set new_target_types = diff_column_data_types(source_columns, target_columns) %}\n\n {% if source_not_in_target != [] %}\n {% set schema_changed = True %}\n {% elif target_not_in_source != [] or new_target_types != [] %}\n {% set schema_changed = True %}\n {% elif new_target_types != [] %}\n {% set schema_changed = True %}\n {% endif %}\n\n {% set changes_dict = {\n 'schema_changed': schema_changed,\n 'source_not_in_target': source_not_in_target,\n 'target_not_in_source': target_not_in_source,\n 'source_columns': source_columns,\n 'target_columns': target_columns,\n 'new_target_types': new_target_types\n } %}\n\n {% set msg %}\n In {{ target_relation }}:\n Schema changed: {{ schema_changed }}\n Source columns not in target: {{ source_not_in_target }}\n Target columns not in source: {{ target_not_in_source }}\n New column types: {{ new_target_types }}\n {% endset %}\n\n {% do log(msg) %}\n\n {{ return(changes_dict) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.diff_columns", + "macro.dbt.diff_column_data_types" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5354052, + "supported_languages": null + }, + "macro.dbt.sync_column_schemas": { + "name": "sync_column_schemas", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.sync_column_schemas", + "macro_sql": "{% macro sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {%- set add_to_target_arr = schema_changes_dict['source_not_in_target'] -%}\n\n {%- if on_schema_change == 'append_new_columns'-%}\n {%- if add_to_target_arr | length > 0 -%}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, none) -%}\n {%- endif -%}\n\n {% elif on_schema_change == 'sync_all_columns' %}\n {%- set remove_from_target_arr = schema_changes_dict['target_not_in_source'] -%}\n {%- set new_target_types = schema_changes_dict['new_target_types'] -%}\n\n {% if add_to_target_arr | length > 0 or remove_from_target_arr | length > 0 %}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, remove_from_target_arr) -%}\n {% endif %}\n\n {% if new_target_types != [] %}\n {% for ntt in new_target_types %}\n {% set column_name = ntt['column_name'] %}\n {% set new_type = ntt['new_type'] %}\n {% do alter_column_type(target_relation, column_name, new_type) %}\n {% endfor %}\n {% endif %}\n\n {% endif %}\n\n {% set schema_change_message %}\n In {{ target_relation }}:\n Schema change approach: {{ on_schema_change }}\n Columns added: {{ add_to_target_arr }}\n Columns removed: {{ remove_from_target_arr }}\n Data types changed: {{ new_target_types }}\n {% endset %}\n\n {% do log(schema_change_message) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.alter_relation_add_remove_columns", + "macro.dbt.alter_column_type" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.536468, + "supported_languages": null + }, + "macro.dbt.process_schema_changes": { + "name": "process_schema_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/incremental/on_schema_change.sql", + "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", + "unique_id": "macro.dbt.process_schema_changes", + "macro_sql": "{% macro process_schema_changes(on_schema_change, source_relation, target_relation) %}\n\n {% if on_schema_change == 'ignore' %}\n\n {{ return({}) }}\n\n {% else %}\n\n {% set schema_changes_dict = check_for_schema_changes(source_relation, target_relation) %}\n\n {% if schema_changes_dict['schema_changed'] %}\n\n {% if on_schema_change == 'fail' %}\n\n {% set fail_msg %}\n The source and target schemas on this incremental model are out of sync!\n They can be reconciled in several ways:\n - set the `on_schema_change` config to either append_new_columns or sync_all_columns, depending on your situation.\n - Re-run the incremental model with `full_refresh: True` to update the target schema.\n - update the schema manually and re-run the process.\n\n Additional troubleshooting context:\n Source columns not in target: {{ schema_changes_dict['source_not_in_target'] }}\n Target columns not in source: {{ schema_changes_dict['target_not_in_source'] }}\n New column types: {{ schema_changes_dict['new_target_types'] }}\n {% endset %}\n\n {% do exceptions.raise_compiler_error(fail_msg) %}\n\n {# -- unless we ignore, run the sync operation per the config #}\n {% else %}\n\n {% do sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {% endif %}\n\n {% endif %}\n\n {{ return(schema_changes_dict['source_columns']) }}\n\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.check_for_schema_changes", + "macro.dbt.sync_column_schemas" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.537212, + "supported_languages": null + }, + "macro.dbt.can_clone_table": { + "name": "can_clone_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/can_clone_table.sql", + "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", + "unique_id": "macro.dbt.can_clone_table", + "macro_sql": "{% macro can_clone_table() %}\n {{ return(adapter.dispatch('can_clone_table', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__can_clone_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.537436, + "supported_languages": null + }, + "macro.dbt.default__can_clone_table": { + "name": "default__can_clone_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/can_clone_table.sql", + "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", + "unique_id": "macro.dbt.default__can_clone_table", + "macro_sql": "{% macro default__can_clone_table() %}\n {{ return(False) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5375419, + "supported_languages": null + }, + "macro.dbt.create_or_replace_clone": { + "name": "create_or_replace_clone", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "unique_id": "macro.dbt.create_or_replace_clone", + "macro_sql": "{% macro create_or_replace_clone(this_relation, defer_relation) %}\n {{ return(adapter.dispatch('create_or_replace_clone', 'dbt')(this_relation, defer_relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_or_replace_clone" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.537806, + "supported_languages": null + }, + "macro.dbt.default__create_or_replace_clone": { + "name": "default__create_or_replace_clone", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", + "unique_id": "macro.dbt.default__create_or_replace_clone", + "macro_sql": "{% macro default__create_or_replace_clone(this_relation, defer_relation) %}\n create or replace table {{ this_relation }} clone {{ defer_relation }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5380218, + "supported_languages": null + }, + "macro.dbt.materialization_clone_default": { + "name": "materialization_clone_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/models/clone/clone.sql", + "original_file_path": "macros/materializations/models/clone/clone.sql", + "unique_id": "macro.dbt.materialization_clone_default", + "macro_sql": "{%- materialization clone, default -%}\n\n {%- set relations = {'relations': []} -%}\n\n {%- if not defer_relation -%}\n -- nothing to do\n {{ log(\"No relation found in state manifest for \" ~ model.unique_id, info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n\n {%- if existing_relation and not flags.FULL_REFRESH -%}\n -- noop!\n {{ log(\"Relation \" ~ existing_relation ~ \" already exists\", info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set other_existing_relation = load_cached_relation(defer_relation) -%}\n\n -- If this is a database that can do zero-copy cloning of tables, and the other relation is a table, then this will be a table\n -- Otherwise, this will be a view\n\n {% set can_clone_table = can_clone_table() %}\n\n {%- if other_existing_relation and other_existing_relation.type == 'table' and can_clone_table -%}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {% if existing_relation is not none and not existing_relation.is_table %}\n {{ log(\"Dropping relation \" ~ existing_relation ~ \" because it is of type \" ~ existing_relation.type) }}\n {{ drop_relation_if_exists(existing_relation) }}\n {% endif %}\n\n -- as a general rule, data platforms that can clone tables can also do atomic 'create or replace'\n {% call statement('main') %}\n {% if target_relation and defer_relation and target_relation == defer_relation %}\n {{ log(\"Target relation and defer relation are the same, skipping clone for relation: \" ~ target_relation) }}\n {% else %}\n {{ create_or_replace_clone(target_relation, defer_relation) }}\n {% endif %}\n\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n {%- else -%}\n\n {%- set target_relation = this.incorporate(type='view') -%}\n\n -- reuse the view materialization\n -- TODO: support actual dispatch for materialization macros\n -- Tracking ticket: https://github.com/dbt-labs/dbt-core/issues/7799\n {% set search_name = \"materialization_view_\" ~ adapter.type() %}\n {% if not search_name in context %}\n {% set search_name = \"materialization_view_default\" %}\n {% endif %}\n {% set materialization_macro = context[search_name] %}\n {% set relations = materialization_macro() %}\n {{ return(relations) }}\n\n {%- endif -%}\n\n{%- endmaterialization -%}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation", + "macro.dbt.can_clone_table", + "macro.dbt.drop_relation_if_exists", + "macro.dbt.statement", + "macro.dbt.create_or_replace_clone", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5418, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.materialization_seed_default": { + "name": "materialization_seed_default", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/seed.sql", + "original_file_path": "macros/materializations/seeds/seed.sql", + "unique_id": "macro.dbt.materialization_seed_default", + "macro_sql": "{% materialization seed, default %}\n\n {%- set identifier = model['alias'] -%}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n\n {%- set exists_as_table = (old_relation is not none and old_relation.is_table) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set grant_config = config.get('grants') -%}\n {%- set agate_table = load_agate_table() -%}\n -- grab current tables grants config for comparison later on\n\n {%- do store_result('agate_table', response='OK', agate_table=agate_table) -%}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% set create_table_sql = \"\" %}\n {% if exists_as_view %}\n {{ exceptions.raise_compiler_error(\"Cannot seed to '{}', it is a view\".format(old_relation)) }}\n {% elif exists_as_table %}\n {% set create_table_sql = reset_csv_table(model, full_refresh_mode, old_relation, agate_table) %}\n {% else %}\n {% set create_table_sql = create_csv_table(model, agate_table) %}\n {% endif %}\n\n {% set code = 'CREATE' if full_refresh_mode else 'INSERT' %}\n {% set rows_affected = (agate_table.rows | length) %}\n {% set sql = load_csv_rows(model, agate_table) %}\n\n {% call noop_statement('main', code ~ ' ' ~ rows_affected, code, rows_affected) %}\n {{ get_csv_sql(create_table_sql, sql) }};\n {% endcall %}\n\n {% set target_relation = this.incorporate(type='table') %}\n\n {% set should_revoke = should_revoke(old_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if full_refresh_mode or not exists_as_table %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", + "depends_on": { + "macros": [ + "macro.dbt.should_full_refresh", + "macro.dbt.run_hooks", + "macro.dbt.reset_csv_table", + "macro.dbt.create_csv_table", + "macro.dbt.load_csv_rows", + "macro.dbt.noop_statement", + "macro.dbt.get_csv_sql", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants", + "macro.dbt.persist_docs", + "macro.dbt.create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.544598, + "supported_languages": [ + "sql" + ] + }, + "macro.dbt.create_csv_table": { + "name": "create_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.create_csv_table", + "macro_sql": "{% macro create_csv_table(model, agate_table) -%}\n {{ adapter.dispatch('create_csv_table', 'dbt')(model, agate_table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_csv_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.551334, + "supported_languages": null + }, + "macro.dbt.default__create_csv_table": { + "name": "default__create_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__create_csv_table", + "macro_sql": "{% macro default__create_csv_table(model, agate_table) %}\n {%- set column_override = model['config'].get('column_types', {}) -%}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n\n {% set sql %}\n create table {{ this.render() }} (\n {%- for col_name in agate_table.column_names -%}\n {%- set inferred_type = adapter.convert_type(agate_table, loop.index0) -%}\n {%- set type = column_override.get(col_name, inferred_type) -%}\n {%- set column_name = (col_name | string) -%}\n {{ adapter.quote_seed_column(column_name, quote_seed_column) }} {{ type }} {%- if not loop.last -%}, {%- endif -%}\n {%- endfor -%}\n )\n {% endset %}\n\n {% call statement('_') -%}\n {{ sql }}\n {%- endcall %}\n\n {{ return(sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.552161, + "supported_languages": null + }, + "macro.dbt.reset_csv_table": { + "name": "reset_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.reset_csv_table", + "macro_sql": "{% macro reset_csv_table(model, full_refresh, old_relation, agate_table) -%}\n {{ adapter.dispatch('reset_csv_table', 'dbt')(model, full_refresh, old_relation, agate_table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__reset_csv_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.552511, + "supported_languages": null + }, + "macro.dbt.default__reset_csv_table": { + "name": "default__reset_csv_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__reset_csv_table", + "macro_sql": "{% macro default__reset_csv_table(model, full_refresh, old_relation, agate_table) %}\n {% set sql = \"\" %}\n {% if full_refresh %}\n {{ adapter.drop_relation(old_relation) }}\n {% set sql = create_csv_table(model, agate_table) %}\n {% else %}\n {{ adapter.truncate_relation(old_relation) }}\n {% set sql = \"truncate table \" ~ old_relation %}\n {% endif %}\n\n {{ return(sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.create_csv_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.553061, + "supported_languages": null + }, + "macro.dbt.get_csv_sql": { + "name": "get_csv_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_csv_sql", + "macro_sql": "{% macro get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ adapter.dispatch('get_csv_sql', 'dbt')(create_or_truncate_sql, insert_sql) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_csv_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5538182, + "supported_languages": null + }, + "macro.dbt.default__get_csv_sql": { + "name": "default__get_csv_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__get_csv_sql", + "macro_sql": "{% macro default__get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ create_or_truncate_sql }};\n -- dbt seed --\n {{ insert_sql }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.554225, + "supported_languages": null + }, + "macro.dbt.get_binding_char": { + "name": "get_binding_char", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_binding_char", + "macro_sql": "{% macro get_binding_char() -%}\n {{ adapter.dispatch('get_binding_char', 'dbt')() }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_binding_char" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5546792, + "supported_languages": null + }, + "macro.dbt.default__get_binding_char": { + "name": "default__get_binding_char", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__get_binding_char", + "macro_sql": "{% macro default__get_binding_char() %}\n {{ return('%s') }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.554869, + "supported_languages": null + }, + "macro.dbt.get_batch_size": { + "name": "get_batch_size", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_batch_size", + "macro_sql": "{% macro get_batch_size() -%}\n {{ return(adapter.dispatch('get_batch_size', 'dbt')()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_batch_size" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.555418, + "supported_languages": null + }, + "macro.dbt.default__get_batch_size": { + "name": "default__get_batch_size", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__get_batch_size", + "macro_sql": "{% macro default__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.555837, + "supported_languages": null + }, + "macro.dbt.get_seed_column_quoted_csv": { + "name": "get_seed_column_quoted_csv", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.get_seed_column_quoted_csv", + "macro_sql": "{% macro get_seed_column_quoted_csv(model, column_names) %}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote_seed_column(col, quote_seed_column)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5563169, + "supported_languages": null + }, + "macro.dbt.load_csv_rows": { + "name": "load_csv_rows", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.load_csv_rows", + "macro_sql": "{% macro load_csv_rows(model, agate_table) -%}\n {{ adapter.dispatch('load_csv_rows', 'dbt')(model, agate_table) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__load_csv_rows" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5564978, + "supported_languages": null + }, + "macro.dbt.default__load_csv_rows": { + "name": "default__load_csv_rows", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/materializations/seeds/helpers.sql", + "original_file_path": "macros/materializations/seeds/helpers.sql", + "unique_id": "macro.dbt.default__load_csv_rows", + "macro_sql": "{% macro default__load_csv_rows(model, agate_table) %}\n\n {% set batch_size = get_batch_size() %}\n\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_batch_size", + "macro.dbt.get_seed_column_quoted_csv", + "macro.dbt.get_binding_char" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.557733, + "supported_languages": null + }, + "macro.dbt.generate_alias_name": { + "name": "generate_alias_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_alias.sql", + "original_file_path": "macros/get_custom_name/get_custom_alias.sql", + "unique_id": "macro.dbt.generate_alias_name", + "macro_sql": "{% macro generate_alias_name(custom_alias_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_alias_name', 'dbt')(custom_alias_name, node)) %}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_alias_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.558159, + "supported_languages": null + }, + "macro.dbt.default__generate_alias_name": { + "name": "default__generate_alias_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_alias.sql", + "original_file_path": "macros/get_custom_name/get_custom_alias.sql", + "unique_id": "macro.dbt.default__generate_alias_name", + "macro_sql": "{% macro default__generate_alias_name(custom_alias_name=none, node=none) -%}\n\n {%- if custom_alias_name -%}\n\n {{ custom_alias_name | trim }}\n\n {%- elif node.version -%}\n\n {{ return(node.name ~ \"_v\" ~ (node.version | replace(\".\", \"_\"))) }}\n\n {%- else -%}\n\n {{ node.name }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.558507, + "supported_languages": null + }, + "macro.dbt.generate_schema_name": { + "name": "generate_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_schema.sql", + "original_file_path": "macros/get_custom_name/get_custom_schema.sql", + "unique_id": "macro.dbt.generate_schema_name", + "macro_sql": "{% macro generate_schema_name(custom_schema_name=none, node=none) -%}\n {{ return(adapter.dispatch('generate_schema_name', 'dbt')(custom_schema_name, node)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_schema_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.558992, + "supported_languages": null + }, + "macro.dbt.default__generate_schema_name": { + "name": "default__generate_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_schema.sql", + "original_file_path": "macros/get_custom_name/get_custom_schema.sql", + "unique_id": "macro.dbt.default__generate_schema_name", + "macro_sql": "{% macro default__generate_schema_name(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if custom_schema_name is none -%}\n\n {{ default_schema }}\n\n {%- else -%}\n\n {{ default_schema }}_{{ custom_schema_name | trim }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5593102, + "supported_languages": null + }, + "macro.dbt.generate_schema_name_for_env": { + "name": "generate_schema_name_for_env", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_schema.sql", + "original_file_path": "macros/get_custom_name/get_custom_schema.sql", + "unique_id": "macro.dbt.generate_schema_name_for_env", + "macro_sql": "{% macro generate_schema_name_for_env(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if target.name == 'prod' and custom_schema_name is not none -%}\n\n {{ custom_schema_name | trim }}\n\n {%- else -%}\n\n {{ default_schema }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5596, + "supported_languages": null + }, + "macro.dbt.generate_database_name": { + "name": "generate_database_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_database.sql", + "original_file_path": "macros/get_custom_name/get_custom_database.sql", + "unique_id": "macro.dbt.generate_database_name", + "macro_sql": "{% macro generate_database_name(custom_database_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_database_name', 'dbt')(custom_database_name, node)) %}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_database_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.55999, + "supported_languages": null + }, + "macro.dbt.default__generate_database_name": { + "name": "default__generate_database_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/get_custom_name/get_custom_database.sql", + "original_file_path": "macros/get_custom_name/get_custom_database.sql", + "unique_id": "macro.dbt.default__generate_database_name", + "macro_sql": "{% macro default__generate_database_name(custom_database_name=none, node=none) -%}\n {%- set default_database = target.database -%}\n {%- if custom_database_name is none -%}\n\n {{ default_database }}\n\n {%- else -%}\n\n {{ custom_database_name }}\n\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.560228, + "supported_languages": null + }, + "macro.dbt.get_drop_sql": { + "name": "get_drop_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.get_drop_sql", + "macro_sql": "{%- macro get_drop_sql(relation) -%}\n {{- log('Applying DROP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_drop_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.561318, + "supported_languages": null + }, + "macro.dbt.default__get_drop_sql": { + "name": "default__get_drop_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.default__get_drop_sql", + "macro_sql": "{%- macro default__get_drop_sql(relation) -%}\n\n {%- if relation.is_view -%}\n {{ drop_view(relation) }}\n\n {%- elif relation.is_table -%}\n {{ drop_table(relation) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ drop_materialized_view(relation) }}\n\n {%- else -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.drop_view", + "macro.dbt.drop_table", + "macro.dbt.drop_materialized_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5617652, + "supported_languages": null + }, + "macro.dbt.drop_relation": { + "name": "drop_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.drop_relation", + "macro_sql": "{% macro drop_relation(relation) -%}\n {{ return(adapter.dispatch('drop_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__drop_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.561973, + "supported_languages": null + }, + "macro.dbt.default__drop_relation": { + "name": "default__drop_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.default__drop_relation", + "macro_sql": "{% macro default__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n {{ get_drop_sql(relation) }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.get_drop_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5626612, + "supported_languages": null + }, + "macro.dbt.drop_relation_if_exists": { + "name": "drop_relation_if_exists", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop.sql", + "original_file_path": "macros/relations/drop.sql", + "unique_id": "macro.dbt.drop_relation_if_exists", + "macro_sql": "{% macro drop_relation_if_exists(relation) %}\n {% if relation is not none %}\n {{ adapter.drop_relation(relation) }}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5631418, + "supported_languages": null + }, + "macro.dbt.get_replace_sql": { + "name": "get_replace_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/replace.sql", + "original_file_path": "macros/relations/replace.sql", + "unique_id": "macro.dbt.get_replace_sql", + "macro_sql": "{% macro get_replace_sql(existing_relation, target_relation, sql) %}\n {{- log('Applying REPLACE to: ' ~ existing_relation) -}}\n {{- adapter.dispatch('get_replace_sql', 'dbt')(existing_relation, target_relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.564019, + "supported_languages": null + }, + "macro.dbt.default__get_replace_sql": { + "name": "default__get_replace_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/replace.sql", + "original_file_path": "macros/relations/replace.sql", + "unique_id": "macro.dbt.default__get_replace_sql", + "macro_sql": "{% macro default__get_replace_sql(existing_relation, target_relation, sql) %}\n\n {# /* use a create or replace statement if possible */ #}\n\n {% set is_replaceable = existing_relation.type == target_relation_type and existing_relation.can_be_replaced %}\n\n {% if is_replaceable and existing_relation.is_view %}\n {{ get_replace_view_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_table %}\n {{ get_replace_table_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_materialized_view %}\n {{ get_replace_materialized_view_sql(target_relation, sql) }}\n\n {# /* a create or replace statement is not possible, so try to stage and/or backup to be safe */ #}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one using a backup */ #}\n {%- elif target_relation.can_be_renamed and existing_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one without using a backup */ #}\n {%- elif target_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_drop_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }}\n\n {# /* create target_relation in place by first backing up the existing relation */ #}\n {%- elif existing_relation.can_be_renamed -%}\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* no renaming is allowed, so just drop and create */ #}\n {%- else -%}\n {{ get_drop_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }}\n\n {%- endif -%}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_replace_view_sql", + "macro.dbt.get_replace_table_sql", + "macro.dbt.get_replace_materialized_view_sql", + "macro.dbt.get_create_intermediate_sql", + "macro.dbt.get_create_backup_sql", + "macro.dbt.get_rename_intermediate_sql", + "macro.dbt.get_drop_backup_sql", + "macro.dbt.get_drop_sql", + "macro.dbt.get_create_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.566122, + "supported_languages": null + }, + "macro.dbt.get_create_intermediate_sql": { + "name": "get_create_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_intermediate.sql", + "original_file_path": "macros/relations/create_intermediate.sql", + "unique_id": "macro.dbt.get_create_intermediate_sql", + "macro_sql": "{%- macro get_create_intermediate_sql(relation, sql) -%}\n {{- log('Applying CREATE INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_intermediate_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_intermediate_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.566592, + "supported_languages": null + }, + "macro.dbt.default__get_create_intermediate_sql": { + "name": "default__get_create_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_intermediate.sql", + "original_file_path": "macros/relations/create_intermediate.sql", + "unique_id": "macro.dbt.default__get_create_intermediate_sql", + "macro_sql": "{%- macro default__get_create_intermediate_sql(relation, sql) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n -- drop any pre-existing intermediate\n {{ get_drop_sql(intermediate_relation) }};\n\n {{ get_create_sql(intermediate_relation, sql) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_intermediate_relation", + "macro.dbt.get_drop_sql", + "macro.dbt.get_create_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.566942, + "supported_languages": null + }, + "macro.dbt.drop_schema_named": { + "name": "drop_schema_named", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/schema.sql", + "original_file_path": "macros/relations/schema.sql", + "unique_id": "macro.dbt.drop_schema_named", + "macro_sql": "{% macro drop_schema_named(schema_name) %}\n {{ return(adapter.dispatch('drop_schema_named', 'dbt') (schema_name)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_schema_named" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.56729, + "supported_languages": null + }, + "macro.dbt.default__drop_schema_named": { + "name": "default__drop_schema_named", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/schema.sql", + "original_file_path": "macros/relations/schema.sql", + "unique_id": "macro.dbt.default__drop_schema_named", + "macro_sql": "{% macro default__drop_schema_named(schema_name) %}\n {% set schema_relation = api.Relation.create(schema=schema_name) %}\n {{ adapter.drop_schema(schema_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.567498, + "supported_languages": null + }, + "macro.dbt.get_drop_backup_sql": { + "name": "get_drop_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop_backup.sql", + "original_file_path": "macros/relations/drop_backup.sql", + "unique_id": "macro.dbt.get_drop_backup_sql", + "macro_sql": "{%- macro get_drop_backup_sql(relation) -%}\n {{- log('Applying DROP BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_drop_backup_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.567807, + "supported_languages": null + }, + "macro.dbt.default__get_drop_backup_sql": { + "name": "default__get_drop_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/drop_backup.sql", + "original_file_path": "macros/relations/drop_backup.sql", + "unique_id": "macro.dbt.default__get_drop_backup_sql", + "macro_sql": "{%- macro default__get_drop_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n {{ get_drop_sql(backup_relation) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_backup_relation", + "macro.dbt.get_drop_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.568009, + "supported_languages": null + }, + "macro.dbt.get_rename_sql": { + "name": "get_rename_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.get_rename_sql", + "macro_sql": "{%- macro get_rename_sql(relation, new_name) -%}\n {{- log('Applying RENAME to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_sql', 'dbt')(relation, new_name) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5687559, + "supported_languages": null + }, + "macro.dbt.default__get_rename_sql": { + "name": "default__get_rename_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.default__get_rename_sql", + "macro_sql": "{%- macro default__get_rename_sql(relation, new_name) -%}\n\n {%- if relation.is_view -%}\n {{ get_rename_view_sql(relation, new_name) }}\n\n {%- elif relation.is_table -%}\n {{ get_rename_table_sql(relation, new_name) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_rename_materialized_view_sql(relation, new_name) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_rename_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.get_rename_view_sql", + "macro.dbt.get_rename_table_sql", + "macro.dbt.get_rename_materialized_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.569163, + "supported_languages": null + }, + "macro.dbt.rename_relation": { + "name": "rename_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.rename_relation", + "macro_sql": "{% macro rename_relation(from_relation, to_relation) -%}\n {{ return(adapter.dispatch('rename_relation', 'dbt')(from_relation, to_relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__rename_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.569356, + "supported_languages": null + }, + "macro.dbt.default__rename_relation": { + "name": "default__rename_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename.sql", + "original_file_path": "macros/relations/rename.sql", + "unique_id": "macro.dbt.default__rename_relation", + "macro_sql": "{% macro default__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter table {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5696042, + "supported_languages": null + }, + "macro.dbt.get_create_backup_sql": { + "name": "get_create_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_backup.sql", + "original_file_path": "macros/relations/create_backup.sql", + "unique_id": "macro.dbt.get_create_backup_sql", + "macro_sql": "{%- macro get_create_backup_sql(relation) -%}\n {{- log('Applying CREATE BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_backup_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.569935, + "supported_languages": null + }, + "macro.dbt.default__get_create_backup_sql": { + "name": "default__get_create_backup_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create_backup.sql", + "original_file_path": "macros/relations/create_backup.sql", + "unique_id": "macro.dbt.default__get_create_backup_sql", + "macro_sql": "{%- macro default__get_create_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n -- drop any pre-existing backup\n {{ get_drop_sql(backup_relation) }};\n\n {{ get_rename_sql(relation, backup_relation.identifier) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_backup_relation", + "macro.dbt.get_drop_sql", + "macro.dbt.get_rename_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.570176, + "supported_languages": null + }, + "macro.dbt.get_create_sql": { + "name": "get_create_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create.sql", + "original_file_path": "macros/relations/create.sql", + "unique_id": "macro.dbt.get_create_sql", + "macro_sql": "{%- macro get_create_sql(relation, sql) -%}\n {{- log('Applying CREATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.570603, + "supported_languages": null + }, + "macro.dbt.default__get_create_sql": { + "name": "default__get_create_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/create.sql", + "original_file_path": "macros/relations/create.sql", + "unique_id": "macro.dbt.default__get_create_sql", + "macro_sql": "{%- macro default__get_create_sql(relation, sql) -%}\n\n {%- if relation.is_view -%}\n {{ get_create_view_as_sql(relation, sql) }}\n\n {%- elif relation.is_table -%}\n {{ get_create_table_as_sql(False, relation, sql) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_create_materialized_view_as_sql(relation, sql) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_create_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.get_create_view_as_sql", + "macro.dbt.get_create_table_as_sql", + "macro.dbt.get_create_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571, + "supported_languages": null + }, + "macro.dbt.get_rename_intermediate_sql": { + "name": "get_rename_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename_intermediate.sql", + "original_file_path": "macros/relations/rename_intermediate.sql", + "unique_id": "macro.dbt.get_rename_intermediate_sql", + "macro_sql": "{%- macro get_rename_intermediate_sql(relation) -%}\n {{- log('Applying RENAME INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_intermediate_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_intermediate_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571303, + "supported_languages": null + }, + "macro.dbt.default__get_rename_intermediate_sql": { + "name": "default__get_rename_intermediate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/rename_intermediate.sql", + "original_file_path": "macros/relations/rename_intermediate.sql", + "unique_id": "macro.dbt.default__get_rename_intermediate_sql", + "macro_sql": "{%- macro default__get_rename_intermediate_sql(relation) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n {{ get_rename_sql(intermediate_relation, relation.identifier) }}\n\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.make_intermediate_relation", + "macro.dbt.get_rename_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.57149, + "supported_languages": null + }, + "macro.dbt.drop_materialized_view": { + "name": "drop_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/drop.sql", + "original_file_path": "macros/relations/materialized_view/drop.sql", + "unique_id": "macro.dbt.drop_materialized_view", + "macro_sql": "{% macro drop_materialized_view(relation) -%}\n {{- adapter.dispatch('drop_materialized_view', 'dbt')(relation) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_materialized_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571809, + "supported_languages": null + }, + "macro.dbt.default__drop_materialized_view": { + "name": "default__drop_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/drop.sql", + "original_file_path": "macros/relations/materialized_view/drop.sql", + "unique_id": "macro.dbt.default__drop_materialized_view", + "macro_sql": "{% macro default__drop_materialized_view(relation) -%}\n drop materialized view if exists {{ relation }} cascade\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.571914, + "supported_languages": null + }, + "macro.dbt.get_replace_materialized_view_sql": { + "name": "get_replace_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/replace.sql", + "original_file_path": "macros/relations/materialized_view/replace.sql", + "unique_id": "macro.dbt.get_replace_materialized_view_sql", + "macro_sql": "{% macro get_replace_materialized_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_materialized_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_materialized_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.572164, + "supported_languages": null + }, + "macro.dbt.default__get_replace_materialized_view_sql": { + "name": "default__get_replace_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/replace.sql", + "original_file_path": "macros/relations/materialized_view/replace.sql", + "unique_id": "macro.dbt.default__get_replace_materialized_view_sql", + "macro_sql": "{% macro default__get_replace_materialized_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.572374, + "supported_languages": null + }, + "macro.dbt.refresh_materialized_view": { + "name": "refresh_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/refresh.sql", + "original_file_path": "macros/relations/materialized_view/refresh.sql", + "unique_id": "macro.dbt.refresh_materialized_view", + "macro_sql": "{% macro refresh_materialized_view(relation) %}\n {{- log('Applying REFRESH to: ' ~ relation) -}}\n {{- adapter.dispatch('refresh_materialized_view', 'dbt')(relation) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__refresh_materialized_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5726552, + "supported_languages": null + }, + "macro.dbt.default__refresh_materialized_view": { + "name": "default__refresh_materialized_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/refresh.sql", + "original_file_path": "macros/relations/materialized_view/refresh.sql", + "unique_id": "macro.dbt.default__refresh_materialized_view", + "macro_sql": "{% macro default__refresh_materialized_view(relation) %}\n {{ exceptions.raise_compiler_error(\"`refresh_materialized_view` has not been implemented for this adapter.\") }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.572781, + "supported_languages": null + }, + "macro.dbt.get_rename_materialized_view_sql": { + "name": "get_rename_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/rename.sql", + "original_file_path": "macros/relations/materialized_view/rename.sql", + "unique_id": "macro.dbt.get_rename_materialized_view_sql", + "macro_sql": "{% macro get_rename_materialized_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_materialized_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_materialized_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.573028, + "supported_languages": null + }, + "macro.dbt.default__get_rename_materialized_view_sql": { + "name": "default__get_rename_materialized_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/rename.sql", + "original_file_path": "macros/relations/materialized_view/rename.sql", + "unique_id": "macro.dbt.default__get_rename_materialized_view_sql", + "macro_sql": "{% macro default__get_rename_materialized_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.573157, + "supported_languages": null + }, + "macro.dbt.get_alter_materialized_view_as_sql": { + "name": "get_alter_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.get_alter_materialized_view_as_sql", + "macro_sql": "{% macro get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{- log('Applying ALTER to: ' ~ relation) -}}\n {{- adapter.dispatch('get_alter_materialized_view_as_sql', 'dbt')(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n ) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_alter_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574096, + "supported_languages": null + }, + "macro.dbt.default__get_alter_materialized_view_as_sql": { + "name": "default__get_alter_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.default__get_alter_materialized_view_as_sql", + "macro_sql": "{% macro default__get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574272, + "supported_languages": null + }, + "macro.dbt.get_materialized_view_configuration_changes": { + "name": "get_materialized_view_configuration_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.get_materialized_view_configuration_changes", + "macro_sql": "{% macro get_materialized_view_configuration_changes(existing_relation, new_config) %}\n /* {#\n It's recommended that configuration changes be formatted as follows:\n {\"\": [{\"action\": \"\", \"context\": ...}]}\n\n For example:\n {\n \"indexes\": [\n {\"action\": \"drop\", \"context\": \"index_abc\"},\n {\"action\": \"create\", \"context\": {\"columns\": [\"column_1\", \"column_2\"], \"type\": \"hash\", \"unique\": True}},\n ],\n }\n\n Either way, `get_materialized_view_configuration_changes` needs to align with `get_alter_materialized_view_as_sql`.\n #} */\n {{- log('Determining configuration changes on: ' ~ existing_relation) -}}\n {%- do return(adapter.dispatch('get_materialized_view_configuration_changes', 'dbt')(existing_relation, new_config)) -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_materialized_view_configuration_changes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574531, + "supported_languages": null + }, + "macro.dbt.default__get_materialized_view_configuration_changes": { + "name": "default__get_materialized_view_configuration_changes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/alter.sql", + "original_file_path": "macros/relations/materialized_view/alter.sql", + "unique_id": "macro.dbt.default__get_materialized_view_configuration_changes", + "macro_sql": "{% macro default__get_materialized_view_configuration_changes(existing_relation, new_config) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.574666, + "supported_languages": null + }, + "macro.dbt.get_create_materialized_view_as_sql": { + "name": "get_create_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/create.sql", + "original_file_path": "macros/relations/materialized_view/create.sql", + "unique_id": "macro.dbt.get_create_materialized_view_as_sql", + "macro_sql": "{% macro get_create_materialized_view_as_sql(relation, sql) -%}\n {{- adapter.dispatch('get_create_materialized_view_as_sql', 'dbt')(relation, sql) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_materialized_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5749178, + "supported_languages": null + }, + "macro.dbt.default__get_create_materialized_view_as_sql": { + "name": "default__get_create_materialized_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/materialized_view/create.sql", + "original_file_path": "macros/relations/materialized_view/create.sql", + "unique_id": "macro.dbt.default__get_create_materialized_view_as_sql", + "macro_sql": "{% macro default__get_create_materialized_view_as_sql(relation, sql) -%}\n {{ exceptions.raise_compiler_error(\n \"`get_create_materialized_view_as_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5750499, + "supported_languages": null + }, + "macro.dbt.get_table_columns_and_constraints": { + "name": "get_table_columns_and_constraints", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.get_table_columns_and_constraints", + "macro_sql": "{%- macro get_table_columns_and_constraints() -%}\n {{ adapter.dispatch('get_table_columns_and_constraints', 'dbt')() }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_table_columns_and_constraints" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.575975, + "supported_languages": null + }, + "macro.dbt.default__get_table_columns_and_constraints": { + "name": "default__get_table_columns_and_constraints", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.default__get_table_columns_and_constraints", + "macro_sql": "{% macro default__get_table_columns_and_constraints() -%}\n {{ return(table_columns_and_constraints()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.table_columns_and_constraints" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.576086, + "supported_languages": null + }, + "macro.dbt.table_columns_and_constraints": { + "name": "table_columns_and_constraints", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.table_columns_and_constraints", + "macro_sql": "{% macro table_columns_and_constraints() %}\n {# loop through user_provided_columns to create DDL with data types and constraints #}\n {%- set raw_column_constraints = adapter.render_raw_columns_constraints(raw_columns=model['columns']) -%}\n {%- set raw_model_constraints = adapter.render_raw_model_constraints(raw_constraints=model['constraints']) -%}\n (\n {% for c in raw_column_constraints -%}\n {{ c }}{{ \",\" if not loop.last or raw_model_constraints }}\n {% endfor %}\n {% for c in raw_model_constraints -%}\n {{ c }}{{ \",\" if not loop.last }}\n {% endfor -%}\n )\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5765572, + "supported_languages": null + }, + "macro.dbt.get_assert_columns_equivalent": { + "name": "get_assert_columns_equivalent", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.get_assert_columns_equivalent", + "macro_sql": "\n\n{%- macro get_assert_columns_equivalent(sql) -%}\n {{ adapter.dispatch('get_assert_columns_equivalent', 'dbt')(sql) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__get_assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.576898, + "supported_languages": null + }, + "macro.dbt.default__get_assert_columns_equivalent": { + "name": "default__get_assert_columns_equivalent", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.default__get_assert_columns_equivalent", + "macro_sql": "{% macro default__get_assert_columns_equivalent(sql) -%}\n {{ return(assert_columns_equivalent(sql)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.577066, + "supported_languages": null + }, + "macro.dbt.assert_columns_equivalent": { + "name": "assert_columns_equivalent", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.assert_columns_equivalent", + "macro_sql": "{% macro assert_columns_equivalent(sql) %}\n\n {#-- First ensure the user has defined 'columns' in yaml specification --#}\n {%- set user_defined_columns = model['columns'] -%}\n {%- if not user_defined_columns -%}\n {{ exceptions.raise_contract_error([], []) }}\n {%- endif -%}\n\n {#-- Obtain the column schema provided by sql file. #}\n {%- set sql_file_provided_columns = get_column_schema_from_query(sql, config.get('sql_header', none)) -%}\n {#--Obtain the column schema provided by the schema file by generating an 'empty schema' query from the model's columns. #}\n {%- set schema_file_provided_columns = get_column_schema_from_query(get_empty_schema_sql(user_defined_columns)) -%}\n\n {#-- create dictionaries with name and formatted data type and strings for exception #}\n {%- set sql_columns = format_columns(sql_file_provided_columns) -%}\n {%- set yaml_columns = format_columns(schema_file_provided_columns) -%}\n\n {%- if sql_columns|length != yaml_columns|length -%}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n\n {%- for sql_col in sql_columns -%}\n {%- set yaml_col = [] -%}\n {%- for this_col in yaml_columns -%}\n {%- if this_col['name'] == sql_col['name'] -%}\n {%- do yaml_col.append(this_col) -%}\n {%- break -%}\n {%- endif -%}\n {%- endfor -%}\n {%- if not yaml_col -%}\n {#-- Column with name not found in yaml #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- if sql_col['formatted'] != yaml_col[0]['formatted'] -%}\n {#-- Column data types don't match #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- endfor -%}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_column_schema_from_query", + "macro.dbt.get_empty_schema_sql", + "macro.dbt.format_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.578506, + "supported_languages": null + }, + "macro.dbt.format_columns": { + "name": "format_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.format_columns", + "macro_sql": "{% macro format_columns(columns) %}\n {% set formatted_columns = [] %}\n {% for column in columns %}\n {%- set formatted_column = adapter.dispatch('format_column', 'dbt')(column) -%}\n {%- do formatted_columns.append(formatted_column) -%}\n {% endfor %}\n {{ return(formatted_columns) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__format_column" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5790122, + "supported_languages": null + }, + "macro.dbt.default__format_column": { + "name": "default__format_column", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/column/columns_spec_ddl.sql", + "original_file_path": "macros/relations/column/columns_spec_ddl.sql", + "unique_id": "macro.dbt.default__format_column", + "macro_sql": "{% macro default__format_column(column) -%}\n {% set data_type = column.dtype %}\n {% set formatted = column.column.lower() ~ \" \" ~ data_type %}\n {{ return({'name': column.name, 'data_type': data_type, 'formatted': formatted}) }}\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579401, + "supported_languages": null + }, + "macro.dbt.drop_table": { + "name": "drop_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/drop.sql", + "original_file_path": "macros/relations/table/drop.sql", + "unique_id": "macro.dbt.drop_table", + "macro_sql": "{% macro drop_table(relation) -%}\n {{- adapter.dispatch('drop_table', 'dbt')(relation) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579648, + "supported_languages": null + }, + "macro.dbt.default__drop_table": { + "name": "default__drop_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/drop.sql", + "original_file_path": "macros/relations/table/drop.sql", + "unique_id": "macro.dbt.default__drop_table", + "macro_sql": "{% macro default__drop_table(relation) -%}\n drop table if exists {{ relation }} cascade\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579745, + "supported_languages": null + }, + "macro.dbt.get_replace_table_sql": { + "name": "get_replace_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/replace.sql", + "original_file_path": "macros/relations/table/replace.sql", + "unique_id": "macro.dbt.get_replace_table_sql", + "macro_sql": "{% macro get_replace_table_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_table_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_table_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.579995, + "supported_languages": null + }, + "macro.dbt.default__get_replace_table_sql": { + "name": "default__get_replace_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/replace.sql", + "original_file_path": "macros/relations/table/replace.sql", + "unique_id": "macro.dbt.default__get_replace_table_sql", + "macro_sql": "{% macro default__get_replace_table_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5801332, + "supported_languages": null + }, + "macro.dbt.get_rename_table_sql": { + "name": "get_rename_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/rename.sql", + "original_file_path": "macros/relations/table/rename.sql", + "unique_id": "macro.dbt.get_rename_table_sql", + "macro_sql": "{% macro get_rename_table_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_table_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_table_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.580383, + "supported_languages": null + }, + "macro.dbt.default__get_rename_table_sql": { + "name": "default__get_rename_table_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/rename.sql", + "original_file_path": "macros/relations/table/rename.sql", + "unique_id": "macro.dbt.default__get_rename_table_sql", + "macro_sql": "{% macro default__get_rename_table_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.580514, + "supported_languages": null + }, + "macro.dbt.get_create_table_as_sql": { + "name": "get_create_table_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.get_create_table_as_sql", + "macro_sql": "{% macro get_create_table_as_sql(temporary, relation, sql) -%}\n {{ adapter.dispatch('get_create_table_as_sql', 'dbt')(temporary, relation, sql) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_table_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5813088, + "supported_languages": null + }, + "macro.dbt.default__get_create_table_as_sql": { + "name": "default__get_create_table_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__get_create_table_as_sql", + "macro_sql": "{% macro default__get_create_table_as_sql(temporary, relation, sql) -%}\n {{ return(create_table_as(temporary, relation, sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5814779, + "supported_languages": null + }, + "macro.dbt.create_table_as": { + "name": "create_table_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.create_table_as", + "macro_sql": "{% macro create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {# backward compatibility for create_table_as that does not support language #}\n {% if language == \"sql\" %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code)}}\n {% else %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code, language) }}\n {% endif %}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__create_table_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5818748, + "supported_languages": null + }, + "macro.dbt.default__create_table_as": { + "name": "default__create_table_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__create_table_as", + "macro_sql": "{% macro default__create_table_as(temporary, relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced and (not temporary) %}\n {{ get_assert_columns_equivalent(sql) }}\n {{ get_table_columns_and_constraints() }}\n {%- set sql = get_select_subquery(sql) %}\n {% endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent", + "macro.dbt.get_table_columns_and_constraints", + "macro.dbt.get_select_subquery" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5825112, + "supported_languages": null + }, + "macro.dbt.default__get_column_names": { + "name": "default__get_column_names", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__get_column_names", + "macro_sql": "{% macro default__get_column_names() %}\n {#- loop through user_provided_columns to get column names -#}\n {%- set user_provided_columns = model['columns'] -%}\n {%- for i in user_provided_columns %}\n {%- set col = user_provided_columns[i] -%}\n {%- set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] -%}\n {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.582929, + "supported_languages": null + }, + "macro.dbt.get_select_subquery": { + "name": "get_select_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.get_select_subquery", + "macro_sql": "{% macro get_select_subquery(sql) %}\n {{ return(adapter.dispatch('get_select_subquery', 'dbt')(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_select_subquery" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5830982, + "supported_languages": null + }, + "macro.dbt.default__get_select_subquery": { + "name": "default__get_select_subquery", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/table/create.sql", + "original_file_path": "macros/relations/table/create.sql", + "unique_id": "macro.dbt.default__get_select_subquery", + "macro_sql": "{% macro default__get_select_subquery(sql) %}\n select {{ adapter.dispatch('get_column_names', 'dbt')() }}\n from (\n {{ sql }}\n ) as model_subq\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.get_column_names", + "macro.dbt.default__get_column_names" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5832698, + "supported_languages": null + }, + "macro.dbt.drop_view": { + "name": "drop_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/drop.sql", + "original_file_path": "macros/relations/view/drop.sql", + "unique_id": "macro.dbt.drop_view", + "macro_sql": "{% macro drop_view(relation) -%}\n {{- adapter.dispatch('drop_view', 'dbt')(relation) -}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__drop_view" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5834901, + "supported_languages": null + }, + "macro.dbt.default__drop_view": { + "name": "default__drop_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/drop.sql", + "original_file_path": "macros/relations/view/drop.sql", + "unique_id": "macro.dbt.default__drop_view", + "macro_sql": "{% macro default__drop_view(relation) -%}\n drop view if exists {{ relation }} cascade\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.583584, + "supported_languages": null + }, + "macro.dbt.get_replace_view_sql": { + "name": "get_replace_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.get_replace_view_sql", + "macro_sql": "{% macro get_replace_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_replace_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.584353, + "supported_languages": null + }, + "macro.dbt.default__get_replace_view_sql": { + "name": "default__get_replace_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.default__get_replace_view_sql", + "macro_sql": "{% macro default__get_replace_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.584754, + "supported_languages": null + }, + "macro.dbt.create_or_replace_view": { + "name": "create_or_replace_view", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.create_or_replace_view", + "macro_sql": "{% macro create_or_replace_view() %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks) }}\n\n -- If there's a table with the same name and we weren't told to full refresh,\n -- that's an error. If we were told to full refresh, drop it. This behavior differs\n -- for Snowflake and BigQuery, so multiple dispatch is used.\n {%- if old_relation is not none and old_relation.is_table -%}\n {{ handle_existing_table(should_full_refresh(), old_relation) }}\n {%- endif -%}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(target_relation, sql) }}\n {%- endcall %}\n\n {% set should_revoke = should_revoke(exists_as_view, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {{ run_hooks(post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_hooks", + "macro.dbt.handle_existing_table", + "macro.dbt.should_full_refresh", + "macro.dbt.statement", + "macro.dbt.get_create_view_as_sql", + "macro.dbt.should_revoke", + "macro.dbt.apply_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.585983, + "supported_languages": null + }, + "macro.dbt.handle_existing_table": { + "name": "handle_existing_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.handle_existing_table", + "macro_sql": "{% macro handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.dispatch('handle_existing_table', 'dbt')(full_refresh, old_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__handle_existing_table" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.586167, + "supported_languages": null + }, + "macro.dbt.default__handle_existing_table": { + "name": "default__handle_existing_table", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/replace.sql", + "original_file_path": "macros/relations/view/replace.sql", + "unique_id": "macro.dbt.default__handle_existing_table", + "macro_sql": "{% macro default__handle_existing_table(full_refresh, old_relation) %}\n {{ log(\"Dropping relation \" ~ old_relation ~ \" because it is of type \" ~ old_relation.type) }}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5863621, + "supported_languages": null + }, + "macro.dbt.get_rename_view_sql": { + "name": "get_rename_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/rename.sql", + "original_file_path": "macros/relations/view/rename.sql", + "unique_id": "macro.dbt.get_rename_view_sql", + "macro_sql": "{% macro get_rename_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_rename_view_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.586609, + "supported_languages": null + }, + "macro.dbt.default__get_rename_view_sql": { + "name": "default__get_rename_view_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/rename.sql", + "original_file_path": "macros/relations/view/rename.sql", + "unique_id": "macro.dbt.default__get_rename_view_sql", + "macro_sql": "{% macro default__get_rename_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.586755, + "supported_languages": null + }, + "macro.dbt.get_create_view_as_sql": { + "name": "get_create_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.get_create_view_as_sql", + "macro_sql": "{% macro get_create_view_as_sql(relation, sql) -%}\n {{ adapter.dispatch('get_create_view_as_sql', 'dbt')(relation, sql) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_view_as_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.587469, + "supported_languages": null + }, + "macro.dbt.default__get_create_view_as_sql": { + "name": "default__get_create_view_as_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.default__get_create_view_as_sql", + "macro_sql": "{% macro default__get_create_view_as_sql(relation, sql) -%}\n {{ return(create_view_as(relation, sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.create_view_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.587637, + "supported_languages": null + }, + "macro.dbt.create_view_as": { + "name": "create_view_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.create_view_as", + "macro_sql": "{% macro create_view_as(relation, sql) -%}\n {{ adapter.dispatch('create_view_as', 'dbt')(relation, sql) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__create_view_as" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.587903, + "supported_languages": null + }, + "macro.dbt.default__create_view_as": { + "name": "default__create_view_as", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/relations/view/create.sql", + "original_file_path": "macros/relations/view/create.sql", + "unique_id": "macro.dbt.default__create_view_as", + "macro_sql": "{% macro default__create_view_as(relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_assert_columns_equivalent" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.588358, + "supported_languages": null + }, + "macro.dbt.default__test_relationships": { + "name": "default__test_relationships", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/relationships.sql", + "original_file_path": "macros/generic_test_sql/relationships.sql", + "unique_id": "macro.dbt.default__test_relationships", + "macro_sql": "{% macro default__test_relationships(model, column_name, to, field) %}\n\nwith child as (\n select {{ column_name }} as from_field\n from {{ model }}\n where {{ column_name }} is not null\n),\n\nparent as (\n select {{ field }} as to_field\n from {{ to }}\n)\n\nselect\n from_field\n\nfrom child\nleft join parent\n on child.from_field = parent.to_field\n\nwhere parent.to_field is null\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5886998, + "supported_languages": null + }, + "macro.dbt.default__test_not_null": { + "name": "default__test_not_null", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/not_null.sql", + "original_file_path": "macros/generic_test_sql/not_null.sql", + "unique_id": "macro.dbt.default__test_not_null", + "macro_sql": "{% macro default__test_not_null(model, column_name) %}\n\n{% set column_list = '*' if should_store_failures() else column_name %}\n\nselect {{ column_list }}\nfrom {{ model }}\nwhere {{ column_name }} is null\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.should_store_failures" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.588962, + "supported_languages": null + }, + "macro.dbt.default__test_unique": { + "name": "default__test_unique", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/unique.sql", + "original_file_path": "macros/generic_test_sql/unique.sql", + "unique_id": "macro.dbt.default__test_unique", + "macro_sql": "{% macro default__test_unique(model, column_name) %}\n\nselect\n {{ column_name }} as unique_field,\n count(*) as n_records\n\nfrom {{ model }}\nwhere {{ column_name }} is not null\ngroup by {{ column_name }}\nhaving count(*) > 1\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.58918, + "supported_languages": null + }, + "macro.dbt.default__test_accepted_values": { + "name": "default__test_accepted_values", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/generic_test_sql/accepted_values.sql", + "original_file_path": "macros/generic_test_sql/accepted_values.sql", + "unique_id": "macro.dbt.default__test_accepted_values", + "macro_sql": "{% macro default__test_accepted_values(model, column_name, values, quote=True) %}\n\nwith all_values as (\n\n select\n {{ column_name }} as value_field,\n count(*) as n_records\n\n from {{ model }}\n group by {{ column_name }}\n\n)\n\nselect *\nfrom all_values\nwhere value_field not in (\n {% for value in values -%}\n {% if quote -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n)\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.589668, + "supported_languages": null + }, + "macro.dbt.statement": { + "name": "statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/statement.sql", + "original_file_path": "macros/etc/statement.sql", + "unique_id": "macro.dbt.statement", + "macro_sql": "\n{%- macro statement(name=None, fetch_result=False, auto_begin=True, language='sql') -%}\n {%- if execute: -%}\n {%- set compiled_code = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime {} for node \"{}\"'.format(language, model['unique_id'])) }}\n {{ write(compiled_code) }}\n {%- endif -%}\n {%- if language == 'sql'-%}\n {%- set res, table = adapter.execute(compiled_code, auto_begin=auto_begin, fetch=fetch_result) -%}\n {%- elif language == 'python' -%}\n {%- set res = submit_python_job(model, compiled_code) -%}\n {#-- TODO: What should table be for python models? --#}\n {%- set table = None -%}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"statement macro didn't get supported language\") %}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_result(name, response=res, agate_table=table) }}\n {%- endif -%}\n\n {%- endif -%}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5913348, + "supported_languages": null + }, + "macro.dbt.noop_statement": { + "name": "noop_statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/statement.sql", + "original_file_path": "macros/etc/statement.sql", + "unique_id": "macro.dbt.noop_statement", + "macro_sql": "{% macro noop_statement(name=None, message=None, code=None, rows_affected=None, res=None) -%}\n {%- set sql = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime SQL for node \"{}\"'.format(model['unique_id'])) }}\n {{ write(sql) }}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_raw_result(name, message=message, code=code, rows_affected=rows_affected, agate_table=res) }}\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.592107, + "supported_languages": null + }, + "macro.dbt.run_query": { + "name": "run_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/statement.sql", + "original_file_path": "macros/etc/statement.sql", + "unique_id": "macro.dbt.run_query", + "macro_sql": "{% macro run_query(sql) %}\n {% call statement(\"run_query_statement\", fetch_result=true, auto_begin=false) %}\n {{ sql }}\n {% endcall %}\n\n {% do return(load_result(\"run_query_statement\").table) %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5923688, + "supported_languages": null + }, + "macro.dbt.convert_datetime": { + "name": "convert_datetime", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.convert_datetime", + "macro_sql": "{% macro convert_datetime(date_str, date_fmt) %}\n\n {% set error_msg -%}\n The provided partition date '{{ date_str }}' does not match the expected format '{{ date_fmt }}'\n {%- endset %}\n\n {% set res = try_or_compiler_error(error_msg, modules.datetime.datetime.strptime, date_str.strip(), date_fmt) %}\n {{ return(res) }}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.594178, + "supported_languages": null + }, + "macro.dbt.dates_in_range": { + "name": "dates_in_range", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.dates_in_range", + "macro_sql": "{% macro dates_in_range(start_date_str, end_date_str=none, in_fmt=\"%Y%m%d\", out_fmt=\"%Y%m%d\") %}\n {% set end_date_str = start_date_str if end_date_str is none else end_date_str %}\n\n {% set start_date = convert_datetime(start_date_str, in_fmt) %}\n {% set end_date = convert_datetime(end_date_str, in_fmt) %}\n\n {% set day_count = (end_date - start_date).days %}\n {% if day_count < 0 %}\n {% set msg -%}\n Partition start date is after the end date ({{ start_date }}, {{ end_date }})\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg, model) }}\n {% endif %}\n\n {% set date_list = [] %}\n {% for i in range(0, day_count + 1) %}\n {% set the_date = (modules.datetime.timedelta(days=i) + start_date) %}\n {% if not out_fmt %}\n {% set _ = date_list.append(the_date) %}\n {% else %}\n {% set _ = date_list.append(the_date.strftime(out_fmt)) %}\n {% endif %}\n {% endfor %}\n\n {{ return(date_list) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.convert_datetime" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.595413, + "supported_languages": null + }, + "macro.dbt.partition_range": { + "name": "partition_range", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.partition_range", + "macro_sql": "{% macro partition_range(raw_partition_date, date_fmt='%Y%m%d') %}\n {% set partition_range = (raw_partition_date | string).split(\",\") %}\n\n {% if (partition_range | length) == 1 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = none %}\n {% elif (partition_range | length) == 2 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = partition_range[1] %}\n {% else %}\n {{ exceptions.raise_compiler_error(\"Invalid partition time. Expected format: {Start Date}[,{End Date}]. Got: \" ~ raw_partition_date) }}\n {% endif %}\n\n {{ return(dates_in_range(start_date, end_date, in_fmt=date_fmt)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.dates_in_range" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.596152, + "supported_languages": null + }, + "macro.dbt.py_current_timestring": { + "name": "py_current_timestring", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/etc/datetime.sql", + "original_file_path": "macros/etc/datetime.sql", + "unique_id": "macro.dbt.py_current_timestring", + "macro_sql": "{% macro py_current_timestring() %}\n {% set dt = modules.datetime.datetime.now() %}\n {% do return(dt.strftime(\"%Y%m%d%H%M%S%f\")) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5963662, + "supported_languages": null + }, + "macro.dbt.except": { + "name": "except", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/except.sql", + "original_file_path": "macros/utils/except.sql", + "unique_id": "macro.dbt.except", + "macro_sql": "{% macro except() %}\n {{ return(adapter.dispatch('except', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__except" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.596595, + "supported_languages": null + }, + "macro.dbt.default__except": { + "name": "default__except", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/except.sql", + "original_file_path": "macros/utils/except.sql", + "unique_id": "macro.dbt.default__except", + "macro_sql": "{% macro default__except() %}\n\n except\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.5966668, + "supported_languages": null + }, + "macro.dbt.get_intervals_between": { + "name": "get_intervals_between", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.get_intervals_between", + "macro_sql": "{% macro get_intervals_between(start_date, end_date, datepart) -%}\n {{ return(adapter.dispatch('get_intervals_between', 'dbt')(start_date, end_date, datepart)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_intervals_between" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.597534, + "supported_languages": null + }, + "macro.dbt.default__get_intervals_between": { + "name": "default__get_intervals_between", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.default__get_intervals_between", + "macro_sql": "{% macro default__get_intervals_between(start_date, end_date, datepart) -%}\n {%- call statement('get_intervals_between', fetch_result=True) %}\n\n select {{ dbt.datediff(start_date, end_date, datepart) }}\n\n {%- endcall -%}\n\n {%- set value_list = load_result('get_intervals_between') -%}\n\n {%- if value_list and value_list['data'] -%}\n {%- set values = value_list['data'] | map(attribute=0) | list %}\n {{ return(values[0]) }}\n {%- else -%}\n {{ return(1) }}\n {%- endif -%}\n\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.datediff" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598059, + "supported_languages": null + }, + "macro.dbt.date_spine": { + "name": "date_spine", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.date_spine", + "macro_sql": "{% macro date_spine(datepart, start_date, end_date) %}\n {{ return(adapter.dispatch('date_spine', 'dbt')(datepart, start_date, end_date)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__date_spine" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598263, + "supported_languages": null + }, + "macro.dbt.default__date_spine": { + "name": "default__date_spine", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_spine.sql", + "original_file_path": "macros/utils/date_spine.sql", + "unique_id": "macro.dbt.default__date_spine", + "macro_sql": "{% macro default__date_spine(datepart, start_date, end_date) %}\n\n\n {# call as follows:\n\n date_spine(\n \"day\",\n \"to_date('01/01/2016', 'mm/dd/yyyy')\",\n \"dbt.dateadd(week, 1, current_date)\"\n ) #}\n\n\n with rawdata as (\n\n {{dbt.generate_series(\n dbt.get_intervals_between(start_date, end_date, datepart)\n )}}\n\n ),\n\n all_periods as (\n\n select (\n {{\n dbt.dateadd(\n datepart,\n \"row_number() over (order by 1) - 1\",\n start_date\n )\n }}\n ) as date_{{datepart}}\n from rawdata\n\n ),\n\n filtered as (\n\n select *\n from all_periods\n where date_{{datepart}} <= {{ end_date }}\n\n )\n\n select * from filtered\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.generate_series", + "macro.dbt.get_intervals_between", + "macro.dbt.dateadd" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598598, + "supported_languages": null + }, + "macro.dbt.date": { + "name": "date", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date.sql", + "original_file_path": "macros/utils/date.sql", + "unique_id": "macro.dbt.date", + "macro_sql": "{% macro date(year, month, day) %}\n {{ return(adapter.dispatch('date', 'dbt') (year, month, day)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__date" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.598995, + "supported_languages": null + }, + "macro.dbt.default__date": { + "name": "default__date", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date.sql", + "original_file_path": "macros/utils/date.sql", + "unique_id": "macro.dbt.default__date", + "macro_sql": "{% macro default__date(year, month, day) -%}\n {%- set dt = modules.datetime.date(year, month, day) -%}\n {%- set iso_8601_formatted_date = dt.strftime('%Y-%m-%d') -%}\n to_date('{{ iso_8601_formatted_date }}', 'YYYY-MM-DD')\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.599257, + "supported_languages": null + }, + "macro.dbt.replace": { + "name": "replace", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/replace.sql", + "original_file_path": "macros/utils/replace.sql", + "unique_id": "macro.dbt.replace", + "macro_sql": "{% macro replace(field, old_chars, new_chars) -%}\n {{ return(adapter.dispatch('replace', 'dbt') (field, old_chars, new_chars)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__replace" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.599692, + "supported_languages": null + }, + "macro.dbt.default__replace": { + "name": "default__replace", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/replace.sql", + "original_file_path": "macros/utils/replace.sql", + "unique_id": "macro.dbt.default__replace", + "macro_sql": "{% macro default__replace(field, old_chars, new_chars) %}\n\n replace(\n {{ field }},\n {{ old_chars }},\n {{ new_chars }}\n )\n\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.599882, + "supported_languages": null + }, + "macro.dbt.concat": { + "name": "concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/concat.sql", + "original_file_path": "macros/utils/concat.sql", + "unique_id": "macro.dbt.concat", + "macro_sql": "{% macro concat(fields) -%}\n {{ return(adapter.dispatch('concat', 'dbt')(fields)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__concat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6001291, + "supported_languages": null + }, + "macro.dbt.default__concat": { + "name": "default__concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/concat.sql", + "original_file_path": "macros/utils/concat.sql", + "unique_id": "macro.dbt.default__concat", + "macro_sql": "{% macro default__concat(fields) -%}\n {{ fields|join(' || ') }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.600281, + "supported_languages": null + }, + "macro.dbt.get_powers_of_two": { + "name": "get_powers_of_two", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.get_powers_of_two", + "macro_sql": "{% macro get_powers_of_two(upper_bound) %}\n {{ return(adapter.dispatch('get_powers_of_two', 'dbt')(upper_bound)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_powers_of_two" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6011431, + "supported_languages": null + }, + "macro.dbt.default__get_powers_of_two": { + "name": "default__get_powers_of_two", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.default__get_powers_of_two", + "macro_sql": "{% macro default__get_powers_of_two(upper_bound) %}\n\n {% if upper_bound <= 0 %}\n {{ exceptions.raise_compiler_error(\"upper bound must be positive\") }}\n {% endif %}\n\n {% for _ in range(1, 100) %}\n {% if upper_bound <= 2 ** loop.index %}{{ return(loop.index) }}{% endif %}\n {% endfor %}\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.601634, + "supported_languages": null + }, + "macro.dbt.generate_series": { + "name": "generate_series", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.generate_series", + "macro_sql": "{% macro generate_series(upper_bound) %}\n {{ return(adapter.dispatch('generate_series', 'dbt')(upper_bound)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__generate_series" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.601803, + "supported_languages": null + }, + "macro.dbt.default__generate_series": { + "name": "default__generate_series", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/generate_series.sql", + "original_file_path": "macros/utils/generate_series.sql", + "unique_id": "macro.dbt.default__generate_series", + "macro_sql": "{% macro default__generate_series(upper_bound) %}\n\n {% set n = dbt.get_powers_of_two(upper_bound) %}\n\n with p as (\n select 0 as generated_number union all select 1\n ), unioned as (\n\n select\n\n {% for i in range(n) %}\n p{{i}}.generated_number * power(2, {{i}})\n {% if not loop.last %} + {% endif %}\n {% endfor %}\n + 1\n as generated_number\n\n from\n\n {% for i in range(n) %}\n p as p{{i}}\n {% if not loop.last %} cross join {% endif %}\n {% endfor %}\n\n )\n\n select *\n from unioned\n where generated_number <= {{upper_bound}}\n order by generated_number\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_powers_of_two" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602241, + "supported_languages": null + }, + "macro.dbt.length": { + "name": "length", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/length.sql", + "original_file_path": "macros/utils/length.sql", + "unique_id": "macro.dbt.length", + "macro_sql": "{% macro length(expression) -%}\n {{ return(adapter.dispatch('length', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__length" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602468, + "supported_languages": null + }, + "macro.dbt.default__length": { + "name": "default__length", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/length.sql", + "original_file_path": "macros/utils/length.sql", + "unique_id": "macro.dbt.default__length", + "macro_sql": "{% macro default__length(expression) %}\n\n length(\n {{ expression }}\n )\n\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602565, + "supported_languages": null + }, + "macro.dbt.dateadd": { + "name": "dateadd", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/dateadd.sql", + "original_file_path": "macros/utils/dateadd.sql", + "unique_id": "macro.dbt.dateadd", + "macro_sql": "{% macro dateadd(datepart, interval, from_date_or_timestamp) %}\n {{ return(adapter.dispatch('dateadd', 'dbt')(datepart, interval, from_date_or_timestamp)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__dateadd" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.602869, + "supported_languages": null + }, + "macro.dbt.default__dateadd": { + "name": "default__dateadd", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/dateadd.sql", + "original_file_path": "macros/utils/dateadd.sql", + "unique_id": "macro.dbt.default__dateadd", + "macro_sql": "{% macro default__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n dateadd(\n {{ datepart }},\n {{ interval }},\n {{ from_date_or_timestamp }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60308, + "supported_languages": null + }, + "macro.dbt.intersect": { + "name": "intersect", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/intersect.sql", + "original_file_path": "macros/utils/intersect.sql", + "unique_id": "macro.dbt.intersect", + "macro_sql": "{% macro intersect() %}\n {{ return(adapter.dispatch('intersect', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__intersect" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60331, + "supported_languages": null + }, + "macro.dbt.default__intersect": { + "name": "default__intersect", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/intersect.sql", + "original_file_path": "macros/utils/intersect.sql", + "unique_id": "macro.dbt.default__intersect", + "macro_sql": "{% macro default__intersect() %}\n\n intersect\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.603382, + "supported_languages": null + }, + "macro.dbt.escape_single_quotes": { + "name": "escape_single_quotes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/escape_single_quotes.sql", + "original_file_path": "macros/utils/escape_single_quotes.sql", + "unique_id": "macro.dbt.escape_single_quotes", + "macro_sql": "{% macro escape_single_quotes(expression) %}\n {{ return(adapter.dispatch('escape_single_quotes', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__escape_single_quotes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6036139, + "supported_languages": null + }, + "macro.dbt.default__escape_single_quotes": { + "name": "default__escape_single_quotes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/escape_single_quotes.sql", + "original_file_path": "macros/utils/escape_single_quotes.sql", + "unique_id": "macro.dbt.default__escape_single_quotes", + "macro_sql": "{% macro default__escape_single_quotes(expression) -%}\n{{ expression | replace(\"'\",\"''\") }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.603744, + "supported_languages": null + }, + "macro.dbt.right": { + "name": "right", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/right.sql", + "original_file_path": "macros/utils/right.sql", + "unique_id": "macro.dbt.right", + "macro_sql": "{% macro right(string_text, length_expression) -%}\n {{ return(adapter.dispatch('right', 'dbt') (string_text, length_expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__right" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.604049, + "supported_languages": null + }, + "macro.dbt.default__right": { + "name": "default__right", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/right.sql", + "original_file_path": "macros/utils/right.sql", + "unique_id": "macro.dbt.default__right", + "macro_sql": "{% macro default__right(string_text, length_expression) %}\n\n right(\n {{ string_text }},\n {{ length_expression }}\n )\n\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.604373, + "supported_languages": null + }, + "macro.dbt.listagg": { + "name": "listagg", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/listagg.sql", + "original_file_path": "macros/utils/listagg.sql", + "unique_id": "macro.dbt.listagg", + "macro_sql": "{% macro listagg(measure, delimiter_text=\"','\", order_by_clause=none, limit_num=none) -%}\n {{ return(adapter.dispatch('listagg', 'dbt') (measure, delimiter_text, order_by_clause, limit_num)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__listagg" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.605271, + "supported_languages": null + }, + "macro.dbt.default__listagg": { + "name": "default__listagg", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/listagg.sql", + "original_file_path": "macros/utils/listagg.sql", + "unique_id": "macro.dbt.default__listagg", + "macro_sql": "{% macro default__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n\n {% if limit_num -%}\n array_to_string(\n array_slice(\n array_agg(\n {{ measure }}\n ){% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n ,0\n ,{{ limit_num }}\n ),\n {{ delimiter_text }}\n )\n {%- else %}\n listagg(\n {{ measure }},\n {{ delimiter_text }}\n )\n {% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n {%- endif %}\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.605628, + "supported_languages": null + }, + "macro.dbt.datediff": { + "name": "datediff", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/datediff.sql", + "original_file_path": "macros/utils/datediff.sql", + "unique_id": "macro.dbt.datediff", + "macro_sql": "{% macro datediff(first_date, second_date, datepart) %}\n {{ return(adapter.dispatch('datediff', 'dbt')(first_date, second_date, datepart)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__datediff" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6059341, + "supported_languages": null + }, + "macro.dbt.default__datediff": { + "name": "default__datediff", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/datediff.sql", + "original_file_path": "macros/utils/datediff.sql", + "unique_id": "macro.dbt.default__datediff", + "macro_sql": "{% macro default__datediff(first_date, second_date, datepart) -%}\n\n datediff(\n {{ datepart }},\n {{ first_date }},\n {{ second_date }}\n )\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.606266, + "supported_languages": null + }, + "macro.dbt.safe_cast": { + "name": "safe_cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/safe_cast.sql", + "original_file_path": "macros/utils/safe_cast.sql", + "unique_id": "macro.dbt.safe_cast", + "macro_sql": "{% macro safe_cast(field, type) %}\n {{ return(adapter.dispatch('safe_cast', 'dbt') (field, type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__safe_cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60669, + "supported_languages": null + }, + "macro.dbt.default__safe_cast": { + "name": "default__safe_cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/safe_cast.sql", + "original_file_path": "macros/utils/safe_cast.sql", + "unique_id": "macro.dbt.default__safe_cast", + "macro_sql": "{% macro default__safe_cast(field, type) %}\n {# most databases don't support this function yet\n so we just need to use cast #}\n cast({{field}} as {{type}})\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.607027, + "supported_languages": null + }, + "macro.dbt.hash": { + "name": "hash", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/hash.sql", + "original_file_path": "macros/utils/hash.sql", + "unique_id": "macro.dbt.hash", + "macro_sql": "{% macro hash(field) -%}\n {{ return(adapter.dispatch('hash', 'dbt') (field)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__hash" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.607307, + "supported_languages": null + }, + "macro.dbt.default__hash": { + "name": "default__hash", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/hash.sql", + "original_file_path": "macros/utils/hash.sql", + "unique_id": "macro.dbt.default__hash", + "macro_sql": "{% macro default__hash(field) -%}\n md5(cast({{ field }} as {{ api.Column.translate_type('string') }}))\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.607462, + "supported_languages": null + }, + "macro.dbt.cast_bool_to_text": { + "name": "cast_bool_to_text", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast_bool_to_text.sql", + "original_file_path": "macros/utils/cast_bool_to_text.sql", + "unique_id": "macro.dbt.cast_bool_to_text", + "macro_sql": "{% macro cast_bool_to_text(field) %}\n {{ adapter.dispatch('cast_bool_to_text', 'dbt') (field) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__cast_bool_to_text" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6078038, + "supported_languages": null + }, + "macro.dbt.default__cast_bool_to_text": { + "name": "default__cast_bool_to_text", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast_bool_to_text.sql", + "original_file_path": "macros/utils/cast_bool_to_text.sql", + "unique_id": "macro.dbt.default__cast_bool_to_text", + "macro_sql": "{% macro default__cast_bool_to_text(field) %}\n cast({{ field }} as {{ api.Column.translate_type('string') }})\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6080132, + "supported_languages": null + }, + "macro.dbt.cast": { + "name": "cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast.sql", + "original_file_path": "macros/utils/cast.sql", + "unique_id": "macro.dbt.cast", + "macro_sql": "{% macro cast(field, type) %}\n {{ return(adapter.dispatch('cast', 'dbt') (field, type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6082869, + "supported_languages": null + }, + "macro.dbt.default__cast": { + "name": "default__cast", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/cast.sql", + "original_file_path": "macros/utils/cast.sql", + "unique_id": "macro.dbt.default__cast", + "macro_sql": "{% macro default__cast(field, type) %}\n cast({{field}} as {{type}})\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6084092, + "supported_languages": null + }, + "macro.dbt.any_value": { + "name": "any_value", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/any_value.sql", + "original_file_path": "macros/utils/any_value.sql", + "unique_id": "macro.dbt.any_value", + "macro_sql": "{% macro any_value(expression) -%}\n {{ return(adapter.dispatch('any_value', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__any_value" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.608633, + "supported_languages": null + }, + "macro.dbt.default__any_value": { + "name": "default__any_value", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/any_value.sql", + "original_file_path": "macros/utils/any_value.sql", + "unique_id": "macro.dbt.default__any_value", + "macro_sql": "{% macro default__any_value(expression) -%}\n\n any_value({{ expression }})\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.608732, + "supported_languages": null + }, + "macro.dbt.position": { + "name": "position", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/position.sql", + "original_file_path": "macros/utils/position.sql", + "unique_id": "macro.dbt.position", + "macro_sql": "{% macro position(substring_text, string_text) -%}\n {{ return(adapter.dispatch('position', 'dbt') (substring_text, string_text)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__position" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.608992, + "supported_languages": null + }, + "macro.dbt.default__position": { + "name": "default__position", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/position.sql", + "original_file_path": "macros/utils/position.sql", + "unique_id": "macro.dbt.default__position", + "macro_sql": "{% macro default__position(substring_text, string_text) %}\n\n position(\n {{ substring_text }} in {{ string_text }}\n )\n\n{%- endmacro -%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.60912, + "supported_languages": null + }, + "macro.dbt.string_literal": { + "name": "string_literal", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/literal.sql", + "original_file_path": "macros/utils/literal.sql", + "unique_id": "macro.dbt.string_literal", + "macro_sql": "{%- macro string_literal(value) -%}\n {{ return(adapter.dispatch('string_literal', 'dbt') (value)) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__string_literal" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.609399, + "supported_languages": null + }, + "macro.dbt.default__string_literal": { + "name": "default__string_literal", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/literal.sql", + "original_file_path": "macros/utils/literal.sql", + "unique_id": "macro.dbt.default__string_literal", + "macro_sql": "{% macro default__string_literal(value) -%}\n '{{ value }}'\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.609611, + "supported_languages": null + }, + "macro.dbt.type_string": { + "name": "type_string", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_string", + "macro_sql": "\n\n{%- macro type_string() -%}\n {{ return(adapter.dispatch('type_string', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_string" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.610694, + "supported_languages": null + }, + "macro.dbt.default__type_string": { + "name": "default__type_string", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_string", + "macro_sql": "{% macro default__type_string() %}\n {{ return(api.Column.translate_type(\"string\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.610843, + "supported_languages": null + }, + "macro.dbt.type_timestamp": { + "name": "type_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_timestamp", + "macro_sql": "\n\n{%- macro type_timestamp() -%}\n {{ return(adapter.dispatch('type_timestamp', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.611068, + "supported_languages": null + }, + "macro.dbt.default__type_timestamp": { + "name": "default__type_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_timestamp", + "macro_sql": "{% macro default__type_timestamp() %}\n {{ return(api.Column.translate_type(\"timestamp\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6112902, + "supported_languages": null + }, + "macro.dbt.type_float": { + "name": "type_float", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_float", + "macro_sql": "\n\n{%- macro type_float() -%}\n {{ return(adapter.dispatch('type_float', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_float" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6115808, + "supported_languages": null + }, + "macro.dbt.default__type_float": { + "name": "default__type_float", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_float", + "macro_sql": "{% macro default__type_float() %}\n {{ return(api.Column.translate_type(\"float\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.611736, + "supported_languages": null + }, + "macro.dbt.type_numeric": { + "name": "type_numeric", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_numeric", + "macro_sql": "\n\n{%- macro type_numeric() -%}\n {{ return(adapter.dispatch('type_numeric', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_numeric" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.611878, + "supported_languages": null + }, + "macro.dbt.default__type_numeric": { + "name": "default__type_numeric", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_numeric", + "macro_sql": "{% macro default__type_numeric() %}\n {{ return(api.Column.numeric_type(\"numeric\", 28, 6)) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.61204, + "supported_languages": null + }, + "macro.dbt.type_bigint": { + "name": "type_bigint", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_bigint", + "macro_sql": "\n\n{%- macro type_bigint() -%}\n {{ return(adapter.dispatch('type_bigint', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_bigint" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.612183, + "supported_languages": null + }, + "macro.dbt.default__type_bigint": { + "name": "default__type_bigint", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_bigint", + "macro_sql": "{% macro default__type_bigint() %}\n {{ return(api.Column.translate_type(\"bigint\")) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.612608, + "supported_languages": null + }, + "macro.dbt.type_int": { + "name": "type_int", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_int", + "macro_sql": "\n\n{%- macro type_int() -%}\n {{ return(adapter.dispatch('type_int', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_int" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6128159, + "supported_languages": null + }, + "macro.dbt.default__type_int": { + "name": "default__type_int", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_int", + "macro_sql": "{%- macro default__type_int() -%}\n {{ return(api.Column.translate_type(\"integer\")) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.612986, + "supported_languages": null + }, + "macro.dbt.type_boolean": { + "name": "type_boolean", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.type_boolean", + "macro_sql": "\n\n{%- macro type_boolean() -%}\n {{ return(adapter.dispatch('type_boolean', 'dbt')()) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.default__type_boolean" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.613248, + "supported_languages": null + }, + "macro.dbt.default__type_boolean": { + "name": "default__type_boolean", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/data_types.sql", + "original_file_path": "macros/utils/data_types.sql", + "unique_id": "macro.dbt.default__type_boolean", + "macro_sql": "{%- macro default__type_boolean() -%}\n {{ return(api.Column.translate_type(\"boolean\")) }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6134121, + "supported_languages": null + }, + "macro.dbt.array_concat": { + "name": "array_concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_concat.sql", + "original_file_path": "macros/utils/array_concat.sql", + "unique_id": "macro.dbt.array_concat", + "macro_sql": "{% macro array_concat(array_1, array_2) -%}\n {{ return(adapter.dispatch('array_concat', 'dbt')(array_1, array_2)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__array_concat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.613683, + "supported_languages": null + }, + "macro.dbt.default__array_concat": { + "name": "default__array_concat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_concat.sql", + "original_file_path": "macros/utils/array_concat.sql", + "unique_id": "macro.dbt.default__array_concat", + "macro_sql": "{% macro default__array_concat(array_1, array_2) -%}\n array_cat({{ array_1 }}, {{ array_2 }})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.613804, + "supported_languages": null + }, + "macro.dbt.bool_or": { + "name": "bool_or", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/bool_or.sql", + "original_file_path": "macros/utils/bool_or.sql", + "unique_id": "macro.dbt.bool_or", + "macro_sql": "{% macro bool_or(expression) -%}\n {{ return(adapter.dispatch('bool_or', 'dbt') (expression)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__bool_or" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6140301, + "supported_languages": null + }, + "macro.dbt.default__bool_or": { + "name": "default__bool_or", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/bool_or.sql", + "original_file_path": "macros/utils/bool_or.sql", + "unique_id": "macro.dbt.default__bool_or", + "macro_sql": "{% macro default__bool_or(expression) -%}\n\n bool_or({{ expression }})\n\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.614128, + "supported_languages": null + }, + "macro.dbt.last_day": { + "name": "last_day", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/last_day.sql", + "original_file_path": "macros/utils/last_day.sql", + "unique_id": "macro.dbt.last_day", + "macro_sql": "{% macro last_day(date, datepart) %}\n {{ return(adapter.dispatch('last_day', 'dbt') (date, datepart)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__last_day" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.61443, + "supported_languages": null + }, + "macro.dbt.default_last_day": { + "name": "default_last_day", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/last_day.sql", + "original_file_path": "macros/utils/last_day.sql", + "unique_id": "macro.dbt.default_last_day", + "macro_sql": "\n\n{%- macro default_last_day(date, datepart) -%}\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd(datepart, '1', dbt.date_trunc(datepart, date))\n )}}\n as date)\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt.dateadd", + "macro.dbt.date_trunc" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.614666, + "supported_languages": null + }, + "macro.dbt.default__last_day": { + "name": "default__last_day", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/last_day.sql", + "original_file_path": "macros/utils/last_day.sql", + "unique_id": "macro.dbt.default__last_day", + "macro_sql": "{% macro default__last_day(date, datepart) -%}\n {{dbt.default_last_day(date, datepart)}}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default_last_day" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.614798, + "supported_languages": null + }, + "macro.dbt.split_part": { + "name": "split_part", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/split_part.sql", + "original_file_path": "macros/utils/split_part.sql", + "unique_id": "macro.dbt.split_part", + "macro_sql": "{% macro split_part(string_text, delimiter_text, part_number) %}\n {{ return(adapter.dispatch('split_part', 'dbt') (string_text, delimiter_text, part_number)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__split_part" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6152692, + "supported_languages": null + }, + "macro.dbt.default__split_part": { + "name": "default__split_part", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/split_part.sql", + "original_file_path": "macros/utils/split_part.sql", + "unique_id": "macro.dbt.default__split_part", + "macro_sql": "{% macro default__split_part(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n {{ part_number }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.615414, + "supported_languages": null + }, + "macro.dbt._split_part_negative": { + "name": "_split_part_negative", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/split_part.sql", + "original_file_path": "macros/utils/split_part.sql", + "unique_id": "macro.dbt._split_part_negative", + "macro_sql": "{% macro _split_part_negative(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n length({{ string_text }})\n - length(\n replace({{ string_text }}, {{ delimiter_text }}, '')\n ) + 2 + {{ part_number }}\n )\n\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.615668, + "supported_languages": null + }, + "macro.dbt.date_trunc": { + "name": "date_trunc", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_trunc.sql", + "original_file_path": "macros/utils/date_trunc.sql", + "unique_id": "macro.dbt.date_trunc", + "macro_sql": "{% macro date_trunc(datepart, date) -%}\n {{ return(adapter.dispatch('date_trunc', 'dbt') (datepart, date)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__date_trunc" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.616012, + "supported_languages": null + }, + "macro.dbt.default__date_trunc": { + "name": "default__date_trunc", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/date_trunc.sql", + "original_file_path": "macros/utils/date_trunc.sql", + "unique_id": "macro.dbt.default__date_trunc", + "macro_sql": "{% macro default__date_trunc(datepart, date) -%}\n date_trunc('{{datepart}}', {{date}})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6161332, + "supported_languages": null + }, + "macro.dbt.array_construct": { + "name": "array_construct", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_construct.sql", + "original_file_path": "macros/utils/array_construct.sql", + "unique_id": "macro.dbt.array_construct", + "macro_sql": "{% macro array_construct(inputs=[], data_type=api.Column.translate_type('integer')) -%}\n {{ return(adapter.dispatch('array_construct', 'dbt')(inputs, data_type)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__array_construct" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.616485, + "supported_languages": null + }, + "macro.dbt.default__array_construct": { + "name": "default__array_construct", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_construct.sql", + "original_file_path": "macros/utils/array_construct.sql", + "unique_id": "macro.dbt.default__array_construct", + "macro_sql": "{% macro default__array_construct(inputs, data_type) -%}\n {% if inputs|length > 0 %}\n array[ {{ inputs|join(' , ') }} ]\n {% else %}\n array[]::{{data_type}}[]\n {% endif %}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6167018, + "supported_languages": null + }, + "macro.dbt.array_append": { + "name": "array_append", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_append.sql", + "original_file_path": "macros/utils/array_append.sql", + "unique_id": "macro.dbt.array_append", + "macro_sql": "{% macro array_append(array, new_element) -%}\n {{ return(adapter.dispatch('array_append', 'dbt')(array, new_element)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__array_append" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.616954, + "supported_languages": null + }, + "macro.dbt.default__array_append": { + "name": "default__array_append", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/utils/array_append.sql", + "original_file_path": "macros/utils/array_append.sql", + "unique_id": "macro.dbt.default__array_append", + "macro_sql": "{% macro default__array_append(array, new_element) -%}\n array_append({{ array }}, {{ new_element }})\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.617163, + "supported_languages": null + }, + "macro.dbt.create_schema": { + "name": "create_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.create_schema", + "macro_sql": "{% macro create_schema(relation) -%}\n {{ adapter.dispatch('create_schema', 'dbt')(relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__create_schema" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6174898, + "supported_languages": null + }, + "macro.dbt.default__create_schema": { + "name": "default__create_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.default__create_schema", + "macro_sql": "{% macro default__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n create schema if not exists {{ relation.without_identifier() }}\n {% endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6176488, + "supported_languages": null + }, + "macro.dbt.drop_schema": { + "name": "drop_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.drop_schema", + "macro_sql": "{% macro drop_schema(relation) -%}\n {{ adapter.dispatch('drop_schema', 'dbt')(relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__drop_schema" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.617794, + "supported_languages": null + }, + "macro.dbt.default__drop_schema": { + "name": "default__drop_schema", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/schema.sql", + "original_file_path": "macros/adapters/schema.sql", + "unique_id": "macro.dbt.default__drop_schema", + "macro_sql": "{% macro default__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {% endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.617953, + "supported_languages": null + }, + "macro.dbt.current_timestamp": { + "name": "current_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.current_timestamp", + "macro_sql": "{%- macro current_timestamp() -%}\n {{ adapter.dispatch('current_timestamp', 'dbt')() }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618387, + "supported_languages": null + }, + "macro.dbt.default__current_timestamp": { + "name": "default__current_timestamp", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__current_timestamp", + "macro_sql": "{% macro default__current_timestamp() -%}\n {{ exceptions.raise_not_implemented(\n 'current_timestamp macro not implemented for adapter ' + adapter.type()) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.61852, + "supported_languages": null + }, + "macro.dbt.snapshot_get_time": { + "name": "snapshot_get_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.snapshot_get_time", + "macro_sql": "\n\n{%- macro snapshot_get_time() -%}\n {{ adapter.dispatch('snapshot_get_time', 'dbt')() }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__snapshot_get_time" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618648, + "supported_languages": null + }, + "macro.dbt.default__snapshot_get_time": { + "name": "default__snapshot_get_time", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__snapshot_get_time", + "macro_sql": "{% macro default__snapshot_get_time() %}\n {{ current_timestamp() }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618738, + "supported_languages": null + }, + "macro.dbt.current_timestamp_backcompat": { + "name": "current_timestamp_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.current_timestamp_backcompat", + "macro_sql": "{% macro current_timestamp_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__current_timestamp_backcompat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618884, + "supported_languages": null + }, + "macro.dbt.default__current_timestamp_backcompat": { + "name": "default__current_timestamp_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__current_timestamp_backcompat", + "macro_sql": "{% macro default__current_timestamp_backcompat() %}\n current_timestamp::timestamp\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.618953, + "supported_languages": null + }, + "macro.dbt.current_timestamp_in_utc_backcompat": { + "name": "current_timestamp_in_utc_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.current_timestamp_in_utc_backcompat", + "macro_sql": "{% macro current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_in_utc_backcompat', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__current_timestamp_in_utc_backcompat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.619099, + "supported_languages": null + }, + "macro.dbt.default__current_timestamp_in_utc_backcompat": { + "name": "default__current_timestamp_in_utc_backcompat", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/timestamps.sql", + "original_file_path": "macros/adapters/timestamps.sql", + "unique_id": "macro.dbt.default__current_timestamp_in_utc_backcompat", + "macro_sql": "{% macro default__current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.current_timestamp_backcompat", + "macro.dbt.default__current_timestamp_backcompat" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.619243, + "supported_languages": null + }, + "macro.dbt.get_create_index_sql": { + "name": "get_create_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.get_create_index_sql", + "macro_sql": "{% macro get_create_index_sql(relation, index_dict) -%}\n {{ return(adapter.dispatch('get_create_index_sql', 'dbt')(relation, index_dict)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_create_index_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6200519, + "supported_languages": null + }, + "macro.dbt.default__get_create_index_sql": { + "name": "default__get_create_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__get_create_index_sql", + "macro_sql": "{% macro default__get_create_index_sql(relation, index_dict) -%}\n {% do return(None) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.620178, + "supported_languages": null + }, + "macro.dbt.create_indexes": { + "name": "create_indexes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.create_indexes", + "macro_sql": "{% macro create_indexes(relation) -%}\n {{ adapter.dispatch('create_indexes', 'dbt')(relation) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__create_indexes" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6203132, + "supported_languages": null + }, + "macro.dbt.default__create_indexes": { + "name": "default__create_indexes", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__create_indexes", + "macro_sql": "{% macro default__create_indexes(relation) -%}\n {%- set _indexes = config.get('indexes', default=[]) -%}\n\n {% for _index_dict in _indexes %}\n {% set create_index_sql = get_create_index_sql(relation, _index_dict) %}\n {% if create_index_sql %}\n {% do run_query(create_index_sql) %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_create_index_sql", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.620661, + "supported_languages": null + }, + "macro.dbt.get_drop_index_sql": { + "name": "get_drop_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.get_drop_index_sql", + "macro_sql": "{% macro get_drop_index_sql(relation, index_name) -%}\n {{ adapter.dispatch('get_drop_index_sql', 'dbt')(relation, index_name) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_drop_index_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.620883, + "supported_languages": null + }, + "macro.dbt.default__get_drop_index_sql": { + "name": "default__get_drop_index_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__get_drop_index_sql", + "macro_sql": "{% macro default__get_drop_index_sql(relation, index_name) -%}\n {{ exceptions.raise_compiler_error(\"`get_drop_index_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.621006, + "supported_languages": null + }, + "macro.dbt.get_show_indexes_sql": { + "name": "get_show_indexes_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.get_show_indexes_sql", + "macro_sql": "{% macro get_show_indexes_sql(relation) -%}\n {{ adapter.dispatch('get_show_indexes_sql', 'dbt')(relation) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_show_indexes_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.621143, + "supported_languages": null + }, + "macro.dbt.default__get_show_indexes_sql": { + "name": "default__get_show_indexes_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/indexes.sql", + "original_file_path": "macros/adapters/indexes.sql", + "unique_id": "macro.dbt.default__get_show_indexes_sql", + "macro_sql": "{% macro default__get_show_indexes_sql(relation) -%}\n {{ exceptions.raise_compiler_error(\"`get_show_indexes_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.621253, + "supported_languages": null + }, + "macro.dbt.make_intermediate_relation": { + "name": "make_intermediate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.make_intermediate_relation", + "macro_sql": "{% macro make_intermediate_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_intermediate_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__make_intermediate_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.623536, + "supported_languages": null + }, + "macro.dbt.default__make_intermediate_relation": { + "name": "default__make_intermediate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__make_intermediate_relation", + "macro_sql": "{% macro default__make_intermediate_relation(base_relation, suffix) %}\n {{ return(default__make_temp_relation(base_relation, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__make_temp_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.623714, + "supported_languages": null + }, + "macro.dbt.make_temp_relation": { + "name": "make_temp_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.make_temp_relation", + "macro_sql": "{% macro make_temp_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_temp_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__make_temp_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.624009, + "supported_languages": null + }, + "macro.dbt.default__make_temp_relation": { + "name": "default__make_temp_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__make_temp_relation", + "macro_sql": "{% macro default__make_temp_relation(base_relation, suffix) %}\n {%- set temp_identifier = base_relation.identifier ~ suffix -%}\n {%- set temp_relation = base_relation.incorporate(\n path={\"identifier\": temp_identifier}) -%}\n\n {{ return(temp_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6242938, + "supported_languages": null + }, + "macro.dbt.make_backup_relation": { + "name": "make_backup_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.make_backup_relation", + "macro_sql": "{% macro make_backup_relation(base_relation, backup_relation_type, suffix='__dbt_backup') %}\n {{ return(adapter.dispatch('make_backup_relation', 'dbt')(base_relation, backup_relation_type, suffix)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__make_backup_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6245818, + "supported_languages": null + }, + "macro.dbt.default__make_backup_relation": { + "name": "default__make_backup_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__make_backup_relation", + "macro_sql": "{% macro default__make_backup_relation(base_relation, backup_relation_type, suffix) %}\n {%- set backup_identifier = base_relation.identifier ~ suffix -%}\n {%- set backup_relation = base_relation.incorporate(\n path={\"identifier\": backup_identifier},\n type=backup_relation_type\n ) -%}\n {{ return(backup_relation) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.624875, + "supported_languages": null + }, + "macro.dbt.truncate_relation": { + "name": "truncate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.truncate_relation", + "macro_sql": "{% macro truncate_relation(relation) -%}\n {{ return(adapter.dispatch('truncate_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__truncate_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6251829, + "supported_languages": null + }, + "macro.dbt.default__truncate_relation": { + "name": "default__truncate_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__truncate_relation", + "macro_sql": "{% macro default__truncate_relation(relation) -%}\n {% call statement('truncate_relation') -%}\n truncate table {{ relation }}\n {%- endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.625504, + "supported_languages": null + }, + "macro.dbt.get_or_create_relation": { + "name": "get_or_create_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.get_or_create_relation", + "macro_sql": "{% macro get_or_create_relation(database, schema, identifier, type) -%}\n {{ return(adapter.dispatch('get_or_create_relation', 'dbt')(database, schema, identifier, type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_or_create_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6259258, + "supported_languages": null + }, + "macro.dbt.default__get_or_create_relation": { + "name": "default__get_or_create_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.default__get_or_create_relation", + "macro_sql": "{% macro default__get_or_create_relation(database, schema, identifier, type) %}\n {%- set target_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% if target_relation %}\n {% do return([true, target_relation]) %}\n {% endif %}\n\n {%- set new_relation = api.Relation.create(\n database=database,\n schema=schema,\n identifier=identifier,\n type=type\n ) -%}\n {% do return([false, new_relation]) %}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6266, + "supported_languages": null + }, + "macro.dbt.load_cached_relation": { + "name": "load_cached_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.load_cached_relation", + "macro_sql": "{% macro load_cached_relation(relation) %}\n {% do return(adapter.get_relation(\n database=relation.database,\n schema=relation.schema,\n identifier=relation.identifier\n )) -%}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.626827, + "supported_languages": null + }, + "macro.dbt.load_relation": { + "name": "load_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/relation.sql", + "original_file_path": "macros/adapters/relation.sql", + "unique_id": "macro.dbt.load_relation", + "macro_sql": "{% macro load_relation(relation) %}\n {{ return(load_cached_relation(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.load_cached_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.627006, + "supported_languages": null + }, + "macro.dbt.collect_freshness": { + "name": "collect_freshness", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/freshness.sql", + "original_file_path": "macros/adapters/freshness.sql", + "unique_id": "macro.dbt.collect_freshness", + "macro_sql": "{% macro collect_freshness(source, loaded_at_field, filter) %}\n {{ return(adapter.dispatch('collect_freshness', 'dbt')(source, loaded_at_field, filter))}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__collect_freshness" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.627537, + "supported_languages": null + }, + "macro.dbt.default__collect_freshness": { + "name": "default__collect_freshness", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/freshness.sql", + "original_file_path": "macros/adapters/freshness.sql", + "unique_id": "macro.dbt.default__collect_freshness", + "macro_sql": "{% macro default__collect_freshness(source, loaded_at_field, filter) %}\n {% call statement('collect_freshness', fetch_result=True, auto_begin=False) -%}\n select\n max({{ loaded_at_field }}) as max_loaded_at,\n {{ current_timestamp() }} as snapshotted_at\n from {{ source }}\n {% if filter %}\n where {{ filter }}\n {% endif %}\n {% endcall %}\n {{ return(load_result('collect_freshness')) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.current_timestamp" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6279008, + "supported_languages": null + }, + "macro.dbt.validate_sql": { + "name": "validate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/validate_sql.sql", + "original_file_path": "macros/adapters/validate_sql.sql", + "unique_id": "macro.dbt.validate_sql", + "macro_sql": "{% macro validate_sql(sql) -%}\n {{ return(adapter.dispatch('validate_sql', 'dbt')(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__validate_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.628159, + "supported_languages": null + }, + "macro.dbt.default__validate_sql": { + "name": "default__validate_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/validate_sql.sql", + "original_file_path": "macros/adapters/validate_sql.sql", + "unique_id": "macro.dbt.default__validate_sql", + "macro_sql": "{% macro default__validate_sql(sql) -%}\n {% call statement('validate_sql') -%}\n explain {{ sql }}\n {% endcall %}\n {{ return(load_result('validate_sql')) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.628586, + "supported_languages": null + }, + "macro.dbt.copy_grants": { + "name": "copy_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.copy_grants", + "macro_sql": "{% macro copy_grants() %}\n {{ return(adapter.dispatch('copy_grants', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__copy_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.630272, + "supported_languages": null + }, + "macro.dbt.default__copy_grants": { + "name": "default__copy_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__copy_grants", + "macro_sql": "{% macro default__copy_grants() %}\n {{ return(True) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.630375, + "supported_languages": null + }, + "macro.dbt.support_multiple_grantees_per_dcl_statement": { + "name": "support_multiple_grantees_per_dcl_statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.support_multiple_grantees_per_dcl_statement", + "macro_sql": "{% macro support_multiple_grantees_per_dcl_statement() %}\n {{ return(adapter.dispatch('support_multiple_grantees_per_dcl_statement', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__support_multiple_grantees_per_dcl_statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6305249, + "supported_languages": null + }, + "macro.dbt.default__support_multiple_grantees_per_dcl_statement": { + "name": "default__support_multiple_grantees_per_dcl_statement", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__support_multiple_grantees_per_dcl_statement", + "macro_sql": "\n\n{%- macro default__support_multiple_grantees_per_dcl_statement() -%}\n {{ return(True) }}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.630635, + "supported_languages": null + }, + "macro.dbt.should_revoke": { + "name": "should_revoke", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.should_revoke", + "macro_sql": "{% macro should_revoke(existing_relation, full_refresh_mode=True) %}\n\n {% if not existing_relation %}\n {#-- The table doesn't already exist, so no grants to copy over --#}\n {{ return(False) }}\n {% elif full_refresh_mode %}\n {#-- The object is being REPLACED -- whether grants are copied over depends on the value of user config --#}\n {{ return(copy_grants()) }}\n {% else %}\n {#-- The table is being merged/upserted/inserted -- grants will be carried over --#}\n {{ return(True) }}\n {% endif %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.copy_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631142, + "supported_languages": null + }, + "macro.dbt.get_show_grant_sql": { + "name": "get_show_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_show_grant_sql", + "macro_sql": "{% macro get_show_grant_sql(relation) %}\n {{ return(adapter.dispatch(\"get_show_grant_sql\", \"dbt\")(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_show_grant_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631454, + "supported_languages": null + }, + "macro.dbt.default__get_show_grant_sql": { + "name": "default__get_show_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_show_grant_sql", + "macro_sql": "{% macro default__get_show_grant_sql(relation) %}\n show grants on {{ relation }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631595, + "supported_languages": null + }, + "macro.dbt.get_grant_sql": { + "name": "get_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_grant_sql", + "macro_sql": "{% macro get_grant_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_grant_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_grant_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.631816, + "supported_languages": null + }, + "macro.dbt.default__get_grant_sql": { + "name": "default__get_grant_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_grant_sql", + "macro_sql": "\n\n{%- macro default__get_grant_sql(relation, privilege, grantees) -%}\n grant {{ privilege }} on {{ relation }} to {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632146, + "supported_languages": null + }, + "macro.dbt.get_revoke_sql": { + "name": "get_revoke_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_revoke_sql", + "macro_sql": "{% macro get_revoke_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_revoke_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_revoke_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632417, + "supported_languages": null + }, + "macro.dbt.default__get_revoke_sql": { + "name": "default__get_revoke_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_revoke_sql", + "macro_sql": "\n\n{%- macro default__get_revoke_sql(relation, privilege, grantees) -%}\n revoke {{ privilege }} on {{ relation }} from {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632649, + "supported_languages": null + }, + "macro.dbt.get_dcl_statement_list": { + "name": "get_dcl_statement_list", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.get_dcl_statement_list", + "macro_sql": "{% macro get_dcl_statement_list(relation, grant_config, get_dcl_macro) %}\n {{ return(adapter.dispatch('get_dcl_statement_list', 'dbt')(relation, grant_config, get_dcl_macro)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_dcl_statement_list" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.632864, + "supported_languages": null + }, + "macro.dbt.default__get_dcl_statement_list": { + "name": "default__get_dcl_statement_list", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__get_dcl_statement_list", + "macro_sql": "\n\n{%- macro default__get_dcl_statement_list(relation, grant_config, get_dcl_macro) -%}\n {#\n -- Unpack grant_config into specific privileges and the set of users who need them granted/revoked.\n -- Depending on whether this database supports multiple grantees per statement, pass in the list of\n -- all grantees per privilege, or (if not) template one statement per privilege-grantee pair.\n -- `get_dcl_macro` will be either `get_grant_sql` or `get_revoke_sql`\n #}\n {%- set dcl_statements = [] -%}\n {%- for privilege, grantees in grant_config.items() %}\n {%- if support_multiple_grantees_per_dcl_statement() and grantees -%}\n {%- set dcl = get_dcl_macro(relation, privilege, grantees) -%}\n {%- do dcl_statements.append(dcl) -%}\n {%- else -%}\n {%- for grantee in grantees -%}\n {% set dcl = get_dcl_macro(relation, privilege, [grantee]) %}\n {%- do dcl_statements.append(dcl) -%}\n {% endfor -%}\n {%- endif -%}\n {%- endfor -%}\n {{ return(dcl_statements) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.support_multiple_grantees_per_dcl_statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.633584, + "supported_languages": null + }, + "macro.dbt.call_dcl_statements": { + "name": "call_dcl_statements", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.call_dcl_statements", + "macro_sql": "{% macro call_dcl_statements(dcl_statement_list) %}\n {{ return(adapter.dispatch(\"call_dcl_statements\", \"dbt\")(dcl_statement_list)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__call_dcl_statements" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.633773, + "supported_languages": null + }, + "macro.dbt.default__call_dcl_statements": { + "name": "default__call_dcl_statements", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__call_dcl_statements", + "macro_sql": "{% macro default__call_dcl_statements(dcl_statement_list) %}\n {#\n -- By default, supply all grant + revoke statements in a single semicolon-separated block,\n -- so that they're all processed together.\n\n -- Some databases do not support this. Those adapters will need to override this macro\n -- to run each statement individually.\n #}\n {% call statement('grants') %}\n {% for dcl_statement in dcl_statement_list %}\n {{ dcl_statement }};\n {% endfor %}\n {% endcall %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6339872, + "supported_languages": null + }, + "macro.dbt.apply_grants": { + "name": "apply_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.apply_grants", + "macro_sql": "{% macro apply_grants(relation, grant_config, should_revoke) %}\n {{ return(adapter.dispatch(\"apply_grants\", \"dbt\")(relation, grant_config, should_revoke)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__apply_grants" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6342359, + "supported_languages": null + }, + "macro.dbt.default__apply_grants": { + "name": "default__apply_grants", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/apply_grants.sql", + "original_file_path": "macros/adapters/apply_grants.sql", + "unique_id": "macro.dbt.default__apply_grants", + "macro_sql": "{% macro default__apply_grants(relation, grant_config, should_revoke=True) %}\n {#-- If grant_config is {} or None, this is a no-op --#}\n {% if grant_config %}\n {% if should_revoke %}\n {#-- We think previous grants may have carried over --#}\n {#-- Show current grants and calculate diffs --#}\n {% set current_grants_table = run_query(get_show_grant_sql(relation)) %}\n {% set current_grants_dict = adapter.standardize_grants_dict(current_grants_table) %}\n {% set needs_granting = diff_of_two_dicts(grant_config, current_grants_dict) %}\n {% set needs_revoking = diff_of_two_dicts(current_grants_dict, grant_config) %}\n {% if not (needs_granting or needs_revoking) %}\n {{ log('On ' ~ relation ~': All grants are in place, no revocation or granting needed.')}}\n {% endif %}\n {% else %}\n {#-- We don't think there's any chance of previous grants having carried over. --#}\n {#-- Jump straight to granting what the user has configured. --#}\n {% set needs_revoking = {} %}\n {% set needs_granting = grant_config %}\n {% endif %}\n {% if needs_granting or needs_revoking %}\n {% set revoke_statement_list = get_dcl_statement_list(relation, needs_revoking, get_revoke_sql) %}\n {% set grant_statement_list = get_dcl_statement_list(relation, needs_granting, get_grant_sql) %}\n {% set dcl_statement_list = revoke_statement_list + grant_statement_list %}\n {% if dcl_statement_list %}\n {{ call_dcl_statements(dcl_statement_list) }}\n {% endif %}\n {% endif %}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query", + "macro.dbt.get_show_grant_sql", + "macro.dbt.get_dcl_statement_list", + "macro.dbt.call_dcl_statements" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.635697, + "supported_languages": null + }, + "macro.dbt.get_show_sql": { + "name": "get_show_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/show.sql", + "original_file_path": "macros/adapters/show.sql", + "unique_id": "macro.dbt.get_show_sql", + "macro_sql": "{% macro get_show_sql(compiled_code, sql_header, limit) -%}\n {%- if sql_header -%}\n {{ sql_header }}\n {%- endif -%}\n {%- if limit is not none -%}\n {{ get_limit_subquery_sql(compiled_code, limit) }}\n {%- else -%}\n {{ compiled_code }}\n {%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_limit_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.636234, + "supported_languages": null + }, + "macro.dbt.get_limit_subquery_sql": { + "name": "get_limit_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/show.sql", + "original_file_path": "macros/adapters/show.sql", + "unique_id": "macro.dbt.get_limit_subquery_sql", + "macro_sql": "{% macro get_limit_subquery_sql(sql, limit) %}\n {{ adapter.dispatch('get_limit_subquery_sql', 'dbt')(sql, limit) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_limit_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6364129, + "supported_languages": null + }, + "macro.dbt.default__get_limit_subquery_sql": { + "name": "default__get_limit_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/show.sql", + "original_file_path": "macros/adapters/show.sql", + "unique_id": "macro.dbt.default__get_limit_subquery_sql", + "macro_sql": "{% macro default__get_limit_subquery_sql(sql, limit) %}\n select *\n from (\n {{ sql }}\n ) as model_limit_subq\n limit {{ limit }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.636543, + "supported_languages": null + }, + "macro.dbt.alter_column_comment": { + "name": "alter_column_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.alter_column_comment", + "macro_sql": "{% macro alter_column_comment(relation, column_dict) -%}\n {{ return(adapter.dispatch('alter_column_comment', 'dbt')(relation, column_dict)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__alter_column_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.637163, + "supported_languages": null + }, + "macro.dbt.default__alter_column_comment": { + "name": "default__alter_column_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.default__alter_column_comment", + "macro_sql": "{% macro default__alter_column_comment(relation, column_dict) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_column_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6373188, + "supported_languages": null + }, + "macro.dbt.alter_relation_comment": { + "name": "alter_relation_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.alter_relation_comment", + "macro_sql": "{% macro alter_relation_comment(relation, relation_comment) -%}\n {{ return(adapter.dispatch('alter_relation_comment', 'dbt')(relation, relation_comment)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__alter_relation_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.637505, + "supported_languages": null + }, + "macro.dbt.default__alter_relation_comment": { + "name": "default__alter_relation_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.default__alter_relation_comment", + "macro_sql": "{% macro default__alter_relation_comment(relation, relation_comment) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_relation_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.637656, + "supported_languages": null + }, + "macro.dbt.persist_docs": { + "name": "persist_docs", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.persist_docs", + "macro_sql": "{% macro persist_docs(relation, model, for_relation=true, for_columns=true) -%}\n {{ return(adapter.dispatch('persist_docs', 'dbt')(relation, model, for_relation, for_columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__persist_docs" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6378949, + "supported_languages": null + }, + "macro.dbt.default__persist_docs": { + "name": "default__persist_docs", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/persist_docs.sql", + "original_file_path": "macros/adapters/persist_docs.sql", + "unique_id": "macro.dbt.default__persist_docs", + "macro_sql": "{% macro default__persist_docs(relation, model, for_relation, for_columns) -%}\n {% if for_relation and config.persist_relation_docs() and model.description %}\n {% do run_query(alter_relation_comment(relation, model.description)) %}\n {% endif %}\n\n {% if for_columns and config.persist_column_docs() and model.columns %}\n {% do run_query(alter_column_comment(relation, model.columns)) %}\n {% endif %}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query", + "macro.dbt.alter_relation_comment", + "macro.dbt.alter_column_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.638315, + "supported_languages": null + }, + "macro.dbt.get_catalog_relations": { + "name": "get_catalog_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_catalog_relations", + "macro_sql": "{% macro get_catalog_relations(information_schema, relations) -%}\n {{ return(adapter.dispatch('get_catalog_relations', 'dbt')(information_schema, relations)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_catalog_relations" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.641557, + "supported_languages": null + }, + "macro.dbt.default__get_catalog_relations": { + "name": "default__get_catalog_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_catalog_relations", + "macro_sql": "{% macro default__get_catalog_relations(information_schema, relations) -%}\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog_relations not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.641786, + "supported_languages": null + }, + "macro.dbt.get_catalog": { + "name": "get_catalog", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_catalog", + "macro_sql": "{% macro get_catalog(information_schema, schemas) -%}\n {{ return(adapter.dispatch('get_catalog', 'dbt')(information_schema, schemas)) }}\n{%- endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_catalog" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.641964, + "supported_languages": null + }, + "macro.dbt.default__get_catalog": { + "name": "default__get_catalog", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_catalog", + "macro_sql": "{% macro default__get_catalog(information_schema, schemas) -%}\n\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6421819, + "supported_languages": null + }, + "macro.dbt.information_schema_name": { + "name": "information_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.information_schema_name", + "macro_sql": "{% macro information_schema_name(database) %}\n {{ return(adapter.dispatch('information_schema_name', 'dbt')(database)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__information_schema_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.642339, + "supported_languages": null + }, + "macro.dbt.default__information_schema_name": { + "name": "default__information_schema_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__information_schema_name", + "macro_sql": "{% macro default__information_schema_name(database) -%}\n {%- if database -%}\n {{ database }}.INFORMATION_SCHEMA\n {%- else -%}\n INFORMATION_SCHEMA\n {%- endif -%}\n{%- endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.642478, + "supported_languages": null + }, + "macro.dbt.list_schemas": { + "name": "list_schemas", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.list_schemas", + "macro_sql": "{% macro list_schemas(database) -%}\n {{ return(adapter.dispatch('list_schemas', 'dbt')(database)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__list_schemas" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.642636, + "supported_languages": null + }, + "macro.dbt.default__list_schemas": { + "name": "default__list_schemas", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__list_schemas", + "macro_sql": "{% macro default__list_schemas(database) -%}\n {% set sql %}\n select distinct schema_name\n from {{ information_schema_name(database) }}.SCHEMATA\n where catalog_name ilike '{{ database }}'\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.information_schema_name", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6429498, + "supported_languages": null + }, + "macro.dbt.check_schema_exists": { + "name": "check_schema_exists", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.check_schema_exists", + "macro_sql": "{% macro check_schema_exists(information_schema, schema) -%}\n {{ return(adapter.dispatch('check_schema_exists', 'dbt')(information_schema, schema)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__check_schema_exists" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.643213, + "supported_languages": null + }, + "macro.dbt.default__check_schema_exists": { + "name": "default__check_schema_exists", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__check_schema_exists", + "macro_sql": "{% macro default__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from {{ information_schema.replace(information_schema_view='SCHEMATA') }}\n where catalog_name='{{ information_schema.database }}'\n and schema_name='{{ schema }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.replace", + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.64348, + "supported_languages": null + }, + "macro.dbt.list_relations_without_caching": { + "name": "list_relations_without_caching", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.list_relations_without_caching", + "macro_sql": "{% macro list_relations_without_caching(schema_relation) %}\n {{ return(adapter.dispatch('list_relations_without_caching', 'dbt')(schema_relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__list_relations_without_caching" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.643647, + "supported_languages": null + }, + "macro.dbt.default__list_relations_without_caching": { + "name": "default__list_relations_without_caching", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__list_relations_without_caching", + "macro_sql": "{% macro default__list_relations_without_caching(schema_relation) %}\n {{ exceptions.raise_not_implemented(\n 'list_relations_without_caching macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.643786, + "supported_languages": null + }, + "macro.dbt.get_catalog_for_single_relation": { + "name": "get_catalog_for_single_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_catalog_for_single_relation", + "macro_sql": "{% macro get_catalog_for_single_relation(relation) %}\n {{ return(adapter.dispatch('get_catalog_for_single_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_catalog_for_single_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6439428, + "supported_languages": null + }, + "macro.dbt.default__get_catalog_for_single_relation": { + "name": "default__get_catalog_for_single_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_catalog_for_single_relation", + "macro_sql": "{% macro default__get_catalog_for_single_relation(relation) %}\n {{ exceptions.raise_not_implemented(\n 'get_catalog_for_single_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644087, + "supported_languages": null + }, + "macro.dbt.get_relations": { + "name": "get_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_relations", + "macro_sql": "{% macro get_relations() %}\n {{ return(adapter.dispatch('get_relations', 'dbt')()) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_relations" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644233, + "supported_languages": null + }, + "macro.dbt.default__get_relations": { + "name": "default__get_relations", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_relations", + "macro_sql": "{% macro default__get_relations() %}\n {{ exceptions.raise_not_implemented(\n 'get_relations macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6443672, + "supported_languages": null + }, + "macro.dbt.get_relation_last_modified": { + "name": "get_relation_last_modified", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.get_relation_last_modified", + "macro_sql": "{% macro get_relation_last_modified(information_schema, relations) %}\n {{ return(adapter.dispatch('get_relation_last_modified', 'dbt')(information_schema, relations)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_relation_last_modified" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644545, + "supported_languages": null + }, + "macro.dbt.default__get_relation_last_modified": { + "name": "default__get_relation_last_modified", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/metadata.sql", + "original_file_path": "macros/adapters/metadata.sql", + "unique_id": "macro.dbt.default__get_relation_last_modified", + "macro_sql": "{% macro default__get_relation_last_modified(information_schema, relations) %}\n {{ exceptions.raise_not_implemented(\n 'get_relation_last_modified macro not implemented for adapter ' + adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.644694, + "supported_languages": null + }, + "macro.dbt.get_columns_in_relation": { + "name": "get_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_columns_in_relation", + "macro_sql": "{% macro get_columns_in_relation(relation) -%}\n {{ return(adapter.dispatch('get_columns_in_relation', 'dbt')(relation)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__get_columns_in_relation" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6467142, + "supported_languages": null + }, + "macro.dbt.default__get_columns_in_relation": { + "name": "default__get_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_columns_in_relation", + "macro_sql": "{% macro default__get_columns_in_relation(relation) -%}\n {{ exceptions.raise_not_implemented(\n 'get_columns_in_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6468558, + "supported_languages": null + }, + "macro.dbt.sql_convert_columns_in_relation": { + "name": "sql_convert_columns_in_relation", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.sql_convert_columns_in_relation", + "macro_sql": "{% macro sql_convert_columns_in_relation(table) -%}\n {% set columns = [] %}\n {% for row in table %}\n {% do columns.append(api.Column(*row)) %}\n {% endfor %}\n {{ return(columns) }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6472719, + "supported_languages": null + }, + "macro.dbt.get_empty_subquery_sql": { + "name": "get_empty_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_empty_subquery_sql", + "macro_sql": "{% macro get_empty_subquery_sql(select_sql, select_sql_header=none) -%}\n {{ return(adapter.dispatch('get_empty_subquery_sql', 'dbt')(select_sql, select_sql_header)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_empty_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6476228, + "supported_languages": null + }, + "macro.dbt.default__get_empty_subquery_sql": { + "name": "default__get_empty_subquery_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_empty_subquery_sql", + "macro_sql": "{% macro default__get_empty_subquery_sql(select_sql, select_sql_header=none) %}\n {%- if select_sql_header is not none -%}\n {{ select_sql_header }}\n {%- endif -%}\n select * from (\n {{ select_sql }}\n ) as __dbt_sbq\n where false\n limit 0\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.647819, + "supported_languages": null + }, + "macro.dbt.get_empty_schema_sql": { + "name": "get_empty_schema_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_empty_schema_sql", + "macro_sql": "{% macro get_empty_schema_sql(columns) -%}\n {{ return(adapter.dispatch('get_empty_schema_sql', 'dbt')(columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_empty_schema_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.647976, + "supported_languages": null + }, + "macro.dbt.default__get_empty_schema_sql": { + "name": "default__get_empty_schema_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_empty_schema_sql", + "macro_sql": "{% macro default__get_empty_schema_sql(columns) %}\n {%- set col_err = [] -%}\n {%- set col_naked_numeric = [] -%}\n select\n {% for i in columns %}\n {%- set col = columns[i] -%}\n {%- if col['data_type'] is not defined -%}\n {%- do col_err.append(col['name']) -%}\n {#-- If this column's type is just 'numeric' then it is missing precision/scale, raise a warning --#}\n {%- elif col['data_type'].strip().lower() in ('numeric', 'decimal', 'number') -%}\n {%- do col_naked_numeric.append(col['name']) -%}\n {%- endif -%}\n {% set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] %}\n {{ cast('null', col['data_type']) }} as {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n {%- if (col_err | length) > 0 -%}\n {{ exceptions.column_type_missing(column_names=col_err) }}\n {%- elif (col_naked_numeric | length) > 0 -%}\n {{ exceptions.warn(\"Detected columns with numeric type and unspecified precision/scale, this can lead to unintended rounding: \" ~ col_naked_numeric ~ \"`\") }}\n {%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.649274, + "supported_languages": null + }, + "macro.dbt.get_column_schema_from_query": { + "name": "get_column_schema_from_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_column_schema_from_query", + "macro_sql": "{% macro get_column_schema_from_query(select_sql, select_sql_header=none) -%}\n {% set columns = [] %}\n {# -- Using an 'empty subquery' here to get the same schema as the given select_sql statement, without necessitating a data scan.#}\n {% set sql = get_empty_subquery_sql(select_sql, select_sql_header) %}\n {% set column_schema = adapter.get_column_schema_from_query(sql) %}\n {{ return(column_schema) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.get_empty_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6496909, + "supported_languages": null + }, + "macro.dbt.get_columns_in_query": { + "name": "get_columns_in_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.get_columns_in_query", + "macro_sql": "{% macro get_columns_in_query(select_sql) -%}\n {{ return(adapter.dispatch('get_columns_in_query', 'dbt')(select_sql)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__get_columns_in_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6498759, + "supported_languages": null + }, + "macro.dbt.default__get_columns_in_query": { + "name": "default__get_columns_in_query", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__get_columns_in_query", + "macro_sql": "{% macro default__get_columns_in_query(select_sql) %}\n {% call statement('get_columns_in_query', fetch_result=True, auto_begin=False) -%}\n {{ get_empty_subquery_sql(select_sql) }}\n {% endcall %}\n {{ return(load_result('get_columns_in_query').table.columns | map(attribute='name') | list) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement", + "macro.dbt.get_empty_subquery_sql" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.65018, + "supported_languages": null + }, + "macro.dbt.alter_column_type": { + "name": "alter_column_type", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.alter_column_type", + "macro_sql": "{% macro alter_column_type(relation, column_name, new_column_type) -%}\n {{ return(adapter.dispatch('alter_column_type', 'dbt')(relation, column_name, new_column_type)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__alter_column_type" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.650385, + "supported_languages": null + }, + "macro.dbt.default__alter_column_type": { + "name": "default__alter_column_type", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__alter_column_type", + "macro_sql": "{% macro default__alter_column_type(relation, column_name, new_column_type) -%}\n {#\n 1. Create a new column (w/ temp name and correct type)\n 2. Copy data over to it\n 3. Drop the existing column (cascade!)\n 4. Rename the new column to existing column\n #}\n {%- set tmp_column = column_name + \"__dbt_alter\" -%}\n\n {% call statement('alter_column_type') %}\n alter table {{ relation }} add column {{ adapter.quote(tmp_column) }} {{ new_column_type }};\n update {{ relation }} set {{ adapter.quote(tmp_column) }} = {{ adapter.quote(column_name) }};\n alter table {{ relation }} drop column {{ adapter.quote(column_name) }} cascade;\n alter table {{ relation }} rename column {{ adapter.quote(tmp_column) }} to {{ adapter.quote(column_name) }}\n {% endcall %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.statement" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.650893, + "supported_languages": null + }, + "macro.dbt.alter_relation_add_remove_columns": { + "name": "alter_relation_add_remove_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.alter_relation_add_remove_columns", + "macro_sql": "{% macro alter_relation_add_remove_columns(relation, add_columns = none, remove_columns = none) -%}\n {{ return(adapter.dispatch('alter_relation_add_remove_columns', 'dbt')(relation, add_columns, remove_columns)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.651119, + "supported_languages": null + }, + "macro.dbt.default__alter_relation_add_remove_columns": { + "name": "default__alter_relation_add_remove_columns", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/adapters/columns.sql", + "original_file_path": "macros/adapters/columns.sql", + "unique_id": "macro.dbt.default__alter_relation_add_remove_columns", + "macro_sql": "{% macro default__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns is none %}\n {% set add_columns = [] %}\n {% endif %}\n {% if remove_columns is none %}\n {% set remove_columns = [] %}\n {% endif %}\n\n {% set sql -%}\n\n alter {{ relation.type }} {{ relation }}\n\n {% for column in add_columns %}\n add column {{ column.name }} {{ column.data_type }}{{ ',' if not loop.last }}\n {% endfor %}{{ ',' if add_columns and remove_columns }}\n\n {% for column in remove_columns %}\n drop column {{ column.name }}{{ ',' if not loop.last }}\n {% endfor %}\n\n {%- endset -%}\n\n {% do run_query(sql) %}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.run_query" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.651943, + "supported_languages": null + }, + "macro.dbt.get_fixture_sql": { + "name": "get_fixture_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/unit_test_sql/get_fixture_sql.sql", + "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", + "unique_id": "macro.dbt.get_fixture_sql", + "macro_sql": "{% macro get_fixture_sql(rows, column_name_to_data_types) %}\n-- Fixture for {{ model.name }}\n{% set default_row = {} %}\n\n{%- if not column_name_to_data_types -%}\n{#-- Use defer_relation IFF it is available in the manifest and 'this' is missing from the database --#}\n{%- set this_or_defer_relation = defer_relation if (defer_relation and not load_relation(this)) else this -%}\n{%- set columns_in_relation = adapter.get_columns_in_relation(this_or_defer_relation) -%}\n\n{%- set column_name_to_data_types = {} -%}\n{%- for column in columns_in_relation -%}\n{#-- This needs to be a case-insensitive comparison --#}\n{%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n{%- endfor -%}\n{%- endif -%}\n\n{%- if not column_name_to_data_types -%}\n {{ exceptions.raise_compiler_error(\"Not able to get columns for unit test '\" ~ model.name ~ \"' from relation \" ~ this ~ \" because the relation doesn't exist\") }}\n{%- endif -%}\n\n{%- for column_name, column_type in column_name_to_data_types.items() -%}\n {%- do default_row.update({column_name: (safe_cast(\"null\", column_type) | trim )}) -%}\n{%- endfor -%}\n\n\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\n{%- set default_row_copy = default_row.copy() -%}\n{%- do default_row_copy.update(formatted_row) -%}\nselect\n{%- for column_name, column_value in default_row_copy.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n\n{%- if (rows | length) == 0 -%}\n select\n {%- for column_name, column_value in default_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%},{%- endif %}\n {%- endfor %}\n limit 0\n{%- endif -%}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.load_relation", + "macro.dbt.safe_cast", + "macro.dbt.format_row" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.65484, + "supported_languages": null + }, + "macro.dbt.get_expected_sql": { + "name": "get_expected_sql", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/unit_test_sql/get_fixture_sql.sql", + "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", + "unique_id": "macro.dbt.get_expected_sql", + "macro_sql": "{% macro get_expected_sql(rows, column_name_to_data_types) %}\n\n{%- if (rows | length) == 0 -%}\n select * from dbt_internal_unit_test_actual\n limit 0\n{%- else -%}\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\nselect\n{%- for column_name, column_value in formatted_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n{%- endif -%}\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.format_row" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.655329, + "supported_languages": null + }, + "macro.dbt.format_row": { + "name": "format_row", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/unit_test_sql/get_fixture_sql.sql", + "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", + "unique_id": "macro.dbt.format_row", + "macro_sql": "\n\n{%- macro format_row(row, column_name_to_data_types) -%}\n {#-- generate case-insensitive formatted row --#}\n {% set formatted_row = {} %}\n {%- for column_name, column_value in row.items() -%}\n {% set column_name = column_name|lower %}\n\n {%- if column_name not in column_name_to_data_types %}\n {#-- if user-provided row contains column name that relation does not contain, raise an error --#}\n {% set fixture_name = \"expected output\" if model.resource_type == 'unit_test' else (\"'\" ~ model.name ~ \"'\") %}\n {{ exceptions.raise_compiler_error(\n \"Invalid column name: '\" ~ column_name ~ \"' in unit test fixture for \" ~ fixture_name ~ \".\"\n \"\\nAccepted columns for \" ~ fixture_name ~ \" are: \" ~ (column_name_to_data_types.keys()|list)\n ) }}\n {%- endif -%}\n\n {%- set column_type = column_name_to_data_types[column_name] %}\n\n {#-- sanitize column_value: wrap yaml strings in quotes, apply cast --#}\n {%- set column_value_clean = column_value -%}\n {%- if column_value is string -%}\n {%- set column_value_clean = dbt.string_literal(dbt.escape_single_quotes(column_value)) -%}\n {%- elif column_value is none -%}\n {%- set column_value_clean = 'null' -%}\n {%- endif -%}\n\n {%- set row_update = {column_name: safe_cast(column_value_clean, column_type) } -%}\n {%- do formatted_row.update(row_update) -%}\n {%- endfor -%}\n {{ return(formatted_row) }}\n{%- endmacro -%}", + "depends_on": { + "macros": [ + "macro.dbt.string_literal", + "macro.dbt.escape_single_quotes", + "macro.dbt.safe_cast" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.656342, + "supported_languages": null + }, + "macro.dbt.resolve_model_name": { + "name": "resolve_model_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.resolve_model_name", + "macro_sql": "{% macro resolve_model_name(input_model_name) %}\n {{ return(adapter.dispatch('resolve_model_name', 'dbt')(input_model_name)) }}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.default__resolve_model_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.657869, + "supported_languages": null + }, + "macro.dbt.default__resolve_model_name": { + "name": "default__resolve_model_name", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.default__resolve_model_name", + "macro_sql": "\n\n{%- macro default__resolve_model_name(input_model_name) -%}\n {{ input_model_name | string | replace('\"', '\\\"') }}\n{%- endmacro -%}\n\n", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.658015, + "supported_languages": null + }, + "macro.dbt.build_ref_function": { + "name": "build_ref_function", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.build_ref_function", + "macro_sql": "{% macro build_ref_function(model) %}\n\n {%- set ref_dict = {} -%}\n {%- for _ref in model.refs -%}\n {% set _ref_args = [_ref.get('package'), _ref['name']] if _ref.get('package') else [_ref['name'],] %}\n {%- set resolved = ref(*_ref_args, v=_ref.get('version')) -%}\n {%- if _ref.get('version') -%}\n {% do _ref_args.extend([\"v\" ~ _ref['version']]) %}\n {%- endif -%}\n {%- do ref_dict.update({_ref_args | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef ref(*args, **kwargs):\n refs = {{ ref_dict | tojson }}\n key = '.'.join(args)\n version = kwargs.get(\"v\") or kwargs.get(\"version\")\n if version:\n key += f\".v{version}\"\n dbt_load_df_function = kwargs.get(\"dbt_load_df_function\")\n return dbt_load_df_function(refs[key])\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.resolve_model_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.658728, + "supported_languages": null + }, + "macro.dbt.build_source_function": { + "name": "build_source_function", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.build_source_function", + "macro_sql": "{% macro build_source_function(model) %}\n\n {%- set source_dict = {} -%}\n {%- for _source in model.sources -%}\n {%- set resolved = source(*_source) -%}\n {%- do source_dict.update({_source | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef source(*args, dbt_load_df_function):\n sources = {{ source_dict | tojson }}\n key = '.'.join(args)\n return dbt_load_df_function(sources[key])\n\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.resolve_model_name" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.659093, + "supported_languages": null + }, + "macro.dbt.build_config_dict": { + "name": "build_config_dict", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.build_config_dict", + "macro_sql": "{% macro build_config_dict(model) %}\n {%- set config_dict = {} -%}\n {% set config_dbt_used = zip(model.config.config_keys_used, model.config.config_keys_defaults) | list %}\n {%- for key, default in config_dbt_used -%}\n {# weird type testing with enum, would be much easier to write this logic in Python! #}\n {%- if key == \"language\" -%}\n {%- set value = \"python\" -%}\n {%- endif -%}\n {%- set value = model.config.get(key, default) -%}\n {%- do config_dict.update({key: value}) -%}\n {%- endfor -%}\nconfig_dict = {{ config_dict }}\n{% endmacro %}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6598551, + "supported_languages": null + }, + "macro.dbt.py_script_postfix": { + "name": "py_script_postfix", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.py_script_postfix", + "macro_sql": "{% macro py_script_postfix(model) %}\n# This part is user provided model code\n# you will need to copy the next section to run the code\n# COMMAND ----------\n# this part is dbt logic for get ref work, do not modify\n\n{{ build_ref_function(model ) }}\n{{ build_source_function(model ) }}\n{{ build_config_dict(model) }}\n\nclass config:\n def __init__(self, *args, **kwargs):\n pass\n\n @staticmethod\n def get(key, default=None):\n return config_dict.get(key, default)\n\nclass this:\n \"\"\"dbt.this() or dbt.this.identifier\"\"\"\n database = \"{{ this.database }}\"\n schema = \"{{ this.schema }}\"\n identifier = \"{{ this.identifier }}\"\n {% set this_relation_name = resolve_model_name(this) %}\n def __repr__(self):\n return '{{ this_relation_name }}'\n\n\nclass dbtObj:\n def __init__(self, load_df_function) -> None:\n self.source = lambda *args: source(*args, dbt_load_df_function=load_df_function)\n self.ref = lambda *args, **kwargs: ref(*args, **kwargs, dbt_load_df_function=load_df_function)\n self.config = config\n self.this = this()\n self.is_incremental = {{ is_incremental() }}\n\n# COMMAND ----------\n{{py_script_comment()}}\n{% endmacro %}", + "depends_on": { + "macros": [ + "macro.dbt.build_ref_function", + "macro.dbt.build_source_function", + "macro.dbt.build_config_dict", + "macro.dbt.resolve_model_name", + "macro.dbt.is_incremental", + "macro.dbt.py_script_comment" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.660442, + "supported_languages": null + }, + "macro.dbt.py_script_comment": { + "name": "py_script_comment", + "resource_type": "macro", + "package_name": "dbt", + "path": "macros/python_model/python.sql", + "original_file_path": "macros/python_model/python.sql", + "unique_id": "macro.dbt.py_script_comment", + "macro_sql": "{%macro py_script_comment()%}\n{%endmacro%}", + "depends_on": { + "macros": [] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.660533, + "supported_languages": null + }, + "macro.dbt.test_unique": { + "name": "test_unique", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_unique", + "macro_sql": "{% test unique(model, column_name) %}\n {% set macro = adapter.dispatch('test_unique', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_unique" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.661011, + "supported_languages": null + }, + "macro.dbt.test_not_null": { + "name": "test_not_null", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_not_null", + "macro_sql": "{% test not_null(model, column_name) %}\n {% set macro = adapter.dispatch('test_not_null', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_not_null" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6612248, + "supported_languages": null + }, + "macro.dbt.test_accepted_values": { + "name": "test_accepted_values", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_accepted_values", + "macro_sql": "{% test accepted_values(model, column_name, values, quote=True) %}\n {% set macro = adapter.dispatch('test_accepted_values', 'dbt') %}\n {{ macro(model, column_name, values, quote) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_accepted_values" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.661505, + "supported_languages": null + }, + "macro.dbt.test_relationships": { + "name": "test_relationships", + "resource_type": "macro", + "package_name": "dbt", + "path": "tests/generic/builtin.sql", + "original_file_path": "tests/generic/builtin.sql", + "unique_id": "macro.dbt.test_relationships", + "macro_sql": "{% test relationships(model, column_name, to, field) %}\n {% set macro = adapter.dispatch('test_relationships', 'dbt') %}\n {{ macro(model, column_name, to, field) }}\n{% endtest %}", + "depends_on": { + "macros": [ + "macro.dbt.default__test_relationships" + ] + }, + "description": "", + "meta": {}, + "docs": { + "show": true, + "node_color": null + }, + "patch_path": null, + "arguments": [], + "created_at": 1720483775.6618419, + "supported_languages": null + } + }, + "docs": { + "doc.jaffle_shop.__overview__": { + "name": "__overview__", + "resource_type": "doc", + "package_name": "jaffle_shop", + "path": "overview.md", + "original_file_path": "models/overview.md", + "unique_id": "doc.jaffle_shop.__overview__", + "block_contents": "## Data Documentation for Jaffle Shop\n\n`jaffle_shop` is a fictional ecommerce store.\n\nThis [dbt](https://www.getdbt.com/) project is for testing out code.\n\nThe source code can be found [here](https://github.com/clrcrl/jaffle_shop)." + }, + "doc.jaffle_shop.orders_status": { + "name": "orders_status", + "resource_type": "doc", + "package_name": "jaffle_shop", + "path": "docs.md", + "original_file_path": "models/docs.md", + "unique_id": "doc.jaffle_shop.orders_status", + "block_contents": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |" + }, + "doc.dbt.__overview__": { + "name": "__overview__", + "resource_type": "doc", + "package_name": "dbt", + "path": "overview.md", + "original_file_path": "docs/overview.md", + "unique_id": "doc.dbt.__overview__", + "block_contents": "### Welcome!\n\nWelcome to the auto-generated documentation for your dbt project!\n\n### Navigation\n\nYou can use the `Project` and `Database` navigation tabs on the left side of the window to explore the models\nin your project.\n\n#### Project Tab\nThe `Project` tab mirrors the directory structure of your dbt project. In this tab, you can see all of the\nmodels defined in your dbt project, as well as models imported from dbt packages.\n\n#### Database Tab\nThe `Database` tab also exposes your models, but in a format that looks more like a database explorer. This view\nshows relations (tables and views) grouped into database schemas. Note that ephemeral models are _not_ shown\nin this interface, as they do not exist in the database.\n\n### Graph Exploration\nYou can click the blue icon on the bottom-right corner of the page to view the lineage graph of your models.\n\nOn model pages, you'll see the immediate parents and children of the model you're exploring. By clicking the `Expand`\nbutton at the top-right of this lineage pane, you'll be able to see all of the models that are used to build,\nor are built from, the model you're exploring.\n\nOnce expanded, you'll be able to use the `--select` and `--exclude` model selection syntax to filter the\nmodels in the graph. For more information on model selection, check out the [dbt docs](https://docs.getdbt.com/docs/model-selection-syntax).\n\nNote that you can also right-click on models to interactively filter and explore the graph.\n\n---\n\n### More information\n\n- [What is dbt](https://docs.getdbt.com/docs/introduction)?\n- Read the [dbt viewpoint](https://docs.getdbt.com/docs/viewpoint)\n- [Installation](https://docs.getdbt.com/docs/installation)\n- Join the [dbt Community](https://www.getdbt.com/community/) for questions and discussion" + } + }, + "exposures": {}, + "metrics": {}, + "groups": {}, + "selectors": {}, + "disabled": {}, + "parent_map": { + "seed.jaffle_shop.raw_customers": [], + "seed.jaffle_shop.raw_orders": [], + "seed.jaffle_shop.raw_payments": [], + "model.jaffle_shop.orders": [ + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ], + "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": [ + "model.jaffle_shop.customers", + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": [ + "model.jaffle_shop.orders" + ], + "test.jaffle_shop.not_null_orders_amount.106140f9fd": [ + "model.jaffle_shop.orders" + ], + "model.jaffle_shop.stg_customers": [ + "seed.jaffle_shop.raw_customers" + ], + "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": [ + "model.jaffle_shop.stg_customers" + ], + "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": [ + "model.jaffle_shop.stg_customers" + ], + "model.jaffle_shop.stg_orders": [ + "seed.jaffle_shop.raw_orders" + ], + "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": [ + "model.jaffle_shop.stg_orders" + ], + "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": [ + "model.jaffle_shop.stg_orders" + ], + "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": [ + "model.jaffle_shop.stg_orders" + ], + "model.jaffle_shop.stg_payments": [ + "seed.jaffle_shop.raw_payments" + ], + "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": [ + "model.jaffle_shop.stg_payments" + ], + "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": [ + "model.jaffle_shop.stg_payments" + ], + "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": [ + "model.jaffle_shop.stg_payments" + ], + "model.jaffle_shop.customers": [ + "model.jaffle_shop.stg_customers", + "model.jaffle_shop.stg_orders", + "model.jaffle_shop.stg_payments" + ], + "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": [ + "model.jaffle_shop.customers" + ], + "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": [ + "model.jaffle_shop.customers" + ] + }, + "child_map": { + "seed.jaffle_shop.raw_customers": [ + "model.jaffle_shop.stg_customers" + ], + "seed.jaffle_shop.raw_orders": [ + "model.jaffle_shop.stg_orders" + ], + "seed.jaffle_shop.raw_payments": [ + "model.jaffle_shop.stg_payments" + ], + "model.jaffle_shop.orders": [ + "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", + "test.jaffle_shop.not_null_orders_amount.106140f9fd", + "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", + "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", + "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", + "test.jaffle_shop.not_null_orders_customer_id.c5f02694af", + "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a", + "test.jaffle_shop.not_null_orders_order_id.cf6c17daed", + "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", + "test.jaffle_shop.unique_orders_order_id.fed79b3a6e" + ], + "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": [], + "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": [], + "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": [], + "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": [], + "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": [], + "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": [], + "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": [], + "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": [], + "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": [], + "test.jaffle_shop.not_null_orders_amount.106140f9fd": [], + "model.jaffle_shop.stg_customers": [ + "model.jaffle_shop.customers", + "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", + "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada" + ], + "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": [], + "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": [], + "model.jaffle_shop.stg_orders": [ + "model.jaffle_shop.customers", + "model.jaffle_shop.orders", + "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", + "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", + "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a" + ], + "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": [], + "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": [], + "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": [], + "model.jaffle_shop.stg_payments": [ + "model.jaffle_shop.customers", + "model.jaffle_shop.orders", + "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", + "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", + "test.jaffle_shop.unique_stg_payments_payment_id.3744510712" + ], + "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": [], + "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": [], + "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": [], + "model.jaffle_shop.customers": [ + "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d", + "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", + "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1" + ], + "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": [], + "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": [] + }, + "group_map": {}, + "saved_queries": {}, + "semantic_models": {}, + "unit_tests": {} +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/datacontract.html b/datacontract-cli/tests/fixtures/export/datacontract.html new file mode 100644 index 000000000..6af7dc3af --- /dev/null +++ b/datacontract-cli/tests/fixtures/export/datacontract.html @@ -0,0 +1,2487 @@ + + + + Data Contract + + + + + + + +
    + + + +
    + +
    +
    +
    +
    +

    + Data Contract

    +
    + orders-unit-test +
    +
    + +
    +
    +
    + +
    +
    +
    + +
    +
    +
    +
    +

    Info

    +

    Information about the data contract

    +
    +
    + +
    + + + +
    +
    +
    Title
    +
    Orders Unit Test
    +
    + +
    +
    Version
    +
    1.0.0
    +
    + + +
    +
    Status
    +
    active
    +
    + + + +
    +
    Description
    +
    + The orders data contract +
    +
    + + + +
    +
    Owner
    +
    + checkout +
    +
    + + + +
    +
    otherField
    +
    otherValue
    +
    + + + +
    +
    Contact
    +
    + + + team-orders@example.com + + + + +
    +
    + + +
    +
    +
    +
    + + + +
    +
    +

    Servers

    +

    Servers of the data contract

    +
    + +
      + + +
    • +
      +
      +
      +
      Server
      +
      production
      +
      +
      +
      + + +
      +
      +
      +
      Environment
      +
      production
      +
      +
      +
      + + + +
      +
      +
      +
      Type
      +
      snowflake
      +
      +
      +
      + + + + + + + + + + + +
      +
      +
      +
      Account
      +
      my-account
      +
      +
      +
      + + + + + + + + + +
      +
      +
      +
      Database
      +
      my-database
      +
      +
      +
      + + + +
      +
      +
      +
      Schema
      +
      my-schema
      +
      +
      +
      + + + + + + + + + + + + + + +
      • + + +
    + +
    + + + + +
    +
    +

    Terms

    +

    Terms and conditions of the data contract

    +
    +
    + +
    + +
    +
    +
    Usage
    +
    + This data contract serves to demo datacontract CLI export. +
    +
    + +
    +
    Limitations
    +
    + Not intended to use in production +
    +
    + + +
    +
    Billing
    +
    + free +
    +
    + + + +
    +
    Notice Period
    +
    + P3M +
    +
    + + + + +
    +
    +
    +
    + + + +
    +
    +
    +

    + Data Model +

    +

    The logical data model

    +
    +
    + + + +
    +
    +
    +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + Webshop Orders + + + orders + + table +
    The orders model
    + + customModelProperty1: customModelProperty1Value + +
    + +
    + + Order ID
    + + order_id +
    +     		+ + varchar + + + +
    No description
    + + + + + +
    + Examples: + + B12345678, + + B12345679 + +
    + + + +
    + + + required + + + unique + + + + minLength:8 + + + maxLength:10 + + + pattern:^B[0-9]+$ + + + + + + + + + sensitive + + + PII + + + customFieldProperty1:customFieldProperty1Value + + +
    + +
    + +
    + + order_total +
    +     		+ + bigint + + + +
    The order_total field
    + + + + + + + +
    + + + required + + + + + + + + + + + + maximum:1000000 + + + + + + +
    + + +
    + Quality | SQL: 95% of all order total values are expected to be between 10 and 499 EUR. + +
    + Query: + 
    SELECT quantile_cont(order_total, 0.95) AS percentile_95
+FROM orders
+
    + + + + + + + +
    + Must Be Between: 1000 and 49900 +
    + + +
    + +
    + + +
    + +
    + + order_status +
    +     		+ + text + + + +
    No description
    + + + + + + + +
    + Enum: + + pending, + + shipped, + + delivered + +
    + +
    + + + required + + + + + + + + + + + + + + + + +
    + +
    +
    + Quality | SQL: Row Count + +
    + Query: + 
    SELECT COUNT(*) AS row_count
+FROM orders
+
    + + + +
    + Must Be Greater Than: 1000 +
    + + + + + + +
    + +
    +
    + Primary Key: ['order_id', 'order_status'] +
    +
    +
    +
    +
    + +
    + + +
    +
    +

    Definitions

    +

    Domain specific definitions in the data contract

    +
    + + +
    +
    +
    +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + customer_id +
    Unique identifier for the customer.
    +
    + +
    + + Customer ID
    + + customer_id +
    +     		+ + string + + + +
    Unique identifier for the customer.
    + + + + + +
    + Examples: + + acbd1a47-9dca-4cb8-893e-87aa0aa0f243, + + 5742637f-bb8b-4f0c-8ed1-afb1a91300a9 + +
    + + + +
    + + + + + format:uuid + + + + + + + + + + + + + + +
    + +
    +
    +
    +
    +
    + +
    + + + + + + + + +
    +
    + +
    + Created at 02 Feb 2025 18:36:28 UTC with Data Contract CLI v0.10.20 +
    + +
    +
    + + +
    + +
    +
    +
    +
    + +
    +
    +
    + +

    Data Contract YAML

    +
    + 
    dataContractSpecification: 1.1.0
+id: orders-unit-test
+info:
+  title: Orders Unit Test
+  version: 1.0.0
+  status: active
+  description: The orders data contract
+  owner: checkout
+  contact:
+    url: https://wiki.example.com/teams/checkout
+    email: team-orders@example.com
+  otherField: otherValue
+servers:
+  production:
+    type: snowflake
+    environment: production
+    account: my-account
+    database: my-database
+    schema: my-schema
+    roles:
+    - name: analyst_us
+      description: Access to the data for US region
+terms:
+  usage: This data contract serves to demo datacontract CLI export.
+  limitations: Not intended to use in production
+  billing: free
+  noticePeriod: P3M
+models:
+  orders:
+    description: The orders model
+    type: table
+    title: Webshop Orders
+    fields:
+      order_id:
+        title: Order ID
+        type: varchar
+        required: true
+        unique: true
+        pii: true
+        classification: sensitive
+        pattern: ^B[0-9]+$
+        minLength: 8
+        maxLength: 10
+        tags:
+        - order_id
+        examples:
+        - B12345678
+        - B12345679
+        customFieldProperty1: customFieldProperty1Value
+      order_total:
+        type: bigint
+        required: true
+        description: The order_total field
+        minimum: 0
+        maximum: 1000000
+        quality:
+        - type: sql
+          description: 95% of all order total values are expected to be between 10
+            and 499 EUR.
+          query: 'SELECT quantile_cont(order_total, 0.95) AS percentile_95
+
+            FROM orders
+
+            '
+          mustBeBetween:
+          - 1000
+          - 49900
+      order_status:
+        type: text
+        required: true
+        enum:
+        - pending
+        - shipped
+        - delivered
+    quality:
+    - type: sql
+      description: Row Count
+      query: 'SELECT COUNT(*) AS row_count
+
+        FROM orders
+
+        '
+      mustBeGreaterThan: 1000
+    primaryKey:
+    - order_id
+    - order_status
+    customModelProperty1: customModelProperty1Value
+definitions:
+  customer_id:
+    title: Customer ID
+    description: Unique identifier for the customer.
+    type: string
+    format: uuid
+    tags:
+    - features
+    - pii
+    examples:
+    - acbd1a47-9dca-4cb8-893e-87aa0aa0f243
+    - 5742637f-bb8b-4f0c-8ed1-afb1a91300a9
+
    +
    +
    + +
    +
    +
    +
    +     + + + + +
    + + + \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/datacontract.yaml b/datacontract-cli/tests/fixtures/export/datacontract.yaml new file mode 100644 index 000000000..f4d5379a3 --- /dev/null +++ b/datacontract-cli/tests/fixtures/export/datacontract.yaml @@ -0,0 +1,92 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 + status: active + owner: checkout + description: The orders data contract + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout + otherField: otherValue +terms: + usage: This data contract serves to demo datacontract CLI export. + limitations: Not intended to use in production + billing: free + noticePeriod: P3M +servers: + production: + type: snowflake + environment: production + account: my-account + database: my-database + schema: my-schema + roles: + - name: analyst_us + description: Access to the data for US region +models: + orders: + title: Webshop Orders + type: table + description: The orders model + primaryKey: + - order_id + - order_status + customModelProperty1: customModelProperty1Value + fields: + order_id: + title: Order ID + type: varchar + unique: true + required: true + minLength: 8 + maxLength: 10 + pii: true + classification: sensitive + tags: + - order_id + pattern: ^B[0-9]+$ + examples: + - B12345678 + - B12345679 + customFieldProperty1: customFieldProperty1Value + order_total: + type: bigint + required: true + description: The order_total field + minimum: 0 + maximum: 1000000 + quality: + - type: sql + description: 95% of all order total values are expected to be between 10 and 499 EUR. + query: | + SELECT quantile_cont(order_total, 0.95) AS percentile_95 + FROM orders + mustBeBetween: [1000, 49900] + order_status: + type: text + required: true + enum: + - pending + - shipped + - delivered + quality: + - type: sql + description: Row Count + query: | + SELECT COUNT(*) AS row_count + FROM orders + mustBeGreaterThan: 1000 +definitions: + customer_id: + title: Customer ID + type: string + format: uuid + description: Unique identifier for the customer. + examples: + - acbd1a47-9dca-4cb8-893e-87aa0aa0f243 + - 5742637f-bb8b-4f0c-8ed1-afb1a91300a9 + tags: + - features + - pii \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/datacontract_nested.yaml b/datacontract-cli/tests/fixtures/export/datacontract_nested.yaml new file mode 100644 index 000000000..8a832b011 --- /dev/null +++ b/datacontract-cli/tests/fixtures/export/datacontract_nested.yaml @@ -0,0 +1,56 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 + owner: checkout + description: The orders data contract + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout +terms: + usage: This data contract serves to demo datacontract CLI export. + limitations: Not intended to use in production + billing: free + noticePeriod: P3M +servers: + production: + type: snowflake + account: my-account + database: my-database + schema: my-schema +models: + orders: + description: The orders model + fields: + order_id: + type: varchar + unique: true + required: true + minLength: 8 + maxLength: 10 + pii: true + classification: sensitive + tags: + - order_id + pattern: ^B[0-9]+$ + order_total: + type: bigint + required: true + description: The order_total field + minimum: 0 + maximum: 1000000 + order_status: + type: text + required: true + enum: + - pending + - shipped + - delivered + address: + type: record + fields: + street: + type: string + city: + type: string \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/datacontract_s3.yaml b/datacontract-cli/tests/fixtures/export/datacontract_s3.yaml new file mode 100644 index 000000000..d140bf9e1 --- /dev/null +++ b/datacontract-cli/tests/fixtures/export/datacontract_s3.yaml @@ -0,0 +1,50 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 + owner: checkout + description: The orders data contract + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout +terms: + usage: This data contract serves to demo datacontract CLI export. + limitations: Not intended to use in production + billing: free + noticePeriod: P3M +servers: + production: + type: s3 + location: s3://datacontract-example-orders-latest/data/{model}/*.json + format: json + delimiter: new_line + dataProductId: orders +models: + orders: + description: The orders model + fields: + order_id: + type: varchar + unique: true + required: true + minLength: 8 + maxLength: 10 + pii: true + classification: sensitive + tags: + - order_id + pattern: ^B[0-9]+$ + order_total: + type: bigint + required: true + description: The order_total field + minimum: 0 + maximum: 1000000 + order_status: + type: text + required: true + enum: + - pending + - shipped + - delivered \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/rdf/datacontract-complex.yaml b/datacontract-cli/tests/fixtures/export/rdf/datacontract-complex.yaml new file mode 100644 index 000000000..cd79a7637 --- /dev/null +++ b/datacontract-cli/tests/fixtures/export/rdf/datacontract-complex.yaml @@ -0,0 +1,128 @@ +dataContractSpecification: 1.1.0 +id: orders-latest +info: + title: Orders Latest + version: 1.0.0 + description: | + Successful customer orders in the webshop. All orders since 2020-01-01. Orders with their line items are in their current state (no history included). + owner: urn:acme:CheckoutTeam + contact: + name: John Doe (Data Product Owner) + url: https://teams.microsoft.com/l/channel/acme/checkout +servers: + production: + type: "s3" + location: "s3://multiple-bucket/fixtures/s3-json-multiple-models/data/{model}/*.json" + format: "json" + delimiter: "new_line" +terms: + usage: > + Data can be used for reports, analytics and machine learning use cases. + Order may be linked and joined by other tables + limitations: > + Not suitable for real-time use cases. + Data may not be used to identify individual customers. + Max data processing per day: 10 TiB + billing: 5000 USD per month + noticePeriod: P3M +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + $ref: '#/definitions/order_id' + required: true + unique: true + order_timestamp: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + order_total: + description: Total amount the smallest monetary unit (e.g., cents). + type: long + required: true + customer_id: + description: Unique identifier for the customer. + type: text + minLength: 10 + maxLength: 20 + customer_email_address: + description: The email address, as entered by the customer. The email address was not verified. + type: text + format: email + required: true + line_items: + description: A single article that is part of an order. + type: table + fields: + lines_item_id: + type: text + description: Primary key of the lines_item_id table + required: true + unique: true + order_id: + $ref: '#/definitions/order_id' + sku: + description: The purchased article number + $ref: '#/definitions/sku' +definitions: + order_id: + domain: checkout + name: order_id + title: Order ID + type: text + format: uuid + description: An internal ID that identifies an order in the online shop. + example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 + pii: true + classification: restricted + sku: + domain: inventory + name: sku + title: Stock Keeping Unit + type: text + pattern: ^[A-Za-z0-9]{8,14}$ + example: "96385074" + description: | + A Stock Keeping Unit (SKU) is an internal unique identifier for an article. + It is typically associated with an article's barcode, such as the EAN/GTIN. +examples: + - type: csv # csv, json, yaml, custom + model: orders + data: |- # expressed as string or inline yaml or via "$ref: data.csv" + order_id,order_timestamp,order_total + "1001","2023-09-09T08:30:00Z",2500 + "1002","2023-09-08T15:45:00Z",1800 + "1003","2023-09-07T12:15:00Z",3200 + "1004","2023-09-06T19:20:00Z",1500 + "1005","2023-09-05T10:10:00Z",4200 + "1006","2023-09-04T14:55:00Z",2800 + "1007","2023-09-03T21:05:00Z",1900 + "1008","2023-09-02T17:40:00Z",3600 + "1009","2023-09-01T09:25:00Z",3100 + "1010","2023-08-31T22:50:00Z",2700 + - type: csv + model: line_items + data: |- + lines_item_id,order_id,sku + "1","1001","5901234123457" + "2","1001","4001234567890" + "3","1002","5901234123457" + "4","1002","2001234567893" + "5","1003","4001234567890" + "6","1003","5001234567892" + "7","1004","5901234123457" + "8","1005","2001234567893" + "9","1005","5001234567892" + "10","1005","6001234567891" +quality: + type: SodaCL # data quality check format: SodaCL, montecarlo, custom + specification: # expressed as string or inline yaml or via "$ref: checks.yaml" + checks for orders: + - freshness(order_timestamp) < 24h + - row_count >= 5000 + - duplicate_count(order_id) = 0 + checks for line_items: + - values in (order_id) must exist in orders (order_id) + - row_count >= 5000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/rdf/datacontract.yaml b/datacontract-cli/tests/fixtures/export/rdf/datacontract.yaml new file mode 100644 index 000000000..874b1d80d --- /dev/null +++ b/datacontract-cli/tests/fixtures/export/rdf/datacontract.yaml @@ -0,0 +1,42 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 + owner: checkout + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout +terms: + usage: This data contract serves to demo datacontract CLI export. + limitations: Not intended to use in production + billing: free + noticePeriod: P3M +models: + orders: + description: The orders model + fields: + order_id: + type: varchar + unique: true + required: true + minLength: 8 + maxLength: 10 + pii: true + classification: sensitive + tags: + - order_id + pattern: ^B[0-9]+$ + order_total: + type: bigint + required: true + description: The order_total field + minimum: 0 + maximum: 1000000 + order_status: + type: text + required: true + enum: + - pending + - shipped + - delivered \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/gcs-json-remote/data/README.md b/datacontract-cli/tests/fixtures/gcs-json-remote/data/README.md new file mode 100644 index 000000000..8ff593018 --- /dev/null +++ b/datacontract-cli/tests/fixtures/gcs-json-remote/data/README.md @@ -0,0 +1 @@ +This folder is uploaded to a GCS bucket. \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/gcs-json-remote/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json 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location: gs://datacontract-test-inventory/inventory/*/*/*/*/*.json + delimiter: new_line + format: json + s3-style: + type: s3 + endpointUrl: https://storage.googleapis.com + location: s3://datacontract-test-inventory/inventory/*/*/*/*/*.json + delimiter: new_line + format: json +models: + inventory: + type: table + fields: + updated_at: + type: string + available: + type: numeric + location: + type: string + sku: + type: string diff --git a/datacontract-cli/tests/fixtures/glue/datacontract-empty-model.yaml b/datacontract-cli/tests/fixtures/glue/datacontract-empty-model.yaml new file mode 100644 index 000000000..449d07265 --- /dev/null +++ b/datacontract-cli/tests/fixtures/glue/datacontract-empty-model.yaml @@ -0,0 +1,15 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +servers: + production: + account: '123456789012' + database: test_database + location: s3://test_bucket/testdb + type: glue +models: + table_1: + type: table + \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/glue/datacontract.yaml b/datacontract-cli/tests/fixtures/glue/datacontract.yaml new file mode 100644 index 000000000..85802cf8c --- /dev/null +++ b/datacontract-cli/tests/fixtures/glue/datacontract.yaml @@ -0,0 +1,76 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +servers: + production: + account: '123456789012' + database: test_database + location: s3://test_bucket/testdb + type: glue +models: + test_table: + type: table + fields: + field_one: + type: string + description: Comment 1 + field_two: + type: int + field_three: + type: timestamp + field_four: + type: decimal + precision: 6 + scale: 2 + field_five: + type: struct + fields: + sub_field_one: + type: string + sub_field_two: + type: boolean + field_six: + type: array + items: + type: string + field_seven: + type: array + items: + type: struct + fields: + sub_field_three: + type: string + sub_field_four: + type: int + field_eight: + type: map + keys: + type: string + values: + type: int + field_nine: + type: decimal + field_ten: + type: bigint + field_eleven: + type: float + field_twelve: + type: double + field_thirteen: + type: timestamp + field_fourteen: + type: date + field_fifteen: + type: varchar + field_sixteen: + type: varchar + maxLength: 255 + part_one: + description: Comment 2 + required: True + type: string + part_two: + required: True + type: date diff --git a/datacontract-cli/tests/fixtures/great-expectations/datacontract.yaml b/datacontract-cli/tests/fixtures/great-expectations/datacontract.yaml new file mode 100644 index 000000000..84758784d --- /dev/null +++ b/datacontract-cli/tests/fixtures/great-expectations/datacontract.yaml @@ -0,0 +1,35 @@ +dataContractSpecification: 0.9.1 +id: my-data-contract-id +info: + title: Orders Unit Test + version: 1.0.0 + owner: checkout + description: The orders data contract + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout +models: + orders: + description: test + fields: + order_id: + type: string + required: true + processed_timestamp: + type: timestamp + required: true +quality: + type: great-expectations + specification: + orders: |- + [ + { + "expectation_type": "expect_table_row_count_to_be_between", + "kwargs": { + "min_value": 10 + }, + "meta": { + + } + } + ] \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/great-expectations/datacontract_missing_quality_file.yaml b/datacontract-cli/tests/fixtures/great-expectations/datacontract_missing_quality_file.yaml new file mode 100644 index 000000000..aafdbc9af --- /dev/null +++ b/datacontract-cli/tests/fixtures/great-expectations/datacontract_missing_quality_file.yaml @@ -0,0 +1,25 @@ +dataContractSpecification: 0.9.1 +id: my-data-contract-id +info: + title: Orders Unit Test + version: 1.0.0 + owner: checkout + description: The orders data contract + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout +models: + orders: + description: test + fields: + order_id: + type: string + required: true + processed_timestamp: + type: timestamp + required: true +quality: + type: great-expectations + specification: + orders: + $ref: ./fixtures/great-expectations/missing.json diff --git a/datacontract-cli/tests/fixtures/great-expectations/datacontract_quality_file.yaml b/datacontract-cli/tests/fixtures/great-expectations/datacontract_quality_file.yaml new file mode 100644 index 000000000..793e57309 --- /dev/null +++ b/datacontract-cli/tests/fixtures/great-expectations/datacontract_quality_file.yaml @@ -0,0 +1,26 @@ +dataContractSpecification: 0.9.1 +id: my-data-contract-id + +info: + title: Orders Unit Test + version: 1.0.0 + owner: checkout + description: The orders data contract + contact: + email: team-orders@example.com + url: https://wiki.example.com/teams/checkout +models: + orders: + description: test + fields: + order_id: + type: string + required: true + processed_timestamp: + type: timestamp + required: true +quality: + type: great-expectations + specification: + orders: + $ref: ./fixtures/great-expectations/quality.json diff --git a/datacontract-cli/tests/fixtures/great-expectations/quality.json b/datacontract-cli/tests/fixtures/great-expectations/quality.json new file mode 100644 index 000000000..369940c87 --- /dev/null +++ b/datacontract-cli/tests/fixtures/great-expectations/quality.json @@ -0,0 +1,10 @@ +[ + { + "expectation_type": "expect_table_row_count_to_be_between", + "kwargs": { + "min_value": 10 + }, + "meta": { + } + } +] \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/iceberg/invalid_schema.json b/datacontract-cli/tests/fixtures/iceberg/invalid_schema.json new file mode 100644 index 000000000..6758941f8 --- /dev/null +++ b/datacontract-cli/tests/fixtures/iceberg/invalid_schema.json @@ -0,0 +1,3 @@ +{ + "fields": "not a list" +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/iceberg/nested_schema.json b/datacontract-cli/tests/fixtures/iceberg/nested_schema.json new file mode 100644 index 000000000..841caf416 --- /dev/null +++ b/datacontract-cli/tests/fixtures/iceberg/nested_schema.json @@ -0,0 +1,107 @@ +{ + "type": "struct", + "fields": [ + { + "id": 1, + "name": "foo", + "type": "string", + "required": false + }, + { + "id": 2, + "name": "bar", + "type": "int", + "required": true + }, + { + "id": 3, + "name": "baz", + "type": "boolean", + "required": false + }, + { + "id": 4, + "name": "qux", + "type": { + "type": "list", + "element-id": 5, + "element": "string", + "element-required": true + }, + "required": true + }, + { + "id": 6, + "name": "quux", + "type": { + "type": "map", + "key-id": 7, + "key": "string", + "value-id": 8, + "value": { + "type": "map", + "key-id": 9, + "key": "string", + "value-id": 10, + "value": "int", + "value-required": true + }, + "value-required": true + }, + "required": true + }, + { + "id": 11, + "name": "location", + "type": { + "type": "list", + "element-id": 12, + "element": { + "type": "struct", + "fields": [ + { + "id": 13, + "name": "latitude", + "type": "float", + "required": false + }, + { + "id": 14, + "name": "longitude", + "type": "float", + "required": false + } + ] + }, + "element-required": true + }, + "required": true + }, + { + "id": 15, + "name": "person", + "type": { + "type": "struct", + "fields": [ + { + "id": 16, + "name": "name", + "type": "string", + "required": false + }, + { + "id": 17, + "name": "age", + "type": "int", + "required": true + } + ] + }, + "required": false + } + ], + "schema-id": 1, + "identifier-field-ids": [ + 2 + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/iceberg/simple_schema.json b/datacontract-cli/tests/fixtures/iceberg/simple_schema.json new file mode 100644 index 000000000..4fd3729b2 --- /dev/null +++ b/datacontract-cli/tests/fixtures/iceberg/simple_schema.json @@ -0,0 +1,15 @@ +{ + "type": "struct", + "fields": [ + { + "id": 1, + "name": "foo", + "type": "int", + "required": true + } + ], + "schema-id": 1, + "identifier-field-ids": [ + 1 + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/import/football-datacontract.yml b/datacontract-cli/tests/fixtures/import/football-datacontract.yml new file mode 100644 index 000000000..523c66e73 --- /dev/null +++ b/datacontract-cli/tests/fixtures/import/football-datacontract.yml @@ -0,0 +1,38 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + FootballSchema: + description: Schema for football team and person details + type: object + title: FootballSchema +definitions: + person: + name: person + type: object + fields: + first_name: + type: string + required: true + last_name: + type: string + required: true + age: + type: integer + required: true + football_team: + name: football_team + type: object + fields: + name: + type: string + required: true + league: + type: string + required: true + year_founded: + type: integer + required: false + diff --git a/datacontract-cli/tests/fixtures/import/football.json b/datacontract-cli/tests/fixtures/import/football.json new file mode 100644 index 000000000..4d61f4602 --- /dev/null +++ b/datacontract-cli/tests/fixtures/import/football.json @@ -0,0 +1,30 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "title": "FootballSchema", + "description": "Schema for football team and person details", + "type": "object", + "definitions": { + "person": { + "type": "object", + "required": ["first_name", "last_name", "age"], + "properties": { + "first_name": {"type": "string"}, + "last_name": {"type": "string"}, + "age": {"type": "integer"} + } + }, + "football_team": { + "type": "object", + "required": ["name", "league"], + "properties": { + "name": {"type": "string"}, + "league": {"type": "string"}, + "year_founded": {"type": "integer"} + } + } + }, + "allOf": [ + {"$ref": "#/definitions/person"}, + {"$ref": "#/definitions/football_team"} + ] +} diff --git a/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required.json b/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required.json new file mode 100644 index 000000000..291a0eca5 --- /dev/null +++ b/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required.json @@ -0,0 +1,26 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "title": "FootballSchema", + "description": "Schema for football team and person details, where team is nested under the person", + "type": "object", + "properties": { + "person": { + "type": "object", + "properties": { + "first_name": { "type": "string" }, + "last_name": { "type": "string" }, + "age": { "type": "integer" }, + "football_team": { + "type": "object", + "properties": { + "name": { "type": "string" }, + "league": { "type": "string" }, + "year_founded": { "type": "integer" } + } + } + }, + "required": ["first_name", "last_name", "age"] + } + }, + "required": ["person"] +} diff --git a/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml b/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml new file mode 100644 index 000000000..2751482a5 --- /dev/null +++ b/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml @@ -0,0 +1,38 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + FootballSchema: + description: Schema for football team and person details, where team is nested under the person + type: object + title: FootballSchema + fields: + person: + type: object + required: true + fields: + first_name: + type: string + required: true + last_name: + type: string + required: true + age: + type: integer + required: true + football_team: + type: object + required: false + fields: + name: + type: string + required: false + league: + type: string + required: false + year_founded: + type: integer + required: false + diff --git a/datacontract-cli/tests/fixtures/import/orders.json b/datacontract-cli/tests/fixtures/import/orders.json new file mode 100644 index 000000000..18f7842c3 --- /dev/null +++ b/datacontract-cli/tests/fixtures/import/orders.json @@ -0,0 +1,61 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "title": "OrderSchema", + "description": "Schema for order details", + "type": "object", + "properties": { + "order_id": { + "type": "string", + "title": "Order ID", + "description": "Unique identifier for the order" + }, + "order_timestamp": { + "type": "string", + "format": "date-time", + "title": "Order Timestamp", + "description": "Timestamp when the order was placed" + }, + "order_total": { + "type": "integer", + "title": "Order Total", + "description": "Total amount of the order" + }, + "line_items": { + "type": "array", + "title": "Line Items", + "items": { + "type" : ["integer", "null"] + } + }, + "customer_id": { + "type": [ + "string", + "null" + ], + "minLength": 10, + "maxLength": 20, + "title": "Customer ID", + "description": "Unique identifier for the customer" + }, + "customer_email_address": { + "type": "string", + "format": "email", + "title": "Customer Email Address", + "description": "Email address of the customer" + }, + "processed_timestamp": { + "type": "string", + "format": "date-time", + "title": "Processed Timestamp", + "description": "Timestamp when the order was processed" + } + }, + "required": [ + "order_id", + "order_timestamp", + "order_total", + "line_items", + "customer_email_address", + "processed_timestamp" + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/import/orders_union-types.json b/datacontract-cli/tests/fixtures/import/orders_union-types.json new file mode 100644 index 000000000..04be5a122 --- /dev/null +++ b/datacontract-cli/tests/fixtures/import/orders_union-types.json @@ -0,0 +1,69 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "title": "OrderSchema", + "description": "Schema for order details", + "type": "object", + "properties": { + "order_id": { + "type": "string", + "title": "Order ID", + "description": "Unique identifier for the order" + }, + "order_timestamp": { + "type": "string", + "format": "date-time", + "title": "Order Timestamp", + "description": "Timestamp when the order was placed" + }, + "order_total": { + "type": "integer", + "title": "Order Total", + "description": "Total amount of the order" + }, + "line_items": { + "type": "array", + "title": "Line Items", + "items": { + "type" : "integer" + } + }, + "vouchers": { + "type": "array", + "title": "List of used vouchers", + "items": [ + { + "type": "integer" + } + ] + }, + "customer_id": { + "type": [ + "string", + "null" + ], + "minLength": 10, + "maxLength": 20, + "title": "Customer ID", + "description": "Unique identifier for the customer" + }, + "customer_email_address": { + "type": "string", + "format": "email", + "title": "Customer Email Address", + "description": "Email address of the customer" + }, + "processed_timestamp": { + "type": "string", + "format": "date-time", + "title": "Processed Timestamp", + "description": "Timestamp when the order was processed" + } + }, + "required": [ + "order_id", + "order_timestamp", + "order_total", + "customer_email_address", + "processed_timestamp" + ] +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/import/orders_union-types_datacontract.yml b/datacontract-cli/tests/fixtures/import/orders_union-types_datacontract.yml new file mode 100644 index 000000000..b2cb2a0b0 --- /dev/null +++ b/datacontract-cli/tests/fixtures/import/orders_union-types_datacontract.yml @@ -0,0 +1,58 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + OrderSchema: + description: Schema for order details + type: object + title: OrderSchema + fields: + order_id: + title: Order ID + type: string + required: true + description: Unique identifier for the order + order_timestamp: + title: Order Timestamp + type: string + format: date-time + required: true + description: Timestamp when the order was placed + order_total: + title: Order Total + type: integer + required: true + description: Total amount of the order + line_items: + title: Line Items + type: array + required: false + items: + type: integer + vouchers: + title: List of used vouchers + type: array + required: false + items: + type: integer + customer_id: + title: Customer ID + type: string + required: false + description: Unique identifier for the customer + minLength: 10 + maxLength: 20 + customer_email_address: + title: Customer Email Address + type: string + format: email + required: true + description: Email address of the customer + processed_timestamp: + title: Processed Timestamp + type: string + format: date-time + required: true + description: Timestamp when the order was processed \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/junit/data/somedata.csv b/datacontract-cli/tests/fixtures/junit/data/somedata.csv new file mode 100644 index 000000000..e51facfe3 --- /dev/null +++ b/datacontract-cli/tests/fixtures/junit/data/somedata.csv @@ -0,0 +1 @@ +1,abc \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/junit/datacontract.yaml b/datacontract-cli/tests/fixtures/junit/datacontract.yaml new file mode 100644 index 000000000..52223eaeb --- /dev/null +++ b/datacontract-cli/tests/fixtures/junit/datacontract.yaml @@ -0,0 +1,24 @@ +dataContractSpecification: 1.1.0 +id: junit_test +info: + title: Sample contract to demonstrate the JUnit output format + version: 1.0.0 + owner: my-domain-team +servers: + local: + type: local + path: ./fixtures/junit/data/somedata.csv + format: csv +models: + my_object: + fields: + field_ok: + description: This field is OK + type: integer + required: true + minimum: 0 + field_nok: + description: This check should fail + type: string + required: true + minLength: 4 diff --git a/datacontract-cli/tests/fixtures/kafka-avro-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/kafka-avro-remote/datacontract.yaml new file mode 100644 index 000000000..cdf4733e9 --- /dev/null +++ b/datacontract-cli/tests/fixtures/kafka-avro-remote/datacontract.yaml @@ -0,0 +1,42 @@ +dataContractSpecification: 1.1.0 +id: orders +info: + title: Orders + version: 0.0.1 + description: Order messages as generated by Confluent Datagen Source Adapter +servers: + production: + type: kafka + host: pkc-7xoy1.eu-central-1.aws.confluent.cloud:9092 + topic: orders.avro.v1 + format: avro +models: + orders: + type: table + description: My Model + namespace: com.example.checkout + fields: + ordertime: + type: bigint + description: My Field + orderid: + type: int + itemid: + type: string + orderunits: + type: double + address: + type: object + fields: + city: + type: string + state: + type: string + zipcode: + type: long +quality: + type: SodaCL + specification: + checks for orders: + - row_count >= 5000 + diff --git a/datacontract-cli/tests/fixtures/kafka-json-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/kafka-json-remote/datacontract.yaml new file mode 100644 index 000000000..0e562a4a7 --- /dev/null +++ b/datacontract-cli/tests/fixtures/kafka-json-remote/datacontract.yaml @@ -0,0 +1,40 @@ +dataContractSpecification: 1.1.0 +id: orders +info: + title: Orders + version: 0.0.1 + description: Order messages as generated by Confluent Datagen Source Adapter +servers: + production: + type: kafka + host: pkc-7xoy1.eu-central-1.aws.confluent.cloud:9092 + topic: datamesh.orders.v1 + format: json +models: + orders: + type: table + fields: + ordertime: + type: bigint + required: true + orderid: + type: int + itemid: + type: string + orderunits: + type: double + address: + type: object + fields: + city: + type: string + state: + type: string + zipcode: + type: string +quality: + type: SodaCL + specification: + checks for orders: + - row_count >= 5000 + diff --git a/datacontract-cli/tests/fixtures/kafka/data/messages.json b/datacontract-cli/tests/fixtures/kafka/data/messages.json new file mode 100644 index 000000000..b4b9117c6 --- /dev/null +++ b/datacontract-cli/tests/fixtures/kafka/data/messages.json @@ -0,0 +1,10 @@ +{"updated_at":"2022-04-20T13:50:34.228811Z","available":17,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.589142Z","available":16,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.589501Z","available":15,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.589771Z","available":14,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.590008Z","available":13,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.590261Z","available":12,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.590559Z","available":11,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.590831Z","available":12,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.591076Z","available":11,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.591308Z","available":10,"location":"18","sku":"9521582929054"} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/kafka/datacontract.yaml b/datacontract-cli/tests/fixtures/kafka/datacontract.yaml new file mode 100644 index 000000000..384edffa0 --- /dev/null +++ b/datacontract-cli/tests/fixtures/kafka/datacontract.yaml @@ -0,0 +1,30 @@ +dataContractSpecification: 1.1.0 +id: inventory-events +info: + title: Inventory Events + version: 0.0.1 +servers: + production: + type: kafka + topic: inventory-events + host: __KAFKA_HOST__ + format: json + dataProductId: inventory + outputPortId: s3 +models: + inventory: + type: table + fields: + updated_at: + type: string + available: + type: int + location: + type: string + sku: + type: string +quality: + type: SodaCL + specification: + checks for inventory: + - row_count >= 10 diff --git a/datacontract-cli/tests/fixtures/lint/custom_datacontract.schema.json b/datacontract-cli/tests/fixtures/lint/custom_datacontract.schema.json new file mode 100644 index 000000000..28be54957 --- /dev/null +++ b/datacontract-cli/tests/fixtures/lint/custom_datacontract.schema.json @@ -0,0 +1,667 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "type": "object", + "properties": { + "dataContractSpecification": { + "type": "string", + "enum": [ + "0.9.2", + "0.9.2", + "0.9.1", + "0.9.0" + ], + "description": "Specifies the Data Contract Specification being used." + }, + "id": { + "type": "string", + "description": "Specifies the identifier of the data contract." + }, + "info": { + "type": "object", + "properties": { + "title": { + "type": "string", + "description": "The title of the data contract." + }, + "version": { + "type": "string", + "description": "The version of the data contract document (which is distinct from the Data Contract Specification version or the Data Product implementation version)." + }, + "description": { + "type": "string", + "description": "A description of the data contract." + }, + "owner": { + "type": "string", + "description": "The owner or team responsible for managing the data contract and providing the data." + }, + "my-custom-required-field": { + "type": "string", + "description": "The owner or team responsible for managing the data contract and providing the data." + }, + "contact": { + "type": "object", + "properties": { + "name": { + "type": "string", + "description": "The identifying name of the contact person/organization." + }, + "url": { + "type": "string", + "format": "uri", + "description": "The URL pointing to the contact information. This MUST be in the form of a URL." + }, + "email": { + "type": "string", + "format": "email", + "description": "The email address of the contact person/organization. This MUST be in the form of an email address." + } + }, + "description": "Contact information for the data contract." + } + }, + "required": [ + "title", + "version", + "my-custom-required-field" + ], + "description": "Metadata and life cycle information about the data contract." + }, + "servers": { + "type": "object", + "additionalProperties": { + "oneOf": [ + { + "type": "object", + "properties": { + "type": { + "type": "string", + "enum": [ + "bigquery", + "BigQuery" + ], + "description": "The type of the data product technology that implements the data contract." + }, + "project": { + "type": "string", + "description": "An optional string describing the server." + }, + "dataset": { + "type": "string", + "description": "An optional string describing the server." + } + }, + "additionalProperties": true, + "required": [ + "type", + "project", + "dataset" + ] + }, + { + "type": "object", + "properties": { + "type": { + "type": "string", + "enum": [ + "s3" + ], + "description": "The type of the data product technology that implements the data contract." + }, + "location": { + "type": "string", + "format": "uri", + "description": "An optional string describing the server. Must be in the form of a URL." + } + }, + "additionalProperties": true, + "required": [ + "type", + "location" + ] + }, + { + "type": "object", + "properties": { + "type": { + "type": "string", + "enum": [ + "redshift" + ], + "description": "The type of the data product technology that implements the data contract." + }, + "account": { + "type": "string", + "description": "An optional string describing the server." + }, + "database": { + "type": "string", + "description": "An optional string describing the server." + }, + "schema": { + "type": "string", + "description": "An optional string describing the server." + } + }, + "additionalProperties": true, + "required": [ + "type", + "account", + "database", + "schema" + ] + }, + { + "type": "object", + "properties": { + "type": { + "type": "string", + "enum": [ + "snowflake" + ], + "description": "The type of the data product technology that implements the data contract." + }, + "account": { + "type": "string", + "description": "An optional string describing the server." + }, + "database": { + "type": "string", + "description": "An optional string describing the server." + }, + "schema": { + "type": "string", + "description": "An optional string describing the server." + } + }, + "additionalProperties": true, + "required": [ + "type", + "account", + "database", + "schema" + ] + }, + { + "type": "object", + "properties": { + "type": { + "type": "string", + "const": "databricks", + "description": "The type of the data product technology that implements the data contract." + }, + "host": { + "type": "string", + "description": "The Databricks host", + "examples": ["dbc-abcdefgh-1234.cloud.databricks.com"] + }, + "catalog": { + "type": "string", + "description": "The name of the Hive or Unity catalog" + }, + "schema": { + "type": "string", + "description": "The schema name in the catalog" + } + }, + "additionalProperties": true, + "required": [ + "type", + "host", + "catalog", + "schema" + ] + }, + { + "type": "object", + "properties": { + "type": { + "type": "string", + "const": "postgres", + "description": "The type of the data product technology that implements the data contract." + }, + "host": { + "type": "string", + "description": "The host to the database server", + "examples": ["localhost"] + }, + "port": { + "type": "integer", + "description": "The port to the database server." + }, + "database": { + "type": "string", + "description": "The name of the database.", + "examples": ["postgres"] + }, + "schema": { + "type": "string", + "description": "The name of the schema in the database.", + "examples": ["public"] + } + }, + "additionalProperties": true, + "required": [ + "type", + "host", + "port", + "database", + "schema" + ] + }, + { + "type": "object", + "properties": { + "type": { + "type": "string", + "enum": [ + "kafka" + ], + "description": "The type of the data product technology that implements the data contract." + }, + "host": { + "type": "string", + "description": "An optional string describing the server." + }, + "topic": { + "type": "string", + "description": "An optional string describing the server." + } + }, + "additionalProperties": true, + "required": [ + "type", + "host", + "topic" + ] + }, + { + "type": "object", + "properties": { + "type": { + "type": "string", + "enum": [ + "local" + ], + "description": "The type of the data product technology that implements the data contract." + }, + "path": { + "type": "string", + "description": "The relative or absolute path to the data file(s).", + "examples": [ + "./folder/data.parquet", + "./folder/*.parquet" + ] + }, + "format": { + "type": "string", + "description": "The format of the file(s)", + "examples": ["json", "parquet", "csv"] + } + }, + "additionalProperties": true, + "required": [ + "type", + "path", + "format" + ] + } + + ] + }, + "description": "Information about the servers." + }, + "terms": { + "type": "object", + "description": "The terms and conditions of the data contract.", + "properties": { + "usage": { + "type": "string", + "description": "The usage describes the way the data is expected to be used. Can contain business and technical information." + }, + "limitations": { + "type": "string", + "description": "The limitations describe the restrictions on how the data can be used, can be technical or restrictions on what the data may not be used for." + }, + "billing": { + "type": "string", + "description": "The billing describes the pricing model for using the data, such as whether it's free, having a monthly fee, or metered pay-per-use." + }, + "noticePeriod": { + "type": "string", + "description": "The period of time that must be given by either party to terminate or modify a data usage agreement. Uses ISO-8601 period format, e.g., 'P3M' for a period of three months." + } + } + }, + "models": { + "description": "Specifies the logical data model. Use the models name (e.g., the table name) as the key.", + "type": "object", + "minProperties": 1, + "propertyNames": { + "pattern": "^[a-zA-Z0-9_-]+$" + }, + "additionalProperties": { + "type": "object", + "properties": { + "description": { + "type": "string" + }, + "type": { + "description": "The type of the model. Examples: table, view, object. Default: table.", + "type": "string", + "default": "table", + "enum": [ + "table", + "view", + "object" + ] + }, + "fields": { + "description": "Specifies a field in the data model. Use the field name (e.g., the column name) as the key.", + "type": "object", + "additionalProperties": { + "type": "object", + "properties": { + "description": { + "type": "string", + "description": "An optional string describing the semantic of the data in this field." + }, + "type": { + "type": "string", + "description": "The logical data type of the field.", + "enum": [ + "number", + "decimal", + "numeric", + "int", + "integer", + "long", + "bigint", + "float", + "double", + "string", + "text", + "varchar", + "boolean", + "timestamp", + "timestamp_tz", + "timestamp_ntz", + "date", + "array", + "object", + "record", + "struct", + "bytes", + "null" + ] + }, + "required": { + "type": "boolean", + "default": false, + "description": "An indication, if this field must contain a value and may not be null." + }, + "unique": { + "type": "boolean", + "default": false, + "description": "An indication, if the value must be unique within the model." + }, + "enum": { + "type": "array", + "items": { + "type": "string" + }, + "uniqueItems": true, + "description": "A value must be equal to one of the elements in this array value. Only evaluated if the value is not null." + }, + "minLength": { + "type": "number", + "description": "A value must greater than, or equal to, the value of this. Only applies to string types." + }, + "maxLength": { + "type": "number", + "description": "A value must less than, or equal to, the value of this. Only applies to string types." + }, + "format": { + "type": "string", + "description": "A specific format the value must comply with (e.g., 'email', 'uri', 'uuid')." + }, + "pattern": { + "type": "string", + "description": "A regular expression the value must match. Only applies to string types." + }, + "minimum": { + "type": "number", + "description": "A value of a number must greater than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "exclusiveMinimum": { + "type": "number", + "description": "A value of a number must greater than the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "maximum": { + "type": "number", + "description": "A value of a number must less than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "exclusiveMaximum": { + "type": "number", + "description": "A value of a number must less than the value of this. Only evaluated if the value is not null. Only applies to numeric values." + }, + "example": { + "type": "string", + "description": "An example value for this field." + }, + "pii": { + "type": "boolean", + "description": "An indication, if this field contains Personal Identifiable Information (PII)." + }, + "classification": { + "type": "string", + "description": "The data class defining the sensitivity level for this field, according to the organization's classification scheme.", + "examples": [ + "sensitive", + "restricted", + "internal", + "public" + ] + }, + "tags": { + "type": "array", + "items": { + "type": "string" + }, + "description": "Custom metadata to provide additional context." + }, + "$ref": { + "type": "string", + "description": "A reference URI to a definition in the specification, internally or externally. Properties will be inherited from the definition." + } + } + } + } + } + } + }, + "definitions": { + "description": "Clear and concise explanations of syntax, semantic, and classification of business objects in a given domain.", + "type": "object", + "propertyNames": { + "pattern": "^[a-zA-Z0-9_-]+$" + }, + "additionalProperties": { + "type": "object", + "properties": { + "domain": { + "type": "string", + "description": "The domain in which this definition is valid.", + "default": "global" + }, + "name": { + "type": "string", + "description": "The technical name of this definition." + }, + "title": { + "type": "string", + "description": "The business name of this definition." + }, + "description": { + "type": "string", + "description": "Clear and concise explanations related to the domain." + }, + "type": { + "type": "string", + "description": "The logical data type." + }, + "minLength": { + "type": "number", + "description": "A value must be greater than or equal to this value. Applies only to string types." + }, + "maxLength": { + "type": "number", + "description": "A value must be less than or equal to this value. Applies only to string types." + }, + "format": { + "type": "string", + "description": "Specific format requirements for the value (e.g., 'email', 'uri', 'uuid')." + }, + "pattern": { + "type": "string", + "description": "A regular expression pattern the value must match. Applies only to string types." + }, + "example": { + "type": "string", + "description": "An example value." + }, + "pii": { + "type": "boolean", + "description": "Indicates if the field contains Personal Identifiable Information (PII)." + }, + "classification": { + "type": "string", + "description": "The data class defining the sensitivity level for this field." + }, + "tags": { + "type": "array", + "items": { + "type": "string" + }, + "description": "Custom metadata to provide additional context." + } + }, + "required": [ + "name", + "type" + ] + } + }, + "schema": { + "type": "object", + "properties": { + "type": { + "type": "string", + "enum": [ + "dbt", + "bigquery", + "json-schema", + "sql-ddl", + "avro", + "protobuf", + "custom" + ], + "description": "The type of the schema. Typical values are dbt, bigquery, json-schema, sql-ddl, avro, protobuf, custom." + }, + "specification": { + "oneOf": [ + { + "type": "string", + "description": "The specification of the schema as a string." + }, + { + "type": "object", + "description": "The specification of the schema as an object." + } + ] + } + }, + "required": [ + "type", + "specification" + ], + "description": "The schema of the data contract describes the syntax and semantics of provided data sets. It supports different schema types." + }, + "examples": { + "type": "array", + "items": { + "type": "object", + "properties": { + "type": { + "type": "string", + "enum": [ + "csv", + "json", + "yaml", + "custom" + ], + "description": "The type of the example data. Well-known types are csv, json, yaml, custom." + }, + "description": { + "type": "string", + "description": "An optional string describing the example." + }, + "model": { + "type": "string", + "description": "The reference to the model in the schema, e.g., a table name." + }, + "data": { + "oneOf": [{ + "type": "string", + "description": "Example data for this model." + },{ + "type": "array", + "description": "Example data for this model in a structured format. Use this for type json or yaml." + }] + } + }, + "required": [ + "type", + "data" + ] + }, + "description": "The Examples Object is an array of Example Objects." + }, + "quality": { + "type": "object", + "properties": { + "type": { + "type": "string", + "enum": [ + "SodaCL", + "montecarlo", + "custom" + ], + "description": "The type of the quality check. Typical values are SodaCL, montecarlo, custom." + }, + "specification": { + "oneOf": [ + { + "type": "string", + "description": "The specification of the quality attributes as a string." + }, + { + "type": "object", + "description": "The specification of the quality attributes as an object." + } + ] + } + }, + "required": [ + "type", + "specification" + ], + "description": "The quality object contains quality attributes and checks." + } + }, + "required": [ + "dataContractSpecification", + "id", + "info" + ] +} diff --git a/datacontract-cli/tests/fixtures/lint/custom_datacontract.yaml b/datacontract-cli/tests/fixtures/lint/custom_datacontract.yaml new file mode 100644 index 000000000..2cf889495 --- /dev/null +++ b/datacontract-cli/tests/fixtures/lint/custom_datacontract.yaml @@ -0,0 +1,7 @@ +dataContractSpecification: 0.9.2 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + my-custom-required-field: hello + description: Custom data contract description. diff --git a/datacontract-cli/tests/fixtures/lint/datacontract_csv_lint_base.yaml b/datacontract-cli/tests/fixtures/lint/datacontract_csv_lint_base.yaml new file mode 100644 index 000000000..66ad00301 --- /dev/null +++ b/datacontract-cli/tests/fixtures/lint/datacontract_csv_lint_base.yaml @@ -0,0 +1,18 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + orders: + fields: + column_1: + type: string + column_2: + type: string +examples: + - type: csv + model: orders + data: |- + column_1, column_2 + value_1, value_2 diff --git a/datacontract-cli/tests/fixtures/lint/datacontract_quality_schema.yaml b/datacontract-cli/tests/fixtures/lint/datacontract_quality_schema.yaml new file mode 100644 index 000000000..3a1e4fd35 --- /dev/null +++ b/datacontract-cli/tests/fixtures/lint/datacontract_quality_schema.yaml @@ -0,0 +1,17 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + orders: + fields: + column_1: + type: string + column_2: + type: string +quality: + type: SodaCL + specification: |- + checks for orders: + - freshness(column_1) < 1d diff --git a/datacontract-cli/tests/fixtures/lint/datacontract_unknown_model.yaml b/datacontract-cli/tests/fixtures/lint/datacontract_unknown_model.yaml new file mode 100644 index 000000000..67f999edf --- /dev/null +++ b/datacontract-cli/tests/fixtures/lint/datacontract_unknown_model.yaml @@ -0,0 +1,11 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +examples: + - type: csv + model: orders + data: |- + column_1, column_2 + value_1, value_2 diff --git a/datacontract-cli/tests/fixtures/lint/invalid_datacontract.yaml b/datacontract-cli/tests/fixtures/lint/invalid_datacontract.yaml new file mode 100644 index 000000000..c21f2d758 --- /dev/null +++ b/datacontract-cli/tests/fixtures/lint/invalid_datacontract.yaml @@ -0,0 +1,5 @@ +dataContractSpecification: 1.1.0 +#id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 diff --git a/datacontract-cli/tests/fixtures/lint/valid_datacontract.yaml b/datacontract-cli/tests/fixtures/lint/valid_datacontract.yaml new file mode 100644 index 000000000..f28b8630a --- /dev/null +++ b/datacontract-cli/tests/fixtures/lint/valid_datacontract.yaml @@ -0,0 +1,6 @@ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 + description: An empty data contract diff --git a/datacontract-cli/tests/fixtures/lint/valid_datacontract_ref.yaml b/datacontract-cli/tests/fixtures/lint/valid_datacontract_ref.yaml new file mode 100644 index 000000000..9156bd0c2 --- /dev/null +++ b/datacontract-cli/tests/fixtures/lint/valid_datacontract_ref.yaml @@ -0,0 +1,30 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 1.0.0 + description: | + Successful customer orders in the webshop. + All orders since 2020-01-01. + Orders with their line items are in their current state (no history included). +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + $ref: '#/definitions/order_id' + required: true + unique: true + primaryKey: true +definitions: + order_id: + domain: checkout + name: order_id + title: Order ID + type: text + format: uuid + description: An internal ID that identifies an order in the online shop. + example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 + pii: true + classification: restricted diff --git a/datacontract-cli/tests/fixtures/lint/valid_datacontract_references.yaml b/datacontract-cli/tests/fixtures/lint/valid_datacontract_references.yaml new file mode 100644 index 000000000..c21f1355a --- /dev/null +++ b/datacontract-cli/tests/fixtures/lint/valid_datacontract_references.yaml @@ -0,0 +1,23 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 1.0.0 + description: Data contract for orders +models: + orders: + description: One record per order. + type: table + fields: + order_id: + type: string + primaryKey: true + description: Unique identifier for the order. + line_items: + description: One record per line item in an order. + type: table + fields: + order_id: + type: string + references: orders.order_id + description: Reference to a field in the orders table. diff --git a/datacontract-cli/tests/fixtures/local-delta/data/line_items/0-7b7ac87a-16b4-43be-b019-de661a3180cf-0.parquet b/datacontract-cli/tests/fixtures/local-delta/data/line_items/0-7b7ac87a-16b4-43be-b019-de661a3180cf-0.parquet new file mode 100644 index 0000000000000000000000000000000000000000..d9ceff6b17d2821c19077f9e3d0106b88a12fe0c GIT binary patch literal 1414 zcmcgs%}*0i5T9( z9!$J=@<2QojvhP_V*CR#L3R@ea-x4=FQ8_u(C~Lauy;_ zN`w-)4sbZ206=LnWmz`q0|zyYnn86@v#2@LJZj-upKM#CZ^#Z@Y=;0zl7V3)OAv)9 zMizz?PG&n)jFye;iK2u^LvkeH%c0YAx6(KPbKmy6!h*WWJNKRN7M5u+ev5KkvKq>Lykk9L*Zszb}c@$IXE2B95M(Q z_kz2d?a|9c9 z+Ge#`AqtS#pmh123_{7kM2L(Bf3MrOnf3(`X%InlVs~R;`?Spay 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a/datacontract-cli/tests/fixtures/local-delta/datacontract.yaml b/datacontract-cli/tests/fixtures/local-delta/datacontract.yaml new file mode 100644 index 000000000..42d03cd65 --- /dev/null +++ b/datacontract-cli/tests/fixtures/local-delta/datacontract.yaml @@ -0,0 +1,23 @@ +dataContractSpecification: 1.1.0 +id: orders-unit-test +info: + title: Orders Unit Test + version: 1.0.0 +servers: + production: + type: local + path: ./fixtures/local-delta/data/orders + format: delta + dataProductId: orders +models: + orders: + fields: + order_id: + type: varchar + unique: true + required: true + order_timestamp: + required: true + order_total: + type: bigint + required: true diff --git a/datacontract-cli/tests/fixtures/local-delta/helper/create_delta_files.py b/datacontract-cli/tests/fixtures/local-delta/helper/create_delta_files.py new file mode 100644 index 000000000..0304c6caa --- /dev/null +++ b/datacontract-cli/tests/fixtures/local-delta/helper/create_delta_files.py @@ -0,0 +1,67 @@ +import os + +import pandas as pd +from deltalake import write_deltalake + +# Ensure the required directory exists +output_dir = "../data" +if not os.path.exists(output_dir): + os.makedirs(output_dir) + +# Sample data for Orders table +orders_data = { + "order_id": ["1001", "1002", "1003", "1004", "1005", "1006", "1007", "1008"], + "order_timestamp": [ + "2024-01-01T10:00:00.000Z", + "2024-01-01T11:30:00.000Z", + "2024-01-01T12:45:00.000Z", + "2024-01-02T08:20:00.000Z", + "2024-01-02T09:15:00.000Z", + "2024-01-02T10:05:00.000Z", + "2024-01-02T10:45:00.000Z", + "2024-01-02T11:30:00.000Z", + ], + "order_total": [5000, 7500, 3000, 2000, 6500, 12000, 4500, 8000], +} + +orders_df = pd.DataFrame(orders_data) +orders_df["order_timestamp"] = pd.to_datetime(orders_df["order_timestamp"], format="%Y-%m-%dT%H:%M:%S.%fZ") + +# Sample data for Line Items table +line_items_data = { + "line_item_id": [ + "LI-001", + "LI-002", + "LI-003", + "LI-004", + "LI-005", + "LI-006", + "LI-007", + "LI-008", + "LI-009", + "LI-010", + "LI-011", + "LI-012", + ], + "order_id": [1001, 1001, 1002, 1004, 1004, 1005, 1005, 1006, 1006, 1007, 1008, 1008], + "sku": [ + "SKU-12345", + "SKU-12346", + "SKU-12347", + "SKU-12348", + "SKU-12349", + "SKU-12350", + "SKU-12351", + "SKU-12352", + "SKU-12353", + "SKU-12354", + "SKU-12355", + "SKU-12356", + ], +} +line_items_df = pd.DataFrame(line_items_data) +write_deltalake("data/orders", orders_df) +write_deltalake("data/line_items", line_items_df) +# Write to Parquet files +# orders_df.to_parquet(os.path.join(output_dir, "orders.parquet")) +# line_items_df.to_parquet(os.path.join(output_dir, "line_items.parquet")) diff --git a/datacontract-cli/tests/fixtures/local-json-complex/data/sts_data.json b/datacontract-cli/tests/fixtures/local-json-complex/data/sts_data.json new file mode 100644 index 000000000..0391804f4 --- /dev/null +++ b/datacontract-cli/tests/fixtures/local-json-complex/data/sts_data.json @@ -0,0 +1,25 @@ +{ + "array_test_string": ["test1", "test2"], + "array_test_object": [ + { + "key": "key1", + "value": "value1" + }, + { + "key": "key2", + "value": "value2" + } + ], + "id": "11111111", + "sts_data": { + "connection_test": "SUCCESS", + "key_list": { + "0": { + "key": "12345678" + }, + "1": { + "key": "23456789" + } + } + } + } \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/local-json-complex/datacontract.yaml b/datacontract-cli/tests/fixtures/local-json-complex/datacontract.yaml new file mode 100644 index 000000000..748c53d0a --- /dev/null +++ b/datacontract-cli/tests/fixtures/local-json-complex/datacontract.yaml @@ -0,0 +1,85 @@ +dataContractSpecification: 1.1.0 +id: jsonschema-complex-data +info: + title: sts data + version: 1.0.0 + owner: Checkout Team +models: + sts_data: + type: table + fields: + array_test_string: + type: array + required: true + items: + type: string + required: true + array_test_object: + type: array + required: true + items: + type: object + required: true + fields: + key: + type: string + required: true + value: + type: string + required: true + id: + type: string + minLength: 1 + maxLength: 10 + pattern: "^[0-9]{8}$" + required: true + sts_data: + type: object + required: true + fields: + connection_test: + type: string + enum: ["SUCCESS", "FAIL", "NULL"] + required: true + key_list: + type: object + required: true + fields: + ^[0-5]$: + type: object + fields: + key: + type: string + pattern: "^[0-9]{8}$" + required: true + empty_object: + type: object +examples: + - type: json # csv, json, yaml, custom + model: sts_data + data: | # expressed as string or inline yaml or via "$ref: data.csv" + { + "array_test_string": ["test1", "test2"], + "array_test_object": [ + { + "key": "key1", + "value": "value1" + }, + { + "key": "key2", + "value": "value2" + } + ], + "id": "11111111", + "sts_data": { + "connection_test": "SUCCESS", + "key_list": { + "0": { + "key": "12345678" + }, + "1": { + "key": "23456789" + } + } + } + } \ No newline at end of file diff --git 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+{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT05","2_Auspraegung_Label":"Mai","PREIS1__Verbraucherpreisindex__2020=100":"116,5","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"6,1","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"-0,1","PREIS1__CH0005__q":"e"} +{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT06","2_Auspraegung_Label":"Juni","PREIS1__Verbraucherpreisindex__2020=100":"116,8","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"6,4","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"0,3","PREIS1__CH0005__q":"e"} +{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT07","2_Auspraegung_Label":"Juli","PREIS1__Verbraucherpreisindex__2020=100":"117,1","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"6,2","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"0,3","PREIS1__CH0005__q":"e"} +{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT08","2_Auspraegung_Label":"August","PREIS1__Verbraucherpreisindex__2020=100":"117,5","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"6,1","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"0,3","PREIS1__CH0005__q":"e"} +{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT09","2_Auspraegung_Label":"September","PREIS1__Verbraucherpreisindex__2020=100":"117,8","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"4,5","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"0,3","PREIS1__CH0005__q":"e"} +{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT10","2_Auspraegung_Label":"Oktober","PREIS1__Verbraucherpreisindex__2020=100":"117,8","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"3,8","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"-","PREIS1__CH0005__q":""} +{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT11","2_Auspraegung_Label":"November","PREIS1__Verbraucherpreisindex__2020=100":"117,3","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"3,2","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"-0,4","PREIS1__CH0005__q":"e"} +{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT12","2_Auspraegung_Label":"Dezember","PREIS1__Verbraucherpreisindex__2020=100":"...","PREIS1__Verbraucherpreisindex__q":"","Verbraucherpreisindex__CH0004":"...","Verbraucherpreisindex__CH0004__q":"","PREIS1__CH0005":"...","PREIS1__CH0005__q":""} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/local-json/datacontract.json b/datacontract-cli/tests/fixtures/local-json/datacontract.json new file mode 100644 index 000000000..367ba41e4 --- /dev/null +++ b/datacontract-cli/tests/fixtures/local-json/datacontract.json @@ -0,0 +1,118 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "type": "object", + "properties": { + "Statistik_Code": { + "type": "integer", + "description": "Statistical code for the data set", + "minimum": 0 + }, + "Statistik_Label": { + "type": "string", + "description": "Label for the statistical code" + }, + "Zeit_Code": { + "type": "string", + "description": "Code for the time dimension" + }, + "Zeit_Label": { + "type": "string", + "description": "Label for the time dimension" + }, + "Zeit": { + "type": "integer", + "description": "Year of the data" + }, + "1_Merkmal_Code": { + "type": "string", + "description": "Feature code 1" + }, + "1_Merkmal_Label": { + "type": "string", + "description": "Label for feature 1" + }, + "1_Auspraegung_Code": { + "type": "string", + "enum": [ + "DG" + ], + "description": "Expression code for feature 1" + }, + "1_Auspraegung_Label": { + "type": "string", + "enum": [ + "Deutschland" + ], + "description": "Label for the expression of feature 1" + }, + "2_Merkmal_Code": { + "type": "string", + "enum": [ + "MONAT" + ], + "description": "Feature code 2" + }, + "2_Merkmal_Label": { + "type": "string", + "description": "Label for feature 2" + }, + "2_Auspraegung_Code": { + "type": "string", + "description": "The Month" + }, + "2_Auspraegung_Label": { + "type": "string", + "description": "The German name of the month" + }, + "PREIS1__Verbraucherpreisindex__2020=100": { + "type": "string", + "description": "Consumer price index value" + }, + "PREIS1__Verbraucherpreisindex__q": { + "type": "string", + "description": "e\nendg\u00fcltiger Wert\n0\nweniger als die H\u00e4lfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts\n-\nnichts vorhanden\n...\nAngabe f\u00e4llt sp\u00e4ter an\n/\nkeine Angaben, da Zahlenwert nicht sicher genug\n.\nZahlenwert unbekannt oder geheimzuhalten\nx\nTabellenfach gesperrt, weil Aussage nicht sinnvoll\n()\nAussagewert eingeschr\u00e4nkt, da der Zahlenwert statistisch relativ unsicher ist\np\nvorl\u00e4ufige Zahl\nr\nberichtigte Zahl\ns\ngesch\u00e4tzte Zahl\n" + }, + "Verbraucherpreisindex__CH0004": { + "type": [ + "string", + "null" + ], + "description": "Ver\u00e4nderung zum Vorjahresmonat" + }, + "Verbraucherpreisindex__CH0004__q": { + "type": "string", + "description": "e\nendg\u00fcltiger Wert\n0\nweniger als die H\u00e4lfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts\n-\nnichts vorhanden\n...\nAngabe f\u00e4llt sp\u00e4ter an\n/\nkeine Angaben, da Zahlenwert nicht sicher genug\n.\nZahlenwert unbekannt oder geheimzuhalten\nx\nTabellenfach gesperrt, weil Aussage nicht sinnvoll\n()\nAussagewert eingeschr\u00e4nkt, da der Zahlenwert statistisch relativ unsicher ist\np\nvorl\u00e4ufige Zahl\nr\nberichtigte Zahl\ns\ngesch\u00e4tzte Zahl\n" + }, + "PREIS1__CH0005": { + "type": [ + "string", + "null" + ], + "description": "Ver\u00e4nderung zum Vormonat" + }, + "PREIS1__CH0005__q": { + "type": "string", + "description": "e\nendg\u00fcltiger Wert\n0\nweniger als die H\u00e4lfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts\n-\nnichts vorhanden\n...\nAngabe f\u00e4llt sp\u00e4ter an\n/\nkeine Angaben, da Zahlenwert nicht sicher genug\n.\nZahlenwert unbekannt oder geheimzuhalten\nx\nTabellenfach gesperrt, weil Aussage nicht sinnvoll\n()\nAussagewert eingeschr\u00e4nkt, da der Zahlenwert statistisch relativ unsicher ist\np\nvorl\u00e4ufige Zahl\nr\nberichtigte Zahl\ns\ngesch\u00e4tzte Zahl\n" + } + }, + "required": [ + "Statistik_Code", + "Statistik_Label", + "Zeit_Code", + "Zeit_Label", + "Zeit", + "1_Merkmal_Code", + "1_Merkmal_Label", + "1_Auspraegung_Code", + "1_Auspraegung_Label", + "2_Merkmal_Code", + "2_Merkmal_Label", + "2_Auspraegung_Code", + "2_Auspraegung_Label", + "PREIS1__Verbraucherpreisindex__2020=100", + "PREIS1__Verbraucherpreisindex__q", + "Verbraucherpreisindex__CH0004__q", + "PREIS1__CH0005__q" + ], + "description": "Model representing the Consumer Price Index for Germany" +} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/local-json/datacontract.yaml b/datacontract-cli/tests/fixtures/local-json/datacontract.yaml new file mode 100644 index 000000000..a2746d379 --- /dev/null +++ b/datacontract-cli/tests/fixtures/local-json/datacontract.yaml @@ -0,0 +1,142 @@ +dataContractSpecification: 1.1.0 +id: "61111-0002" +info: + title: "Verbraucherpreisindex: Deutschland, Monate" + description: A data contract for the distribution and use of the German Consumer Price Index data. + version: 1.0.0 + owner: my-domain-team +terms: + usage: This data is for research and analysis purposes only. + limitations: Data cannot be used for commercial purposes. + billing: Free access for academic research. + noticePeriod: P3M +servers: + verbraucherpreisindex/s3: + dataProductId: verbraucherpreisindex + outputPortId: s3 + type: local + path: ./fixtures/local-json/data/verbraucherpreisindex.json + location: ./fixtures/local-json/data/verbraucherpreisindex.json + format: json + delimiter: new_line +models: + verbraucherpreisindex: + description: Model representing the Consumer Price Index for Germany + fields: + Statistik_Code: + description: Statistical code for the data set + type: integer + required: true + minimum: 0 + Statistik_Label: + description: Label for the statistical code + type: string + required: true + Zeit_Code: + description: Code for the time dimension + type: string + required: true + Zeit_Label: + description: Label for the time dimension + type: string + required: true + Zeit: + description: Year of the data + type: integer + required: true + example: "2022" + 1_Merkmal_Code: + description: Feature code 1 + type: string + required: true + 1_Merkmal_Label: + description: Label for feature 1 + type: string + required: true + 1_Auspraegung_Code: + description: Expression code for feature 1 + type: string + required: true + enum: + - "DG" + 1_Auspraegung_Label: + description: Label for the expression of feature 1 + type: string + required: true + enum: + - "Deutschland" + 2_Merkmal_Code: + description: Feature code 2 + type: string + required: true + enum: + - "MONAT" + 2_Merkmal_Label: + description: Label for feature 2 + type: string + required: true + 2_Auspraegung_Code: + description: The Month + type: string + required: true + example: "MONAT01" + 2_Auspraegung_Label: + description: The German name of the month + type: string + required: true + example: "Januar" + PREIS1__Verbraucherpreisindex__2020=100: + description: Consumer price index value + type: string + required: true + PREIS1__Verbraucherpreisindex__q: + $ref: "#/definitions/qualitaetskennzeichen" + type: string + required: true + Verbraucherpreisindex__CH0004: + description: Veränderung zum Vorjahresmonat + type: string + Verbraucherpreisindex__CH0004__q: + $ref: "#/definitions/qualitaetskennzeichen" + type: string + required: true + PREIS1__CH0005: + description: Veränderung zum Vormonat + type: string + required: false + PREIS1__CH0005__q: + $ref: "#/definitions/qualitaetskennzeichen" + type: string + required: true +definitions: + qualitaetskennzeichen: + name: qualitaetskennzeichen + type: string + description: | + e + endgültiger Wert + 0 + weniger als die Hälfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts + - + nichts vorhanden + ... + Angabe fällt später an + / + keine Angaben, da Zahlenwert nicht sicher genug + . + Zahlenwert unbekannt oder geheimzuhalten + x + Tabellenfach gesperrt, weil Aussage nicht sinnvoll + () + Aussagewert eingeschränkt, da der Zahlenwert statistisch relativ unsicher ist + p + vorläufige Zahl + r + berichtigte Zahl + s + geschätzte Zahl +examples: + - type: json + description: Example entry for CPI data + model: ConsumerPriceIndex + data: '{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2022,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT01","2_Auspraegung_Label":"Januar","PREIS1__Verbraucherpreisindex__2020=100":"105,2","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"4,2","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"0,5","PREIS1__CH0005__q":"e"}' diff --git a/datacontract-cli/tests/fixtures/markdown/export/datacontract.yaml b/datacontract-cli/tests/fixtures/markdown/export/datacontract.yaml new file mode 100644 index 000000000..871bc5649 --- /dev/null +++ b/datacontract-cli/tests/fixtures/markdown/export/datacontract.yaml @@ -0,0 +1,219 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 2.0.0 + description: | + Successful customer orders in the webshop. + All orders since 2020-01-01. + Orders with their line items are in their current state (no history included). + owner: Checkout Team + contact: + name: John Doe (Data Product Owner) + url: https://teams.microsoft.com/l/channel/example/checkout +servers: + production: + type: s3 + environment: prod + location: s3://datacontract-example-orders-latest/v2/{model}/*.json + format: json + delimiter: new_line + description: "One folder per model. One file per day." + roles: + - name: analyst_us + description: Access to the data for US region + - name: analyst_cn + description: Access to the data for China region +terms: + usage: | + Data can be used for reports, analytics and machine learning use cases. + Order may be linked and joined by other tables + limitations: | + Not suitable for real-time use cases. + Data may not be used to identify individual customers. + Max data processing per day: 10 TiB + policies: + - name: privacy-policy + url: https://example.com/privacy-policy + - name: license + description: External data is licensed under agreement 1234. + url: https://example.com/license/1234 + billing: 5000 USD per month + noticePeriod: P3M +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + $ref: "#/definitions/order_id" + required: true + unique: true + primaryKey: true + order_timestamp: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + examples: + - "2024-09-09T08:30:00Z" + tags: ["business-timestamp"] + order_total: + description: Total amount the smallest monetary unit (e.g., cents). + type: long + required: true + examples: + - 9999 + # quality: + # - type: sql + # description: 95% of all order total values are expected to be between 10 and 499 EUR. + # query: | + # SELECT quantile_cont(order_total, 0.95) AS percentile_95 + # FROM orders + # mustBeBetween: [1000, 49900] + customer_id: + description: Unique identifier for the customer. + type: text + minLength: 10 + maxLength: 20 + customer_email_address: + description: The email address, as entered by the customer. + type: text + format: email + required: true + pii: true + classification: sensitive + quality: + - type: text + description: The email address is not verified and may be invalid. + lineage: + inputFields: + - namespace: com.example.service.checkout + name: checkout_db.orders + field: email_address + processed_timestamp: + description: The timestamp when the record was processed by the data platform. + type: timestamp + required: true + config: + jsonType: string + jsonFormat: date-time + quality: + # - type: sql + # description: The maximum duration between two orders should be less that 3600 seconds + # query: | + # SELECT MAX(duration) AS max_duration + # FROM ( + # SELECT epoch(order_timestamp - LAG(order_timestamp) OVER (ORDER BY order_timestamp)) AS duration + # FROM orders + # ) subquery + # mustBeLessThan: 3600 + - type: sql + description: Row Count + query: | + SELECT count(*) as row_count + FROM orders + mustBeGreaterThan: 5 + examples: + - | + order_id,order_timestamp,order_total,customer_id,customer_email_address,processed_timestamp + "1001","2030-09-09T08:30:00Z",2500,"1000000001","mary.taylor82@example.com","2030-09-09T08:31:00Z" + "1002","2030-09-08T15:45:00Z",1800,"1000000002","michael.miller83@example.com","2030-09-09T08:31:00Z" + "1003","2030-09-07T12:15:00Z",3200,"1000000003","michael.smith5@example.com","2030-09-09T08:31:00Z" + "1004","2030-09-06T19:20:00Z",1500,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" + "1005","2030-09-05T10:10:00Z",4200,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" + "1006","2030-09-04T14:55:00Z",2800,"1000000005","john.davis28@example.com","2030-09-09T08:31:00Z" + "1007","2030-09-03T21:05:00Z",1900,"1000000006","linda.brown67@example.com","2030-09-09T08:31:00Z" + "1008","2030-09-02T17:40:00Z",3600,"1000000007","patricia.smith40@example.com","2030-09-09T08:31:00Z" + "1009","2030-09-01T09:25:00Z",3100,"1000000008","linda.wilson43@example.com","2030-09-09T08:31:00Z" + "1010","2030-08-31T22:50:00Z",2700,"1000000009","mary.smith98@example.com","2030-09-09T08:31:00Z" + line_items: + description: A single article that is part of an order. + type: table + fields: + line_item_id: + type: text + description: Primary key of the lines_item_id table + required: true + order_id: + $ref: "#/definitions/order_id" + references: orders.order_id + sku: + description: The purchased article number + $ref: "#/definitions/sku" + primaryKey: ["order_id", "line_item_id"] + examples: + - | + line_item_id,order_id,sku + "LI-1","1001","5901234123457" + "LI-2","1001","4001234567890" + "LI-3","1002","5901234123457" + "LI-4","1002","2001234567893" + "LI-5","1003","4001234567890" + "LI-6","1003","5001234567892" + "LI-7","1004","5901234123457" + "LI-8","1005","2001234567893" + "LI-9","1005","5001234567892" + "LI-10","1005","6001234567891" +definitions: + order_id: + title: Order ID + type: text + format: uuid + description: An internal ID that identifies an order in the online shop. + examples: + - 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 + pii: true + classification: restricted + tags: + - orders + sku: + title: Stock Keeping Unit + type: text + pattern: ^[A-Za-z0-9]{8,14}$ + examples: + - "96385074" + description: | + A Stock Keeping Unit (SKU) is an internal unique identifier for an article. + It is typically associated with an article's barcode, such as the EAN/GTIN. + links: + wikipedia: https://en.wikipedia.org/wiki/Stock_keeping_unit + tags: + - inventory +servicelevels: + availability: + description: The server is available during support hours + percentage: 99.9% + retention: + description: Data is retained for one year + period: P1Y + unlimited: false + latency: + description: Data is available within 25 hours after the order was placed + threshold: 25h + sourceTimestampField: orders.order_timestamp + processedTimestampField: orders.processed_timestamp + freshness: + description: The age of the youngest row in a table. + threshold: 25h + timestampField: orders.order_timestamp + frequency: + description: Data is delivered once a day + type: batch # or streaming + interval: daily # for batch, either or cron + cron: 0 0 * * * # for batch, either or interval + support: + description: The data is available during typical business hours at headquarters + time: 9am to 5pm in EST on business days + responseTime: 1h + backup: + description: Data is backed up once a week, every Sunday at 0:00 UTC. + interval: weekly + cron: 0 0 * * 0 + recoveryTime: 24 hours + recoveryPoint: 1 week +tags: + - checkout + - orders + - s3 +links: + datacontractCli: https://cli.datacontract.com diff --git a/datacontract-cli/tests/fixtures/markdown/export/expected.md b/datacontract-cli/tests/fixtures/markdown/export/expected.md new file mode 100644 index 000000000..2380599db --- /dev/null +++ b/datacontract-cli/tests/fixtures/markdown/export/expected.md @@ -0,0 +1,90 @@ +# urn:datacontract:checkout:orders-latest +## Info +*Successful customer orders in the webshop.
    All orders since 2020-01-01.
    Orders with their line items are in their current state (no history included).
    * +- **title:** Orders Latest +- **version:** 2.0.0 +- **owner:** Checkout Team +- **contact:** {'name': 'John Doe (Data Product Owner)', 'url': 'https://teams.microsoft.com/l/channel/example/checkout'} + +## Servers +| Name | Type | Attributes | +| ---- | ---- | ---------- | +| production | s3 | *One folder per model. One file per day.*
    • **environment:** prod
    • **format:** json
    • **delimiter:** new_line
    • **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json
    • **roles:** [{'name': 'analyst_us', 'description': 'Access to the data for US region'}, {'name': 'analyst_cn', 'description': 'Access to the data for China region'}] | + +## Terms +*No description.* +- **usage:** Data can be used for reports, analytics and machine learning use cases. +Order may be linked and joined by other tables + +- **limitations:** Not suitable for real-time use cases. +Data may not be used to identify individual customers. +Max data processing per day: 10 TiB + +- **billing:** 5000 USD per month +- **noticePeriod:** P3M +- **policies:** [{'name': 'privacy-policy', 'url': 'https://example.com/privacy-policy'}, {'name': 'license', 'description': 'External data is licensed under agreement 1234.', 'url': 'https://example.com/license/1234'}] + +## Models +### orders +*One record per order. Includes cancelled and deleted orders.* + +| Field | Type | Attributes | +| ----- | ---- | ---------- | +| order_id | None | *No description.*
    • **ref:** #/definitions/order_id
    • `required`
    • `primaryKey`
    • `unique` | +| order_timestamp | timestamp | *The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.*
    • `required`
    • **tags:** ['business-timestamp']
    • **examples:** ['2024-09-09T08:30:00Z'] | +| order_total | long | *Total amount the smallest monetary unit (e.g., cents).*
    • `required`
    • **examples:** [9999] | +| customer_id | text | *Unique identifier for the customer.*
    • **minLength:** 10
    • **maxLength:** 20 | +| customer_email_address | text | *The email address, as entered by the customer.*
    • **format:** email
    • `required`
    • `pii`
    • **classification:** sensitive
    • **quality:** [{'type': 'text', 'description': 'The email address is not verified and may be invalid.'}]
    • **lineage:** {'inputFields': [{'namespace': 'com.example.service.checkout', 'name': 'checkout_db.orders', 'field': 'email_address'}]} | +| processed_timestamp | timestamp | *The timestamp when the record was processed by the data platform.*
    • `required`
    • **config:** {'jsonType': 'string', 'jsonFormat': 'date-time'} | +### line_items +*A single article that is part of an order.* + +| Field | Type | Attributes | +| ----- | ---- | ---------- | +| line_item_id | text | *Primary key of the lines_item_id table*
    • `required` | +| order_id | None | *No description.*
    • **ref:** #/definitions/order_id
    • **references:** orders.order_id | +| sku | None | *The purchased article number*
    • **ref:** #/definitions/sku | + +## Definitions +| Name | Type | Domain | Attributes | +| ---- | ---- | ------ | ---------- | +| order_id | text | | *An internal ID that identifies an order in the online shop.*
    • **title:** Order ID
    • **format:** uuid
    • `pii`
    • **classification:** restricted
    • **tags:** ['orders']
    • **examples:** ['243c25e5-a081-43a9-aeab-6d5d5b6cb5e2'] | +| sku | text | | *A Stock Keeping Unit (SKU) is an internal unique identifier for an article.
    It is typically associated with an article's barcode, such as the EAN/GTIN.
    *
    • **title:** Stock Keeping Unit
    • **pattern:** ^[A-Za-z0-9]{8,14}$
    • **tags:** ['inventory']
    • **links:** {'wikipedia': 'https://en.wikipedia.org/wiki/Stock_keeping_unit'}
    • **examples:** ['96385074'] | + +## Service levels +### Availability +*The server is available during support hours* +- **percentage:** 99.9% + +### Retention +*Data is retained for one year* +- **period:** P1Y + +### Latency +*Data is available within 25 hours after the order was placed* +- **threshold:** 25h +- **sourceTimestampField:** orders.order_timestamp +- **processedTimestampField:** orders.processed_timestamp + +### Freshness +*The age of the youngest row in a table.* +- **threshold:** 25h +- **timestampField:** orders.order_timestamp + +### Frequency +*Data is delivered once a day* +- **type:** batch +- **interval:** daily +- **cron:** 0 0 * * * + +### Support +*The data is available during typical business hours at headquarters* +- **time:** 9am to 5pm in EST on business days +- **responseTime:** 1h + +### Backup +*Data is backed up once a week, every Sunday at 0:00 UTC.* +- **interval:** weekly +- **cron:** 0 0 * * 0 +- **recoveryTime:** 24 hours +- **recoveryPoint:** 1 week diff --git a/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.datacontract.yml b/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.datacontract.yml new file mode 100644 index 000000000..a55dec04f --- /dev/null +++ b/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.datacontract.yml @@ -0,0 +1,4865 @@ +dataContractSpecification: 1.1.0 +id: 6aeafdc1-ed62-4c8f-bf0a-da1061c98cdb +info: + title: '' + version: 1.0.0 +models: + department: + description: Lookup table containing the departments within the Adventure Works + Cycles company. + type: table + title: department + fields: + departmentid: + type: number + required: false + primaryKey: true + description: Primary key for Department records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Name of the department. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + groupname: + type: object + required: false + primaryKey: false + description: Name of the group to which the department belongs. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + employee: + description: Employee information such as salary, department, and title. + type: table + title: employee + fields: + businessentityid: + type: number + required: false + primaryKey: true + description: Primary key for Employee records. Foreign key to BusinessEntity.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + nationalidnumber: + type: string + required: false + primaryKey: false + description: Unique national identification number such as a social security + number. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[15] + loginid: + type: string + required: false + primaryKey: false + description: Network login. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[256] + jobtitle: + type: string + required: false + primaryKey: false + description: Work title such as Buyer or Sales Representative. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + birthdate: + type: date + required: false + primaryKey: false + description: Date of birth. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: date + maritalstatus: + type: string + required: false + primaryKey: false + description: M = Married, S = Single + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + gender: + type: string + required: false + primaryKey: false + description: M = Male, F = Female + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + hiredate: + type: date + required: false + primaryKey: false + description: Employee hired on this date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: date + salariedflag: + type: object + required: false + primaryKey: false + description: Job classification. 0 = Hourly, not exempt from collective bargaining. + 1 = Salaried, exempt from collective bargaining. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + vacationhours: + type: number + required: false + primaryKey: false + description: Number of available vacation hours. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + sickleavehours: + type: number + required: false + primaryKey: false + description: Number of available sick leave hours. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + currentflag: + type: object + required: false + primaryKey: false + description: 0 = Inactive, 1 = Active + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + organizationnode: + type: string + required: false + primaryKey: false + description: Where the employee is located in corporate hierarchy. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[2147483647] + employeedepartmenthistory: + description: Employee department transfers. + type: table + title: employeedepartmenthistory + fields: + businessentityid: + type: number + required: false + primaryKey: false + description: Employee identification number. Foreign key to Employee.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + departmentid: + type: number + required: false + primaryKey: false + description: Department in which the employee worked including currently. + Foreign key to Department.DepartmentID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + shiftid: + type: number + required: false + primaryKey: false + description: Identifies which 8-hour shift the employee works. Foreign key + to Shift.Shift.ID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + startdate: + type: date + required: false + primaryKey: false + description: Date the employee started work in the department. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: date + enddate: + type: date + required: false + primaryKey: false + description: Date the employee left the department. NULL = Current department. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: date + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + employeepayhistory: + description: Employee pay history. + type: table + title: employeepayhistory + fields: + businessentityid: + type: number + required: false + primaryKey: false + description: Employee identification number. Foreign key to Employee.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + ratechangedate: + type: date + required: false + primaryKey: false + description: Date the change in pay is effective + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + rate: + type: number + required: false + primaryKey: false + description: Salary hourly rate. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + payfrequency: + type: number + required: false + primaryKey: false + description: 1 = Salary received monthly, 2 = Salary received biweekly + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + jobcandidate: + description: Résumés submitted to Human Resources by job applicants. + type: table + title: jobcandidate + fields: + jobcandidateid: + type: number + required: false + primaryKey: true + description: Primary key for JobCandidate records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + businessentityid: + type: number + required: false + primaryKey: false + description: Employee identification number if applicant was hired. Foreign + key to Employee.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + resume: + type: string + required: false + primaryKey: false + description: Résumé in XML format. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: xml + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + shift: + description: Work shift lookup table. + type: table + title: shift + fields: + shiftid: + type: number + required: false + primaryKey: true + description: Primary key for Shift records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Shift description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + starttime: + type: date + required: false + primaryKey: false + description: Shift start time. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: time + endtime: + type: date + required: false + primaryKey: false + description: Shift end time. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: time + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + address: + description: Street address information for customers, employees, and vendors. + type: table + title: address + fields: + addressid: + type: number + required: false + primaryKey: true + description: Primary key for Address records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + addressline1: + type: string + required: false + primaryKey: false + description: First street address line. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[60] + addressline2: + type: string + required: false + primaryKey: false + description: Second street address line. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[60] + city: + type: string + required: false + primaryKey: false + description: Name of the city. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[30] + stateprovinceid: + type: number + required: false + primaryKey: false + description: Unique identification number for the state or province. Foreign + key to StateProvince table. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + postalcode: + type: string + required: false + primaryKey: false + description: Postal code for the street address. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[15] + spatiallocation: + type: string + required: false + primaryKey: false + description: Latitude and longitude of this address. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bytea + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + addresstype: + description: Types of addresses stored in the Address table. + type: table + title: addresstype + fields: + addresstypeid: + type: number + required: false + primaryKey: true + description: Primary key for AddressType records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Address type description. For example, Billing, Home, or Shipping. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + businessentity: + description: Source of the ID that connects vendors, customers, and employees + with address and contact information. + type: table + title: businessentity + fields: + businessentityid: + type: number + required: false + primaryKey: true + description: Primary key for all customers, vendors, and employees. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + businessentityaddress: + description: Cross-reference table mapping customers, vendors, and employees to + their addresses. + type: table + title: businessentityaddress + fields: + businessentityid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to BusinessEntity.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + addressid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to Address.AddressID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + addresstypeid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to AddressType.AddressTypeID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + businessentitycontact: + description: Cross-reference table mapping stores, vendors, and employees to people + type: table + title: businessentitycontact + fields: + businessentityid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to BusinessEntity.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + personid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to Person.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + contacttypeid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to ContactType.ContactTypeID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + contacttype: + description: Lookup table containing the types of business entity contacts. + type: table + title: contacttype + fields: + contacttypeid: + type: number + required: false + primaryKey: true + description: Primary key for ContactType records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Contact type description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + countryregion: + description: Lookup table containing the ISO standard codes for countries and + regions. + type: table + title: countryregion + fields: + countryregioncode: + type: string + required: false + primaryKey: true + description: ISO standard code for countries and regions. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[3] + name: + type: object + required: false + primaryKey: false + description: Country or region name. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + emailaddress: + description: Where to send a person email. + type: table + title: emailaddress + fields: + businessentityid: + type: number + required: false + primaryKey: false + description: Primary key. Person associated with this email address. Foreign + key to Person.BusinessEntityID + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + emailaddressid: + type: number + required: false + primaryKey: false + description: Primary key. ID of this email address. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + emailaddress: + type: string + required: false + primaryKey: false + description: E-mail address for the person. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + password: + description: One way hashed authentication information + type: table + title: password + fields: + businessentityid: + type: number + required: false + primaryKey: true + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + passwordhash: + type: string + required: false + primaryKey: false + description: Password for the e-mail account. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[128] + passwordsalt: + type: string + required: false + primaryKey: false + description: Random value concatenated with the password string before the + password is hashed. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[10] + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + person: + description: 'Human beings involved with AdventureWorks: employees, customer contacts, + and vendor contacts.' + type: table + title: person + fields: + businessentityid: + type: number + required: false + primaryKey: true + description: Primary key for Person records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + persontype: + type: string + required: false + primaryKey: false + description: 'Primary type of person: SC = Store Contact, IN = Individual + (retail) customer, SP = Sales person, EM = Employee (non-sales), VC = Vendor + contact, GC = General contact' + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + namestyle: + type: object + required: false + primaryKey: false + description: 0 = The data in FirstName and LastName are stored in western + style (first name, last name) order. 1 = Eastern style (last name, first + name) order. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: NameStyle + title: + type: string + required: false + primaryKey: false + description: A courtesy title. For example, Mr. or Ms. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[8] + firstname: + type: object + required: false + primaryKey: false + description: First name of the person. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + middlename: + type: object + required: false + primaryKey: false + description: Middle name or middle initial of the person. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + lastname: + type: object + required: false + primaryKey: false + description: Last name of the person. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + suffix: + type: string + required: false + primaryKey: false + description: Surname suffix. For example, Sr. or Jr. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[10] + emailpromotion: + type: number + required: false + primaryKey: false + description: 0 = Contact does not wish to receive e-mail promotions, 1 = Contact + does wish to receive e-mail promotions from AdventureWorks, 2 = Contact + does wish to receive e-mail promotions from AdventureWorks and selected + partners. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + additionalcontactinfo: + type: string + required: false + primaryKey: false + description: Additional contact information about the person stored in xml + format. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: xml + demographics: + type: string + required: false + primaryKey: false + description: Personal information such as hobbies, and income collected from + online shoppers. Used for sales analysis. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: xml + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + personphone: + description: Telephone number and type of a person. + type: table + title: personphone + fields: + businessentityid: + type: number + required: false + primaryKey: false + description: Business entity identification number. Foreign key to Person.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + phonenumber: + type: object + required: false + primaryKey: false + description: Telephone number identification number. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Phone + phonenumbertypeid: + type: number + required: false + primaryKey: false + description: Kind of phone number. Foreign key to PhoneNumberType.PhoneNumberTypeID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + phonenumbertype: + description: Type of phone number of a person. + type: table + title: phonenumbertype + fields: + phonenumbertypeid: + type: number + required: false + primaryKey: true + description: Primary key for telephone number type records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Name of the telephone number type + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + stateprovince: + description: State and province lookup table. + type: table + title: stateprovince + fields: + stateprovinceid: + type: number + required: false + primaryKey: true + description: Primary key for StateProvince records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + stateprovincecode: + type: string + required: false + primaryKey: false + description: ISO standard state or province code. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + countryregioncode: + type: string + required: false + primaryKey: false + description: ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[3] + isonlystateprovinceflag: + type: object + required: false + primaryKey: false + description: 0 = StateProvinceCode exists. 1 = StateProvinceCode unavailable, + using CountryRegionCode. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + name: + type: object + required: false + primaryKey: false + description: State or province description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + territoryid: + type: number + required: false + primaryKey: false + description: ID of the territory in which the state or province is located. + Foreign key to SalesTerritory.SalesTerritoryID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + billofmaterials: + description: Items required to make bicycles and bicycle subassemblies. It identifies + the heirarchical relationship between a parent product and its components. + type: table + title: billofmaterials + fields: + billofmaterialsid: + type: number + required: false + primaryKey: true + description: Primary key for BillOfMaterials records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + productassemblyid: + type: number + required: false + primaryKey: false + description: Parent product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + componentid: + type: number + required: false + primaryKey: false + description: Component identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + startdate: + type: date + required: false + primaryKey: false + description: Date the component started being used in the assembly item. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + enddate: + type: date + required: false + primaryKey: false + description: Date the component stopped being used in the assembly item. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + unitmeasurecode: + type: string + required: false + primaryKey: false + description: Standard code identifying the unit of measure for the quantity. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + bomlevel: + type: number + required: false + primaryKey: false + description: Indicates the depth the component is from its parent (AssemblyID). + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + perassemblyqty: + type: number + required: false + primaryKey: false + description: Quantity of the component needed to create the assembly. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + culture: + description: Lookup table containing the languages in which some AdventureWorks + data is stored. + type: table + title: culture + fields: + cultureid: + type: string + required: false + primaryKey: true + description: Primary key for Culture records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + name: + type: object + required: false + primaryKey: false + description: Culture description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + document: + description: Product maintenance documents. + type: table + title: document + fields: + title: + type: string + required: false + primaryKey: false + description: Title of the document. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + owner: + type: number + required: false + primaryKey: false + description: Employee who controls the document. Foreign key to Employee.BusinessEntityID + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + folderflag: + type: object + required: false + primaryKey: false + description: 0 = This is a folder, 1 = This is a document. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + filename: + type: string + required: false + primaryKey: false + description: File name of the document + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[400] + fileextension: + type: string + required: false + primaryKey: false + description: File extension indicating the document type. For example, .doc + or .txt. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[8] + revision: + type: string + required: false + primaryKey: false + description: Revision number of the document. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + changenumber: + type: number + required: false + primaryKey: false + description: Engineering change approval number. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + status: + type: number + required: false + primaryKey: false + description: 1 = Pending approval, 2 = Approved, 3 = Obsolete + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + documentsummary: + type: string + required: false + primaryKey: false + description: Document abstract. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: text + document: + type: string + required: false + primaryKey: false + description: Complete document. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bytea + rowguid: + type: string + required: false + primaryKey: false + description: ROWGUIDCOL number uniquely identifying the record. Required for + FileStream. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + documentnode: + type: string + required: false + primaryKey: true + description: Primary key for Document records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[2147483647] + illustration: + description: Bicycle assembly diagrams. + type: table + title: illustration + fields: + illustrationid: + type: number + required: false + primaryKey: true + description: Primary key for Illustration records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + diagram: + type: string + required: false + primaryKey: false + description: Illustrations used in manufacturing instructions. Stored as XML. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: xml + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + location: + description: Product inventory and manufacturing locations. + type: table + title: location + fields: + locationid: + type: number + required: false + primaryKey: true + description: Primary key for Location records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Location description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + costrate: + type: number + required: false + primaryKey: false + description: Standard hourly cost of the manufacturing location. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + availability: + type: number + required: false + primaryKey: false + description: Work capacity (in hours) of the manufacturing location. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + product: + description: Products sold or used in the manfacturing of sold products. + type: table + title: product + fields: + productid: + type: number + required: false + primaryKey: true + description: Primary key for Product records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Name of the product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + productnumber: + type: string + required: false + primaryKey: false + description: Unique product identification number. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[25] + makeflag: + type: object + required: false + primaryKey: false + description: 0 = Product is purchased, 1 = Product is manufactured in-house. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + finishedgoodsflag: + type: object + required: false + primaryKey: false + description: 0 = Product is not a salable item. 1 = Product is salable. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + color: + type: string + required: false + primaryKey: false + description: Product color. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[15] + safetystocklevel: + type: number + required: false + primaryKey: false + description: Minimum inventory quantity. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + reorderpoint: + type: number + required: false + primaryKey: false + description: Inventory level that triggers a purchase order or work order. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + standardcost: + type: number + required: false + primaryKey: false + description: Standard cost of the product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + listprice: + type: number + required: false + primaryKey: false + description: Selling price. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + size: + type: string + required: false + primaryKey: false + description: Product size. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[5] + sizeunitmeasurecode: + type: string + required: false + primaryKey: false + description: Unit of measure for Size column. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + weightunitmeasurecode: + type: string + required: false + primaryKey: false + description: Unit of measure for Weight column. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + weight: + type: number + required: false + primaryKey: false + description: Product weight. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + daystomanufacture: + type: number + required: false + primaryKey: false + description: Number of days required to manufacture the product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + productline: + type: string + required: false + primaryKey: false + description: R = Road, M = Mountain, T = Touring, S = Standard + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + class: + type: string + required: false + primaryKey: false + description: H = High, M = Medium, L = Low + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + style: + type: string + required: false + primaryKey: false + description: W = Womens, M = Mens, U = Universal + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + productsubcategoryid: + type: number + required: false + primaryKey: false + description: Product is a member of this product subcategory. Foreign key + to ProductSubCategory.ProductSubCategoryID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + productmodelid: + type: number + required: false + primaryKey: false + description: Product is a member of this product model. Foreign key to ProductModel.ProductModelID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + sellstartdate: + type: date + required: false + primaryKey: false + description: Date the product was available for sale. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + sellenddate: + type: date + required: false + primaryKey: false + description: Date the product was no longer available for sale. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + discontinueddate: + type: date + required: false + primaryKey: false + description: Date the product was discontinued. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productcategory: + description: High-level product categorization. + type: table + title: productcategory + fields: + productcategoryid: + type: number + required: false + primaryKey: true + description: Primary key for ProductCategory records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Category description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productcosthistory: + description: Changes in the cost of a product over time. + type: table + title: productcosthistory + fields: + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + startdate: + type: date + required: false + primaryKey: false + description: Product cost start date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + enddate: + type: date + required: false + primaryKey: false + description: Product cost end date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + standardcost: + type: number + required: false + primaryKey: false + description: Standard cost of the product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productdescription: + description: Product descriptions in several languages. + type: table + title: productdescription + fields: + productdescriptionid: + type: number + required: false + primaryKey: true + description: Primary key for ProductDescription records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + description: + type: string + required: false + primaryKey: false + description: Description of the product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[400] + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productdocument: + description: Cross-reference table mapping products to related product documents. + type: table + title: productdocument + fields: + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + documentnode: + type: string + required: false + primaryKey: false + description: Document identification number. Foreign key to Document.DocumentNode. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[2147483647] + productinventory: + description: Product inventory information. + type: table + title: productinventory + fields: + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + locationid: + type: number + required: false + primaryKey: false + description: Inventory location identification number. Foreign key to Location.LocationID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + shelf: + type: string + required: false + primaryKey: false + description: Storage compartment within an inventory location. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[10] + bin: + type: number + required: false + primaryKey: false + description: Storage container on a shelf in an inventory location. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + quantity: + type: number + required: false + primaryKey: false + description: Quantity of products in the inventory location. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productlistpricehistory: + description: Changes in the list price of a product over time. + type: table + title: productlistpricehistory + fields: + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + startdate: + type: date + required: false + primaryKey: false + description: List price start date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + enddate: + type: date + required: false + primaryKey: false + description: List price end date + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + listprice: + type: number + required: false + primaryKey: false + description: Product list price. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productmodel: + description: Product model classification. + type: table + title: productmodel + fields: + productmodelid: + type: number + required: false + primaryKey: true + description: Primary key for ProductModel records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Product model description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + catalogdescription: + type: string + required: false + primaryKey: false + description: Detailed product catalog information in xml format. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: xml + instructions: + type: string + required: false + primaryKey: false + description: Manufacturing instructions in xml format. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: xml + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productmodelillustration: + description: Cross-reference table mapping product models and illustrations. + type: table + title: productmodelillustration + fields: + productmodelid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to ProductModel.ProductModelID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + illustrationid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to Illustration.IllustrationID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productmodelproductdescriptionculture: + description: Cross-reference table mapping product descriptions and the language + the description is written in. + type: table + title: productmodelproductdescriptionculture + fields: + productmodelid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to ProductModel.ProductModelID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + productdescriptionid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to ProductDescription.ProductDescriptionID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + cultureid: + type: string + required: false + primaryKey: false + description: Culture identification number. Foreign key to Culture.CultureID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productphoto: + description: Product images. + type: table + title: productphoto + fields: + productphotoid: + type: number + required: false + primaryKey: true + description: Primary key for ProductPhoto records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + thumbnailphoto: + type: string + required: false + primaryKey: false + description: Small image of the product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bytea + thumbnailphotofilename: + type: string + required: false + primaryKey: false + description: Small image file name. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + largephoto: + type: string + required: false + primaryKey: false + description: Large image of the product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bytea + largephotofilename: + type: string + required: false + primaryKey: false + description: Large image file name. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productproductphoto: + description: Cross-reference table mapping products and product photos. + type: table + title: productproductphoto + fields: + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + productphotoid: + type: number + required: false + primaryKey: false + description: Product photo identification number. Foreign key to ProductPhoto.ProductPhotoID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + primary: + type: object + required: false + primaryKey: false + description: 0 = Photo is not the principal image. 1 = Photo is the principal + image. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productreview: + description: Customer reviews of products they have purchased. + type: table + title: productreview + fields: + productreviewid: + type: number + required: false + primaryKey: true + description: Primary key for ProductReview records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + reviewername: + type: object + required: false + primaryKey: false + description: Name of the reviewer. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + reviewdate: + type: date + required: false + primaryKey: false + description: Date review was submitted. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + emailaddress: + type: string + required: false + primaryKey: false + description: Reviewer's e-mail address. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + rating: + type: number + required: false + primaryKey: false + description: Product rating given by the reviewer. Scale is 1 to 5 with 5 + as the highest rating. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + comments: + type: string + required: false + primaryKey: false + description: Reviewer's comments + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[3850] + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productsubcategory: + description: Product subcategories. See ProductCategory table. + type: table + title: productsubcategory + fields: + productsubcategoryid: + type: number + required: false + primaryKey: true + description: Primary key for ProductSubcategory records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + productcategoryid: + type: number + required: false + primaryKey: false + description: Product category identification number. Foreign key to ProductCategory.ProductCategoryID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + name: + type: object + required: false + primaryKey: false + description: Subcategory description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + scrapreason: + description: Manufacturing failure reasons lookup table. + type: table + title: scrapreason + fields: + scrapreasonid: + type: number + required: false + primaryKey: true + description: Primary key for ScrapReason records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Failure description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + transactionhistory: + description: Record of each purchase order, sales order, or work order transaction + year to date. + type: table + title: transactionhistory + fields: + transactionid: + type: number + required: false + primaryKey: true + description: Primary key for TransactionHistory records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + referenceorderid: + type: number + required: false + primaryKey: false + description: Purchase order, sales order, or work order identification number. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + referenceorderlineid: + type: number + required: false + primaryKey: false + description: Line number associated with the purchase order, sales order, + or work order. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + transactiondate: + type: date + required: false + primaryKey: false + description: Date and time of the transaction. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + transactiontype: + type: string + required: false + primaryKey: false + description: W = WorkOrder, S = SalesOrder, P = PurchaseOrder + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + quantity: + type: number + required: false + primaryKey: false + description: Product quantity. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + actualcost: + type: number + required: false + primaryKey: false + description: Product cost. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + transactionhistoryarchive: + description: Transactions for previous years. + type: table + title: transactionhistoryarchive + fields: + transactionid: + type: number + required: false + primaryKey: true + description: Primary key for TransactionHistoryArchive records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + referenceorderid: + type: number + required: false + primaryKey: false + description: Purchase order, sales order, or work order identification number. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + referenceorderlineid: + type: number + required: false + primaryKey: false + description: Line number associated with the purchase order, sales order, + or work order. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + transactiondate: + type: date + required: false + primaryKey: false + description: Date and time of the transaction. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + transactiontype: + type: string + required: false + primaryKey: false + description: W = Work Order, S = Sales Order, P = Purchase Order + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + quantity: + type: number + required: false + primaryKey: false + description: Product quantity. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + actualcost: + type: number + required: false + primaryKey: false + description: Product cost. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + unitmeasure: + description: Unit of measure lookup table. + type: table + title: unitmeasure + fields: + unitmeasurecode: + type: string + required: false + primaryKey: true + description: Primary key. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + name: + type: object + required: false + primaryKey: false + description: Unit of measure description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + workorder: + description: Manufacturing work orders. + type: table + title: workorder + fields: + workorderid: + type: number + required: false + primaryKey: true + description: Primary key for WorkOrder records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + orderqty: + type: number + required: false + primaryKey: false + description: Product quantity to build. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + scrappedqty: + type: number + required: false + primaryKey: false + description: Quantity that failed inspection. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + startdate: + type: date + required: false + primaryKey: false + description: Work order start date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + enddate: + type: date + required: false + primaryKey: false + description: Work order end date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + duedate: + type: date + required: false + primaryKey: false + description: Work order due date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + scrapreasonid: + type: number + required: false + primaryKey: false + description: Reason for inspection failure. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + workorderrouting: + description: Work order details. + type: table + title: workorderrouting + fields: + workorderid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to WorkOrder.WorkOrderID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + productid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + operationsequence: + type: number + required: false + primaryKey: false + description: Primary key. Indicates the manufacturing process sequence. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + locationid: + type: number + required: false + primaryKey: false + description: Manufacturing location where the part is processed. Foreign key + to Location.LocationID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + scheduledstartdate: + type: date + required: false + primaryKey: false + description: Planned manufacturing start date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + scheduledenddate: + type: date + required: false + primaryKey: false + description: Planned manufacturing end date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + actualstartdate: + type: date + required: false + primaryKey: false + description: Actual start date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + actualenddate: + type: date + required: false + primaryKey: false + description: Actual end date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + actualresourcehrs: + type: number + required: false + primaryKey: false + description: Number of manufacturing hours used. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + plannedcost: + type: number + required: false + primaryKey: false + description: Estimated manufacturing cost. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + actualcost: + type: number + required: false + primaryKey: false + description: Actual manufacturing cost. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + productvendor: + description: Cross-reference table mapping vendors with the products they supply. + type: table + title: productvendor + fields: + productid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + businessentityid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to Vendor.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + averageleadtime: + type: number + required: false + primaryKey: false + description: The average span of time (in days) between placing an order with + the vendor and receiving the purchased product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + standardprice: + type: number + required: false + primaryKey: false + description: The vendor's usual selling price. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + lastreceiptcost: + type: number + required: false + primaryKey: false + description: The selling price when last purchased. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + lastreceiptdate: + type: date + required: false + primaryKey: false + description: Date the product was last received by the vendor. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + minorderqty: + type: number + required: false + primaryKey: false + description: The maximum quantity that should be ordered. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + maxorderqty: + type: number + required: false + primaryKey: false + description: The minimum quantity that should be ordered. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + onorderqty: + type: number + required: false + primaryKey: false + description: The quantity currently on order. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + unitmeasurecode: + type: string + required: false + primaryKey: false + description: The product's unit of measure. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + purchaseorderdetail: + description: Individual products associated with a specific purchase order. See + PurchaseOrderHeader. + type: table + title: purchaseorderdetail + fields: + purchaseorderid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to PurchaseOrderHeader.PurchaseOrderID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + purchaseorderdetailid: + type: number + required: false + primaryKey: false + description: Primary key. One line number per purchased product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + duedate: + type: date + required: false + primaryKey: false + description: Date the product is expected to be received. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + orderqty: + type: number + required: false + primaryKey: false + description: Quantity ordered. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + unitprice: + type: number + required: false + primaryKey: false + description: Vendor's selling price of a single product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + receivedqty: + type: number + required: false + primaryKey: false + description: Quantity actually received from the vendor. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + rejectedqty: + type: number + required: false + primaryKey: false + description: Quantity rejected during inspection. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + purchaseorderheader: + description: General purchase order information. See PurchaseOrderDetail. + type: table + title: purchaseorderheader + fields: + purchaseorderid: + type: number + required: false + primaryKey: true + description: Primary key. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + revisionnumber: + type: number + required: false + primaryKey: false + description: Incremental number to track changes to the purchase order over + time. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + status: + type: number + required: false + primaryKey: false + description: Order current status. 1 = Pending; 2 = Approved; 3 = Rejected; + 4 = Complete + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + employeeid: + type: number + required: false + primaryKey: false + description: Employee who created the purchase order. Foreign key to Employee.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + vendorid: + type: number + required: false + primaryKey: false + description: Vendor with whom the purchase order is placed. Foreign key to + Vendor.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + shipmethodid: + type: number + required: false + primaryKey: false + description: Shipping method. Foreign key to ShipMethod.ShipMethodID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + orderdate: + type: date + required: false + primaryKey: false + description: Purchase order creation date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + shipdate: + type: date + required: false + primaryKey: false + description: Estimated shipment date from the vendor. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + subtotal: + type: number + required: false + primaryKey: false + description: Purchase order subtotal. Computed as SUM(PurchaseOrderDetail.LineTotal)for + the appropriate PurchaseOrderID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + taxamt: + type: number + required: false + primaryKey: false + description: Tax amount. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + freight: + type: number + required: false + primaryKey: false + description: Shipping cost. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + shipmethod: + description: Shipping company lookup table. + type: table + title: shipmethod + fields: + shipmethodid: + type: number + required: false + primaryKey: true + description: Primary key for ShipMethod records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Shipping company name. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + shipbase: + type: number + required: false + primaryKey: false + description: Minimum shipping charge. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + shiprate: + type: number + required: false + primaryKey: false + description: Shipping charge per pound. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + vendor: + description: Companies from whom Adventure Works Cycles purchases parts or other + goods. + type: table + title: vendor + fields: + businessentityid: + type: number + required: false + primaryKey: true + description: Primary key for Vendor records. Foreign key to BusinessEntity.BusinessEntityID + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + accountnumber: + type: object + required: false + primaryKey: false + description: Vendor account (identification) number. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: AccountNumber + name: + type: object + required: false + primaryKey: false + description: Company name. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + creditrating: + type: number + required: false + primaryKey: false + description: 1 = Superior, 2 = Excellent, 3 = Above average, 4 = Average, + 5 = Below average + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + preferredvendorstatus: + type: object + required: false + primaryKey: false + description: 0 = Do not use if another vendor is available. 1 = Preferred + over other vendors supplying the same product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + activeflag: + type: object + required: false + primaryKey: false + description: 0 = Vendor no longer used. 1 = Vendor is actively used. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + purchasingwebserviceurl: + type: string + required: false + primaryKey: false + description: Vendor URL. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[1024] + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + countryregioncurrency: + description: Cross-reference table mapping ISO currency codes to a country or + region. + type: table + title: countryregioncurrency + fields: + countryregioncode: + type: string + required: false + primaryKey: false + description: ISO code for countries and regions. Foreign key to CountryRegion.CountryRegionCode. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[3] + currencycode: + type: string + required: false + primaryKey: false + description: ISO standard currency code. Foreign key to Currency.CurrencyCode. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + creditcard: + description: Customer credit card information. + type: table + title: creditcard + fields: + creditcardid: + type: number + required: false + primaryKey: true + description: Primary key for CreditCard records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + cardtype: + type: string + required: false + primaryKey: false + description: Credit card name. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + cardnumber: + type: string + required: false + primaryKey: false + description: Credit card number. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[25] + expmonth: + type: number + required: false + primaryKey: false + description: Credit card expiration month. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + expyear: + type: number + required: false + primaryKey: false + description: Credit card expiration year. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + currency: + description: Lookup table containing standard ISO currencies. + type: table + title: currency + fields: + currencycode: + type: string + required: false + primaryKey: true + description: The ISO code for the Currency. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + name: + type: object + required: false + primaryKey: false + description: Currency name. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + currencyrate: + description: Currency exchange rates. + type: table + title: currencyrate + fields: + currencyrateid: + type: number + required: false + primaryKey: true + description: Primary key for CurrencyRate records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + currencyratedate: + type: date + required: false + primaryKey: false + description: Date and time the exchange rate was obtained. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + fromcurrencycode: + type: string + required: false + primaryKey: false + description: Exchange rate was converted from this currency code. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + tocurrencycode: + type: string + required: false + primaryKey: false + description: Exchange rate was converted to this currency code. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: bpchar + averagerate: + type: number + required: false + primaryKey: false + description: Average exchange rate for the day. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + endofdayrate: + type: number + required: false + primaryKey: false + description: Final exchange rate for the day. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + customer: + description: Current customer information. Also see the Person and Store tables. + type: table + title: customer + fields: + customerid: + type: number + required: false + primaryKey: true + description: Primary key. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + personid: + type: number + required: false + primaryKey: false + description: Foreign key to Person.BusinessEntityID + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + storeid: + type: number + required: false + primaryKey: false + description: Foreign key to Store.BusinessEntityID + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + territoryid: + type: number + required: false + primaryKey: false + description: ID of the territory in which the customer is located. Foreign + key to SalesTerritory.SalesTerritoryID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + personcreditcard: + description: Cross-reference table mapping people to their credit card information + in the CreditCard table. + type: table + title: personcreditcard + fields: + businessentityid: + type: number + required: false + primaryKey: false + description: Business entity identification number. Foreign key to Person.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + creditcardid: + type: number + required: false + primaryKey: false + description: Credit card identification number. Foreign key to CreditCard.CreditCardID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salesorderdetail: + description: Individual products associated with a specific sales order. See SalesOrderHeader. + type: table + title: salesorderdetail + fields: + salesorderid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to SalesOrderHeader.SalesOrderID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + salesorderdetailid: + type: number + required: false + primaryKey: false + description: Primary key. One incremental unique number per product sold. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + carriertrackingnumber: + type: string + required: false + primaryKey: false + description: Shipment tracking number supplied by the shipper. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[25] + orderqty: + type: number + required: false + primaryKey: false + description: Quantity ordered per product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + productid: + type: number + required: false + primaryKey: false + description: Product sold to customer. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + specialofferid: + type: number + required: false + primaryKey: false + description: Promotional code. Foreign key to SpecialOffer.SpecialOfferID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + unitprice: + type: number + required: false + primaryKey: false + description: Selling price of a single product. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + unitpricediscount: + type: number + required: false + primaryKey: false + description: Discount amount. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salesorderheader: + description: General sales order information. + type: table + title: salesorderheader + fields: + salesorderid: + type: number + required: false + primaryKey: true + description: Primary key. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + revisionnumber: + type: number + required: false + primaryKey: false + description: Incremental number to track changes to the sales order over time. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + orderdate: + type: date + required: false + primaryKey: false + description: Dates the sales order was created. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + duedate: + type: date + required: false + primaryKey: false + description: Date the order is due to the customer. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + shipdate: + type: date + required: false + primaryKey: false + description: Date the order was shipped to the customer. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + status: + type: number + required: false + primaryKey: false + description: Order current status. 1 = In process; 2 = Approved; 3 = Backordered; + 4 = Rejected; 5 = Shipped; 6 = Cancelled + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + onlineorderflag: + type: object + required: false + primaryKey: false + description: 0 = Order placed by sales person. 1 = Order placed online by + customer. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Flag + purchaseordernumber: + type: object + required: false + primaryKey: false + description: Customer purchase order number reference. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: OrderNumber + accountnumber: + type: object + required: false + primaryKey: false + description: Financial accounting number reference. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: AccountNumber + customerid: + type: number + required: false + primaryKey: false + description: Customer identification number. Foreign key to Customer.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + salespersonid: + type: number + required: false + primaryKey: false + description: Sales person who created the sales order. Foreign key to SalesPerson.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + territoryid: + type: number + required: false + primaryKey: false + description: Territory in which the sale was made. Foreign key to SalesTerritory.SalesTerritoryID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + billtoaddressid: + type: number + required: false + primaryKey: false + description: Customer billing address. Foreign key to Address.AddressID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + shiptoaddressid: + type: number + required: false + primaryKey: false + description: Customer shipping address. Foreign key to Address.AddressID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + shipmethodid: + type: number + required: false + primaryKey: false + description: Shipping method. Foreign key to ShipMethod.ShipMethodID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + creditcardid: + type: number + required: false + primaryKey: false + description: Credit card identification number. Foreign key to CreditCard.CreditCardID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + creditcardapprovalcode: + type: string + required: false + primaryKey: false + description: Approval code provided by the credit card company. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[15] + currencyrateid: + type: number + required: false + primaryKey: false + description: Currency exchange rate used. Foreign key to CurrencyRate.CurrencyRateID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + subtotal: + type: number + required: false + primaryKey: false + description: Sales subtotal. Computed as SUM(SalesOrderDetail.LineTotal)for + the appropriate SalesOrderID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + taxamt: + type: number + required: false + primaryKey: false + description: Tax amount. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + freight: + type: number + required: false + primaryKey: false + description: Shipping cost. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + totaldue: + type: number + required: false + primaryKey: false + description: Total due from customer. Computed as Subtotal + TaxAmt + Freight. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + comment: + type: string + required: false + primaryKey: false + description: Sales representative comments. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[128] + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salesorderheadersalesreason: + description: Cross-reference table mapping sales orders to sales reason codes. + type: table + title: salesorderheadersalesreason + fields: + salesorderid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to SalesOrderHeader.SalesOrderID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + salesreasonid: + type: number + required: false + primaryKey: false + description: Primary key. Foreign key to SalesReason.SalesReasonID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salesperson: + description: Sales representative current information. + type: table + title: salesperson + fields: + businessentityid: + type: number + required: false + primaryKey: true + description: Primary key for SalesPerson records. Foreign key to Employee.BusinessEntityID + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + territoryid: + type: number + required: false + primaryKey: false + description: Territory currently assigned to. Foreign key to SalesTerritory.SalesTerritoryID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + salesquota: + type: number + required: false + primaryKey: false + description: Projected yearly sales. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + bonus: + type: number + required: false + primaryKey: false + description: Bonus due if quota is met. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + commissionpct: + type: number + required: false + primaryKey: false + description: Commision percent received per sale. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + salesytd: + type: number + required: false + primaryKey: false + description: Sales total year to date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + saleslastyear: + type: number + required: false + primaryKey: false + description: Sales total of previous year. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salespersonquotahistory: + description: Sales performance tracking. + type: table + title: salespersonquotahistory + fields: + businessentityid: + type: number + required: false + primaryKey: false + description: Sales person identification number. Foreign key to SalesPerson.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + quotadate: + type: date + required: false + primaryKey: false + description: Sales quota date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salesquota: + type: number + required: false + primaryKey: false + description: Sales quota amount. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salesreason: + description: Lookup table of customer purchase reasons. + type: table + title: salesreason + fields: + salesreasonid: + type: number + required: false + primaryKey: true + description: Primary key for SalesReason records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Sales reason description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + reasontype: + type: object + required: false + primaryKey: false + description: Category the sales reason belongs to. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salestaxrate: + description: Tax rate lookup table. + type: table + title: salestaxrate + fields: + salestaxrateid: + type: number + required: false + primaryKey: true + description: Primary key for SalesTaxRate records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + stateprovinceid: + type: number + required: false + primaryKey: false + description: State, province, or country/region the sales tax applies to. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + taxtype: + type: number + required: false + primaryKey: false + description: 1 = Tax applied to retail transactions, 2 = Tax applied to wholesale + transactions, 3 = Tax applied to all sales (retail and wholesale) transactions. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int2 + taxrate: + type: number + required: false + primaryKey: false + description: Tax rate amount. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + name: + type: object + required: false + primaryKey: false + description: Tax rate description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salesterritory: + description: Sales territory lookup table. + type: table + title: salesterritory + fields: + territoryid: + type: number + required: false + primaryKey: true + description: Primary key for SalesTerritory records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + name: + type: object + required: false + primaryKey: false + description: Sales territory description + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + countryregioncode: + type: string + required: false + primaryKey: false + description: ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[3] + group: + type: string + required: false + primaryKey: false + description: Geographic area to which the sales territory belong. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + salesytd: + type: number + required: false + primaryKey: false + description: Sales in the territory year to date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + saleslastyear: + type: number + required: false + primaryKey: false + description: Sales in the territory the previous year. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + costytd: + type: number + required: false + primaryKey: false + description: Business costs in the territory year to date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + costlastyear: + type: number + required: false + primaryKey: false + description: Business costs in the territory the previous year. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + salesterritoryhistory: + description: Sales representative transfers to other sales territories. + type: table + title: salesterritoryhistory + fields: + businessentityid: + type: number + required: false + primaryKey: false + description: Primary key. The sales rep. Foreign key to SalesPerson.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + territoryid: + type: number + required: false + primaryKey: false + description: Primary key. Territory identification number. Foreign key to + SalesTerritory.SalesTerritoryID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + startdate: + type: date + required: false + primaryKey: false + description: Primary key. Date the sales representive started work in the + territory. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + enddate: + type: date + required: false + primaryKey: false + description: Date the sales representative left work in the territory. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + shoppingcartitem: + description: Contains online customer orders until the order is submitted or cancelled. + type: table + title: shoppingcartitem + fields: + shoppingcartitemid: + type: number + required: false + primaryKey: true + description: Primary key for ShoppingCartItem records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + shoppingcartid: + type: string + required: false + primaryKey: false + description: Shopping cart identification number. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + quantity: + type: number + required: false + primaryKey: false + description: Product quantity ordered. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + productid: + type: number + required: false + primaryKey: false + description: Product ordered. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + datecreated: + type: date + required: false + primaryKey: false + description: Date the time the record was created. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + specialoffer: + description: Sale discounts lookup table. + type: table + title: specialoffer + fields: + specialofferid: + type: number + required: false + primaryKey: true + description: Primary key for SpecialOffer records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: serial + description: + type: string + required: false + primaryKey: false + description: Discount description. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[255] + discountpct: + type: number + required: false + primaryKey: false + description: Discount precentage. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: numeric + type: + type: string + required: false + primaryKey: false + description: Discount type category. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + category: + type: string + required: false + primaryKey: false + description: Group the discount applies to such as Reseller or Customer. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: varchar[50] + startdate: + type: date + required: false + primaryKey: false + description: Discount start date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + enddate: + type: date + required: false + primaryKey: false + description: Discount end date. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + minqty: + type: number + required: false + primaryKey: false + description: Minimum discount percent allowed. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + maxqty: + type: number + required: false + primaryKey: false + description: Maximum discount percent allowed. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + specialofferproduct: + description: Cross-reference table mapping products to special offer discounts. + type: table + title: specialofferproduct + fields: + specialofferid: + type: number + required: false + primaryKey: false + description: Primary key for SpecialOfferProduct records. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + productid: + type: number + required: false + primaryKey: false + description: Product identification number. Foreign key to Product.ProductID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp + store: + description: Customers (resellers) of Adventure Works products. + type: table + title: store + fields: + businessentityid: + type: number + required: false + primaryKey: true + description: Primary key. Foreign key to Customer.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + name: + type: object + required: false + primaryKey: false + description: Name of the store. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: Name + salespersonid: + type: number + required: false + primaryKey: false + description: ID of the sales person assigned to the customer. Foreign key + to SalesPerson.BusinessEntityID. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: int4 + demographics: + type: string + required: false + primaryKey: false + description: Demographic informationg about the store such as the number of + employees, annual sales and store type. + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: xml + rowguid: + type: string + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: uuid + modifieddate: + type: date + required: false + primaryKey: false + classification: '' + config: + criticalDataElement: false + partitioned: false + physicalType: timestamp diff --git a/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.odcs.yaml b/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.odcs.yaml new file mode 100644 index 000000000..c5e2a42dc --- /dev/null +++ b/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.odcs.yaml @@ -0,0 +1,5323 @@ +version: "1.0.0" +apiVersion: "v3.0.0" +id: "6aeafdc1-ed62-4c8f-bf0a-da1061c98cdb" +status: "Development" +kind: "DataContract" +description: {} +schema: + - name: "department" + physicalName: "department" + physicalType: "table" + description: "Lookup table containing the departments within the Adventure Works\ + \ Cycles company." + properties: + - name: "departmentid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for Department records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/department/departmentid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Name of the department." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/department/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "groupname" + logicalType: "object" + physicalType: "Name" + description: "Name of the group to which the department belongs." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/department/groupname" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/department/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "employee" + physicalName: "employee" + physicalType: "table" + description: "Employee information such as salary, department, and title." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key for Employee records. Foreign key to BusinessEntity.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "nationalidnumber" + logicalType: "string" + physicalType: "varchar[15]" + description: "Unique national identification number such as a social security\ + \ number." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/nationalidnumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "loginid" + logicalType: "string" + physicalType: "varchar[256]" + description: "Network login." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/loginid" + criticalDataElement: false + primaryKey: false + required: false + - name: "jobtitle" + logicalType: "string" + physicalType: "varchar[50]" + description: "Work title such as Buyer or Sales Representative." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/jobtitle" + criticalDataElement: false + primaryKey: false + required: false + - name: "birthdate" + logicalType: "date" + physicalType: "date" + description: "Date of birth." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/birthdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "maritalstatus" + logicalType: "string" + physicalType: "bpchar" + description: "M = Married, S = Single" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/maritalstatus" + criticalDataElement: false + primaryKey: false + required: false + - name: "gender" + logicalType: "string" + physicalType: "bpchar" + description: "M = Male, F = Female" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/gender" + criticalDataElement: false + primaryKey: false + required: false + - name: "hiredate" + logicalType: "date" + physicalType: "date" + description: "Employee hired on this date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/hiredate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salariedflag" + logicalType: "object" + physicalType: "Flag" + description: "Job classification. 0 = Hourly, not exempt from collective bargaining.\ + \ 1 = Salaried, exempt from collective bargaining." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/salariedflag" + criticalDataElement: false + primaryKey: false + required: false + - name: "vacationhours" + logicalType: "number" + physicalType: "int2" + description: "Number of available vacation hours." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/vacationhours" + criticalDataElement: false + primaryKey: false + required: false + - name: "sickleavehours" + logicalType: "number" + physicalType: "int2" + description: "Number of available sick leave hours." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/sickleavehours" + criticalDataElement: false + primaryKey: false + required: false + - name: "currentflag" + logicalType: "object" + physicalType: "Flag" + description: "0 = Inactive, 1 = Active" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/currentflag" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "organizationnode" + logicalType: "string" + physicalType: "varchar[2147483647]" + description: "Where the employee is located in corporate hierarchy." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employee/organizationnode" + criticalDataElement: false + primaryKey: false + required: false + - name: "employeedepartmenthistory" + physicalName: "employeedepartmenthistory" + physicalType: "table" + description: "Employee department transfers." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Employee identification number. Foreign key to Employee.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "departmentid" + logicalType: "number" + physicalType: "int2" + description: "Department in which the employee worked including currently. Foreign\ + \ key to Department.DepartmentID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/departmentid" + criticalDataElement: false + primaryKey: true + required: false + - name: "shiftid" + logicalType: "number" + physicalType: "int2" + description: "Identifies which 8-hour shift the employee works. Foreign key\ + \ to Shift.Shift.ID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/shiftid" + criticalDataElement: false + primaryKey: true + required: false + - name: "startdate" + logicalType: "date" + physicalType: "date" + description: "Date the employee started work in the department." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/startdate" + criticalDataElement: false + primaryKey: true + required: false + - name: "enddate" + logicalType: "date" + physicalType: "date" + description: "Date the employee left the department. NULL = Current department." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/enddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "employeepayhistory" + physicalName: "employeepayhistory" + physicalType: "table" + description: "Employee pay history." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Employee identification number. Foreign key to Employee.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "ratechangedate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the change in pay is effective" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/ratechangedate" + criticalDataElement: false + primaryKey: true + required: false + - name: "rate" + logicalType: "number" + physicalType: "numeric" + description: "Salary hourly rate." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/rate" + criticalDataElement: false + primaryKey: false + required: false + - name: "payfrequency" + logicalType: "number" + physicalType: "int2" + description: "1 = Salary received monthly, 2 = Salary received biweekly" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/payfrequency" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "jobcandidate" + physicalName: "jobcandidate" + physicalType: "table" + description: "Résumés submitted to Human Resources by job applicants." + properties: + - name: "jobcandidateid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for JobCandidate records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/jobcandidate/jobcandidateid" + criticalDataElement: false + primaryKey: true + required: false + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Employee identification number if applicant was hired. Foreign\ + \ key to Employee.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/jobcandidate/businessentityid" + criticalDataElement: false + primaryKey: false + required: false + - name: "resume" + logicalType: "string" + physicalType: "xml" + description: "Résumé in XML format." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/jobcandidate/resume" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/jobcandidate/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "shift" + physicalName: "shift" + physicalType: "table" + description: "Work shift lookup table." + properties: + - name: "shiftid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for Shift records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shift/shiftid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Shift description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shift/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "starttime" + logicalType: "date" + physicalType: "time" + description: "Shift start time." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shift/starttime" + criticalDataElement: false + primaryKey: false + required: false + - name: "endtime" + logicalType: "date" + physicalType: "time" + description: "Shift end time." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shift/endtime" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shift/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "address" + physicalName: "address" + physicalType: "table" + description: "Street address information for customers, employees, and vendors." + properties: + - name: "addressid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for Address records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/address/addressid" + criticalDataElement: false + primaryKey: true + required: false + - name: "addressline1" + logicalType: "string" + physicalType: "varchar[60]" + description: "First street address line." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/address/addressline1" + criticalDataElement: false + primaryKey: false + required: false + - name: "addressline2" + logicalType: "string" + physicalType: "varchar[60]" + description: "Second street address line." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/address/addressline2" + criticalDataElement: false + primaryKey: false + required: false + - name: "city" + logicalType: "string" + physicalType: "varchar[30]" + description: "Name of the city." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/address/city" + criticalDataElement: false + primaryKey: false + required: false + - name: "stateprovinceid" + logicalType: "number" + physicalType: "int4" + description: "Unique identification number for the state or province. Foreign\ + \ key to StateProvince table." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/address/stateprovinceid" + criticalDataElement: false + primaryKey: false + required: false + - name: "postalcode" + logicalType: "string" + physicalType: "varchar[15]" + description: "Postal code for the street address." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/address/postalcode" + criticalDataElement: false + primaryKey: false + required: false + - name: "spatiallocation" + logicalType: "string" + physicalType: "bytea" + description: "Latitude and longitude of this address." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/address/spatiallocation" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/address/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/address/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "addresstype" + physicalName: "addresstype" + physicalType: "table" + description: "Types of addresses stored in the Address table." + properties: + - name: "addresstypeid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for AddressType records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/addresstype/addresstypeid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Address type description. For example, Billing, Home, or Shipping." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/addresstype/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/addresstype/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/addresstype/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "businessentity" + physicalName: "businessentity" + physicalType: "table" + description: "Source of the ID that connects vendors, customers, and employees\ + \ with address and contact information." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for all customers, vendors, and employees." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentity/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentity/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentity/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "businessentityaddress" + physicalName: "businessentityaddress" + physicalType: "table" + description: "Cross-reference table mapping customers, vendors, and employees\ + \ to their addresses." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to BusinessEntity.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "addressid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to Address.AddressID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/addressid" + criticalDataElement: false + primaryKey: true + required: false + - name: "addresstypeid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to AddressType.AddressTypeID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/addresstypeid" + criticalDataElement: false + primaryKey: true + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "businessentitycontact" + physicalName: "businessentitycontact" + physicalType: "table" + description: "Cross-reference table mapping stores, vendors, and employees to\ + \ people" + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to BusinessEntity.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "personid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to Person.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/personid" + criticalDataElement: false + primaryKey: true + required: false + - name: "contacttypeid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to ContactType.ContactTypeID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/contacttypeid" + criticalDataElement: false + primaryKey: true + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "contacttype" + physicalName: "contacttype" + physicalType: "table" + description: "Lookup table containing the types of business entity contacts." + properties: + - name: "contacttypeid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ContactType records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/contacttype/contacttypeid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Contact type description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/contacttype/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/contacttype/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "countryregion" + physicalName: "countryregion" + physicalType: "table" + description: "Lookup table containing the ISO standard codes for countries and\ + \ regions." + properties: + - name: "countryregioncode" + logicalType: "string" + physicalType: "varchar[3]" + description: "ISO standard code for countries and regions." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/countryregion/countryregioncode" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Country or region name." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/countryregion/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/countryregion/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "emailaddress" + physicalName: "emailaddress" + physicalType: "table" + description: "Where to send a person email." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Person associated with this email address. Foreign\ + \ key to Person.BusinessEntityID" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "emailaddressid" + logicalType: "number" + physicalType: "serial" + description: "Primary key. ID of this email address." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/emailaddressid" + criticalDataElement: false + primaryKey: true + required: false + - name: "emailaddress" + logicalType: "string" + physicalType: "varchar[50]" + description: "E-mail address for the person." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/emailaddress" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "password" + physicalName: "password" + physicalType: "table" + description: "One way hashed authentication information" + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/password/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "passwordhash" + logicalType: "string" + physicalType: "varchar[128]" + description: "Password for the e-mail account." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/password/passwordhash" + criticalDataElement: false + primaryKey: false + required: false + - name: "passwordsalt" + logicalType: "string" + physicalType: "varchar[10]" + description: "Random value concatenated with the password string before the\ + \ password is hashed." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/password/passwordsalt" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/password/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/password/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "person" + physicalName: "person" + physicalType: "table" + description: "Human beings involved with AdventureWorks: employees, customer contacts,\ + \ and vendor contacts." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key for Person records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "persontype" + logicalType: "string" + physicalType: "bpchar" + description: "Primary type of person: SC = Store Contact, IN = Individual (retail)\ + \ customer, SP = Sales person, EM = Employee (non-sales), VC = Vendor contact,\ + \ GC = General contact" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/persontype" + criticalDataElement: false + primaryKey: false + required: false + - name: "namestyle" + logicalType: "object" + physicalType: "NameStyle" + description: "0 = The data in FirstName and LastName are stored in western style\ + \ (first name, last name) order. 1 = Eastern style (last name, first name)\ + \ order." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/namestyle" + criticalDataElement: false + primaryKey: false + required: false + - name: "title" + logicalType: "string" + physicalType: "varchar[8]" + description: "A courtesy title. For example, Mr. or Ms." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/title" + criticalDataElement: false + primaryKey: false + required: false + - name: "firstname" + logicalType: "object" + physicalType: "Name" + description: "First name of the person." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/firstname" + criticalDataElement: false + primaryKey: false + required: false + - name: "middlename" + logicalType: "object" + physicalType: "Name" + description: "Middle name or middle initial of the person." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/middlename" + criticalDataElement: false + primaryKey: false + required: false + - name: "lastname" + logicalType: "object" + physicalType: "Name" + description: "Last name of the person." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/lastname" + criticalDataElement: false + primaryKey: false + required: false + - name: "suffix" + logicalType: "string" + physicalType: "varchar[10]" + description: "Surname suffix. For example, Sr. or Jr." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/suffix" + criticalDataElement: false + primaryKey: false + required: false + - name: "emailpromotion" + logicalType: "number" + physicalType: "int4" + description: "0 = Contact does not wish to receive e-mail promotions, 1 = Contact\ + \ does wish to receive e-mail promotions from AdventureWorks, 2 = Contact\ + \ does wish to receive e-mail promotions from AdventureWorks and selected\ + \ partners." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/emailpromotion" + criticalDataElement: false + primaryKey: false + required: false + - name: "additionalcontactinfo" + logicalType: "string" + physicalType: "xml" + description: "Additional contact information about the person stored in xml\ + \ format." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/additionalcontactinfo" + criticalDataElement: false + primaryKey: false + required: false + - name: "demographics" + logicalType: "string" + physicalType: "xml" + description: "Personal information such as hobbies, and income collected from\ + \ online shoppers. Used for sales analysis." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/demographics" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/person/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "personphone" + physicalName: "personphone" + physicalType: "table" + description: "Telephone number and type of a person." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Business entity identification number. Foreign key to Person.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/personphone/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "phonenumber" + logicalType: "object" + physicalType: "Phone" + description: "Telephone number identification number." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/personphone/phonenumber" + criticalDataElement: false + primaryKey: true + required: false + - name: "phonenumbertypeid" + logicalType: "number" + physicalType: "int4" + description: "Kind of phone number. Foreign key to PhoneNumberType.PhoneNumberTypeID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/personphone/phonenumbertypeid" + criticalDataElement: false + primaryKey: true + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/personphone/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "phonenumbertype" + physicalName: "phonenumbertype" + physicalType: "table" + description: "Type of phone number of a person." + properties: + - name: "phonenumbertypeid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for telephone number type records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/phonenumbertype/phonenumbertypeid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Name of the telephone number type" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/phonenumbertype/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/phonenumbertype/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "stateprovince" + physicalName: "stateprovince" + physicalType: "table" + description: "State and province lookup table." + properties: + - name: "stateprovinceid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for StateProvince records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/stateprovinceid" + criticalDataElement: false + primaryKey: true + required: false + - name: "stateprovincecode" + logicalType: "string" + physicalType: "bpchar" + description: "ISO standard state or province code." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/stateprovincecode" + criticalDataElement: false + primaryKey: false + required: false + - name: "countryregioncode" + logicalType: "string" + physicalType: "varchar[3]" + description: "ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/countryregioncode" + criticalDataElement: false + primaryKey: false + required: false + - name: "isonlystateprovinceflag" + logicalType: "object" + physicalType: "Flag" + description: "0 = StateProvinceCode exists. 1 = StateProvinceCode unavailable,\ + \ using CountryRegionCode." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/isonlystateprovinceflag" + criticalDataElement: false + primaryKey: false + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "State or province description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "territoryid" + logicalType: "number" + physicalType: "int4" + description: "ID of the territory in which the state or province is located.\ + \ Foreign key to SalesTerritory.SalesTerritoryID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/territoryid" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "billofmaterials" + physicalName: "billofmaterials" + physicalType: "table" + description: "Items required to make bicycles and bicycle subassemblies. It identifies\ + \ the heirarchical relationship between a parent product and its components." + properties: + - name: "billofmaterialsid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for BillOfMaterials records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/billofmaterialsid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productassemblyid" + logicalType: "number" + physicalType: "int4" + description: "Parent product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/productassemblyid" + criticalDataElement: false + primaryKey: false + required: false + - name: "componentid" + logicalType: "number" + physicalType: "int4" + description: "Component identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/componentid" + criticalDataElement: false + primaryKey: false + required: false + - name: "startdate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the component started being used in the assembly item." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/startdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "enddate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the component stopped being used in the assembly item." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/enddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "unitmeasurecode" + logicalType: "string" + physicalType: "bpchar" + description: "Standard code identifying the unit of measure for the quantity." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/unitmeasurecode" + criticalDataElement: false + primaryKey: false + required: false + - name: "bomlevel" + logicalType: "number" + physicalType: "int2" + description: "Indicates the depth the component is from its parent (AssemblyID)." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/bomlevel" + criticalDataElement: false + primaryKey: false + required: false + - name: "perassemblyqty" + logicalType: "number" + physicalType: "numeric" + description: "Quantity of the component needed to create the assembly." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/perassemblyqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "culture" + physicalName: "culture" + physicalType: "table" + description: "Lookup table containing the languages in which some AdventureWorks\ + \ data is stored." + properties: + - name: "cultureid" + logicalType: "string" + physicalType: "bpchar" + description: "Primary key for Culture records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/culture/cultureid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Culture description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/culture/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/culture/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "document" + physicalName: "document" + physicalType: "table" + description: "Product maintenance documents." + properties: + - name: "title" + logicalType: "string" + physicalType: "varchar[50]" + description: "Title of the document." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/title" + criticalDataElement: false + primaryKey: false + required: false + - name: "owner" + logicalType: "number" + physicalType: "int4" + description: "Employee who controls the document. Foreign key to Employee.BusinessEntityID" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/owner" + criticalDataElement: false + primaryKey: false + required: false + - name: "folderflag" + logicalType: "object" + physicalType: "Flag" + description: "0 = This is a folder, 1 = This is a document." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/folderflag" + criticalDataElement: false + primaryKey: false + required: false + - name: "filename" + logicalType: "string" + physicalType: "varchar[400]" + description: "File name of the document" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/filename" + criticalDataElement: false + primaryKey: false + required: false + - name: "fileextension" + logicalType: "string" + physicalType: "varchar[8]" + description: "File extension indicating the document type. For example, .doc\ + \ or .txt." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/fileextension" + criticalDataElement: false + primaryKey: false + required: false + - name: "revision" + logicalType: "string" + physicalType: "bpchar" + description: "Revision number of the document." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/revision" + criticalDataElement: false + primaryKey: false + required: false + - name: "changenumber" + logicalType: "number" + physicalType: "int4" + description: "Engineering change approval number." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/changenumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "status" + logicalType: "number" + physicalType: "int2" + description: "1 = Pending approval, 2 = Approved, 3 = Obsolete" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/status" + criticalDataElement: false + primaryKey: false + required: false + - name: "documentsummary" + logicalType: "string" + physicalType: "text" + description: "Document abstract." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/documentsummary" + criticalDataElement: false + primaryKey: false + required: false + - name: "document" + logicalType: "string" + physicalType: "bytea" + description: "Complete document." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/document" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + description: "ROWGUIDCOL number uniquely identifying the record. Required for\ + \ FileStream." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "documentnode" + logicalType: "string" + physicalType: "varchar[2147483647]" + description: "Primary key for Document records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/document/documentnode" + criticalDataElement: false + primaryKey: true + required: false + - name: "illustration" + physicalName: "illustration" + physicalType: "table" + description: "Bicycle assembly diagrams." + properties: + - name: "illustrationid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for Illustration records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/illustration/illustrationid" + criticalDataElement: false + primaryKey: true + required: false + - name: "diagram" + logicalType: "string" + physicalType: "xml" + description: "Illustrations used in manufacturing instructions. Stored as XML." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/illustration/diagram" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/illustration/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "location" + physicalName: "location" + physicalType: "table" + description: "Product inventory and manufacturing locations." + properties: + - name: "locationid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for Location records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/location/locationid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Location description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/location/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "costrate" + logicalType: "number" + physicalType: "numeric" + description: "Standard hourly cost of the manufacturing location." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/location/costrate" + criticalDataElement: false + primaryKey: false + required: false + - name: "availability" + logicalType: "number" + physicalType: "numeric" + description: "Work capacity (in hours) of the manufacturing location." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/location/availability" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/location/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "product" + physicalName: "product" + physicalType: "table" + description: "Products sold or used in the manfacturing of sold products." + properties: + - name: "productid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for Product records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/productid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Name of the product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "productnumber" + logicalType: "string" + physicalType: "varchar[25]" + description: "Unique product identification number." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/productnumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "makeflag" + logicalType: "object" + physicalType: "Flag" + description: "0 = Product is purchased, 1 = Product is manufactured in-house." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/makeflag" + criticalDataElement: false + primaryKey: false + required: false + - name: "finishedgoodsflag" + logicalType: "object" + physicalType: "Flag" + description: "0 = Product is not a salable item. 1 = Product is salable." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/finishedgoodsflag" + criticalDataElement: false + primaryKey: false + required: false + - name: "color" + logicalType: "string" + physicalType: "varchar[15]" + description: "Product color." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/color" + criticalDataElement: false + primaryKey: false + required: false + - name: "safetystocklevel" + logicalType: "number" + physicalType: "int2" + description: "Minimum inventory quantity." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/safetystocklevel" + criticalDataElement: false + primaryKey: false + required: false + - name: "reorderpoint" + logicalType: "number" + physicalType: "int2" + description: "Inventory level that triggers a purchase order or work order." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/reorderpoint" + criticalDataElement: false + primaryKey: false + required: false + - name: "standardcost" + logicalType: "number" + physicalType: "numeric" + description: "Standard cost of the product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/standardcost" + criticalDataElement: false + primaryKey: false + required: false + - name: "listprice" + logicalType: "number" + physicalType: "numeric" + description: "Selling price." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/listprice" + criticalDataElement: false + primaryKey: false + required: false + - name: "size" + logicalType: "string" + physicalType: "varchar[5]" + description: "Product size." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/size" + criticalDataElement: false + primaryKey: false + required: false + - name: "sizeunitmeasurecode" + logicalType: "string" + physicalType: "bpchar" + description: "Unit of measure for Size column." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/sizeunitmeasurecode" + criticalDataElement: false + primaryKey: false + required: false + - name: "weightunitmeasurecode" + logicalType: "string" + physicalType: "bpchar" + description: "Unit of measure for Weight column." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/weightunitmeasurecode" + criticalDataElement: false + primaryKey: false + required: false + - name: "weight" + logicalType: "number" + physicalType: "numeric" + description: "Product weight." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/weight" + criticalDataElement: false + primaryKey: false + required: false + - name: "daystomanufacture" + logicalType: "number" + physicalType: "int4" + description: "Number of days required to manufacture the product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/daystomanufacture" + criticalDataElement: false + primaryKey: false + required: false + - name: "productline" + logicalType: "string" + physicalType: "bpchar" + description: "R = Road, M = Mountain, T = Touring, S = Standard" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/productline" + criticalDataElement: false + primaryKey: false + required: false + - name: "class" + logicalType: "string" + physicalType: "bpchar" + description: "H = High, M = Medium, L = Low" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/class" + criticalDataElement: false + primaryKey: false + required: false + - name: "style" + logicalType: "string" + physicalType: "bpchar" + description: "W = Womens, M = Mens, U = Universal" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/style" + criticalDataElement: false + primaryKey: false + required: false + - name: "productsubcategoryid" + logicalType: "number" + physicalType: "int4" + description: "Product is a member of this product subcategory. Foreign key to\ + \ ProductSubCategory.ProductSubCategoryID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/productsubcategoryid" + criticalDataElement: false + primaryKey: false + required: false + - name: "productmodelid" + logicalType: "number" + physicalType: "int4" + description: "Product is a member of this product model. Foreign key to ProductModel.ProductModelID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/productmodelid" + criticalDataElement: false + primaryKey: false + required: false + - name: "sellstartdate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the product was available for sale." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/sellstartdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "sellenddate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the product was no longer available for sale." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/sellenddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "discontinueddate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the product was discontinued." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/discontinueddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/product/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productcategory" + physicalName: "productcategory" + physicalType: "table" + description: "High-level product categorization." + properties: + - name: "productcategoryid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ProductCategory records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productcategory/productcategoryid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Category description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productcategory/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productcategory/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productcategory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productcosthistory" + physicalName: "productcosthistory" + physicalType: "table" + description: "Changes in the cost of a product over time." + properties: + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/productid" + criticalDataElement: false + primaryKey: true + required: false + - name: "startdate" + logicalType: "date" + physicalType: "timestamp" + description: "Product cost start date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/startdate" + criticalDataElement: false + primaryKey: true + required: false + - name: "enddate" + logicalType: "date" + physicalType: "timestamp" + description: "Product cost end date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/enddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "standardcost" + logicalType: "number" + physicalType: "numeric" + description: "Standard cost of the product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/standardcost" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productdescription" + physicalName: "productdescription" + physicalType: "table" + description: "Product descriptions in several languages." + properties: + - name: "productdescriptionid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ProductDescription records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productdescription/productdescriptionid" + criticalDataElement: false + primaryKey: true + required: false + - name: "description" + logicalType: "string" + physicalType: "varchar[400]" + description: "Description of the product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productdescription/description" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productdescription/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productdescription/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productdocument" + physicalName: "productdocument" + physicalType: "table" + description: "Cross-reference table mapping products to related product documents." + properties: + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productdocument/productid" + criticalDataElement: false + primaryKey: true + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productdocument/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "documentnode" + logicalType: "string" + physicalType: "varchar[2147483647]" + description: "Document identification number. Foreign key to Document.DocumentNode." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productdocument/documentnode" + criticalDataElement: false + primaryKey: true + required: false + - name: "productinventory" + physicalName: "productinventory" + physicalType: "table" + description: "Product inventory information." + properties: + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/productid" + criticalDataElement: false + primaryKey: true + required: false + - name: "locationid" + logicalType: "number" + physicalType: "int2" + description: "Inventory location identification number. Foreign key to Location.LocationID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/locationid" + criticalDataElement: false + primaryKey: true + required: false + - name: "shelf" + logicalType: "string" + physicalType: "varchar[10]" + description: "Storage compartment within an inventory location." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/shelf" + criticalDataElement: false + primaryKey: false + required: false + - name: "bin" + logicalType: "number" + physicalType: "int2" + description: "Storage container on a shelf in an inventory location." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/bin" + criticalDataElement: false + primaryKey: false + required: false + - name: "quantity" + logicalType: "number" + physicalType: "int2" + description: "Quantity of products in the inventory location." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/quantity" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productlistpricehistory" + physicalName: "productlistpricehistory" + physicalType: "table" + description: "Changes in the list price of a product over time." + properties: + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/productid" + criticalDataElement: false + primaryKey: true + required: false + - name: "startdate" + logicalType: "date" + physicalType: "timestamp" + description: "List price start date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/startdate" + criticalDataElement: false + primaryKey: true + required: false + - name: "enddate" + logicalType: "date" + physicalType: "timestamp" + description: "List price end date" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/enddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "listprice" + logicalType: "number" + physicalType: "numeric" + description: "Product list price." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/listprice" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productmodel" + physicalName: "productmodel" + physicalType: "table" + description: "Product model classification." + properties: + - name: "productmodelid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ProductModel records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/productmodelid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Product model description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "catalogdescription" + logicalType: "string" + physicalType: "xml" + description: "Detailed product catalog information in xml format." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/catalogdescription" + criticalDataElement: false + primaryKey: false + required: false + - name: "instructions" + logicalType: "string" + physicalType: "xml" + description: "Manufacturing instructions in xml format." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/instructions" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productmodelillustration" + physicalName: "productmodelillustration" + physicalType: "table" + description: "Cross-reference table mapping product models and illustrations." + properties: + - name: "productmodelid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to ProductModel.ProductModelID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelillustration/productmodelid" + criticalDataElement: false + primaryKey: true + required: false + - name: "illustrationid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to Illustration.IllustrationID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelillustration/illustrationid" + criticalDataElement: false + primaryKey: true + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelillustration/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productmodelproductdescriptionculture" + physicalName: "productmodelproductdescriptionculture" + physicalType: "table" + description: "Cross-reference table mapping product descriptions and the language\ + \ the description is written in." + properties: + - name: "productmodelid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to ProductModel.ProductModelID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelproductdescriptionculture/productmodelid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productdescriptionid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to ProductDescription.ProductDescriptionID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelproductdescriptionculture/productdescriptionid" + criticalDataElement: false + primaryKey: true + required: false + - name: "cultureid" + logicalType: "string" + physicalType: "bpchar" + description: "Culture identification number. Foreign key to Culture.CultureID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelproductdescriptionculture/cultureid" + criticalDataElement: false + primaryKey: true + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelproductdescriptionculture/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productphoto" + physicalName: "productphoto" + physicalType: "table" + description: "Product images." + properties: + - name: "productphotoid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ProductPhoto records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/productphotoid" + criticalDataElement: false + primaryKey: true + required: false + - name: "thumbnailphoto" + logicalType: "string" + physicalType: "bytea" + description: "Small image of the product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/thumbnailphoto" + criticalDataElement: false + primaryKey: false + required: false + - name: "thumbnailphotofilename" + logicalType: "string" + physicalType: "varchar[50]" + description: "Small image file name." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/thumbnailphotofilename" + criticalDataElement: false + primaryKey: false + required: false + - name: "largephoto" + logicalType: "string" + physicalType: "bytea" + description: "Large image of the product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/largephoto" + criticalDataElement: false + primaryKey: false + required: false + - name: "largephotofilename" + logicalType: "string" + physicalType: "varchar[50]" + description: "Large image file name." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/largephotofilename" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productproductphoto" + physicalName: "productproductphoto" + physicalType: "table" + description: "Cross-reference table mapping products and product photos." + properties: + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productproductphoto/productid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productphotoid" + logicalType: "number" + physicalType: "int4" + description: "Product photo identification number. Foreign key to ProductPhoto.ProductPhotoID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productproductphoto/productphotoid" + criticalDataElement: false + primaryKey: true + required: false + - name: "primary" + logicalType: "object" + physicalType: "Flag" + description: "0 = Photo is not the principal image. 1 = Photo is the principal\ + \ image." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productproductphoto/primary" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productproductphoto/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productreview" + physicalName: "productreview" + physicalType: "table" + description: "Customer reviews of products they have purchased." + properties: + - name: "productreviewid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ProductReview records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/productreviewid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/productid" + criticalDataElement: false + primaryKey: false + required: false + - name: "reviewername" + logicalType: "object" + physicalType: "Name" + description: "Name of the reviewer." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/reviewername" + criticalDataElement: false + primaryKey: false + required: false + - name: "reviewdate" + logicalType: "date" + physicalType: "timestamp" + description: "Date review was submitted." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/reviewdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "emailaddress" + logicalType: "string" + physicalType: "varchar[50]" + description: "Reviewer's e-mail address." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/emailaddress" + criticalDataElement: false + primaryKey: false + required: false + - name: "rating" + logicalType: "number" + physicalType: "int4" + description: "Product rating given by the reviewer. Scale is 1 to 5 with 5 as\ + \ the highest rating." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/rating" + criticalDataElement: false + primaryKey: false + required: false + - name: "comments" + logicalType: "string" + physicalType: "varchar[3850]" + description: "Reviewer's comments" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/comments" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productsubcategory" + physicalName: "productsubcategory" + physicalType: "table" + description: "Product subcategories. See ProductCategory table." + properties: + - name: "productsubcategoryid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ProductSubcategory records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/productsubcategoryid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productcategoryid" + logicalType: "number" + physicalType: "int4" + description: "Product category identification number. Foreign key to ProductCategory.ProductCategoryID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/productcategoryid" + criticalDataElement: false + primaryKey: false + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Subcategory description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "scrapreason" + physicalName: "scrapreason" + physicalType: "table" + description: "Manufacturing failure reasons lookup table." + properties: + - name: "scrapreasonid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ScrapReason records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/scrapreason/scrapreasonid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Failure description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/scrapreason/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/scrapreason/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "transactionhistory" + physicalName: "transactionhistory" + physicalType: "table" + description: "Record of each purchase order, sales order, or work order transaction\ + \ year to date." + properties: + - name: "transactionid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for TransactionHistory records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/transactionid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/productid" + criticalDataElement: false + primaryKey: false + required: false + - name: "referenceorderid" + logicalType: "number" + physicalType: "int4" + description: "Purchase order, sales order, or work order identification number." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/referenceorderid" + criticalDataElement: false + primaryKey: false + required: false + - name: "referenceorderlineid" + logicalType: "number" + physicalType: "int4" + description: "Line number associated with the purchase order, sales order, or\ + \ work order." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/referenceorderlineid" + criticalDataElement: false + primaryKey: false + required: false + - name: "transactiondate" + logicalType: "date" + physicalType: "timestamp" + description: "Date and time of the transaction." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/transactiondate" + criticalDataElement: false + primaryKey: false + required: false + - name: "transactiontype" + logicalType: "string" + physicalType: "bpchar" + description: "W = WorkOrder, S = SalesOrder, P = PurchaseOrder" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/transactiontype" + criticalDataElement: false + primaryKey: false + required: false + - name: "quantity" + logicalType: "number" + physicalType: "int4" + description: "Product quantity." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/quantity" + criticalDataElement: false + primaryKey: false + required: false + - name: "actualcost" + logicalType: "number" + physicalType: "numeric" + description: "Product cost." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/actualcost" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "transactionhistoryarchive" + physicalName: "transactionhistoryarchive" + physicalType: "table" + description: "Transactions for previous years." + properties: + - name: "transactionid" + logicalType: "number" + physicalType: "int4" + description: "Primary key for TransactionHistoryArchive records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/transactionid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/productid" + criticalDataElement: false + primaryKey: false + required: false + - name: "referenceorderid" + logicalType: "number" + physicalType: "int4" + description: "Purchase order, sales order, or work order identification number." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/referenceorderid" + criticalDataElement: false + primaryKey: false + required: false + - name: "referenceorderlineid" + logicalType: "number" + physicalType: "int4" + description: "Line number associated with the purchase order, sales order, or\ + \ work order." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/referenceorderlineid" + criticalDataElement: false + primaryKey: false + required: false + - name: "transactiondate" + logicalType: "date" + physicalType: "timestamp" + description: "Date and time of the transaction." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/transactiondate" + criticalDataElement: false + primaryKey: false + required: false + - name: "transactiontype" + logicalType: "string" + physicalType: "bpchar" + description: "W = Work Order, S = Sales Order, P = Purchase Order" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/transactiontype" + criticalDataElement: false + primaryKey: false + required: false + - name: "quantity" + logicalType: "number" + physicalType: "int4" + description: "Product quantity." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/quantity" + criticalDataElement: false + primaryKey: false + required: false + - name: "actualcost" + logicalType: "number" + physicalType: "numeric" + description: "Product cost." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/actualcost" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "unitmeasure" + physicalName: "unitmeasure" + physicalType: "table" + description: "Unit of measure lookup table." + properties: + - name: "unitmeasurecode" + logicalType: "string" + physicalType: "bpchar" + description: "Primary key." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/unitmeasure/unitmeasurecode" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Unit of measure description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/unitmeasure/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/unitmeasure/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "workorder" + physicalName: "workorder" + physicalType: "table" + description: "Manufacturing work orders." + properties: + - name: "workorderid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for WorkOrder records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/workorderid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/productid" + criticalDataElement: false + primaryKey: false + required: false + - name: "orderqty" + logicalType: "number" + physicalType: "int4" + description: "Product quantity to build." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/orderqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "scrappedqty" + logicalType: "number" + physicalType: "int2" + description: "Quantity that failed inspection." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/scrappedqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "startdate" + logicalType: "date" + physicalType: "timestamp" + description: "Work order start date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/startdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "enddate" + logicalType: "date" + physicalType: "timestamp" + description: "Work order end date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/enddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "duedate" + logicalType: "date" + physicalType: "timestamp" + description: "Work order due date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/duedate" + criticalDataElement: false + primaryKey: false + required: false + - name: "scrapreasonid" + logicalType: "number" + physicalType: "int2" + description: "Reason for inspection failure." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/scrapreasonid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "workorderrouting" + physicalName: "workorderrouting" + physicalType: "table" + description: "Work order details." + properties: + - name: "workorderid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to WorkOrder.WorkOrderID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/workorderid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/productid" + criticalDataElement: false + primaryKey: true + required: false + - name: "operationsequence" + logicalType: "number" + physicalType: "int2" + description: "Primary key. Indicates the manufacturing process sequence." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/operationsequence" + criticalDataElement: false + primaryKey: true + required: false + - name: "locationid" + logicalType: "number" + physicalType: "int2" + description: "Manufacturing location where the part is processed. Foreign key\ + \ to Location.LocationID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/locationid" + criticalDataElement: false + primaryKey: false + required: false + - name: "scheduledstartdate" + logicalType: "date" + physicalType: "timestamp" + description: "Planned manufacturing start date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/scheduledstartdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "scheduledenddate" + logicalType: "date" + physicalType: "timestamp" + description: "Planned manufacturing end date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/scheduledenddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "actualstartdate" + logicalType: "date" + physicalType: "timestamp" + description: "Actual start date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/actualstartdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "actualenddate" + logicalType: "date" + physicalType: "timestamp" + description: "Actual end date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/actualenddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "actualresourcehrs" + logicalType: "number" + physicalType: "numeric" + description: "Number of manufacturing hours used." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/actualresourcehrs" + criticalDataElement: false + primaryKey: false + required: false + - name: "plannedcost" + logicalType: "number" + physicalType: "numeric" + description: "Estimated manufacturing cost." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/plannedcost" + criticalDataElement: false + primaryKey: false + required: false + - name: "actualcost" + logicalType: "number" + physicalType: "numeric" + description: "Actual manufacturing cost." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/actualcost" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "productvendor" + physicalName: "productvendor" + physicalType: "table" + description: "Cross-reference table mapping vendors with the products they supply." + properties: + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/productid" + criticalDataElement: false + primaryKey: true + required: false + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to Vendor.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "averageleadtime" + logicalType: "number" + physicalType: "int4" + description: "The average span of time (in days) between placing an order with\ + \ the vendor and receiving the purchased product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/averageleadtime" + criticalDataElement: false + primaryKey: false + required: false + - name: "standardprice" + logicalType: "number" + physicalType: "numeric" + description: "The vendor's usual selling price." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/standardprice" + criticalDataElement: false + primaryKey: false + required: false + - name: "lastreceiptcost" + logicalType: "number" + physicalType: "numeric" + description: "The selling price when last purchased." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/lastreceiptcost" + criticalDataElement: false + primaryKey: false + required: false + - name: "lastreceiptdate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the product was last received by the vendor." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/lastreceiptdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "minorderqty" + logicalType: "number" + physicalType: "int4" + description: "The maximum quantity that should be ordered." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/minorderqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "maxorderqty" + logicalType: "number" + physicalType: "int4" + description: "The minimum quantity that should be ordered." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/maxorderqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "onorderqty" + logicalType: "number" + physicalType: "int4" + description: "The quantity currently on order." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/onorderqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "unitmeasurecode" + logicalType: "string" + physicalType: "bpchar" + description: "The product's unit of measure." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/unitmeasurecode" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "purchaseorderdetail" + physicalName: "purchaseorderdetail" + physicalType: "table" + description: "Individual products associated with a specific purchase order. See\ + \ PurchaseOrderHeader." + properties: + - name: "purchaseorderid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to PurchaseOrderHeader.PurchaseOrderID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/purchaseorderid" + criticalDataElement: false + primaryKey: true + required: false + - name: "purchaseorderdetailid" + logicalType: "number" + physicalType: "serial" + description: "Primary key. One line number per purchased product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/purchaseorderdetailid" + criticalDataElement: false + primaryKey: true + required: false + - name: "duedate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the product is expected to be received." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/duedate" + criticalDataElement: false + primaryKey: false + required: false + - name: "orderqty" + logicalType: "number" + physicalType: "int2" + description: "Quantity ordered." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/orderqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/productid" + criticalDataElement: false + primaryKey: false + required: false + - name: "unitprice" + logicalType: "number" + physicalType: "numeric" + description: "Vendor's selling price of a single product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/unitprice" + criticalDataElement: false + primaryKey: false + required: false + - name: "receivedqty" + logicalType: "number" + physicalType: "numeric" + description: "Quantity actually received from the vendor." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/receivedqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "rejectedqty" + logicalType: "number" + physicalType: "numeric" + description: "Quantity rejected during inspection." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/rejectedqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "purchaseorderheader" + physicalName: "purchaseorderheader" + physicalType: "table" + description: "General purchase order information. See PurchaseOrderDetail." + properties: + - name: "purchaseorderid" + logicalType: "number" + physicalType: "serial" + description: "Primary key." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/purchaseorderid" + criticalDataElement: false + primaryKey: true + required: false + - name: "revisionnumber" + logicalType: "number" + physicalType: "int2" + description: "Incremental number to track changes to the purchase order over\ + \ time." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/revisionnumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "status" + logicalType: "number" + physicalType: "int2" + description: "Order current status. 1 = Pending; 2 = Approved; 3 = Rejected;\ + \ 4 = Complete" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/status" + criticalDataElement: false + primaryKey: false + required: false + - name: "employeeid" + logicalType: "number" + physicalType: "int4" + description: "Employee who created the purchase order. Foreign key to Employee.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/employeeid" + criticalDataElement: false + primaryKey: false + required: false + - name: "vendorid" + logicalType: "number" + physicalType: "int4" + description: "Vendor with whom the purchase order is placed. Foreign key to\ + \ Vendor.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/vendorid" + criticalDataElement: false + primaryKey: false + required: false + - name: "shipmethodid" + logicalType: "number" + physicalType: "int4" + description: "Shipping method. Foreign key to ShipMethod.ShipMethodID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/shipmethodid" + criticalDataElement: false + primaryKey: false + required: false + - name: "orderdate" + logicalType: "date" + physicalType: "timestamp" + description: "Purchase order creation date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/orderdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "shipdate" + logicalType: "date" + physicalType: "timestamp" + description: "Estimated shipment date from the vendor." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/shipdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "subtotal" + logicalType: "number" + physicalType: "numeric" + description: "Purchase order subtotal. Computed as SUM(PurchaseOrderDetail.LineTotal)for\ + \ the appropriate PurchaseOrderID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/subtotal" + criticalDataElement: false + primaryKey: false + required: false + - name: "taxamt" + logicalType: "number" + physicalType: "numeric" + description: "Tax amount." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/taxamt" + criticalDataElement: false + primaryKey: false + required: false + - name: "freight" + logicalType: "number" + physicalType: "numeric" + description: "Shipping cost." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/freight" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "shipmethod" + physicalName: "shipmethod" + physicalType: "table" + description: "Shipping company lookup table." + properties: + - name: "shipmethodid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ShipMethod records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/shipmethodid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Shipping company name." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "shipbase" + logicalType: "number" + physicalType: "numeric" + description: "Minimum shipping charge." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/shipbase" + criticalDataElement: false + primaryKey: false + required: false + - name: "shiprate" + logicalType: "number" + physicalType: "numeric" + description: "Shipping charge per pound." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/shiprate" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "vendor" + physicalName: "vendor" + physicalType: "table" + description: "Companies from whom Adventure Works Cycles purchases parts or other\ + \ goods." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key for Vendor records. Foreign key to BusinessEntity.BusinessEntityID" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "accountnumber" + logicalType: "object" + physicalType: "AccountNumber" + description: "Vendor account (identification) number." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/accountnumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Company name." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "creditrating" + logicalType: "number" + physicalType: "int2" + description: "1 = Superior, 2 = Excellent, 3 = Above average, 4 = Average, 5\ + \ = Below average" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/creditrating" + criticalDataElement: false + primaryKey: false + required: false + - name: "preferredvendorstatus" + logicalType: "object" + physicalType: "Flag" + description: "0 = Do not use if another vendor is available. 1 = Preferred over\ + \ other vendors supplying the same product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/preferredvendorstatus" + criticalDataElement: false + primaryKey: false + required: false + - name: "activeflag" + logicalType: "object" + physicalType: "Flag" + description: "0 = Vendor no longer used. 1 = Vendor is actively used." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/activeflag" + criticalDataElement: false + primaryKey: false + required: false + - name: "purchasingwebserviceurl" + logicalType: "string" + physicalType: "varchar[1024]" + description: "Vendor URL." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/purchasingwebserviceurl" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "countryregioncurrency" + physicalName: "countryregioncurrency" + physicalType: "table" + description: "Cross-reference table mapping ISO currency codes to a country or\ + \ region." + properties: + - name: "countryregioncode" + logicalType: "string" + physicalType: "varchar[3]" + description: "ISO code for countries and regions. Foreign key to CountryRegion.CountryRegionCode." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/countryregioncurrency/countryregioncode" + criticalDataElement: false + primaryKey: true + required: false + - name: "currencycode" + logicalType: "string" + physicalType: "bpchar" + description: "ISO standard currency code. Foreign key to Currency.CurrencyCode." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/countryregioncurrency/currencycode" + criticalDataElement: false + primaryKey: true + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/countryregioncurrency/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "creditcard" + physicalName: "creditcard" + physicalType: "table" + description: "Customer credit card information." + properties: + - name: "creditcardid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for CreditCard records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/creditcardid" + criticalDataElement: false + primaryKey: true + required: false + - name: "cardtype" + logicalType: "string" + physicalType: "varchar[50]" + description: "Credit card name." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/cardtype" + criticalDataElement: false + primaryKey: false + required: false + - name: "cardnumber" + logicalType: "string" + physicalType: "varchar[25]" + description: "Credit card number." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/cardnumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "expmonth" + logicalType: "number" + physicalType: "int2" + description: "Credit card expiration month." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/expmonth" + criticalDataElement: false + primaryKey: false + required: false + - name: "expyear" + logicalType: "number" + physicalType: "int2" + description: "Credit card expiration year." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/expyear" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "currency" + physicalName: "currency" + physicalType: "table" + description: "Lookup table containing standard ISO currencies." + properties: + - name: "currencycode" + logicalType: "string" + physicalType: "bpchar" + description: "The ISO code for the Currency." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currency/currencycode" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Currency name." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currency/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currency/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "currencyrate" + physicalName: "currencyrate" + physicalType: "table" + description: "Currency exchange rates." + properties: + - name: "currencyrateid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for CurrencyRate records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/currencyrateid" + criticalDataElement: false + primaryKey: true + required: false + - name: "currencyratedate" + logicalType: "date" + physicalType: "timestamp" + description: "Date and time the exchange rate was obtained." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/currencyratedate" + criticalDataElement: false + primaryKey: false + required: false + - name: "fromcurrencycode" + logicalType: "string" + physicalType: "bpchar" + description: "Exchange rate was converted from this currency code." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/fromcurrencycode" + criticalDataElement: false + primaryKey: false + required: false + - name: "tocurrencycode" + logicalType: "string" + physicalType: "bpchar" + description: "Exchange rate was converted to this currency code." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/tocurrencycode" + criticalDataElement: false + primaryKey: false + required: false + - name: "averagerate" + logicalType: "number" + physicalType: "numeric" + description: "Average exchange rate for the day." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/averagerate" + criticalDataElement: false + primaryKey: false + required: false + - name: "endofdayrate" + logicalType: "number" + physicalType: "numeric" + description: "Final exchange rate for the day." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/endofdayrate" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "customer" + physicalName: "customer" + physicalType: "table" + description: "Current customer information. Also see the Person and Store tables." + properties: + - name: "customerid" + logicalType: "number" + physicalType: "serial" + description: "Primary key." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/customer/customerid" + criticalDataElement: false + primaryKey: true + required: false + - name: "personid" + logicalType: "number" + physicalType: "int4" + description: "Foreign key to Person.BusinessEntityID" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/customer/personid" + criticalDataElement: false + primaryKey: false + required: false + - name: "storeid" + logicalType: "number" + physicalType: "int4" + description: "Foreign key to Store.BusinessEntityID" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/customer/storeid" + criticalDataElement: false + primaryKey: false + required: false + - name: "territoryid" + logicalType: "number" + physicalType: "int4" + description: "ID of the territory in which the customer is located. Foreign\ + \ key to SalesTerritory.SalesTerritoryID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/customer/territoryid" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/customer/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/customer/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "personcreditcard" + physicalName: "personcreditcard" + physicalType: "table" + description: "Cross-reference table mapping people to their credit card information\ + \ in the CreditCard table." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Business entity identification number. Foreign key to Person.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/personcreditcard/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "creditcardid" + logicalType: "number" + physicalType: "int4" + description: "Credit card identification number. Foreign key to CreditCard.CreditCardID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/personcreditcard/creditcardid" + criticalDataElement: false + primaryKey: true + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/personcreditcard/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesorderdetail" + physicalName: "salesorderdetail" + physicalType: "table" + description: "Individual products associated with a specific sales order. See\ + \ SalesOrderHeader." + properties: + - name: "salesorderid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to SalesOrderHeader.SalesOrderID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/salesorderid" + criticalDataElement: false + primaryKey: true + required: false + - name: "salesorderdetailid" + logicalType: "number" + physicalType: "serial" + description: "Primary key. One incremental unique number per product sold." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/salesorderdetailid" + criticalDataElement: false + primaryKey: true + required: false + - name: "carriertrackingnumber" + logicalType: "string" + physicalType: "varchar[25]" + description: "Shipment tracking number supplied by the shipper." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/carriertrackingnumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "orderqty" + logicalType: "number" + physicalType: "int2" + description: "Quantity ordered per product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/orderqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product sold to customer. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/productid" + criticalDataElement: false + primaryKey: false + required: false + - name: "specialofferid" + logicalType: "number" + physicalType: "int4" + description: "Promotional code. Foreign key to SpecialOffer.SpecialOfferID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/specialofferid" + criticalDataElement: false + primaryKey: false + required: false + - name: "unitprice" + logicalType: "number" + physicalType: "numeric" + description: "Selling price of a single product." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/unitprice" + criticalDataElement: false + primaryKey: false + required: false + - name: "unitpricediscount" + logicalType: "number" + physicalType: "numeric" + description: "Discount amount." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/unitpricediscount" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesorderheader" + physicalName: "salesorderheader" + physicalType: "table" + description: "General sales order information." + properties: + - name: "salesorderid" + logicalType: "number" + physicalType: "serial" + description: "Primary key." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/salesorderid" + criticalDataElement: false + primaryKey: true + required: false + - name: "revisionnumber" + logicalType: "number" + physicalType: "int2" + description: "Incremental number to track changes to the sales order over time." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/revisionnumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "orderdate" + logicalType: "date" + physicalType: "timestamp" + description: "Dates the sales order was created." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/orderdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "duedate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the order is due to the customer." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/duedate" + criticalDataElement: false + primaryKey: false + required: false + - name: "shipdate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the order was shipped to the customer." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/shipdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "status" + logicalType: "number" + physicalType: "int2" + description: "Order current status. 1 = In process; 2 = Approved; 3 = Backordered;\ + \ 4 = Rejected; 5 = Shipped; 6 = Cancelled" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/status" + criticalDataElement: false + primaryKey: false + required: false + - name: "onlineorderflag" + logicalType: "object" + physicalType: "Flag" + description: "0 = Order placed by sales person. 1 = Order placed online by customer." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/onlineorderflag" + criticalDataElement: false + primaryKey: false + required: false + - name: "purchaseordernumber" + logicalType: "object" + physicalType: "OrderNumber" + description: "Customer purchase order number reference." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/purchaseordernumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "accountnumber" + logicalType: "object" + physicalType: "AccountNumber" + description: "Financial accounting number reference." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/accountnumber" + criticalDataElement: false + primaryKey: false + required: false + - name: "customerid" + logicalType: "number" + physicalType: "int4" + description: "Customer identification number. Foreign key to Customer.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/customerid" + criticalDataElement: false + primaryKey: false + required: false + - name: "salespersonid" + logicalType: "number" + physicalType: "int4" + description: "Sales person who created the sales order. Foreign key to SalesPerson.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/salespersonid" + criticalDataElement: false + primaryKey: false + required: false + - name: "territoryid" + logicalType: "number" + physicalType: "int4" + description: "Territory in which the sale was made. Foreign key to SalesTerritory.SalesTerritoryID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/territoryid" + criticalDataElement: false + primaryKey: false + required: false + - name: "billtoaddressid" + logicalType: "number" + physicalType: "int4" + description: "Customer billing address. Foreign key to Address.AddressID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/billtoaddressid" + criticalDataElement: false + primaryKey: false + required: false + - name: "shiptoaddressid" + logicalType: "number" + physicalType: "int4" + description: "Customer shipping address. Foreign key to Address.AddressID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/shiptoaddressid" + criticalDataElement: false + primaryKey: false + required: false + - name: "shipmethodid" + logicalType: "number" + physicalType: "int4" + description: "Shipping method. Foreign key to ShipMethod.ShipMethodID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/shipmethodid" + criticalDataElement: false + primaryKey: false + required: false + - name: "creditcardid" + logicalType: "number" + physicalType: "int4" + description: "Credit card identification number. Foreign key to CreditCard.CreditCardID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/creditcardid" + criticalDataElement: false + primaryKey: false + required: false + - name: "creditcardapprovalcode" + logicalType: "string" + physicalType: "varchar[15]" + description: "Approval code provided by the credit card company." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/creditcardapprovalcode" + criticalDataElement: false + primaryKey: false + required: false + - name: "currencyrateid" + logicalType: "number" + physicalType: "int4" + description: "Currency exchange rate used. Foreign key to CurrencyRate.CurrencyRateID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/currencyrateid" + criticalDataElement: false + primaryKey: false + required: false + - name: "subtotal" + logicalType: "number" + physicalType: "numeric" + description: "Sales subtotal. Computed as SUM(SalesOrderDetail.LineTotal)for\ + \ the appropriate SalesOrderID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/subtotal" + criticalDataElement: false + primaryKey: false + required: false + - name: "taxamt" + logicalType: "number" + physicalType: "numeric" + description: "Tax amount." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/taxamt" + criticalDataElement: false + primaryKey: false + required: false + - name: "freight" + logicalType: "number" + physicalType: "numeric" + description: "Shipping cost." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/freight" + criticalDataElement: false + primaryKey: false + required: false + - name: "totaldue" + logicalType: "number" + physicalType: "numeric" + description: "Total due from customer. Computed as Subtotal + TaxAmt + Freight." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/totaldue" + criticalDataElement: false + primaryKey: false + required: false + - name: "comment" + logicalType: "string" + physicalType: "varchar[128]" + description: "Sales representative comments." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/comment" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesorderheadersalesreason" + physicalName: "salesorderheadersalesreason" + physicalType: "table" + description: "Cross-reference table mapping sales orders to sales reason codes." + properties: + - name: "salesorderid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to SalesOrderHeader.SalesOrderID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheadersalesreason/salesorderid" + criticalDataElement: false + primaryKey: true + required: false + - name: "salesreasonid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to SalesReason.SalesReasonID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheadersalesreason/salesreasonid" + criticalDataElement: false + primaryKey: true + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheadersalesreason/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesperson" + physicalName: "salesperson" + physicalType: "table" + description: "Sales representative current information." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key for SalesPerson records. Foreign key to Employee.BusinessEntityID" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "territoryid" + logicalType: "number" + physicalType: "int4" + description: "Territory currently assigned to. Foreign key to SalesTerritory.SalesTerritoryID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/territoryid" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesquota" + logicalType: "number" + physicalType: "numeric" + description: "Projected yearly sales." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/salesquota" + criticalDataElement: false + primaryKey: false + required: false + - name: "bonus" + logicalType: "number" + physicalType: "numeric" + description: "Bonus due if quota is met." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/bonus" + criticalDataElement: false + primaryKey: false + required: false + - name: "commissionpct" + logicalType: "number" + physicalType: "numeric" + description: "Commision percent received per sale." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/commissionpct" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesytd" + logicalType: "number" + physicalType: "numeric" + description: "Sales total year to date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/salesytd" + criticalDataElement: false + primaryKey: false + required: false + - name: "saleslastyear" + logicalType: "number" + physicalType: "numeric" + description: "Sales total of previous year." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/saleslastyear" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salespersonquotahistory" + physicalName: "salespersonquotahistory" + physicalType: "table" + description: "Sales performance tracking." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Sales person identification number. Foreign key to SalesPerson.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "quotadate" + logicalType: "date" + physicalType: "timestamp" + description: "Sales quota date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/quotadate" + criticalDataElement: false + primaryKey: true + required: false + - name: "salesquota" + logicalType: "number" + physicalType: "numeric" + description: "Sales quota amount." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/salesquota" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesreason" + physicalName: "salesreason" + physicalType: "table" + description: "Lookup table of customer purchase reasons." + properties: + - name: "salesreasonid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for SalesReason records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesreason/salesreasonid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Sales reason description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesreason/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "reasontype" + logicalType: "object" + physicalType: "Name" + description: "Category the sales reason belongs to." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesreason/reasontype" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesreason/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salestaxrate" + physicalName: "salestaxrate" + physicalType: "table" + description: "Tax rate lookup table." + properties: + - name: "salestaxrateid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for SalesTaxRate records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/salestaxrateid" + criticalDataElement: false + primaryKey: true + required: false + - name: "stateprovinceid" + logicalType: "number" + physicalType: "int4" + description: "State, province, or country/region the sales tax applies to." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/stateprovinceid" + criticalDataElement: false + primaryKey: false + required: false + - name: "taxtype" + logicalType: "number" + physicalType: "int2" + description: "1 = Tax applied to retail transactions, 2 = Tax applied to wholesale\ + \ transactions, 3 = Tax applied to all sales (retail and wholesale) transactions." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/taxtype" + criticalDataElement: false + primaryKey: false + required: false + - name: "taxrate" + logicalType: "number" + physicalType: "numeric" + description: "Tax rate amount." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/taxrate" + criticalDataElement: false + primaryKey: false + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Tax rate description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesterritory" + physicalName: "salesterritory" + physicalType: "table" + description: "Sales territory lookup table." + properties: + - name: "territoryid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for SalesTerritory records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/territoryid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Sales territory description" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "countryregioncode" + logicalType: "string" + physicalType: "varchar[3]" + description: "ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/countryregioncode" + criticalDataElement: false + primaryKey: false + required: false + - name: "group" + logicalType: "string" + physicalType: "varchar[50]" + description: "Geographic area to which the sales territory belong." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/group" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesytd" + logicalType: "number" + physicalType: "numeric" + description: "Sales in the territory year to date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/salesytd" + criticalDataElement: false + primaryKey: false + required: false + - name: "saleslastyear" + logicalType: "number" + physicalType: "numeric" + description: "Sales in the territory the previous year." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/saleslastyear" + criticalDataElement: false + primaryKey: false + required: false + - name: "costytd" + logicalType: "number" + physicalType: "numeric" + description: "Business costs in the territory year to date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/costytd" + criticalDataElement: false + primaryKey: false + required: false + - name: "costlastyear" + logicalType: "number" + physicalType: "numeric" + description: "Business costs in the territory the previous year." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/costlastyear" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "salesterritoryhistory" + physicalName: "salesterritoryhistory" + physicalType: "table" + description: "Sales representative transfers to other sales territories." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. The sales rep. Foreign key to SalesPerson.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "territoryid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Territory identification number. Foreign key to SalesTerritory.SalesTerritoryID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/territoryid" + criticalDataElement: false + primaryKey: true + required: false + - name: "startdate" + logicalType: "date" + physicalType: "timestamp" + description: "Primary key. Date the sales representive started work in the territory." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/startdate" + criticalDataElement: false + primaryKey: true + required: false + - name: "enddate" + logicalType: "date" + physicalType: "timestamp" + description: "Date the sales representative left work in the territory." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/enddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "shoppingcartitem" + physicalName: "shoppingcartitem" + physicalType: "table" + description: "Contains online customer orders until the order is submitted or\ + \ cancelled." + properties: + - name: "shoppingcartitemid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for ShoppingCartItem records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/shoppingcartitemid" + criticalDataElement: false + primaryKey: true + required: false + - name: "shoppingcartid" + logicalType: "string" + physicalType: "varchar[50]" + description: "Shopping cart identification number." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/shoppingcartid" + criticalDataElement: false + primaryKey: false + required: false + - name: "quantity" + logicalType: "number" + physicalType: "int4" + description: "Product quantity ordered." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/quantity" + criticalDataElement: false + primaryKey: false + required: false + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product ordered. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/productid" + criticalDataElement: false + primaryKey: false + required: false + - name: "datecreated" + logicalType: "date" + physicalType: "timestamp" + description: "Date the time the record was created." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/datecreated" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "specialoffer" + physicalName: "specialoffer" + physicalType: "table" + description: "Sale discounts lookup table." + properties: + - name: "specialofferid" + logicalType: "number" + physicalType: "serial" + description: "Primary key for SpecialOffer records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/specialofferid" + criticalDataElement: false + primaryKey: true + required: false + - name: "description" + logicalType: "string" + physicalType: "varchar[255]" + description: "Discount description." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/description" + criticalDataElement: false + primaryKey: false + required: false + - name: "discountpct" + logicalType: "number" + physicalType: "numeric" + description: "Discount precentage." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/discountpct" + criticalDataElement: false + primaryKey: false + required: false + - name: "type" + logicalType: "string" + physicalType: "varchar[50]" + description: "Discount type category." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/type" + criticalDataElement: false + primaryKey: false + required: false + - name: "category" + logicalType: "string" + physicalType: "varchar[50]" + description: "Group the discount applies to such as Reseller or Customer." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/category" + criticalDataElement: false + primaryKey: false + required: false + - name: "startdate" + logicalType: "date" + physicalType: "timestamp" + description: "Discount start date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/startdate" + criticalDataElement: false + primaryKey: false + required: false + - name: "enddate" + logicalType: "date" + physicalType: "timestamp" + description: "Discount end date." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/enddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "minqty" + logicalType: "number" + physicalType: "int4" + description: "Minimum discount percent allowed." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/minqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "maxqty" + logicalType: "number" + physicalType: "int4" + description: "Maximum discount percent allowed." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/maxqty" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "specialofferproduct" + physicalName: "specialofferproduct" + physicalType: "table" + description: "Cross-reference table mapping products to special offer discounts." + properties: + - name: "specialofferid" + logicalType: "number" + physicalType: "int4" + description: "Primary key for SpecialOfferProduct records." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialofferproduct/specialofferid" + criticalDataElement: false + primaryKey: true + required: false + - name: "productid" + logicalType: "number" + physicalType: "int4" + description: "Product identification number. Foreign key to Product.ProductID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialofferproduct/productid" + criticalDataElement: false + primaryKey: true + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialofferproduct/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/specialofferproduct/modifieddate" + criticalDataElement: false + primaryKey: false + required: false + - name: "store" + physicalName: "store" + physicalType: "table" + description: "Customers (resellers) of Adventure Works products." + properties: + - name: "businessentityid" + logicalType: "number" + physicalType: "int4" + description: "Primary key. Foreign key to Customer.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/store/businessentityid" + criticalDataElement: false + primaryKey: true + required: false + - name: "name" + logicalType: "object" + physicalType: "Name" + description: "Name of the store." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/store/name" + criticalDataElement: false + primaryKey: false + required: false + - name: "salespersonid" + logicalType: "number" + physicalType: "int4" + description: "ID of the sales person assigned to the customer. Foreign key to\ + \ SalesPerson.BusinessEntityID." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/store/salespersonid" + criticalDataElement: false + primaryKey: false + required: false + - name: "demographics" + logicalType: "string" + physicalType: "xml" + description: "Demographic informationg about the store such as the number of\ + \ employees, annual sales and store type." + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/store/demographics" + criticalDataElement: false + primaryKey: false + required: false + - name: "rowguid" + logicalType: "string" + physicalType: "uuid" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/store/rowguid" + criticalDataElement: false + primaryKey: false + required: false + - name: "modifieddate" + logicalType: "date" + physicalType: "timestamp" + partitioned: false + authoritativeDefinitions: + - type: "implementation" + url: "jdbc:postgresql://localhost:5432/adventureworks/store/modifieddate" + criticalDataElement: false + primaryKey: false + required: false +contractCreatedTs: "2023-09-28T20:24:49.331+00:00" diff --git a/datacontract-cli/tests/fixtures/odcs_v3/full-example.datacontract.yml b/datacontract-cli/tests/fixtures/odcs_v3/full-example.datacontract.yml new file mode 100644 index 000000000..562130d7f --- /dev/null +++ b/datacontract-cli/tests/fixtures/odcs_v3/full-example.datacontract.yml @@ -0,0 +1,103 @@ +dataContractSpecification: 1.1.0 +id: 53581432-6c55-4ba2-a65f-72344a91553a +info: + title: '' + version: 1.1.0 + description: Views built on top of the seller tables. + owner: seller + dataProduct: my quantum + tenant: ClimateQuantumInc +terms: + usage: Predict sales over time + limitations: Data based on seller perspective, no buyer information + billing: 9.95 USD / megabyte +servers: + my-postgres: + type: postgres + host: localhost + port: 5432 + database: pypl-edw + schema: pp_access_views +models: + tbl_1: + title: tbl + description: Provides core payment metrics + type: table + fields: + txn_ref_dt: + title: transaction reference date + type: date + required: false + primaryKey: false + description: Reference date for transaction + examples: + - "2022-10-03" + - "2020-01-28" + classification: public + config: + postgresType: date + partitioned: true + partitionKeyPosition: 1 + criticalDataElement: false + anonymizationStrategy: none + rcvr_id: + title: receiver id + type: string + required: false + primaryKey: true + description: A description for column rcvr_id. + classification: restricted + config: + postgresType: varchar(18) + partitioned: false + partitionKeyPosition: -1 + criticalDataElement: false + rcvr_cntry_code: + title: receiver country code + description: Country code + type: string + required: false + primaryKey: false + classification: public + quality: + - type: library + rule: nullCheck + description: column should not contain null values + dimension: completeness + severity: error + businessImpact: operational + schedule: 0 20 * * * + scheduler: cron + customProperties: + - property: FIELD_NAME + value: null + - property: COMPARE_TO + value: null + - property: COMPARISON_TYPE + value: Greater than + config: + postgresType: varchar(2) + partitioned: false + partitionKeyPosition: -1 + criticalDataElement: false + encryptedName: rcvr_cntry_code_encrypted + quality: + - type: library + description: Ensure row count is within expected volume range + rule: countCheck + dimension: completeness + method: reconciliation + severity: error + businessImpact: operational + schedule: 0 20 * * * + scheduler: cron + config: + dataGranularityDescription: Aggregation on columns txn_ref_dt, pmt_txn_id +servicelevels: + availability: + description: '2022-05-12T09:30:10-08:00' + retention: + period: 3y + +tags: + - transactions \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/odcs_v3/full-example.odcs.yaml b/datacontract-cli/tests/fixtures/odcs_v3/full-example.odcs.yaml new file mode 100644 index 000000000..d4d61651d --- /dev/null +++ b/datacontract-cli/tests/fixtures/odcs_v3/full-example.odcs.yaml @@ -0,0 +1,232 @@ +domain: seller # Domain +dataProduct: my quantum # Data product name +version: 1.1.0 # Version (follows semantic versioning) +status: current +id: 53581432-6c55-4ba2-a65f-72344a91553a + +# Lots of information +description: + purpose: Views built on top of the seller tables. + limitations: Data based on seller perspective, no buyer information + usage: Predict sales over time +tenant: ClimateQuantumInc + +kind: DataContract +apiVersion: v3.0.0 # Standard version (follows semantic versioning) + +# Infrastructure & servers +servers: + - server: my-postgres + type: postgres + host: localhost + port: 5432 + database: pypl-edw + schema: pp_access_views + +# Dataset, schema and quality +schema: + - name: tbl + physicalName: tbl_1 + physicalType: table + description: Provides core payment metrics + authoritativeDefinitions: + - url: https://catalog.data.gov/dataset/air-quality + type: businessDefinition + - url: https://youtu.be/jbY1BKFj9ec + type: videoTutorial + tags: [ ] + dataGranularityDescription: Aggregation on columns txn_ref_dt, pmt_txn_id + properties: + - name: txn_ref_dt + primaryKey: false + primaryKeyPosition: -1 + businessName: transaction reference date + logicalType: date + physicalType: date + required: false + description: Reference date for transaction + partitioned: true + partitionKeyPosition: 1 + criticalDataElement: false + tags: [ ] + classification: public + transformSourceObjects: + - table_name_1 + - table_name_2 + - table_name_3 + transformLogic: sel t1.txn_dt as txn_ref_dt from table_name_1 as t1, table_name_2 as t2, table_name_3 as t3 where t1.txn_dt=date-3 + transformDescription: defines the logic in business terms; logic for dummies + examples: + - "2022-10-03" + - "2020-01-28" + customProperties: + - property: anonymizationStrategy + value: none + - name: rcvr_id + primaryKey: true + primaryKeyPosition: 1 + businessName: receiver id + logicalType: string + physicalType: varchar(18) + required: false + description: A description for column rcvr_id. + partitioned: false + partitionKeyPosition: -1 + criticalDataElement: false + tags: [ ] + classification: restricted + - name: rcvr_cntry_code + primaryKey: false + primaryKeyPosition: -1 + businessName: receiver country code + logicalType: string + physicalType: varchar(2) + required: false + description: Country code + partitioned: false + partitionKeyPosition: -1 + criticalDataElement: false + tags: [ ] + classification: public + authoritativeDefinitions: + - url: https://collibra.com/asset/742b358f-71a5-4ab1-bda4-dcdba9418c25 + type: businessDefinition + - url: https://github.com/myorg/myrepo + type: transformationImplementation + - url: jdbc:postgresql://localhost:5432/adventureworks/tbl_1/rcvr_cntry_code + type: implementation + encryptedName: rcvr_cntry_code_encrypted + quality: + - rule: nullCheck + description: column should not contain null values + dimension: completeness # dropdown 7 values + type: library + severity: error + businessImpact: operational + schedule: 0 20 * * * + scheduler: cron + customProperties: + - property: FIELD_NAME + value: + - property: COMPARE_TO + value: + - property: COMPARISON_TYPE + value: Greater than + quality: + - rule: countCheck + type: library + description: Ensure row count is within expected volume range + dimension: completeness + method: reconciliation + severity: error + businessImpact: operational + schedule: 0 20 * * * + scheduler: cron + customProperties: + - property: business-key + value: + - txn_ref_dt + - rcvr_id + + +# Pricing +price: + priceAmount: 9.95 + priceCurrency: USD + priceUnit: megabyte + + +# Team +team: + - username: ceastwood + role: Data Scientist + dateIn: "2022-08-02" + dateOut: "2022-10-01" + replacedByUsername: mhopper + - username: mhopper + role: Data Scientist + dateIn: "2022-10-01" + - username: daustin + role: Owner + comment: Keeper of the grail + dateIn: "2022-10-01" + + +# Roles +roles: + - role: microstrategy_user_opr + access: read + firstLevelApprovers: Reporting Manager + secondLevelApprovers: 'mandolorian' + - role: bq_queryman_user_opr + access: read + firstLevelApprovers: Reporting Manager + secondLevelApprovers: na + - role: risk_data_access_opr + access: read + firstLevelApprovers: Reporting Manager + secondLevelApprovers: 'dathvador' + - role: bq_unica_user_opr + access: write + firstLevelApprovers: Reporting Manager + secondLevelApprovers: 'mickey' + +# SLA +slaDefaultElement: tab1.txn_ref_dt +slaProperties: + - property: latency # Property, see list of values in DP QoS + value: 4 + unit: d # d, day, days for days; y, yr, years for years + element: tab1.txn_ref_dt # This would not be needed as it is the same table.column as the default one + - property: generalAvailability + value: "2022-05-12T09:30:10-08:00" + - property: endOfSupport + value: "2032-05-12T09:30:10-08:00" + - property: endOfLife + value: "2042-05-12T09:30:10-08:00" + - property: retention + value: 3 + unit: y + element: tab1.txn_ref_dt + - property: frequency + value: 1 + valueExt: 1 + unit: d + element: tab1.txn_ref_dt + - property: timeOfAvailability + value: 09:00-08:00 + element: tab1.txn_ref_dt + driver: regulatory # Describes the importance of the SLA: [regulatory|analytics|operational|...] + - property: timeOfAvailability + value: 08:00-08:00 + element: tab1.txn_ref_dt + driver: analytics + + +# Support +support: + - channel: '#product-help' # Simple Slack communication channel + tool: slack + url: https://aidaug.slack.com/archives/C05UZRSBKLY + - channel: datacontract-ann # Simple distribution list + tool: email + url: mailto:datacontract-ann@bitol.io + - channel: Feedback # Product Feedback + description: General 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000000000..efcab3462 --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-delta/data/orders.delta/_delta_log/00000000000000000000.json @@ -0,0 +1,4 @@ +{"protocol":{"minReaderVersion":3,"minWriterVersion":7,"readerFeatures":["timestampNtz"],"writerFeatures":["timestampNtz"]}} +{"metaData":{"id":"89311f21-9efa-47cd-b7ed-9e1440e5df04","name":null,"description":null,"format":{"provider":"parquet","options":{}},"schemaString":"{\"type\":\"struct\",\"fields\":[{\"name\":\"order_id\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"order_timestamp\",\"type\":\"timestamp_ntz\",\"nullable\":true,\"metadata\":{}},{\"name\":\"order_total\",\"type\":\"long\",\"nullable\":true,\"metadata\":{}}]}","partitionColumns":[],"createdTime":1713886932161,"configuration":{}}} +{"add":{"path":"0-66aaa7ef-36e3-4985-9359-72874e273705-0.parquet","partitionValues":{},"size":1481,"modificationTime":1713886932161,"dataChange":true,"stats":"{\"numRecords\": 8, \"minValues\": {\"order_id\": 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TABLE","operationParameters":{"metadata":"{\"configuration\":{},\"createdTime\":1713886932161,\"description\":null,\"format\":{\"options\":{},\"provider\":\"parquet\"},\"id\":\"89311f21-9efa-47cd-b7ed-9e1440e5df04\",\"name\":null,\"partitionColumns\":[],\"schemaString\":\"{\\\"type\\\":\\\"struct\\\",\\\"fields\\\":[{\\\"name\\\":\\\"order_id\\\",\\\"type\\\":\\\"string\\\",\\\"nullable\\\":true,\\\"metadata\\\":{}},{\\\"name\\\":\\\"order_timestamp\\\",\\\"type\\\":\\\"timestamp_ntz\\\",\\\"nullable\\\":true,\\\"metadata\\\":{}},{\\\"name\\\":\\\"order_total\\\",\\\"type\\\":\\\"long\\\",\\\"nullable\\\":true,\\\"metadata\\\":{}}]}\"}","protocol":"{\"minReaderVersion\":3,\"minWriterVersion\":7,\"readerFeatures\":[\"timestampNtz\"],\"writerFeatures\":[\"timestampNtz\"]}","mode":"ErrorIfExists"},"clientVersion":"delta-rs.0.17.1"}} diff --git a/datacontract-cli/tests/fixtures/s3-delta/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-delta/datacontract.yaml new file mode 100644 index 000000000..2c88f3ddd --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-delta/datacontract.yaml @@ -0,0 +1,22 @@ +dataContractSpecification: 1.1.0 +id: s3-delta-orders +info: + title: S3 Delta Table Test + version: 0.0.1 + owner: my-domain-team +servers: + orders/s3: + type: s3 + endpointUrl: __S3_ENDPOINT_URL__ + location: s3://test-bucket/fixtures/s3-delta/data/orders.delta + format: delta + dataProductId: orders + outputPortId: s3 +models: + orders: + type: table + fields: + order_id: + type: varchar + unique: true + required: true diff --git a/datacontract-cli/tests/fixtures/s3-delta/helper/create_delta_files.py b/datacontract-cli/tests/fixtures/s3-delta/helper/create_delta_files.py new file mode 100644 index 000000000..fdfcef417 --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-delta/helper/create_delta_files.py @@ -0,0 +1,31 @@ +import os + +import pandas as pd +from deltalake.writer import write_deltalake + +# Ensure the required directory exists +output_dir = "../data" +if not os.path.exists(output_dir): + os.makedirs(output_dir) + +# Sample data for Orders table +orders_data = { + "order_id": ["1001", "1002", "1003", "1004", "1005", "1006", "1007", "1008"], + "order_timestamp": [ + "2024-01-01T10:00:00.000Z", + "2024-01-01T11:30:00.000Z", + "2024-01-01T12:45:00.000Z", + "2024-01-02T08:20:00.000Z", + "2024-01-02T09:15:00.000Z", + "2024-01-02T10:05:00.000Z", + "2024-01-02T10:45:00.000Z", + "2024-01-02T11:30:00.000Z", + ], + "order_total": [5000, 7500, 3000, 2000, 6500, 12000, 4500, 8000], +} + +orders_df = pd.DataFrame(orders_data) +orders_df["order_timestamp"] = pd.to_datetime(orders_df["order_timestamp"], format="%Y-%m-%dT%H:%M:%S.%fZ") + +# Write to Delta table files +write_deltalake(os.path.join(output_dir, "orders.delta"), orders_df) diff --git a/datacontract-cli/tests/fixtures/s3-json-complex/data/feed.json b/datacontract-cli/tests/fixtures/s3-json-complex/data/feed.json new file mode 100644 index 000000000..8e02c4610 --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-json-complex/data/feed.json @@ -0,0 +1,37 @@ +[{ + "specversion" : "1.0", + "type" : "org.http-feeds.example.inventory", + "source" : "https://example.http-feeds.org/inventory", + "id" : "1c6b8c6e-d8d0-4a91-b51c-1f56bd04c758", + "time" : "2021-01-01T00:00:01Z", + "subject" : "9521234567899", + "data" : { + "sku": "9521234567899", + "updated": "2022-01-01T00:00:01Z", + "quantity": 5 + } +},{ + "specversion" : "1.0", + "type" : "org.http-feeds.example.inventory", + "source" : "https://example.http-feeds.org/inventory", + "id" : "292042fb-ab04-4653-af90-19a24032bffe", + "time" : "2021-12-01T00:00:15Z", + "subject" : "9521234512349", + "data" : { + "sku": "9521234512349", + "updated": "2022-01-01T00:00:12Z", + "quantity": 0 + } +},{ + "specversion" : "1.0", + "type" : "org.http-feeds.example.inventory", + "source" : "https://example.http-feeds.org/inventory", + "id" : "fa3e2a22-398c-4d02-ad08-9415e43178e6", + "time" : "2021-01-01T00:00:22Z", + "subject" : "9521234567899", + "data" : { + "sku": "9521234567899", + "updated": "2022-01-01T00:00:21Z", + "quantity": 4 + } +}] \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/s3-json-complex/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-json-complex/datacontract.yaml new file mode 100644 index 000000000..c3f86b2f4 --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-json-complex/datacontract.yaml @@ -0,0 +1,54 @@ +dataContractSpecification: 1.1.0 +id: inventory-events +info: + title: Inventory Events Feed + version: 0.0.1 + owner: my-domain-team +servers: + feed/s3: + type: s3 + endpointUrl: __S3_ENDPOINT_URL__ + location: s3://feed-bucket/fixtures/s3-json-complex/data/*.json + delimiter: array + format: json + dataProductId: feed + outputPortId: s3 +models: + inventory: + type: object + fields: + specversion: + type: string + const: "1.0" + required: true + type: + type: string + const: "org.http-feeds.example.inventory" + required: true + source: + type: string + format: uri + const: "https://example.http-feeds.org/inventory" + required: true + id: + type: string + required: true + time: + type: string + format: date-time + required: true + subject: + type: string + data: + type: object + fields: + sku: + type: string + required: true + updated: + type: string + format: date-time + required: true + quantity: + type: integer + required: true diff --git a/datacontract-cli/tests/fixtures/s3-json-multiple-models/data/line_items/line_items-1.json b/datacontract-cli/tests/fixtures/s3-json-multiple-models/data/line_items/line_items-1.json new file mode 100644 index 000000000..894f97d10 --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-json-multiple-models/data/line_items/line_items-1.json @@ -0,0 +1,5000 @@ +{"lines_item_id": "94aa82c8-50ba-47fb-994a-9b041b4127af", "order_id": "a8c38fec-2acd-4b55-883b-4b48572d4a26", "sku": "D3KT74L5EV46T"} +{"lines_item_id": "d67c963f-42a4-4aa8-afff-d7869008e3a9", "order_id": 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"P9STBTYMQ79J", "customer_email_address": "test1189@example.org"} +{"order_id": "913ff950-10ab-499f-804b-af170db40329", "order_timestamp": "2020-04-15T21:44:00Z", "order_total": 94357, "customer_id": "XYFFW59I6YJZ", "customer_email_address": "test2079@example.org"} +{"order_id": "deee6007-a07a-4aed-adfb-617321ff5f93", "order_timestamp": "2020-04-15T22:01:00Z", "order_total": 19003, "customer_id": "J2MLTYHMGZG", "customer_email_address": "test8153@example.org"} +{"order_id": "1b6dde7d-2e33-47a0-bc52-2c355fd2364c", "order_timestamp": "2020-04-15T22:54:00Z", "order_total": 1375, "customer_id": "DL22T1PTE7IDX", "customer_email_address": "test8244@example.org"} +{"order_id": "056c57fa-1da6-44ad-a50e-8e951d5d6586", "order_timestamp": "2020-04-15T23:15:00Z", "order_total": 18864, "customer_id": "UA2ODTTIHKC67L449D50", "customer_email_address": "test1310@example.org"} +{"order_id": "e2527787-da27-421b-a968-07389a55ae34", "order_timestamp": "2020-04-15T23:50:00Z", "order_total": 91379, "customer_id": "A07LTN4ZJIZI40S5HRMJ", "customer_email_address": "test3454@example.org"} +{"order_id": "4bdf9f62-15b7-4569-b645-4fc32b2e9904", "order_timestamp": "2020-04-15T23:51:00Z", "order_total": 42818, "customer_id": "PYG2TILATJ5WX2", "customer_email_address": "test8612@example.org"} +{"order_id": "f4c8b0da-ae39-494e-bb84-22b0badc0a82", "order_timestamp": "2020-04-16T00:02:00Z", "order_total": 25628, "customer_id": "CVEDFPEYIW20WU1739M", "customer_email_address": "test2856@example.org"} +{"order_id": "c061787c-9112-4cff-ad2c-e0e8a6a82677", "order_timestamp": "2030-04-16T00:49:00Z", "order_total": 40567, "customer_id": "IVOY52ZLIO8BOCYE", "customer_email_address": "test745@example.org"} diff --git a/datacontract-cli/tests/fixtures/s3-json-multiple-models/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-json-multiple-models/datacontract.yaml new file mode 100644 index 000000000..dc72857c8 --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-json-multiple-models/datacontract.yaml @@ -0,0 +1,131 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 1.0.0 + description: | + Successful customer orders in the webshop. + All orders since 2020-01-01. + Orders with their line items are in their current state (no history included). + owner: Checkout Team + contact: + name: John Doe (Data Product Owner) + url: https://teams.microsoft.com/l/channel/acme/checkout +servers: + production: + type: "s3" + endpointUrl: __S3_ENDPOINT_URL__ + location: "s3://multiple-bucket/fixtures/s3-json-multiple-models/data/{model}/*.json" + format: "json" + delimiter: "new_line" +terms: + usage: > + Data can be used for reports, analytics and machine learning use cases. + Order may be linked and joined by other tables + limitations: > + Not suitable for real-time use cases. + Data may not be used to identify individual customers. + Max data processing per day: 10 TiB + billing: 5000 USD per month + noticePeriod: P3M +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + $ref: '#/definitions/order_id' + required: true + unique: true + order_timestamp: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + order_total: + description: Total amount the smallest monetary unit (e.g., cents). + type: long + required: true + customer_id: + description: Unique identifier for the customer. + type: text + minLength: 10 + maxLength: 20 + customer_email_address: + description: The email address, as entered by the customer. The email address was not verified. + type: text + format: email + required: true + line_items: + description: A single article that is part of an order. + type: table + fields: + lines_item_id: + type: text + description: Primary key of the lines_item_id table + required: true + unique: true + order_id: + $ref: '#/definitions/order_id' + sku: + description: The purchased article number + $ref: '#/definitions/sku' +definitions: + order_id: + domain: checkout + name: order_id + title: Order ID + type: text + format: uuid + description: An internal ID that identifies an order in the online shop. + example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 + pii: true + classification: restricted + sku: + domain: inventory + name: sku + title: Stock Keeping Unit + type: text + pattern: ^[A-Za-z0-9]{8,14}$ + example: "96385074" + description: | + A Stock Keeping Unit (SKU) is an internal unique identifier for an article. + It is typically associated with an article's barcode, such as the EAN/GTIN. +examples: + - type: csv # csv, json, yaml, custom + model: orders + data: |- # expressed as string or inline yaml or via "$ref: data.csv" + order_id,order_timestamp,order_total + "1001","2023-09-09T08:30:00Z",2500 + "1002","2023-09-08T15:45:00Z",1800 + "1003","2023-09-07T12:15:00Z",3200 + "1004","2023-09-06T19:20:00Z",1500 + "1005","2023-09-05T10:10:00Z",4200 + "1006","2023-09-04T14:55:00Z",2800 + "1007","2023-09-03T21:05:00Z",1900 + "1008","2023-09-02T17:40:00Z",3600 + "1009","2023-09-01T09:25:00Z",3100 + "1010","2023-08-31T22:50:00Z",2700 + - type: csv + model: line_items + data: |- + lines_item_id,order_id,sku + "1","1001","5901234123457" + "2","1001","4001234567890" + "3","1002","5901234123457" + "4","1002","2001234567893" + "5","1003","4001234567890" + "6","1003","5001234567892" + "7","1004","5901234123457" + "8","1005","2001234567893" + "9","1005","5001234567892" + "10","1005","6001234567891" +quality: + type: SodaCL # data quality check format: SodaCL, montecarlo, custom + specification: # expressed as string or inline yaml or via "$ref: checks.yaml" + checks for orders: + - freshness(order_timestamp) < 24h + - row_count >= 5000 + - duplicate_count(order_id) = 0 + checks for line_items: + - values in (order_id) must exist in orders (order_id) + - row_count >= 5000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/s3-json-multiple-models/v2/line_items/line_items-1.json b/datacontract-cli/tests/fixtures/s3-json-multiple-models/v2/line_items/line_items-1.json new file mode 100644 index 000000000..b3ee63cff --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-json-multiple-models/v2/line_items/line_items-1.json @@ -0,0 +1,5000 @@ +{"line_item_id": "94aa82c8-50ba-47fb-994a-9b041b4127af", "order_id": "a8c38fec-2acd-4b55-883b-4b48572d4a26", "sku": "D3KT74L5EV46T"} +{"line_item_id": "d67c963f-42a4-4aa8-afff-d7869008e3a9", "order_id": "9e44da97-4f72-4bcf-821a-9d9500d06651", "sku": "IWMJ3ZX164"} +{"line_item_id": "270ad2c1-f651-438e-a81a-d77713c1d3a3", "order_id": "8fc4621c-66ae-4031-91f1-5313beb9f541", "sku": "6MFIKLATW3IDZ"} +{"line_item_id": "cc763a72-cc07-4bc4-8ddf-c88d09db5daa", "order_id": "98d48daf-3532-4a59-b7c2-3777164bdc65", "sku": "TFH11HYOR"} +{"line_item_id": "d7ea7f72-a266-469c-a9ef-60063d5ac243", "order_id": "2fd9df43-77e8-4d00-b380-ab270e8b73f8", "sku": "4O47GESYW"} +{"line_item_id": "57dcb12b-c5d9-401b-8e01-4e940168b35d", "order_id": "b51ee660-4c28-40d0-9388-7dfd4cfe45ef", "sku": "00P2IF70PN"} +{"line_item_id": "9429582b-68ff-4af5-b076-3630da6a983b", "order_id": "cace8a8e-4c30-48a7-bfbf-0716409c9193", "sku": "NGBAQCA79VDKN"} +{"line_item_id": "c6f0a4ff-2f65-41ef-aab7-348549a9f8ee", "order_id": "f8f6b63a-8f5e-4c6f-88c2-1d0c0e255095", "sku": "B2UMMUN9"} +{"line_item_id": "c10b1517-6ad6-417f-a982-85e8769686d1", "order_id": "b3d91266-f66f-422a-a3c3-6a6fe4b7c044", "sku": "WUCXSRJAO4D"} +{"line_item_id": "fd0265b0-94fd-436b-97ad-ed2eae8cbcef", "order_id": 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"customer_email_address": "test3434@example.org"} +{"order_id": "6457ec80-9206-4fcb-a0c3-659ed59f601d", "order_timestamp": "2020-04-15T03:09:00Z", "order_total": 41070, "customer_id": "V9UXG5AZVGPGGYGX5", "customer_email_address": "test5555@example.org"} +{"order_id": "1116e970-eda8-4643-8407-520f2d555b5a", "order_timestamp": "2020-04-15T04:03:00Z", "order_total": 12194, "customer_id": "NRZKXKBX13YOEGFQ", "customer_email_address": "test9961@example.org"} +{"order_id": "2967ca4f-06e3-4013-9dd0-18b64004645a", "order_timestamp": "2020-04-15T04:28:00Z", "order_total": 39904, "customer_id": "8S1MDYIDBFNZ", "customer_email_address": "test730@example.org"} +{"order_id": "7ae8f75a-92b9-4826-9fb8-e20f6e0394d9", "order_timestamp": "2020-04-15T04:45:00Z", "order_total": 14445, "customer_id": "KUEAI2OUD3MZPK8", "customer_email_address": "test8053@example.org"} +{"order_id": "48e13830-ad46-4925-a467-aa6889697a66", "order_timestamp": "2020-04-15T05:19:00Z", "order_total": 39083, "customer_id": "3PM1THWJPVUSP2OFE82", "customer_email_address": "test4949@example.org"} +{"order_id": "a57d2923-2bb5-43f2-bb7f-06a5a055e5a6", "order_timestamp": "2020-04-15T05:49:00Z", "order_total": 97967, "customer_id": "QJZOC56FQD84UC", "customer_email_address": "test2276@example.org"} +{"order_id": "4ffff3d9-3153-4ed3-a85b-61b00d8453e7", "order_timestamp": "2020-04-15T06:11:00Z", "order_total": 57759, "customer_id": "IJPBP4NPDX", "customer_email_address": "test1962@example.org"} +{"order_id": "279939b9-f1b4-4747-aab5-bddf529637b0", "order_timestamp": "2020-04-15T06:17:00Z", "order_total": 80791, "customer_id": "2E5N7D02C35J", "customer_email_address": "test6614@example.org"} +{"order_id": "f6a15982-3975-4017-bda3-83c3c83394b6", "order_timestamp": "2020-04-15T06:34:00Z", "order_total": 92202, "customer_id": "7R25NFWIL8", "customer_email_address": "test9122@example.org"} +{"order_id": "8d143d94-4346-4b8b-9149-741a2dd8cf70", "order_timestamp": "2020-04-15T07:25:00Z", "order_total": 35780, "customer_id": "Z4GKVQR322YAH2HLRI", "customer_email_address": "test2633@example.org"} +{"order_id": "66b08094-3aa8-4240-87eb-e06d7038e0e8", "order_timestamp": "2020-04-15T07:26:00Z", "order_total": 11437, "customer_id": "H25L25NO1GP19FE4JP", "customer_email_address": "test8776@example.org"} +{"order_id": "70458d48-2637-424a-bf09-82f53e36fcf9", "order_timestamp": "2020-04-15T08:20:00Z", "order_total": 5120, "customer_id": "8AHI1HYFHX4SJ3MS7RV", "customer_email_address": "test9018@example.org"} +{"order_id": "b78579c5-7179-459d-a10a-01dfaa9a0178", "order_timestamp": "2020-04-15T08:31:00Z", "order_total": 71165, "customer_id": "EBQRF6R0Q7NGD", "customer_email_address": "test684@example.org"} +{"order_id": "13ab300f-a5ce-4ee2-972a-0c67ff8b231c", "order_timestamp": "2020-04-15T09:08:00Z", "order_total": 93949, "customer_id": "Y1J7DQI7IX1BGV7EWA8N", "customer_email_address": "test9442@example.org"} +{"order_id": "07fed8d5-b10a-4b53-9c65-577f8700cad6", "order_timestamp": "2020-04-15T09:21:00Z", "order_total": 97093, "customer_id": "BQ6NF5VM7E6", "customer_email_address": "test411@example.org"} +{"order_id": "bb326335-680d-45af-9737-7d7e148a35d6", "order_timestamp": "2020-04-15T09:40:00Z", "order_total": 60544, "customer_id": "TDM4Z32UFU7A8", "customer_email_address": "test2919@example.org"} +{"order_id": "d1ed1d49-66e8-4765-97e9-044f305d5e4f", "order_timestamp": "2020-04-15T10:24:00Z", "order_total": 67381, "customer_id": "J5M8D9CEWTRBSBTL1Q", "customer_email_address": "test8505@example.org"} +{"order_id": "d021c4d0-3fdd-4a10-9f53-11ee22478f56", "order_timestamp": "2020-04-15T10:25:00Z", "order_total": 5587, "customer_id": "2CJQSSIIV6SIHWW", "customer_email_address": "test5978@example.org"} +{"order_id": "63f93865-0140-43ad-964d-37a8570cd09d", "order_timestamp": "2020-04-15T10:45:00Z", "order_total": 74386, "customer_id": "N8U8FZ0PYC4YNAA", "customer_email_address": "test218@example.org"} +{"order_id": "acd31c10-41a4-4e04-b45a-842b4f6e6482", "order_timestamp": "2020-04-15T11:18:00Z", "order_total": 41072, "customer_id": "1DOXIL40BRUW", "customer_email_address": "test5875@example.org"} +{"order_id": "f1b83fda-d66e-496e-835e-5acab2f04010", "order_timestamp": "2020-04-15T11:22:00Z", "order_total": 2316, "customer_id": "JXP4B313XYUJHG6UU", "customer_email_address": "test7042@example.org"} +{"order_id": "8e89815e-b587-4b50-aa5c-ee936488760f", "order_timestamp": "2020-04-15T11:52:00Z", "order_total": 52089, "customer_id": "UQU1SFB3HXLY", "customer_email_address": "test4164@example.org"} +{"order_id": "d05b1137-18e5-4cd6-86b9-40ed8f4cdea8", "order_timestamp": "2020-04-15T12:35:00Z", "order_total": 13703, "customer_id": "46SRBHF0DYYZ9HJMJSC", "customer_email_address": "test2131@example.org"} +{"order_id": "89d56399-2a07-4bd7-bff5-bf00aed2f15c", "order_timestamp": "2020-04-15T12:58:00Z", "order_total": 52719, "customer_id": "XB8AIRBUT7AQR4VB323L", "customer_email_address": "test2177@example.org"} +{"order_id": "4ea10f76-0e12-4abc-8e6e-f5861a881e37", "order_timestamp": "2020-04-15T13:43:00Z", "order_total": 82280, "customer_id": "8J6Q88GFHAI2", "customer_email_address": "test7175@example.org"} +{"order_id": "feea45be-81b7-4c36-96b5-daf18e73967a", "order_timestamp": "2020-04-15T14:30:00Z", "order_total": 27476, "customer_id": "K21S5Q48JTQ", "customer_email_address": "test1613@example.org"} +{"order_id": "d8e68e70-31d9-497a-9082-c943985b899e", "order_timestamp": "2020-04-15T15:04:00Z", "order_total": 37156, "customer_id": "E984H3RZ6R7", "customer_email_address": "test5795@example.org"} +{"order_id": "f071be28-18dc-4de3-9fd8-bee8aad2c4b1", "order_timestamp": "2020-04-15T15:33:00Z", "order_total": 4707, "customer_id": "UF9EEZTFS2L4ELMB1R", "customer_email_address": "test4463@example.org"} +{"order_id": "d6441caf-53ca-4d7c-a8c3-ff233e338979", "order_timestamp": "2020-04-15T16:24:00Z", "order_total": 50421, "customer_id": "GFKPJTLZKFO7BZ8E59G0", "customer_email_address": "test8242@example.org"} +{"order_id": "8afea636-a161-4456-ab0c-00b684ebe9a4", "order_timestamp": "2020-04-15T17:19:00Z", "order_total": 95974, "customer_id": "J715BIB89HTMEFKGN23", "customer_email_address": "test892@example.org"} +{"order_id": "af28ec98-6cac-4695-825c-100591574f0f", "order_timestamp": "2020-04-15T17:41:00Z", "order_total": 71831, "customer_id": "0X6IJFV1XUDKNLZH5TTJ", "customer_email_address": "test6494@example.org"} +{"order_id": "0de6a0b7-8406-43ea-a220-2d0c46106119", "order_timestamp": "2020-04-15T17:46:00Z", "order_total": 55309, "customer_id": "462WAYMDMAMFCMJI4", "customer_email_address": "test9980@example.org"} +{"order_id": "4210436c-9c1f-4120-ac1f-e6ebd183e58d", "order_timestamp": "2020-04-15T18:18:00Z", "order_total": 87901, "customer_id": "AU1N0227L39OB", "customer_email_address": "test5168@example.org"} +{"order_id": "5d2e0c33-adf4-468b-b4b2-9b7516c7ccea", "order_timestamp": "2020-04-15T18:56:00Z", "order_total": 71579, "customer_id": "LLGV93024CNT9MIP376Q", "customer_email_address": "test102@example.org"} +{"order_id": "6fa25bf7-7734-48fc-9ec2-2b26727b6a6c", "order_timestamp": "2020-04-15T19:32:00Z", "order_total": 7871, "customer_id": "58GEU8VDI4PDJKJ", "customer_email_address": "test9385@example.org"} +{"order_id": "cbe976f5-f9f0-464f-8171-bdef2c4427cf", "order_timestamp": "2020-04-15T20:19:00Z", "order_total": 7263, "customer_id": "JC9U941L0V3H3", "customer_email_address": "test6719@example.org"} +{"order_id": "569aafa8-8b15-4ce1-afa1-fcc8426658bc", "order_timestamp": "2020-04-15T20:51:00Z", "order_total": 40205, "customer_id": "L6YYE6Y8USJLN8EB4W", "customer_email_address": "test1270@example.org"} +{"order_id": "a9cf7eb1-2b94-4ac6-8ecb-da39f0625fa6", "order_timestamp": "2020-04-15T21:41:00Z", "order_total": 76652, "customer_id": "Z17CM4KKY8JJ10F", "customer_email_address": "test183@example.org"} +{"order_id": "3665db9e-3dfd-43b4-a435-9588ea504d43", "order_timestamp": "2020-04-15T21:43:00Z", "order_total": 62159, "customer_id": "P9STBTYMQ79J", "customer_email_address": "test1189@example.org"} +{"order_id": "913ff950-10ab-499f-804b-af170db40329", "order_timestamp": "2020-04-15T21:44:00Z", "order_total": 94357, "customer_id": "XYFFW59I6YJZ", "customer_email_address": "test2079@example.org"} +{"order_id": "deee6007-a07a-4aed-adfb-617321ff5f93", "order_timestamp": "2020-04-15T22:01:00Z", "order_total": 19003, "customer_id": "J2MLTYHMGZG", "customer_email_address": "test8153@example.org"} +{"order_id": "1b6dde7d-2e33-47a0-bc52-2c355fd2364c", "order_timestamp": "2020-04-15T22:54:00Z", "order_total": 1375, "customer_id": "DL22T1PTE7IDX", "customer_email_address": "test8244@example.org"} +{"order_id": "056c57fa-1da6-44ad-a50e-8e951d5d6586", "order_timestamp": "2020-04-15T23:15:00Z", "order_total": 18864, "customer_id": "UA2ODTTIHKC67L449D50", "customer_email_address": "test1310@example.org"} +{"order_id": "e2527787-da27-421b-a968-07389a55ae34", "order_timestamp": "2020-04-15T23:50:00Z", "order_total": 91379, "customer_id": "A07LTN4ZJIZI40S5HRMJ", "customer_email_address": "test3454@example.org"} +{"order_id": "4bdf9f62-15b7-4569-b645-4fc32b2e9904", "order_timestamp": "2020-04-15T23:51:00Z", "order_total": 42818, "customer_id": "PYG2TILATJ5WX2", "customer_email_address": "test8612@example.org"} +{"order_id": "f4c8b0da-ae39-494e-bb84-22b0badc0a82", "order_timestamp": "2020-04-16T00:02:00Z", "order_total": 25628, "customer_id": "CVEDFPEYIW20WU1739M", "customer_email_address": "test2856@example.org"} +{"order_id": "c061787c-9112-4cff-ad2c-e0e8a6a82677", "order_timestamp": "2030-04-16T00:49:00Z", "order_total": 40567, "customer_id": "IVOY52ZLIO8BOCYE", "customer_email_address": "test745@example.org"} diff --git a/datacontract-cli/tests/fixtures/s3-json-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-json-remote/datacontract.yaml new file mode 100644 index 000000000..36cb7416a --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-json-remote/datacontract.yaml @@ -0,0 +1,219 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 2.0.0 + description: | + Successful customer orders in the webshop. + All orders since 2020-01-01. + Orders with their line items are in their current state (no history included). + owner: Checkout Team + contact: + name: John Doe (Data Product Owner) + url: https://teams.microsoft.com/l/channel/example/checkout +servers: + production: + type: s3 + environment: prod + location: s3://datacontract-example-orders-latest/v2/{model}/*.json + format: json + delimiter: new_line + description: "One folder per model. One file per day." + roles: + - name: analyst_us + description: Access to the data for US region + - name: analyst_cn + description: Access to the data for China region +terms: + usage: | + Data can be used for reports, analytics and machine learning use cases. + Order may be linked and joined by other tables + limitations: | + Not suitable for real-time use cases. + Data may not be used to identify individual customers. + Max data processing per day: 10 TiB + policies: + - name: privacy-policy + url: https://example.com/privacy-policy + - name: license + description: External data is licensed under agreement 1234. + url: https://example.com/license/1234 + billing: 5000 USD per month + noticePeriod: P3M +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + order_id: + $ref: '#/definitions/order_id' + required: true + unique: true + primaryKey: true + order_timestamp: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + examples: + - "2024-09-09T08:30:00Z" + tags: ["business-timestamp"] + order_total: + description: Total amount the smallest monetary unit (e.g., cents). + type: long + required: true + examples: + - 9999 +# quality: +# - type: sql +# description: 95% of all order total values are expected to be between 10 and 499 EUR. +# query: | +# SELECT quantile_cont(order_total, 0.95) AS percentile_95 +# FROM orders +# mustBeBetween: [1000, 49900] + customer_id: + description: Unique identifier for the customer. + type: text + minLength: 10 + maxLength: 20 + customer_email_address: + description: The email address, as entered by the customer. + type: text + format: email + required: true + pii: true + classification: sensitive + quality: + - type: text + description: The email address is not verified and may be invalid. + lineage: + inputFields: + - namespace: com.example.service.checkout + name: checkout_db.orders + field: email_address + processed_timestamp: + description: The timestamp when the record was processed by the data platform. + type: timestamp + required: true + config: + jsonType: string + jsonFormat: date-time + quality: +# - type: sql +# description: The maximum duration between two orders should be less that 3600 seconds +# query: | +# SELECT MAX(duration) AS max_duration +# FROM ( +# SELECT epoch(order_timestamp - LAG(order_timestamp) OVER (ORDER BY order_timestamp)) AS duration +# FROM orders +# ) subquery +# mustBeLessThan: 3600 + - type: sql + description: Row Count + query: | + SELECT count(*) as row_count + FROM orders + mustBeGreaterThan: 5 + examples: + - | + order_id,order_timestamp,order_total,customer_id,customer_email_address,processed_timestamp + "1001","2030-09-09T08:30:00Z",2500,"1000000001","mary.taylor82@example.com","2030-09-09T08:31:00Z" + "1002","2030-09-08T15:45:00Z",1800,"1000000002","michael.miller83@example.com","2030-09-09T08:31:00Z" + "1003","2030-09-07T12:15:00Z",3200,"1000000003","michael.smith5@example.com","2030-09-09T08:31:00Z" + "1004","2030-09-06T19:20:00Z",1500,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" + "1005","2030-09-05T10:10:00Z",4200,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" + "1006","2030-09-04T14:55:00Z",2800,"1000000005","john.davis28@example.com","2030-09-09T08:31:00Z" + "1007","2030-09-03T21:05:00Z",1900,"1000000006","linda.brown67@example.com","2030-09-09T08:31:00Z" + "1008","2030-09-02T17:40:00Z",3600,"1000000007","patricia.smith40@example.com","2030-09-09T08:31:00Z" + "1009","2030-09-01T09:25:00Z",3100,"1000000008","linda.wilson43@example.com","2030-09-09T08:31:00Z" + "1010","2030-08-31T22:50:00Z",2700,"1000000009","mary.smith98@example.com","2030-09-09T08:31:00Z" + line_items: + description: A single article that is part of an order. + type: table + fields: + line_item_id: + type: text + description: Primary key of the lines_item_id table + required: true + order_id: + $ref: '#/definitions/order_id' + references: orders.order_id + sku: + description: The purchased article number + $ref: '#/definitions/sku' + primaryKey: ["order_id", "line_item_id"] + examples: + - | + line_item_id,order_id,sku + "LI-1","1001","5901234123457" + "LI-2","1001","4001234567890" + "LI-3","1002","5901234123457" + "LI-4","1002","2001234567893" + "LI-5","1003","4001234567890" + "LI-6","1003","5001234567892" + "LI-7","1004","5901234123457" + "LI-8","1005","2001234567893" + "LI-9","1005","5001234567892" + "LI-10","1005","6001234567891" +definitions: + order_id: + title: Order ID + type: text + format: uuid + description: An internal ID that identifies an order in the online shop. + examples: + - 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 + pii: true + classification: restricted + tags: + - orders + sku: + title: Stock Keeping Unit + type: text + pattern: ^[A-Za-z0-9]{8,14}$ + examples: + - "96385074" + description: | + A Stock Keeping Unit (SKU) is an internal unique identifier for an article. + It is typically associated with an article's barcode, such as the EAN/GTIN. + links: + wikipedia: https://en.wikipedia.org/wiki/Stock_keeping_unit + tags: + - inventory +servicelevels: + availability: + description: The server is available during support hours + percentage: 99.9% + retention: + description: Data is retained for one year + period: P1Y + unlimited: false + latency: + description: Data is available within 25 hours after the order was placed + threshold: 25h + sourceTimestampField: orders.order_timestamp + processedTimestampField: orders.processed_timestamp + freshness: + description: The age of the youngest row in a table. + threshold: 25h + timestampField: orders.order_timestamp + frequency: + description: Data is delivered once a day + type: batch # or streaming + interval: daily # for batch, either or cron + cron: 0 0 * * * # for batch, either or interval + support: + description: The data is available during typical business hours at headquarters + time: 9am to 5pm in EST on business days + responseTime: 1h + backup: + description: Data is backed up once a week, every Sunday at 0:00 UTC. + interval: weekly + cron: 0 0 * * 0 + recoveryTime: 24 hours + recoveryPoint: 1 week +tags: + - checkout + - orders + - s3 +links: + datacontractCli: https://cli.datacontract.com \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/s3-json/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json b/datacontract-cli/tests/fixtures/s3-json/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json new file mode 100644 index 000000000..2cb45d59e --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-json/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json @@ -0,0 +1,1000 @@ +{"updated_at":"2022-04-20T13:50:34.228811Z","available":17,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.589142Z","available":16,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.589501Z","available":15,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.589771Z","available":14,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.590008Z","available":13,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.590261Z","available":12,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.590559Z","available":11,"location":"18","sku":"9521582929054"} +{"updated_at":"2022-04-20T13:50:34.590831Z","available":12,"location":"18","sku":"9521582929054"} 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+{"updated_at":"2022-05-04T14:22:26.068146Z","available":8,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068165Z","available":7,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068183Z","available":8,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068201Z","available":7,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068219Z","available":6,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068236Z","available":5,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068256Z","available":6,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068276Z","available":5,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068293Z","available":4,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068312Z","available":5,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068328Z","available":6,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068347Z","available":5,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068365Z","available":4,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068383Z","available":3,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068402Z","available":4,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068444Z","available":3,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068461Z","available":2,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068479Z","available":3,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068496Z","available":2,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068514Z","available":1,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068532Z","available":0,"location":"13","sku":"9528981095474"} +{"updated_at":"2022-05-04T14:22:26.068577Z","available":15,"location":"13","sku":"9523285274332"} diff --git a/datacontract-cli/tests/fixtures/s3-json/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-json/datacontract.yaml new file mode 100644 index 000000000..7f3d1b083 --- /dev/null +++ b/datacontract-cli/tests/fixtures/s3-json/datacontract.yaml @@ -0,0 +1,30 @@ +dataContractSpecification: 1.1.0 +id: inventory-events +info: + title: Inventory Events + version: 0.0.1 + owner: my-domain-team + contact: + email: jochen.christ@innoq.com +servers: + inventory/s3: + type: s3 + endpointUrl: __S3_ENDPOINT_URL__ +# location: s3://test-bucket/topics/inventory/*/*/*/*/*.json + location: s3://test-bucket/fixtures/s3-json/data/{model}/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json + delimiter: new_line + format: json + dataProductId: inventory + outputPortId: s3 +models: + inventory: + type: table + fields: + updated_at: + type: string + available: + type: numeric + location: + type: string + sku: + type: string diff --git a/datacontract-cli/tests/fixtures/snowflake/datacontract.yaml b/datacontract-cli/tests/fixtures/snowflake/datacontract.yaml new file mode 100644 index 000000000..9944edb2b --- /dev/null +++ b/datacontract-cli/tests/fixtures/snowflake/datacontract.yaml @@ -0,0 +1,126 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:snowflake_orders_pii_v2 +info: + title: Orders + version: 1.0.0 + description: "All order-created events, with PII." + owner: checkout +servers: + urn:dataproduct:checkout:orders/snowflake_orders_pii_v2: + type: snowflake + account: lmtrwxs-xn14859 + database: ORDER_DB + schema: ORDERS_PII_V2 + dataProductId: urn:dataproduct:checkout:orders + outputPortId: snowflake_orders_pii_v2 +terms: + usage: Max. 10x queries per day + limitations: Not suitable for real-time use cases + billing: $1000 / month + noticePeriod: P3M +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: table + fields: + ORDER_ID: + $ref: '#/definitions/order_id' + required: true + unique: true + ORDER_TIMESTAMP: + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + type: timestamp + required: true + ORDER_TOTAL: + description: Total amount the smallest monetary unit (e.g., cents). + type: number + required: true + CUSTOMER_ID: + description: Unique identifier for the customer. + type: text + minLength: 10 + maxLength: 20 + CUSTOMER_EMAIL_ADDRESS: + description: The email address, as entered by the customer. The email address was not verified. + type: text + format: email + required: true + PROCESSING_TIMESTAMP: + description: The processing timestamp in the current session’s time zone. + type: timestamp + required: true + config: + snowflakeType: TIMESTAMP_LTZ + line_items: + description: A single article that is part of an order. + type: table + fields: + LINE_ITEM_ID: + type: text + description: Primary key of the lines_item_id table + required: true + unique: true + ORDER_ID: + $ref: '#/definitions/order_id' + SKU: + description: The purchased article number + $ref: '#/definitions/sku' +definitions: + order_id: + domain: checkout + name: order_id + title: Order ID + type: text + format: uuid + description: An internal ID that identifies an order in the online shop. + example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 + pii: true + classification: restricted + sku: + domain: inventory + name: sku + title: Stock Keeping Unit + type: text + pattern: ^[A-Za-z0-9]{8,14}$ + example: "96385074" + description: | + A Stock Keeping Unit (SKU) is an internal unique identifier for an article. + It is typically associated with an article's barcode, such as the EAN/GTIN. +examples: + - type: csv # csv, json, yaml, custom + model: orders + data: |- # expressed as string or inline yaml or via "$ref: data.csv" + order_id,order_timestamp,order_total + "1001","2023-09-09T08:30:00Z",2500 + "1002","2023-09-08T15:45:00Z",1800 + "1003","2023-09-07T12:15:00Z",3200 + "1004","2023-09-06T19:20:00Z",1500 + "1005","2023-09-05T10:10:00Z",4200 + "1006","2023-09-04T14:55:00Z",2800 + "1007","2023-09-03T21:05:00Z",1900 + "1008","2023-09-02T17:40:00Z",3600 + "1009","2023-09-01T09:25:00Z",3100 + "1010","2023-08-31T22:50:00Z",2700 + - type: csv + model: line_items + data: |- + lines_item_id,order_id,sku + "1","1001","5901234123457" + "2","1001","4001234567890" + "3","1002","5901234123457" + "4","1002","2001234567893" + "5","1003","4001234567890" + "6","1003","5001234567892" + "7","1004","5901234123457" + "8","1005","2001234567893" + "9","1005","5001234567892" + "10","1005","6001234567891" +quality: + type: SodaCL + specification: + checks for orders: + - freshness(order_timestamp) < 24h + - row_count >= 5000 + - duplicate_count(order_id) = 0 + checks for line_items: + - row_count >= 80000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/sodacl/checks.yaml b/datacontract-cli/tests/fixtures/sodacl/checks.yaml new file mode 100644 index 000000000..a6cf136cb --- /dev/null +++ b/datacontract-cli/tests/fixtures/sodacl/checks.yaml @@ -0,0 +1,6 @@ +checks for orders: + - freshness(processed_timestamp) < 1d + - row_count > 10 +checks for line_items: + - row_count > 10: + name: Have at lease 10 line items \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/sodacl/datacontract.yaml b/datacontract-cli/tests/fixtures/sodacl/datacontract.yaml new file mode 100644 index 000000000..4c07e2a62 --- /dev/null +++ b/datacontract-cli/tests/fixtures/sodacl/datacontract.yaml @@ -0,0 +1,27 @@ +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 1.0.0 + description: | + Successful customer orders in the webshop. + All orders since 2020-01-01. + Orders with their line items are in their current state (no history included). + owner: Checkout Team + contact: + name: John Doe (Data Product Owner) + url: https://teams.microsoft.com/l/channel/example/checkout +models: + orders: + description: test + fields: + order_id: + type: string + required: true + processed_timestamp: + type: timestamp + required: true +quality: + type: SodaCL + specification: + $ref: "./fixtures/sodacl/checks.yaml" \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/spark/export/datacontract.yaml b/datacontract-cli/tests/fixtures/spark/export/datacontract.yaml new file mode 100644 index 000000000..8931ee6bd --- /dev/null +++ b/datacontract-cli/tests/fixtures/spark/export/datacontract.yaml @@ -0,0 +1,79 @@ +dataContractSpecification: 1.1.0 +id: orders +info: + title: Orders + version: 0.0.1 + description: Order messages as generated by Confluent Datagen Source Adapter +servers: + production: + type: s3 + location: s3://datacontract-example-orders-latest/data/{model}/*.parquet + format: parquet +models: + orders: + type: table + description: Orders Table + fields: + orderdate: + type: date + order_timestamp: + type: timestamp + delivery_timestamp: + type: timestamp_ntz + orderid: + type: int + item_list: + type: array + items: + type: object + fields: + itemid: + type: string + quantity: + type: int + orderunits: + type: double + tags: + type: array + items: + type: string + address: + type: object + fields: + city: + type: string + required: true + state: + type: string + zipcode: + type: long + customers: + type: table + description: Customers Table + fields: + id: + type: int + name: + type: string + metadata: + type: map + required: false + keys: + type: string + required: true + values: + type: struct + required: false + fields: + value: + type: string + required: false + type: + type: string + required: false + timestamp: + type: long + required: false + source: + type: string + required: false diff --git a/datacontract-cli/tests/fixtures/spec/datacontract_aliases.yaml b/datacontract-cli/tests/fixtures/spec/datacontract_aliases.yaml new file mode 100644 index 000000000..d67c1c240 --- /dev/null +++ b/datacontract-cli/tests/fixtures/spec/datacontract_aliases.yaml @@ -0,0 +1,21 @@ +dataContractSpecification: 1.1.0 +id: "123" +info: + title: "Test" + version: 1.0.0 + owner: my-domain-team +models: + sample_model: + description: Sample Model + type: table + fields: + id: + type: text + title: ID + description: A unique identifier + $ref: '#/definitions/test' +definitions: + test: + description: Test definition reference + name: refdef + type: text diff --git a/datacontract-cli/tests/fixtures/spec/datacontract_fields_field.yaml b/datacontract-cli/tests/fixtures/spec/datacontract_fields_field.yaml new file mode 100644 index 000000000..ef76aa116 --- /dev/null +++ b/datacontract-cli/tests/fixtures/spec/datacontract_fields_field.yaml @@ -0,0 +1,30 @@ +dataContractSpecification: 1.1.0 +id: "123" +info: + title: "Test" + version: 1.0.0 + owner: my-domain-team +models: + sample_model: + description: Sample Model + type: table + fields: + id: + type: text + title: ID + description: A unique identifier + $ref: '#/definitions/def' +definitions: + def: + description: Test definition reference + type: object + name: refdef + fields: + id: + type: text + title: MyField + $ref: '#/definitions/other' + other: + description: Another Def + type: string + name: fieldname diff --git a/datacontract-cli/tests/fixtures/sqlserver/data/data.sql b/datacontract-cli/tests/fixtures/sqlserver/data/data.sql new file mode 100644 index 000000000..f80be08e1 --- /dev/null +++ b/datacontract-cli/tests/fixtures/sqlserver/data/data.sql @@ -0,0 +1,19 @@ +-- Create the table +CREATE TABLE [dbo].[my_table] ( + field_one VARCHAR(10) PRIMARY KEY, + field_two INT NOT NULL, + field_three DATETIME2 +); + +-- Insert the data +INSERT INTO [dbo].[my_table] (field_one, field_two, field_three) VALUES + ('CX-263-DU', 50, '2023-06-16 13:12:56'), + ('IK-894-MN', 47, '2023-10-08 22:40:57'), + ('ER-399-JY', 22, '2023-05-16 01:08:22 '), + ('MT-939-FH', 63, '2023-03-15 05:15:21 '), + ('LV-849-MI', 33, '2023-09-08 20:08:43 '), + ('VS-079-OH', 85, '2023-04-15 00:50:32 '), + ('DN-297-XY', 79, '2023-11-08 12:55:42 '), + ('ZE-172-FP', 14, '2023-12-03 18:38:38 '), + ('ID-840-EG', 89, '2023-10-02 17:17:58 '), + ('FK-230-KZ', 64, '2023-11-27 15:21:48 '); diff --git a/datacontract-cli/tests/fixtures/sqlserver/datacontract.yaml b/datacontract-cli/tests/fixtures/sqlserver/datacontract.yaml new file mode 100644 index 000000000..7c6e49001 --- /dev/null +++ b/datacontract-cli/tests/fixtures/sqlserver/datacontract.yaml @@ -0,0 +1,29 @@ +dataContractSpecification: 1.1.0 +id: sqlserver +info: + title: sqlserver + version: 0.0.1 + owner: my-domain-team +servers: + my-dataproduct/sqlserver: + type: sqlserver + host: localhost + port: __PORT__ + database: tempdb + schema: dbo + driver: ODBC Driver 18 for SQL Server +models: + my_table: + type: table + fields: + field_one: + type: varchar + required: true + unique: true + field_two: + type: int + minimum: 10 + field_three: + type: timestamp + config: + sqlserverType: DATETIME2 diff --git a/datacontract-cli/tests/fixtures/sqlserver/import/ddl.sql b/datacontract-cli/tests/fixtures/sqlserver/import/ddl.sql new file mode 100644 index 000000000..3d7d43cc0 --- /dev/null +++ b/datacontract-cli/tests/fixtures/sqlserver/import/ddl.sql @@ -0,0 +1,39 @@ +CREATE TABLE [dbo].[my_table] +( + field_primary_key INT PRIMARY KEY, -- Primary key + field_not_null INT NOT NULL, -- Not null + field_char CHAR(10), -- Fixed-length string + field_varchar VARCHAR(100), -- Variable-length string + field_text VARCHAR(MAX), -- Large variable-length string + field_nchar NCHAR(10), -- Fixed-length Unicode string + field_nvarchar NVARCHAR(100), -- Variable-length Unicode string + field_ntext NVARCHAR(MAX), -- Large variable-length Unicode string + + field_tinyint TINYINT, -- Integer (0-255) + field_smallint SMALLINT, -- Integer (-32,768 to 32,767) + field_int INT, -- Integer (-2.1B to 2.1B) + field_bigint BIGINT, -- Large integer (-9 quintillion to 9 quintillion) + + field_decimal DECIMAL(10, 2), -- Fixed precision decimal + field_numeric NUMERIC(10, 2), -- Same as DECIMAL + field_float FLOAT, -- Approximate floating-point + field_real REAL, -- Smaller floating-point + + field_bit BIT, -- Boolean-like (0 or 1) + + field_date DATE, -- Date only (YYYY-MM-DD) + field_time TIME, -- Time only (HH:MM:SS) + field_datetime2 DATETIME2, -- More precise datetime + field_smalldatetime SMALLDATETIME, -- Less precise datetime + field_datetimeoffset DATETIMEOFFSET, -- Datetime with time zone + + field_binary BINARY(16), -- Fixed-length binary + field_varbinary VARBINARY(100), -- Variable-length binary + + field_uniqueidentifier UNIQUEIDENTIFIER, -- GUID + + field_xml XML, -- XML data + field_json JSON, -- JSON (Stored as text) + +-- field_sql_variant SQL_VARIANT -- Stores different data types +); \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/trino/data/data.sql b/datacontract-cli/tests/fixtures/trino/data/data.sql new file mode 100644 index 000000000..69181667d --- /dev/null +++ b/datacontract-cli/tests/fixtures/trino/data/data.sql @@ -0,0 +1,11 @@ +INSERT INTO my_schema.my_table (field_one, field_two, field_three) +VALUES ('CX-263-DU', 50, TIMESTAMP '2023-06-16 13:12:56'), + ('IK-894-MN', 47, TIMESTAMP '2023-10-08 22:40:57'), + ('ER-399-JY', 22, TIMESTAMP '2023-05-16 01:08:22'), + ('MT-939-FH', 63, TIMESTAMP '2023-03-15 05:15:21'), + ('LV-849-MI', 33, TIMESTAMP '2023-09-08 20:08:43'), + ('VS-079-OH', 85, TIMESTAMP '2023-04-15 00:50:32'), + ('DN-297-XY', 79, TIMESTAMP '2023-11-08 12:55:42'), + ('ZE-172-FP', 14, TIMESTAMP '2023-12-03 18:38:38'), + ('ID-840-EG', 89, TIMESTAMP '2023-10-02 17:17:58'), + ('FK-230-KZ', 64, TIMESTAMP '2023-11-27 15:21:48') diff --git a/datacontract-cli/tests/fixtures/trino/data/table.sql b/datacontract-cli/tests/fixtures/trino/data/table.sql new file mode 100644 index 000000000..cf946a43b --- /dev/null +++ b/datacontract-cli/tests/fixtures/trino/data/table.sql @@ -0,0 +1,6 @@ +CREATE TABLE my_schema.my_table +( + field_one VARCHAR, + field_two INT, + field_three TIMESTAMP WITH TIME ZONE +) \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/trino/datacontract.yaml b/datacontract-cli/tests/fixtures/trino/datacontract.yaml new file mode 100644 index 000000000..137445b5a --- /dev/null +++ b/datacontract-cli/tests/fixtures/trino/datacontract.yaml @@ -0,0 +1,27 @@ +dataContractSpecification: 1.1.0 +id: trino +info: + title: trino + version: 0.0.1 + owner: my-domain-team +servers: + my-dataproduct/trino: + type: trino + host: http://localhost + port: __PORT__ + catalog: memory + schema: my_schema +models: + my_table: + type: table + fields: + field_one: + type: varchar + required: true + unique: true + pattern: "[A-Za-z]{2}-\\d{3}-[A-Za-z]{2}$" + field_two: + type: integer + minimum: 10 + field_three: + type: timestamp diff --git a/datacontract-cli/tests/test_api.py b/datacontract-cli/tests/test_api.py new file mode 100644 index 000000000..68098f86e --- /dev/null +++ b/datacontract-cli/tests/test_api.py @@ -0,0 +1,35 @@ +from fastapi.testclient import TestClient + +from datacontract.api import app + +client = TestClient(app) + + +def test_lint(): + with open("fixtures/lint/valid_datacontract.yaml", "r") as f: + data_contract_str = f.read() + + response = client.post( + url="/lint", + json=data_contract_str, + ) + assert response.status_code == 200 + print(response.json()) + assert response.json()["result"] == "passed" + assert len(response.json()["checks"]) == 7 + assert all([check["result"] == "passed" for check in response.json()["checks"]]) + + +def test_export_jsonschema(): + with open("fixtures/local-json/datacontract.yaml", "r") as f: + data_contract_str = f.read() + response = client.post( + url="/export?format=jsonschema", + json=data_contract_str, + ) + assert response.status_code == 200 + print(response.text) + with open("fixtures/local-json/datacontract.json") as file: + expected_json_schema = file.read() + print(expected_json_schema) + assert response.text == expected_json_schema diff --git a/datacontract-cli/tests/test_breaking.py b/datacontract-cli/tests/test_breaking.py new file mode 100644 index 000000000..37f9a1b06 --- /dev/null +++ b/datacontract-cli/tests/test_breaking.py @@ -0,0 +1,250 @@ +from typer.testing import CliRunner + +from datacontract.cli import app + +runner = CliRunner() + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_no_breaking_changes(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-fields-v2.yaml", + "./fixtures/breaking/datacontract-fields-v2.yaml", + ], + ) + assert result.exit_code == 0 + assert "0 breaking changes: 0 error, 0 warning\n" in result.stdout + + +def test_quality_added(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-quality-v1.yaml", + "./fixtures/breaking/datacontract-quality-v2.yaml", + ], + ) + assert result.exit_code == 0 + assert "0 breaking changes: 0 error, 0 warning\n" in result.stdout + + +def test_quality_removed(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-quality-v2.yaml", + "./fixtures/breaking/datacontract-quality-v1.yaml", + ], + ) + assert result.exit_code == 0 + assert "1 breaking changes: 0 error, 1 warning\n" in result.stdout + + +def test_quality_updated(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-quality-v2.yaml", + "./fixtures/breaking/datacontract-quality-v3.yaml", + ], + ) + assert result.exit_code == 0 + assert "2 breaking changes: 0 error, 2 warning\n" in result.stdout + + +def test_models_added(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-models-v1.yaml", + "./fixtures/breaking/datacontract-models-v2.yaml", + ], + ) + + output = result.stdout + + assert result.exit_code == 0 + assert "0 breaking changes: 0 error, 0 warning\n" in output + assert "model_added" not in output + assert "model_description_added" not in output + + +def test_models_removed(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-models-v2.yaml", + "./fixtures/breaking/datacontract-models-v1.yaml", + ], + ) + + output = result.stdout + + assert result.exit_code == 1 + assert "1 breaking changes: 1 error, 0 warning\n" in output + assert "model_description_removed" not in output + + +def test_models_updated(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-models-v2.yaml", + "./fixtures/breaking/datacontract-models-v3.yaml", + ], + ) + + output = result.stdout + + assert result.exit_code == 1 + assert "1 breaking changes: 1 error, 0 warning\n" in output + assert "model_description_updated" not in output + + +def test_fields_added(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-fields-v1.yaml", + "./fixtures/breaking/datacontract-fields-v2.yaml", + ], + ) + + output = result.stdout + assert result.exit_code == 0 + assert "15 breaking changes: 0 error, 15 warning\n" in output + assert "field_added" not in output + assert "field_description_added" not in output + assert "field_tags_added" not in output + + +def test_fields_removed(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-fields-v2.yaml", + "./fixtures/breaking/datacontract-fields-v1.yaml", + ], + ) + + output = result.stdout + + assert result.exit_code == 1 + assert "16 breaking changes: 5 error, 11 warning\n" in output + assert "field_description_removed" not in output + assert "field_enum_removed" not in output + assert "field_tags_removed" not in output + + +def test_fields_updated(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-fields-v2.yaml", + "./fixtures/breaking/datacontract-fields-v3.yaml", + ], + ) + + output = result.stdout + + assert result.exit_code == 1 + assert "18 breaking changes: 15 error, 3 warning\n" in output + assert "field_description_updated" not in output + assert "field_tags_updated" not in output + + +def test_definition_added(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-definitions-v1.yaml", + "./fixtures/breaking/datacontract-definitions-v2.yaml", + ], + ) + + output = result.stdout + + assert result.exit_code == 0 + assert "13 breaking changes: 0 error, 13 warning\n" in output + assert "field_description_added" not in output + assert "field_tags_added" not in output + + +def test_definition_removed(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-definitions-v2.yaml", + "./fixtures/breaking/datacontract-definitions-v1.yaml", + ], + ) + + output = result.stdout + + assert result.exit_code == 1 + assert "12 breaking changes: 3 error, 9 warning\n" in output + assert "field_description_removed" not in output + assert "field_tags_removed" not in output + assert "field_enum_removed" not in output + + +def test_definition_updated(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-definitions-v2.yaml", + "./fixtures/breaking/datacontract-definitions-v3.yaml", + ], + ) + + output = result.stdout + + assert result.exit_code == 1 + assert "13 breaking changes: 12 error, 1 warning\n" in output + assert "field_description_updated" not in output + assert "field_tags_updated" not in output + + +def test_array_fields_updated(): + result = runner.invoke( + app, + [ + "breaking", + "./fixtures/breaking/datacontract-fields-array-v1.yaml", + "./fixtures/breaking/datacontract-fields-array-v2.yaml", + ], + ) + + output = result.stdout + + assert result.exit_code == 1 + assert "3 breaking changes: 3 error, 0 warning\n" in output + assert "field_pii_updated" in output + assert "in models.DataType.fields.Records.items.fields.Field1.pii" in output + assert "changed from `false` to `true`" in output + + assert "field_classification_updated" in output + assert "changed from `Unclassified` to `classified`" in output + + assert "field_type_updated" in output + assert "changed from `string` to `int`" in output + + assert "field_description_removed" not in output + assert "field_tags_removed" not in output + assert "field_enum_removed" not in output diff --git a/datacontract-cli/tests/test_catalog.py b/datacontract-cli/tests/test_catalog.py new file mode 100644 index 000000000..8e96ee4a0 --- /dev/null +++ b/datacontract-cli/tests/test_catalog.py @@ -0,0 +1,17 @@ +import os +from pathlib import PosixPath + +from typer.testing import CliRunner + +from datacontract.cli import app + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(tmp_path: PosixPath): + runner = CliRunner() + result = runner.invoke(app, ["catalog", "--files", "fixtures/catalog/*.yaml", "--output", tmp_path]) + assert result.exit_code == 0 + assert os.path.exists(tmp_path / "index.html") + assert os.path.exists(tmp_path / "fixtures/catalog/datacontract-1.html") + assert os.path.exists(tmp_path / "fixtures/catalog/datacontract-2.html") diff --git a/datacontract-cli/tests/test_changelog.py b/datacontract-cli/tests/test_changelog.py new file mode 100644 index 000000000..a8fe17812 --- /dev/null +++ b/datacontract-cli/tests/test_changelog.py @@ -0,0 +1,1216 @@ +from typer.testing import CliRunner + +from datacontract.cli import app + +runner = CliRunner() + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_no_changes(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-fields-v2.yaml", + "./fixtures/breaking/datacontract-fields-v2.yaml", + ], + ) + assert result.exit_code == 0 + assert "0 changes: 0 error, 0 warning, 0 info\n" in result.stdout + + +def test_quality_added(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-quality-v1.yaml", + "./fixtures/breaking/datacontract-quality-v2.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "1 changes: 0 error, 0 warning, 1 info\n" in output + assert ( + r"""info [quality_added] at ./fixtures/breaking/datacontract-quality-v2.yaml + in quality + added quality""" + in output + ) + + +def test_quality_removed(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-quality-v2.yaml", + "./fixtures/breaking/datacontract-quality-v1.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "1 changes: 0 error, 1 warning, 0 info\n" in output + assert ( + r"""warning [quality_removed] at ./fixtures/breaking/datacontract-quality-v1.yaml + in quality + removed quality""" + in output + ) + + +def test_quality_updated(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-quality-v2.yaml", + "./fixtures/breaking/datacontract-quality-v3.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "2 changes: 0 error, 2 warning, 0 info\n" in output + assert ( + r"""warning [quality_type_updated] at +./fixtures/breaking/datacontract-quality-v3.yaml + in quality.type + changed from `SodaCL` to `custom`""" + in output + ) + assert ( + r"""warning [quality_specification_updated] at +./fixtures/breaking/datacontract-quality-v3.yaml + in quality.specification + changed from `checks for orders: + - freshness(column_1) < 1d` to `checks for orders: + - freshness(column_1) < 2d`""" + in output + ) + + +def test_models_added(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-models-v1.yaml", + "./fixtures/breaking/datacontract-models-v2.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "4 changes: 0 error, 0 warning, 4 info\n" in output + assert ( + """info [model_added] at ./fixtures/breaking/datacontract-models-v2.yaml + in models.my_table_2 + added the model""" + in output + ) + assert ( + """info [model_description_added] at +./fixtures/breaking/datacontract-models-v2.yaml + in models.my_table.description + added with value: `My Model Description`""" + in output + ) + + assert ( + """info [model_another-key_added] at +./fixtures/breaking/datacontract-models-v2.yaml + in models.my_table.another-key + added with value: `original value`""" + in output + ) + + +def test_models_removed(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-models-v2.yaml", + "./fixtures/breaking/datacontract-models-v1.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "4 changes: 1 error, 0 warning, 3 info\n" in output + assert ( + r"""error [model_removed] at ./fixtures/breaking/datacontract-models-v1.yaml + in models.my_table_2 + removed the model""" + in output + ) + assert ( + """info [model_description_removed] at +./fixtures/breaking/datacontract-models-v1.yaml + in models.my_table.description + removed model property""" + in output + ) + assert ( + """info [model_another-key_removed] at +./fixtures/breaking/datacontract-models-v1.yaml + in models.my_table.another-key + removed model property""" + in output + ) + + +def test_models_updated(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-models-v2.yaml", + "./fixtures/breaking/datacontract-models-v3.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "4 changes: 1 error, 0 warning, 3 info\n" in output + assert ( + r"""error [model_type_updated] at ./fixtures/breaking/datacontract-models-v3.yaml + in models.my_table.type + changed from `table` to `object`""" + in output + ) + assert ( + """info [model_description_updated] at +./fixtures/breaking/datacontract-models-v3.yaml + in models.my_table.description + changed from `My Model Description` to `My Updated Model +Description`""" + in output + ) + + assert ( + """info [model_another-key_updated] at +./fixtures/breaking/datacontract-models-v3.yaml + in models.my_table.another-key + changed from `original value` to `updated value`""" + in output + ) + + assert ( + """info [model_some-other-key_removed] at +./fixtures/breaking/datacontract-models-v3.yaml + in models.my_table_2.some-other-key + removed model property""" + in output + ) + + +def test_fields_added(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-fields-v1.yaml", + "./fixtures/breaking/datacontract-fields-v2.yaml", + ], + ) + assert result.exit_code == 0 + output = result.stdout + assert "22 changes: 0 error, 15 warning, 7 info\n" in output + assert ( + """info [field_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.new_field + added the field""" + in output + ) + assert ( + """warning [field_references_added] at +./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_references.references + added with value: `my_table.field_type`""" + in output + ) + assert ( + r"""warning [field_type_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_type.type + added with value: `string`""" + in output + ) + assert ( + r"""warning [field_format_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_format.format + added with value: `email`""" + in output + ) + assert ( + """info [field_description_added] at +./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_description.description + added with value: `My Description`""" + in output + ) + assert ( + r"""warning [field_pii_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_pii.pii + added with value: `true`""" + in output + ) + assert ( + r"""warning [field_classification_added] at +./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_classification.classification + added with value: `sensitive`""" + in output + ) + assert ( + r"""warning [field_pattern_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_pattern.pattern + added with value: `^[A-Za-z0-9]{8,14}$`""" + in output + ) + assert ( + r"""warning [field_min_length_added] at +./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_minLength.minLength + added with value: `8`""" + in output + ) + assert ( + r"""warning [field_max_length_added] at +./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_maxLength.maxLength + added with value: `14`""" + in output + ) + assert ( + r"""warning [field_minimum_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_minimum.minimum + added with value: `8`""" + in output + ) + assert ( + r"""warning [field_exclusive_minimum_added] at +./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_exclusiveMinimum.exclusiveMinimum + added with value: `8`""" + in output + ) + assert ( + r"""warning [field_maximum_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_maximum.maximum + added with value: `14`""" + in output + ) + assert ( + r"""warning [field_exclusive_maximum_added] at +./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_exclusiveMaximum.exclusiveMaximum + added with value: `14`""" + in output + ) + assert ( + r"""warning [field_enum_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_enum.enum + added with value: `['one']`""" + in output + ) + assert ( + """info [field_tags_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_tags.tags + added with value: `['one']`""" + in output + ) + + assert ( + r"""warning [field_ref_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_ref.$ref + added with value: `#/definitions/my_definition`""" + in output + ) + + assert ( + """info [field_added] at ./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_fields.fields.new_nested_field + added the field""" + in output + ) + + assert ( + """info [field_custom_key_added] at +./fixtures/breaking/datacontract-fields-v2.yaml + in models.my_table.fields.field_custom_key.custom-key + added with value: `some value`""" + in output + ) + + +def test_fields_removed(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-fields-v2.yaml", + "./fixtures/breaking/datacontract-fields-v1.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "22 changes: 5 error, 11 warning, 6 info\n" in output + assert ( + r"""warning [field_type_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_type.type + removed field property""" + in output + ) + assert ( + r"""warning [field_format_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_format.format + removed field property""" + in output + ) + assert ( + """warning [field_references_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_references.references + removed field property""" + in output + ) + assert ( + """info [field_description_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_description.description + removed field property""" + in output + ) + assert ( + r"""error [field_pii_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_pii.pii + removed field property""" + in output + ) + assert ( + r"""error [field_classification_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_classification.classification + removed field property""" + in output + ) + assert ( + r"""error [field_pattern_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_pattern.pattern + removed field property""" + in output + ) + assert ( + r"""warning [field_min_length_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_minLength.minLength + removed field property""" + in output + ) + assert ( + r"""warning [field_max_length_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_maxLength.maxLength + removed field property""" + in output + ) + assert ( + r"""warning [field_minimum_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_minimum.minimum + removed field property""" + in output + ) + assert ( + r"""warning [field_exclusive_minimum_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_exclusiveMinimum.exclusiveMinimum + removed field property""" + in output + ) + assert ( + r"""warning [field_maximum_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_maximum.maximum + removed field property""" + in output + ) + assert ( + r"""warning [field_exclusive_maximum_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_exclusiveMaximum.exclusiveMaximum + removed field property""" + in output + ) + assert ( + r"""warning [field_ref_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_ref.$ref + removed field property""" + in output + ) + assert ( + """info [field_enum_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_enum.enum + removed field property""" + in output + ) + assert ( + """info [field_tags_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_tags.tags + removed field property""" + in output + ) + assert ( + r"""error [field_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_fields.fields.new_nested_field + removed the field""" + in output + ) + assert ( + r"""error [field_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.new_field + removed the field""" + in output + ) + + assert ( + """info [field_custom_key_removed] at +./fixtures/breaking/datacontract-fields-v1.yaml + in models.my_table.fields.field_custom_key.custom-key + removed field property""" + in output + ) + + +def test_fields_updated(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-fields-v2.yaml", + "./fixtures/breaking/datacontract-fields-v3.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "21 changes: 15 error, 3 warning, 3 info\n" in output + assert ( + r"""error [field_type_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_type.type + changed from `string` to `integer`""" + in output + ) + assert ( + """error [field_format_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_format.format + changed from `email` to `url`""" + in output + ) + assert ( + """error [field_required_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_required.required + changed from `false` to `true`""" + in output + ) + assert ( + """warning [field_primary_key_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_primaryKey.primaryKey + changed from `false` to `true`""" + in output + ) + assert ( + """warning [field_references_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_references.references + changed from `my_table.field_type` to `my_table.field_format`""" + in output + ) + assert ( + r"""error [field_unique_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_unique.unique + changed from `false` to `true`""" + in output + ) + assert ( + """info [field_description_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_description.description + changed from `My Description` to `My updated Description`""" + in output + ) + assert ( + r"""error [field_pii_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_pii.pii + changed from `true` to `false`""" + in output + ) + assert ( + r"""error [field_classification_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_classification.classification + changed from `sensitive` to `restricted`""" + in output + ) + assert ( + r"""error [field_pattern_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_pattern.pattern + changed from `^[A-Za-z0-9]{8,14}$` to `^[A-Za-z0-9]$`""" + in output + ) + assert ( + r"""error [field_min_length_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_minLength.minLength + changed from `8` to `10`""" + in output + ) + assert ( + r"""error [field_max_length_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_maxLength.maxLength + changed from `14` to `20`""" + in output + ) + assert ( + r"""error [field_minimum_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_minimum.minimum + changed from `8` to `10`""" + in output + ) + assert ( + r"""error [field_exclusive_minimum_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_exclusiveMinimum.exclusiveMinimum + changed from `8` to `10`""" + in output + ) + assert ( + r"""error [field_maximum_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_maximum.maximum + changed from `14` to `20`""" + in output + ) + assert ( + r"""error [field_exclusive_maximum_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_exclusiveMaximum.exclusiveMaximum + changed from `14` to `20`""" + in output + ) + assert ( + r"""error [field_enum_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_enum.enum + changed from `['one']` to `['one', 'two']`""" + in output + ) + assert ( + r"""warning [field_ref_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_ref.$ref + changed from `#/definitions/my_definition` to +`#/definitions/my_definition_2`""" + in output + ) + assert ( + """info [field_tags_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_tags.tags + changed from `['one']` to `['one', 'two']`""" + in output + ) + assert ( + r"""error [field_type_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_fields.fields.nested_field_1.type + changed from `string` to `integer`""" + in output + ) + assert ( + r"""info [field_custom_key_updated] at +./fixtures/breaking/datacontract-fields-v3.yaml + in models.my_table.fields.field_custom_key.custom-key + changed from `some value` to `some other value`""" + in output + ) + + +def test_definition_added(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-definitions-v1.yaml", + "./fixtures/breaking/datacontract-definitions-v2.yaml", + ], + ) + output = result.stdout + + assert result.exit_code == 0 + assert "18 changes: 0 error, 13 warning, 5 info\n" in output + assert ( + r"""warning [field_ref_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.$ref + added with value: `#/definitions/my_definition`""" + in output + ) + assert ( + r"""warning [field_type_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.type + added with value: `string`""" + in output + ) + assert ( + """info [field_description_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.description + added with value: `My Description`""" + in output + ) + assert ( + r"""warning [field_format_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.format + added with value: `uuid`""" + in output + ) + assert ( + r"""warning [field_pii_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.pii + added with value: `false`""" + in output + ) + assert ( + r"""warning [field_classification_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.classification + added with value: `internal`""" + in output + ) + assert ( + r"""warning [field_pattern_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.pattern + added with value: `.*`""" + in output + ) + assert ( + r"""warning [field_min_length_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.minLength + added with value: `8`""" + in output + ) + assert ( + r"""warning [field_max_length_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.maxLength + added with value: `14`""" + in output + ) + assert ( + r"""warning [field_minimum_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.minimum + added with value: `8`""" + in output + ) + assert ( + r"""warning [field_exclusive_minimum_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.exclusiveMinimum + added with value: `14`""" + in output + ) + assert ( + r"""warning [field_maximum_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.maximum + added with value: `14`""" + in output + ) + assert ( + r"""warning [field_exclusive_maximum_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.exclusiveMaximum + added with value: `8`""" + in output + ) + assert ( + """info [field_tags_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.tags + added with value: `['my_tags']`""" + in output + ) + assert ( + r"""warning [field_enum_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.enum + added with value: `['my_enum']`""" + in output + ) + assert ( + """info [field_example_added] at +./fixtures/breaking/datacontract-definitions-v2.yaml + in models.my_table.fields.my_field.example + added with value: `my_example`""" + in output + ) + + +def test_definition_removed(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-definitions-v2.yaml", + "./fixtures/breaking/datacontract-definitions-v1.yaml", + ], + ) + output = result.stdout + + assert result.exit_code == 0 + assert "18 changes: 3 error, 9 warning, 6 info\n" in output + assert ( + r"""warning [field_ref_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.$ref + removed field property""" + in output + ) + assert ( + r"""warning [field_type_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.type + removed field property""" + in output + ) + assert ( + """info [field_description_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.description + removed field property""" + in output + ) + assert ( + r"""warning [field_format_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.format + removed field property""" + in output + ) + assert ( + r"""error [field_pii_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.pii + removed field property""" + in output + ) + assert ( + r"""error [field_classification_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.classification + removed field property""" + in output + ) + assert ( + r"""error [field_pattern_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.pattern + removed field property""" + in output + ) + assert ( + r"""warning [field_min_length_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.minLength + removed field property""" + in output + ) + assert ( + r"""warning [field_max_length_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.maxLength + removed field property""" + in output + ) + assert ( + r"""warning [field_minimum_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.minimum + removed field property""" + in output + ) + assert ( + r"""warning [field_exclusive_minimum_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.exclusiveMinimum + removed field property""" + in output + ) + assert ( + r"""warning [field_maximum_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.maximum + removed field property""" + in output + ) + assert ( + r"""warning [field_exclusive_maximum_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.exclusiveMaximum + removed field property""" + in output + ) + assert ( + """info [field_tags_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.tags + removed field property""" + in output + ) + assert ( + """info [field_enum_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.enum + removed field property""" + in output + ) + assert ( + """info [field_example_removed] at +./fixtures/breaking/datacontract-definitions-v1.yaml + in models.my_table.fields.my_field.example + removed field property""" + in output + ) + + +def test_definition_updated(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-definitions-v2.yaml", + "./fixtures/breaking/datacontract-definitions-v3.yaml", + ], + ) + output = result.stdout + + assert result.exit_code == 0 + assert "17 changes: 12 error, 1 warning, 4 info\n" in output + assert ( + r"""warning [field_ref_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.$ref + changed from `#/definitions/my_definition` to +`#/definitions/my_definition_2`""" + in output + ) + assert ( + r"""error [field_type_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.type + changed from `string` to `integer`""" + in output + ) + assert ( + """info [field_description_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.description + changed from `My Description` to `My Description 2`""" + in output + ) + assert ( + r"""error [field_format_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.format + changed from `uuid` to `url`""" + in output + ) + assert ( + r"""error [field_pii_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.pii + changed from `false` to `true`""" + in output + ) + assert ( + r"""error [field_classification_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.classification + changed from `internal` to `sensitive`""" + in output + ) + assert ( + r"""error [field_pattern_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.pattern + changed from `.*` to `.*.*`""" + in output + ) + assert ( + r"""error [field_min_length_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.minLength + changed from `8` to `10`""" + in output + ) + assert ( + r"""error [field_max_length_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.maxLength + changed from `14` to `20`""" + in output + ) + assert ( + r"""error [field_minimum_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.minimum + changed from `8` to `10`""" + in output + ) + assert ( + r"""error [field_exclusive_minimum_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.exclusiveMinimum + changed from `14` to `10`""" + in output + ) + assert ( + r"""error [field_maximum_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.maximum + changed from `14` to `20`""" + in output + ) + assert ( + r"""error [field_exclusive_maximum_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.exclusiveMaximum + changed from `8` to `20`""" + in output + ) + assert ( + """info [field_tags_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.tags + changed from `['my_tags']` to `['my_tags_2']`""" + in output + ) + assert ( + """error [field_enum_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.enum + changed from `['my_enum']` to `['my_enum_2']`""" + in output + ) + assert ( + """info [field_example_updated] at +./fixtures/breaking/datacontract-definitions-v3.yaml + in models.my_table.fields.my_field.example + changed from `my_example` to `my_example_2`""" + in output + ) + + +def test_info_added(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-info-v1.yaml", + "./fixtures/breaking/datacontract-info-v2.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "3 changes: 0 error, 0 warning, 3 info\n" in output + + assert ( + """info [info_owner_added] at ./fixtures/breaking/datacontract-info-v2.yaml + in info.owner + added with value: `Data Team`""" + in output + ) + assert ( + """info [info_some_other_key_added] at +./fixtures/breaking/datacontract-info-v2.yaml + in info.some-other-key + added with value: `some information`""" + in output + ) + assert ( + """info [contact_added] at ./fixtures/breaking/datacontract-info-v2.yaml + in info.contact + added contact""" + in output + ) + + +def test_info_removed(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-info-v2.yaml", + "./fixtures/breaking/datacontract-info-v1.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "3 changes: 0 error, 0 warning, 3 info\n" in output + assert ( + """info [info_owner_removed] at ./fixtures/breaking/datacontract-info-v1.yaml + in info.owner + removed info property""" + in output + ) + assert ( + """info [info_some_other_key_removed] at +./fixtures/breaking/datacontract-info-v1.yaml + in info.some-other-key + removed info property""" + in output + ) + assert ( + """info [contact_removed] at ./fixtures/breaking/datacontract-info-v1.yaml + in info.contact + removed contact""" + in output + ) + + +def test_info_updated(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-info-v2.yaml", + "./fixtures/breaking/datacontract-info-v3.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "3 changes: 0 error, 0 warning, 3 info\n" in output + + assert ( + """info [info_owner_updated] at ./fixtures/breaking/datacontract-info-v3.yaml + in info.owner + changed from `Data Team` to `Another Team`""" + in output + ) + assert ( + """info [info_some_other_key_updated] at +./fixtures/breaking/datacontract-info-v3.yaml + in info.some-other-key + changed from `some information` to `new information`""" + in output + ) + assert ( + """info [contact_email_updated] at ./fixtures/breaking/datacontract-info-v3.yaml + in info.contact.email + changed from `datateam@work.com` to `anotherteam@work.com`""" + in output + ) + + +def test_terms_added(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-terms-v1.yaml", + "./fixtures/breaking/datacontract-terms-v2.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "1 changes: 0 error, 0 warning, 1 info\n" in output + + assert ( + """info [terms_added] at ./fixtures/breaking/datacontract-terms-v2.yaml + in terms + added terms""" + in output + ) + + +def test_terms_removed(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-terms-v2.yaml", + "./fixtures/breaking/datacontract-terms-v1.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "1 changes: 0 error, 0 warning, 1 info\n" in output + + assert ( + """info [terms_removed] at ./fixtures/breaking/datacontract-terms-v1.yaml + in terms + removed terms""" + in output + ) + + +def test_terms_updated(): + result = runner.invoke( + app, + [ + "changelog", + "./fixtures/breaking/datacontract-terms-v2.yaml", + "./fixtures/breaking/datacontract-terms-v3.yaml", + ], + ) + output = result.stdout + assert result.exit_code == 0 + assert "5 changes: 0 error, 0 warning, 5 info\n" in output + + assert ( + """info [terms_usage_updated] at ./fixtures/breaking/datacontract-terms-v3.yaml + in terms.usage + changed from `Data can be used for reports, analytics and machine +learning use cases. +Order may be linked and joined by other tables +` to `Data can be used for anything`""" + in output + ) + assert ( + """info [terms_limitations_removed] at +./fixtures/breaking/datacontract-terms-v3.yaml + in terms.limitations + removed info property""" + in output + ) + assert ( + """info [terms_billing_updated] at +./fixtures/breaking/datacontract-terms-v3.yaml + in terms.billing + changed from `5000 USD per month` to `1000000 GBP per month`""" + in output + ) + assert ( + """info [terms_notice_period_updated] at +./fixtures/breaking/datacontract-terms-v3.yaml + in terms.noticePeriod + changed from `P3M` to `P1Y`""" + in output + ) + assert ( + """info [terms_some_other_terms_added] at +./fixtures/breaking/datacontract-terms-v3.yaml + in terms.someOtherTerms + added with value: `must abide by policies`""" + in output + ) diff --git a/datacontract-cli/tests/test_cli.py b/datacontract-cli/tests/test_cli.py new file mode 100644 index 000000000..9c6f40dc8 --- /dev/null +++ b/datacontract-cli/tests/test_cli.py @@ -0,0 +1,18 @@ +from typer.testing import CliRunner + +from datacontract.cli import app + +runner = CliRunner() + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_test_help(): + result = runner.invoke(app, ["test", "--help"]) + assert result.exit_code == 0 + + +def test_file_does_not_exist(): + result = runner.invoke(app, ["test", "unknown.yaml"]) + assert result.exit_code == 1 + assert "The file 'unknown.yaml' does not \nexist." in result.stdout diff --git a/datacontract-cli/tests/test_data_contract_checks.py b/datacontract-cli/tests/test_data_contract_checks.py new file mode 100644 index 000000000..9591d8207 --- /dev/null +++ b/datacontract-cli/tests/test_data_contract_checks.py @@ -0,0 +1,10 @@ +from datacontract.engines.data_contract_checks import period_to_seconds + + +def test_period_to_seconds(): + assert period_to_seconds("P1Y") == 31536000 + assert period_to_seconds("P1D") == 86400 + assert period_to_seconds("PT24H") == 86400 + assert period_to_seconds("1d") == 86400 + assert period_to_seconds("24h") == 86400 + assert period_to_seconds("60m") == 3600 diff --git a/datacontract-cli/tests/test_data_contract_specification.py b/datacontract-cli/tests/test_data_contract_specification.py new file mode 100644 index 000000000..6753336ef --- /dev/null +++ b/datacontract-cli/tests/test_data_contract_specification.py @@ -0,0 +1,10 @@ +from uuid import uuid4 + +import pytest + +from datacontract.model.data_contract_specification import DataContractSpecification + + +def test_from_file_raises_exception_if_file_does_not_exist(): + with pytest.raises(FileNotFoundError): + DataContractSpecification.from_file(f"{uuid4().hex}.yaml") diff --git a/datacontract-cli/tests/test_description_linter.py b/datacontract-cli/tests/test_description_linter.py new file mode 100644 index 000000000..e69de29bb diff --git a/datacontract-cli/tests/test_documentation_linter.py b/datacontract-cli/tests/test_documentation_linter.py new file mode 100644 index 000000000..c97b0f961 --- /dev/null +++ b/datacontract-cli/tests/test_documentation_linter.py @@ -0,0 +1,48 @@ +import datacontract.model.data_contract_specification as spec +from datacontract.lint.linters.description_linter import DescriptionLinter +from datacontract.model.run import Check + + +def construct_error_check(msg: str) -> Check: + return Check( + type="lint", + name="Linter 'Objects have descriptions'", + result="warning", + engine="datacontract", + reason=msg, + ) + + +success_check = Check(type="lint", name="Linter 'Objects have descriptions'", result="passed", engine="datacontract") + +linter = DescriptionLinter() + + +def test_correct_contract(): + specification = spec.DataContractSpecification( + info=spec.Info(description="Test contract description"), + models={ + "test_model": spec.Model( + description="Test model description", + fields={"test_field": spec.Field(description="Test field description")}, + ) + }, + examples=[spec.Example(description="Example description")], + definitions={"test_definition": spec.Definition(description="Test description definition")}, + ) + assert linter.lint(specification) == [success_check] + + +def test_missing_contract(): + specification = spec.DataContractSpecification( + models={"test_model": spec.Model(fields={"test_field": spec.Field()})}, + examples=[spec.Example()], + definitions={"test_definition": spec.Definition()}, + ) + assert linter.lint(specification) == [ + construct_error_check("Contract has empty description."), + construct_error_check("Model 'test_model' has empty description."), + construct_error_check("Field 'test_field' in model 'test_model' has empty description."), + construct_error_check("Definition 'test_definition' has empty description."), + construct_error_check("Example 1 has empty description."), + ] diff --git a/datacontract-cli/tests/test_download_datacontract_file.py b/datacontract-cli/tests/test_download_datacontract_file.py new file mode 100644 index 000000000..5b9d11708 --- /dev/null +++ b/datacontract-cli/tests/test_download_datacontract_file.py @@ -0,0 +1,48 @@ +import requests +from typer.testing import CliRunner + +from datacontract.cli import app + +runner = CliRunner() +_default_template_url = "https://datacontract.com/datacontract.init.yaml" +_custom_template_url = "https://studio.datacontract.com/s/ef47b7ea-879c-48d5-adf4-aa68b000b00f.yaml" + + +def test_download_datacontract_file_with_defaults(tmp_path): + datacontract_test_path = tmp_path / "datacontract.yaml" + runner.invoke(app, ["init", str(datacontract_test_path)]) + _compare_test_datacontract_with(str(datacontract_test_path), _default_template_url) + + +def test_download_datacontract_file_from_custom_url(tmp_path): + datacontract_test_path = tmp_path / "datacontract.yaml" + runner.invoke(app, ["init", str(datacontract_test_path), "--template", _custom_template_url]) + _compare_test_datacontract_with(str(datacontract_test_path), _custom_template_url) + + +def test_download_datacontract_file_file_exists(tmp_path): + datacontract_test_path = tmp_path / "datacontract.yaml" + # invoke twice to produce error + runner.invoke(app, ["init", str(datacontract_test_path)]) + result = runner.invoke(app, ["init", str(datacontract_test_path), "--template", _custom_template_url]) + + assert result.exit_code == 1 + assert "File already exists, use --overwrite to overwrite" in result.stdout + _compare_test_datacontract_with(str(datacontract_test_path), _default_template_url) + + +def test_download_datacontract_file_overwrite_file(tmp_path): + datacontract_test_path = tmp_path / "datacontract.yaml" + runner.invoke(app, ["init", str(datacontract_test_path)]) + result = runner.invoke( + app, ["init", str(datacontract_test_path), "--template", _custom_template_url, "--overwrite"] + ) + + assert result.exit_code == 0 + _compare_test_datacontract_with(str(datacontract_test_path), _custom_template_url) + + +def _compare_test_datacontract_with(datacontract_test_path, url: str): + text = requests.get(url).text + with open(datacontract_test_path, "r") as tmp: + assert tmp.read().replace("\r", "") == text.replace("\r", "") diff --git a/datacontract-cli/tests/test_export_avro.py b/datacontract-cli/tests/test_export_avro.py new file mode 100644 index 000000000..97dddb70a --- /dev/null +++ b/datacontract-cli/tests/test_export_avro.py @@ -0,0 +1,81 @@ +import json + +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.avro_converter import to_avro_schema_json +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/avro/export/datacontract.yaml", "--format", "avro"]) + assert result.exit_code == 0 + + +def test_to_avro_schema(): + data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract.yaml") + with open("fixtures/avro/export/orders_with_datefields.avsc") as file: + expected_avro_schema = file.read() + + model_name, model = next(iter(data_contract.models.items())) + result = to_avro_schema_json(model_name, model) + + assert json.loads(result) == json.loads(expected_avro_schema) + + +def test_to_avro_schema_with_logical_types(): + data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_logicalType.yaml") + with open("fixtures/avro/export/datacontract_logicalType.avsc") as file: + expected_avro_schema = file.read() + + model_name, model = next(iter(data_contract.models.items())) + result = to_avro_schema_json(model_name, model) + + assert json.loads(result) == json.loads(expected_avro_schema) + + +def test_to_avro_schema_with_required(): + data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_required.yaml") + with open("fixtures/avro/export/datacontract_test_required.avsc") as file: + expected_avro_schema = file.read() + + model_name, model = next(iter(data_contract.models.items())) + result = to_avro_schema_json(model_name, model) + + assert json.loads(result) == json.loads(expected_avro_schema) + + +def test_to_avro_schema_enum(): + data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_enum.yaml") + with open("fixtures/avro/export/datacontract_enum.avsc") as file: + expected_avro_schema = file.read() + + model_name, model = next(iter(data_contract.models.items())) + result = to_avro_schema_json(model_name, model) + + assert json.loads(result) == json.loads(expected_avro_schema) + + +def test_to_decimal_type(): + data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_decimal.yaml") + with open("fixtures/avro/export/datacontract_decimal.avsc") as file: + expected_avro_schema = file.read() + + model_name, model = next(iter(data_contract.models.items())) + result = to_avro_schema_json(model_name, model) + + assert json.loads(result) == json.loads(expected_avro_schema) + + +def test_to_field_namepsace(): + data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_field_namespace.yaml") + with open("fixtures/avro/export/datacontract_test_field_namespace.avsc") as file: + expected_avro_schema = file.read() + + model_name, model = next(iter(data_contract.models.items())) + result = to_avro_schema_json(model_name, model) + + assert json.loads(result) == json.loads(expected_avro_schema) diff --git a/datacontract-cli/tests/test_export_avro_idl.py b/datacontract-cli/tests/test_export_avro_idl.py new file mode 100644 index 000000000..078744264 --- /dev/null +++ b/datacontract-cli/tests/test_export_avro_idl.py @@ -0,0 +1,137 @@ +from textwrap import dedent + +from typer.testing import CliRunner + +import datacontract.model.data_contract_specification as spec +from datacontract.cli import app +from datacontract.export.avro_idl_converter import ( + AvroIDLProtocol, + AvroModelType, + AvroPrimitiveField, + AvroPrimitiveType, + _contract_to_avro_idl_ir, + to_avro_idl, +) +from datacontract.lint.resolve import resolve_data_contract_from_location + + +def test_ir(): + contract = resolve_data_contract_from_location("fixtures/lint/valid_datacontract_ref.yaml", inline_definitions=True) + expected = AvroIDLProtocol( + name="OrdersLatest", + description="Successful customer orders in the webshop.\n" + "All orders since 2020-01-01.\n" + "Orders with their line items are in their current state (no history included).\n", + model_types=[ + AvroModelType( + "orders", + "One record per order. Includes cancelled and deleted orders.", + [ + AvroPrimitiveField( + "order_id", + True, + "An internal ID that identifies an order in the online shop.", + type=AvroPrimitiveType.string, + ) + ], + ), + ], + ) + assert _contract_to_avro_idl_ir(contract) == expected + + +def test_avro_idl_str(): + contract = resolve_data_contract_from_location("fixtures/lint/valid_datacontract_ref.yaml", inline_definitions=True) + expected = dedent( + """ + /** Successful customer orders in the webshop. + All orders since 2020-01-01. + Orders with their line items are in their current state (no history included). + */ + protocol OrdersLatest { + /** One record per order. Includes cancelled and deleted orders. */ + record orders { + /** An internal ID that identifies an order in the online shop. */ + string order_id; + } + } + """ + ).strip() + assert to_avro_idl(contract).strip() == expected + + +def test_avro_idl_cli_export(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/lint/valid_datacontract_ref.yaml", "--format", "avro-idl"]) + if result.exit_code: + print(result.output) + assert result.exit_code == 0 + + +def test_avro_idl_complex_type(): + contract = spec.DataContractSpecification( + models={ + "test_model": spec.Model( + description="Test model", + fields={ + "test_field": spec.Field( + type="object", + required=True, + description="Complex field", + fields={"nested_field_1": spec.Field(description="Primitive field", type="text")}, + ) + }, + ) + } + ) + expected = dedent(""" + protocol Unnamed { + /** Test model */ + record test_model { + /** Complex field */ + record test_field_type { + /** Primitive field */ + string? nested_field_1; + } + /** Complex field */ + test_field_type test_field; + } + } + """).strip() + assert to_avro_idl(contract).strip() == expected + + +def test_avro_idl_array_type(): + contract = spec.DataContractSpecification( + models={ + "test_model": spec.Model( + description="Test model", + fields={ + "test_field": spec.Field( + type="array", + description="Array field", + items=spec.Field( + type="record", + description="Record field", + fields={"nested_field_1": spec.Field(type="text", description="Primitive field")}, + ), + ) + }, + ) + } + ) + expected = dedent(""" + protocol Unnamed { + /** Test model */ + record test_model { + /** Record field */ + record test_field_type { + /** Primitive field */ + string? nested_field_1; + } + /** Array field */ + array? test_field; + } + } + """).strip() + assert to_avro_idl(contract).strip() == expected diff --git a/datacontract-cli/tests/test_export_bigquery.py b/datacontract-cli/tests/test_export_bigquery.py new file mode 100644 index 000000000..22949112c --- /dev/null +++ b/datacontract-cli/tests/test_export_bigquery.py @@ -0,0 +1,38 @@ +import json + +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "--format", + "bigquery", + "--server", + "bigquery", + "fixtures/bigquery/export/datacontract.yaml", + ], + ) + assert result.exit_code == 0 + + +def test_exports_bigquery_schema(): + data_contract_file: str = "fixtures/bigquery/export/datacontract.yaml" + with open(data_contract_file) as file: + file_content = file.read() + data_contract = DataContract(data_contract_str=file_content, server="bigquery") + assert data_contract.lint(enabled_linters="none").has_passed() + result = data_contract.export("bigquery") + + print("Result:\n", result) + with open("fixtures/bigquery/export/bq_table_schema.json") as file: + expected = file.read() + assert json.loads(result) == json.loads(expected) diff --git a/datacontract-cli/tests/test_export_complex_data_contract.py b/datacontract-cli/tests/test_export_complex_data_contract.py new file mode 100644 index 000000000..7ff007873 --- /dev/null +++ b/datacontract-cli/tests/test_export_complex_data_contract.py @@ -0,0 +1,92 @@ +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.INFO, force=True) + + +def test_export_complex_data_contract(): + """ + Use a complex data contract, and smoke test that it can be exported to various formats without exception. + """ + data_contract = DataContract( + data_contract_str=""" +dataContractSpecification: 1.1.0 +id: urn:datacontract:checkout:orders-latest +info: + title: Orders Latest + version: 1.0.0 +models: + orders: + description: One record per order. Includes cancelled and deleted orders. + type: object + fields: + order_id: + type: string + description: Primary key of the orders table + order_timestamp: + type: string + format: date-time + description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. + order_total: + type: integer + description: Total amount of the order in the smallest monetary unit (e.g., cents). + status: + type: string + required: true + description: order status + enum: + - PLACED + - SHIPPED + - DELIVERED + - CANCELLED + config: + avroType: enum + title: Status + metadata: + type: map + required: true + description: Additional metadata about the order + values: + type: object + fields: + value: + type: string + required: true + type: + type: string + required: true + enum: + - STRING + - LONG + - DOUBLE + config: + avroType: enum + title: MetadataType + timestamp: + type: long + required: true + source: + type: string + required: true + default: {} + line_items: + type: object + fields: + lines_item_id: + type: string + description: Primary key of the lines_item_id table + order_id: + type: string + description: Foreign key to the orders table + sku: + type: string + description: The purchased article number""" + ) + + data_contract.lint() + data_contract.test() + data_contract.export(export_format="avro", model="orders") + data_contract.export(export_format="odcs") + data_contract.export(export_format="dbt") + data_contract.export(export_format="dbt-sources") + data_contract.export(export_format="dbt-staging-sql", model="orders") + data_contract.export(export_format="jsonschema", model="orders") diff --git a/datacontract-cli/tests/test_export_custom.py b/datacontract-cli/tests/test_export_custom.py new file mode 100644 index 000000000..018e301dd --- /dev/null +++ b/datacontract-cli/tests/test_export_custom.py @@ -0,0 +1,34 @@ +from pathlib import Path + +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.custom_converter import to_custom +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/custom/export/datacontract.yaml", + "--format", + "custom", + "--template", + "./fixtures/custom/export/template.sql", + ], + ) + assert result.exit_code == 0 + + +def test_to_custom(): + data_contract = DataContractSpecification.from_file("fixtures/custom/export/datacontract.yaml") + template = Path("fixtures/custom/export/template.sql") + result = to_custom(data_contract, template) + + with open("fixtures/custom/export/expected.sql", "r") as file: + assert result == file.read() diff --git a/datacontract-cli/tests/test_export_custom_exporter.py b/datacontract-cli/tests/test_export_custom_exporter.py new file mode 100644 index 000000000..123143663 --- /dev/null +++ b/datacontract-cli/tests/test_export_custom_exporter.py @@ -0,0 +1,30 @@ +from datacontract.data_contract import DataContract +from datacontract.export.exporter import Exporter +from datacontract.export.exporter_factory import exporter_factory + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +class CustomExporter(Exporter): + def export(self, data_contract, model, server, sql_server_type, export_args) -> str: + result = { + "data_contract_servers": data_contract.servers, + "model": model, + "server": server, + "sql_server_type": sql_server_type, + "export_args": export_args, + "custom_args": export_args.get("custom_arg", ""), + } + return str(result) + + +exporter_factory.register_exporter("custom_exporter", CustomExporter) + + +def test_custom_exporter(): + expected_custom = """{'data_contract_servers': {'production': Server(type='snowflake', description=None, environment='production', format=None, project=None, dataset=None, path=None, delimiter=None, endpointUrl=None, location=None, account='my-account', database='my-database', schema_='my-schema', host=None, port=None, catalog=None, topic=None, http_path=None, token=None, dataProductId=None, outputPortId=None, driver=None, storageAccount=None, roles=[ServerRole(name='analyst_us', description='Access to the data for US region')])}, 'model': 'orders', 'server': 'production', 'sql_server_type': 'auto', 'export_args': {'server': 'production', 'custom_arg': 'my_custom_arg'}, 'custom_args': 'my_custom_arg'}""" + result = DataContract(data_contract_file="./fixtures/export/datacontract.yaml", server="production").export( + export_format="custom_exporter", model="orders", server="production", custom_arg="my_custom_arg" + ) + # TODO use json comparison instead of string comparison + assert result.strip() == expected_custom.strip() diff --git a/datacontract-cli/tests/test_export_data_caterer.py b/datacontract-cli/tests/test_export_data_caterer.py new file mode 100644 index 000000000..bd5325c21 --- /dev/null +++ b/datacontract-cli/tests/test_export_data_caterer.py @@ -0,0 +1,117 @@ +import os +import sys + +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.data_caterer_converter import to_data_caterer_generate_yaml +from datacontract.model.data_contract_specification import DataContractSpecification + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "data-caterer"]) + assert result.exit_code == 0 + + +def test_to_data_caterer(): + data_contract = DataContractSpecification.from_string( + read_file("fixtures/data-caterer/export/datacontract_nested.yaml") + ) + expected_data_caterer_model = _get_expected_data_caterer_yaml("s3://covid19-lake/enigma-jhu/json/*.json") + + data_caterer_yaml = to_data_caterer_generate_yaml(data_contract, None) + result = yaml.safe_load(data_caterer_yaml) + + assert result == yaml.safe_load(expected_data_caterer_model) + + +def test_to_data_caterer_with_server(): + data_contract = DataContractSpecification.from_string( + read_file("fixtures/data-caterer/export/datacontract_nested.yaml") + ) + expected_data_caterer_model = _get_expected_data_caterer_yaml("s3://covid19-lake-prod/enigma-jhu/json/*.json") + + data_caterer_yaml = to_data_caterer_generate_yaml(data_contract, "s3-json-prod") + result = yaml.safe_load(data_caterer_yaml) + + assert result == yaml.safe_load(expected_data_caterer_model) + + +def _get_expected_data_caterer_yaml(path: str): + return f""" +name: Orders Unit Test +steps: +- name: orders + type: json + options: + path: {path} + fields: + - name: order_id + type: string + options: + isUnique: true + minLen: 8 + maxLen: 10 + regex: ^B[0-9]+$ + isPrimaryKey: true + - name: order_total + type: decimal + options: + min: 0 + max: 1000000 + - name: amount + type: double + - name: customer_id + type: integer + - name: customer_id_int + type: integer + - name: customer_id_long + type: long + - name: customer_id_float + type: float + - name: customer_id_number + type: double + - name: customer_id_numeric + type: double + - name: created_date + type: date + - name: created_ts + type: timestamp + - name: created_ts_tz + type: timestamp + - name: created_ts_ntz + type: timestamp + - name: order_status + type: string + options: + oneOf: + - pending + - shipped + - delivered + - name: address + type: struct + fields: + - name: street + type: string + - name: city + type: string + - name: tags + type: array + options: + arrayType: string + - name: tags_int + type: array + options: + arrayType: integer +""" + + +def read_file(file): + if not os.path.exists(file): + print(f"The file '{file}' does not exist.") + sys.exit(1) + with open(file, "r") as file: + file_content = file.read() + return file_content diff --git a/datacontract-cli/tests/test_export_dbml.py b/datacontract-cli/tests/test_export_dbml.py new file mode 100644 index 000000000..7dc6d10f9 --- /dev/null +++ b/datacontract-cli/tests/test_export_dbml.py @@ -0,0 +1,137 @@ +from datetime import datetime +from importlib.metadata import version + +import pytz +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/dbml/datacontract.yaml", "--format", "dbml"]) + assert result.exit_code == 0 + + +def test_cli_with_server(): + runner = CliRunner() + result = runner.invoke( + app, ["export", "./fixtures/dbml/datacontract.yaml", "--format", "dbml", "--server", "production"] + ) + assert result.exit_code == 0 + + +def test_dbml_export(): + data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.yaml") + assert data_contract.lint(enabled_linters="none").has_passed() + + result = data_contract.export("dbml") + + tz = pytz.timezone("UTC") + now = datetime.now(tz) + formatted_date = now.strftime("%b %d %Y") + try: + datacontract_cli_version = version("datacontract_cli") + except Exception: + datacontract_cli_version = "" + + expected = """ +/* + +Generated at {0} by datacontract-cli version {1} +for datacontract Orders Latest (urn:datacontract:checkout:orders-latest) version 1.0.0 +Using Logical Datacontract Types for the field types + +*/ + +Project "Orders Latest" {{ + Note: '''Successful customer orders in the webshop. +All orders since 2020-01-01. +Orders with their line items are in their current state (no history included). +''' +}} + + + +Table "orders" {{ +Note: "One record per order. Includes cancelled and deleted orders." + "order_id" "text" [pk,unique,not null,Note: "An internal ID that identifies an order in the online shop."] +"order_timestamp" "timestamp" [not null,Note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."] +"order_total" "record" [not null,Note: "Total amount the smallest monetary unit (e.g., cents)."] +"customer_id" "text" [null,Note: "Unique identifier for the customer."] +"customer_email_address" "text" [not null,Note: "The email address, as entered by the customer. The email address was not verified."] +"processed_timestamp" "timestamp" [not null,Note: "The timestamp when the record was processed by the data platform."] +}} + + +Table "line_items" {{ +Note: "A single article that is part of an order." + "lines_item_id" "text" [pk,unique,not null,Note: "Primary key of the lines_item_id table"] +"order_id" "text" [null,Note: "An internal ID that identifies an order in the online shop."] +"sku" "text" [null,Note: "The purchased article number"] +}} +Ref: line_items.order_id > orders.order_id + """.format(formatted_date, datacontract_cli_version) + + assert result.strip() == expected.strip() + + +def test_dbml_export_with_server(): + data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.yaml", server="production") + assert data_contract.lint(enabled_linters="none").has_passed() + + result = data_contract.export("dbml") + + tz = pytz.timezone("UTC") + now = datetime.now(tz) + formatted_date = now.strftime("%b %d %Y") + try: + datacontract_cli_version = version("datacontract_cli") + except Exception: + datacontract_cli_version = "" + + expected = """ +/* + +Generated at {0} by datacontract-cli version {1} +for datacontract Orders Latest (urn:datacontract:checkout:orders-latest) version 1.0.0 +Using s3 Types for the field types + +*/ + +Project "Orders Latest" {{ + Note: '''Successful customer orders in the webshop. +All orders since 2020-01-01. +Orders with their line items are in their current state (no history included). +''' +}} + + + +Table "orders" {{ +Note: "One record per order. Includes cancelled and deleted orders." + "order_id" "VARCHAR" [pk,unique,not null,Note: "An internal ID that identifies an order in the online shop."] +"order_timestamp" "TIMESTAMP WITH TIME ZONE" [not null,Note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."] +"order_total" "STRUCT(amount STRUCT(sum DECIMAL(None,None), currency VARCHAR), due_date DATE, discount DOUBLE)" [not null,Note: "Total amount the smallest monetary unit (e.g., cents)."] +"customer_id" "VARCHAR" [null,Note: "Unique identifier for the customer."] +"customer_email_address" "VARCHAR" [not null,Note: "The email address, as entered by the customer. The email address was not verified."] +"processed_timestamp" "TIMESTAMP WITH TIME ZONE" [not null,Note: "The timestamp when the record was processed by the data platform."] +}} + + +Table "line_items" {{ +Note: "A single article that is part of an order." + "lines_item_id" "VARCHAR" [pk,unique,not null,Note: "Primary key of the lines_item_id table"] +"order_id" "VARCHAR" [null,Note: "An internal ID that identifies an order in the online shop."] +"sku" "VARCHAR" [null,Note: "The purchased article number"] +}} +Ref: line_items.order_id > orders.order_id + """.format(formatted_date, datacontract_cli_version) + + print("Actual Result:\n", result.strip()) + print("Expected Result:\n", expected.strip()) + + assert result.strip() == expected.strip() diff --git a/datacontract-cli/tests/test_export_dbt_models.py b/datacontract-cli/tests/test_export_dbt_models.py new file mode 100644 index 000000000..302e407f9 --- /dev/null +++ b/datacontract-cli/tests/test_export_dbt_models.py @@ -0,0 +1,83 @@ +import os +import sys + +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.dbt_converter import to_dbt_models_yaml +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "dbt"]) + assert result.exit_code == 0 + + +def test_to_dbt_models(): + data_contract = DataContractSpecification.from_file("fixtures/export/datacontract.yaml") + expected_dbt_model = """ +version: 2 +models: + - name: orders + config: + meta: + owner: checkout + data_contract: orders-unit-test + materialized: table + contract: + enforced: true + description: The orders model + columns: + - name: order_id + data_type: VARCHAR + constraints: + - type: not_null + - type: unique + data_tests: + - dbt_expectations.expect_column_value_lengths_to_be_between: + min_value: 8 + max_value: 10 + - dbt_expectations.expect_column_values_to_match_regex: + regex: ^B[0-9]+$ + meta: + classification: sensitive + pii: true + tags: + - order_id + - name: order_total + data_type: NUMBER + constraints: + - type: not_null + description: The order_total field + data_tests: + - dbt_expectations.expect_column_values_to_be_between: + min_value: 0 + max_value: 1000000 + - name: order_status + data_type: TEXT + constraints: + - type: not_null + data_tests: + - accepted_values: + values: + - 'pending' + - 'shipped' + - 'delivered' +""" + + result = yaml.safe_load(to_dbt_models_yaml(data_contract)) + + assert result == yaml.safe_load(expected_dbt_model) + + +def read_file(file): + if not os.path.exists(file): + print(f"The file '{file}' does not exist.") + sys.exit(1) + with open(file, "r") as file: + file_content = file.read() + return file_content diff --git a/datacontract-cli/tests/test_export_dbt_sources.py b/datacontract-cli/tests/test_export_dbt_sources.py new file mode 100644 index 000000000..c6c6ff238 --- /dev/null +++ b/datacontract-cli/tests/test_export_dbt_sources.py @@ -0,0 +1,149 @@ +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.dbt_converter import to_dbt_sources_yaml +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, ["export", "./fixtures/export/datacontract.yaml", "--format", "dbt-sources", "--server", "production"] + ) + print(result.stdout) + assert result.exit_code == 0 + + +def test_cli_bigquery(): + runner = CliRunner() + result = runner.invoke( + app, ["export", "./fixtures/dbt/export/datacontract.yaml", "--format", "dbt-sources", "--server", "production"] + ) + print(result.stdout) + assert result.exit_code == 0 + + +def test_to_dbt_sources(): + data_contract = DataContractSpecification.from_file("fixtures/export/datacontract.yaml") + expected_dbt_model = """ +version: 2 +sources: + - name: orders-unit-test + description: The orders data contract + database: my-database + schema: my-schema + meta: + owner: checkout + tables: + - name: orders + description: The orders model + columns: + - name: order_id + data_type: VARCHAR + data_tests: + - not_null + - unique + - dbt_expectations.expect_column_value_lengths_to_be_between: + min_value: 8 + max_value: 10 + - dbt_expectations.expect_column_values_to_match_regex: + regex: ^B[0-9]+$ + meta: + classification: sensitive + pii: true + tags: + - order_id + - name: order_total + description: The order_total field + data_type: NUMBER + data_tests: + - not_null + - dbt_expectations.expect_column_values_to_be_between: + min_value: 0 + max_value: 1000000 + - name: order_status + data_type: TEXT + data_tests: + - not_null + - accepted_values: + values: + - 'pending' + - 'shipped' + - 'delivered' +""" + + result = to_dbt_sources_yaml(data_contract, "production") + + assert yaml.safe_load(result) == yaml.safe_load(expected_dbt_model) + + +def test_to_dbt_sources_bigquery(): + data_contract = DataContractSpecification.from_file("./fixtures/dbt/export/datacontract.yaml") + expected_dbt_model = """ +version: 2 +sources: + - name: orders-unit-test + description: The orders data contract + database: my-database + schema: my-schema + meta: + owner: checkout + tables: + - name: orders + description: The orders model + columns: + - name: order_id + data_type: STRING + data_tests: + - not_null + - unique + - dbt_expectations.expect_column_value_lengths_to_be_between: + min_value: 8 + max_value: 10 + - dbt_expectations.expect_column_values_to_match_regex: + regex: ^B[0-9]+$ + meta: + classification: sensitive + pii: true + tags: + - order_id + - name: order_total + description: The order_total field + data_type: INT64 + data_tests: + - not_null + - dbt_expectations.expect_column_values_to_be_between: + min_value: 0 + max_value: 1000000 + - name: order_status + data_type: STRING + data_tests: + - not_null + - accepted_values: + values: + - 'pending' + - 'shipped' + - 'delivered' + - name: user_id + data_tests: + - not_null + - relationships: + to: source("orders-unit-test", "users") + field: user_id + data_type: STRING + - name: users + description: The users model + columns: + - name: user_id + data_tests: + - not_null + - unique + data_type: STRING +""" + + result = to_dbt_sources_yaml(data_contract, "production") + + assert yaml.safe_load(result) == yaml.safe_load(expected_dbt_model) diff --git a/datacontract-cli/tests/test_export_dbt_staging_sql.py b/datacontract-cli/tests/test_export_dbt_staging_sql.py new file mode 100644 index 000000000..f4c1d072c --- /dev/null +++ b/datacontract-cli/tests/test_export_dbt_staging_sql.py @@ -0,0 +1,41 @@ +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.dbt_converter import to_dbt_staging_sql +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/dbt/export/datacontract.yaml", + "--format", + "dbt-staging-sql", + "--model", + "orders", + ], + ) + print(result.stdout) + assert result.exit_code == 0 + + +def test_to_dbt_staging(): + data_contract = DataContractSpecification.from_file("fixtures/dbt/export/datacontract.yaml") + expected = """ +select + order_id, + order_total, + order_status, + user_id +from {{ source('orders-unit-test', 'orders') }} +""" + + result = to_dbt_staging_sql(data_contract, "orders", data_contract.models.get("orders")) + + assert yaml.safe_load(result) == yaml.safe_load(expected) diff --git a/datacontract-cli/tests/test_export_go.py b/datacontract-cli/tests/test_export_go.py new file mode 100644 index 000000000..de9b5ac61 --- /dev/null +++ b/datacontract-cli/tests/test_export_go.py @@ -0,0 +1,28 @@ +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "go"]) + assert result.exit_code == 0 + + +def test_to_go_types(): + actual = DataContract(data_contract_file="fixtures/export/datacontract.yaml").export("go") + expected = """ +package main + + +type Orders struct { + OrderId varchar `json:"order_id" avro:"order_id"` // None + OrderTotal bigint `json:"order_total" avro:"order_total"` // The order_total field + OrderStatus string `json:"order_status" avro:"order_status"` // None +} + +""" + assert actual.strip() == expected.strip() diff --git a/datacontract-cli/tests/test_export_great_expectations.py b/datacontract-cli/tests/test_export_great_expectations.py new file mode 100644 index 000000000..223f4e6ef --- /dev/null +++ b/datacontract-cli/tests/test_export_great_expectations.py @@ -0,0 +1,604 @@ +import json +from typing import Any, Dict + +import pytest +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.great_expectations_converter import to_great_expectations +from datacontract.lint import resolve +from datacontract.model.data_contract_specification import DataContractSpecification +from datacontract.model.exceptions import DataContractException + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/export/datacontract.yaml", + "--format", + "great-expectations", + ], + ) + assert result.exit_code == 0 + + +def test_cli_multi_models(): + """ + Test with 2 model definitions in the contract with the model parameter + """ + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/export/rdf/datacontract-complex.yaml", + "--format", + "great-expectations", + "--model", + "orders", + ], + ) + assert result.exit_code == 0 + + +def test_cli_multi_models_failed(): + """ + Test with 2 model definitions in the contract without the model parameter + """ + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/export/rdf/datacontract-complex.yaml", + "--format", + "great-expectations", + ], + ) + assert result.exit_code == 1 + + +@pytest.fixture +def data_contract_basic() -> DataContractSpecification: + return DataContractSpecification.from_file("fixtures/export/datacontract.yaml") + + +@pytest.fixture +def data_contract_complex() -> DataContractSpecification: + return DataContractSpecification.from_file("fixtures/export/rdf/datacontract-complex.yaml") + + +@pytest.fixture +def data_contract_great_expectations() -> DataContractSpecification: + return resolve.resolve_data_contract_from_location( + "./fixtures/great-expectations/datacontract.yaml", inline_quality=True + ) + + +@pytest.fixture +def data_contract_great_expectations_quality_file() -> DataContractSpecification: + return resolve.resolve_data_contract_from_location( + "./fixtures/great-expectations/datacontract_quality_file.yaml", + inline_quality=True, + ) + + +@pytest.fixture +def expected_json_suite() -> Dict[str, Any]: + return { + "data_asset_type": "null", + "expectation_suite_name": "orders.1.0.0", + "expectations": [ + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_id", "type_": "string"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "processed_timestamp", "type_": "timestamp"}, + "meta": {}, + }, + { + "expectation_type": "expect_table_row_count_to_be_between", + "kwargs": {"min_value": 10}, + "meta": {}, + }, + ], + "meta": {}, + } + + +@pytest.fixture +def expected_spark_engine() -> Dict[str, Any]: + return { + "data_asset_type": "null", + "expectation_suite_name": "orders.1.0.0", + "expectations": [ + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_id", "type_": "StringType"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "processed_timestamp", "type_": "TimestampType"}, + "meta": {}, + }, + { + "expectation_type": "expect_table_row_count_to_be_between", + "kwargs": {"min_value": 10}, + "meta": {}, + }, + ], + "meta": {}, + } + + +@pytest.fixture +def expected_pandas_engine() -> Dict[str, Any]: + return { + "data_asset_type": "null", + "expectation_suite_name": "orders.1.0.0", + "expectations": [ + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_id", "type_": "str"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "processed_timestamp", "type_": "datetime64[ns]"}, + "meta": {}, + }, + { + "expectation_type": "expect_table_row_count_to_be_between", + "kwargs": {"min_value": 10}, + "meta": {}, + }, + ], + "meta": {}, + } + + +@pytest.fixture +def expected_sql_engine() -> Dict[str, Any]: + return { + "data_asset_type": "null", + "expectation_suite_name": "orders.1.0.0", + "expectations": [ + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_id", "type_": "STRING"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "processed_timestamp", "type_": "TIMESTAMP_TZ"}, + "meta": {}, + }, + { + "expectation_type": "expect_table_row_count_to_be_between", + "kwargs": {"min_value": 10}, + "meta": {}, + }, + ], + "meta": {}, + } + + +@pytest.fixture +def expected_sql_trino_engine() -> Dict[str, Any]: + return { + "data_asset_type": "null", + "expectation_suite_name": "orders.1.0.0", + "expectations": [ + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_id", "type_": "varchar"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": { + "column": "processed_timestamp", + "type_": "timestamp(3) with time zone", + }, + "meta": {}, + }, + { + "expectation_type": "expect_table_row_count_to_be_between", + "kwargs": {"min_value": 10}, + "meta": {}, + }, + ], + "meta": {}, + } + + +def test_to_great_expectation(data_contract_basic: DataContractSpecification): + expected_json_suite = { + "data_asset_type": "null", + "expectation_suite_name": "orders.1.0.0", + "expectations": [ + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": {"column_list": ["order_id", "order_total", "order_status"]}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_id", "type_": "varchar"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_unique", + "kwargs": {"column": "order_id"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_value_lengths_to_be_between", + "kwargs": {"column": "order_id", "min_value": 8, "max_value": 10}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_total", "type_": "bigint"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_between", + "kwargs": { + "column": "order_total", + "min_value": 0, + "max_value": 1000000, + }, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_status", "type_": "text"}, + "meta": {}, + }, + ], + "meta": {}, + } + + result_orders = to_great_expectations(data_contract_basic, "orders") + assert result_orders == json.dumps(expected_json_suite, indent=2) + + +def test_to_great_expectation_complex(data_contract_complex: DataContractSpecification): + """ + Test with 2 model definitions in the contract + """ + + expected_orders = { + "data_asset_type": "null", + "expectation_suite_name": "orders.1.0.0", + "expectations": [ + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": { + "column_list": [ + "order_id", + "order_timestamp", + "order_total", + "customer_id", + "customer_email_address", + ] + }, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_unique", + "kwargs": {"column": "order_id"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_timestamp", "type_": "timestamp"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_total", "type_": "long"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "customer_id", "type_": "text"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_value_lengths_to_be_between", + "kwargs": {"column": "customer_id", "min_value": 10, "max_value": 20}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "customer_email_address", "type_": "text"}, + "meta": {}, + }, + ], + "meta": {}, + } + + expected_line_items = { + "data_asset_type": "null", + "expectation_suite_name": "line_items.1.0.0", + "expectations": [ + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": {"column_list": ["lines_item_id", "order_id", "sku"]}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "lines_item_id", "type_": "text"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_unique", + "kwargs": {"column": "lines_item_id"}, + "meta": {}, + }, + ], + "meta": {}, + } + result_orders = to_great_expectations(data_contract_complex, "orders") + assert result_orders == json.dumps(expected_orders, indent=2) + + result_line_items = to_great_expectations(data_contract_complex, "line_items") + + assert result_line_items == json.dumps(expected_line_items, indent=2) + + +def test_to_great_expectation_quality( + data_contract_great_expectations: DataContractSpecification, + expected_json_suite: Dict[str, Any], +): + """ + Test with Quality definition in the contract + """ + + result = to_great_expectations(data_contract_great_expectations, "orders") + assert result == json.dumps(expected_json_suite, indent=2) + + +def test_to_great_expectation_custom_name( + data_contract_great_expectations: DataContractSpecification, +): + """ + Test with Quality definition in the contract + """ + expected = { + "data_asset_type": "null", + "expectation_suite_name": "my_expectation_suite_name", + "expectations": [ + { + "expectation_type": "expect_table_columns_to_match_ordered_list", + "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "order_id", "type_": "string"}, + "meta": {}, + }, + { + "expectation_type": "expect_column_values_to_be_of_type", + "kwargs": {"column": "processed_timestamp", "type_": "timestamp"}, + "meta": {}, + }, + { + "expectation_type": "expect_table_row_count_to_be_between", + "kwargs": {"min_value": 10}, + "meta": {}, + }, + ], + "meta": {}, + } + + result = to_great_expectations( + data_contract_great_expectations, + model_key="orders", + expectation_suite_name="my_expectation_suite_name", + ) + assert result == json.dumps(expected, indent=2) + + +def test_to_great_expectation_engine_spark( + data_contract_great_expectations: DataContractSpecification, + expected_spark_engine: Dict[str, Any], +): + """ + Test with Spark engine + """ + result = to_great_expectations( + data_contract_great_expectations, + model_key="orders", + engine="spark", + ) + assert result == json.dumps(expected_spark_engine, indent=2) + + +def test_to_great_expectation_engine_pandas( + data_contract_great_expectations: DataContractSpecification, + expected_pandas_engine: Dict[str, Any], +): + """ + Test with pandas engine + """ + result = to_great_expectations( + data_contract_great_expectations, + model_key="orders", + engine="pandas", + ) + assert result == json.dumps(expected_pandas_engine, indent=2) + + +def test_to_great_expectation_engine_sql( + data_contract_great_expectations: DataContractSpecification, + expected_sql_engine: Dict[str, Any], +): + """ + Test with sql engine + """ + result = to_great_expectations( + data_contract_great_expectations, + model_key="orders", + engine="sql", + ) + assert result == json.dumps(expected_sql_engine, indent=2) + + +def test_to_great_expectation_engine_sql_trino( + data_contract_great_expectations: DataContractSpecification, + expected_sql_trino_engine: Dict[str, Any], +): + """ + Test with sql engine and sql server trino trino + """ + result = to_great_expectations( + data_contract_great_expectations, + model_key="orders", + engine="sql", + sql_server_type="trino", + ) + assert result == json.dumps(expected_sql_trino_engine, indent=2) + + +def test_to_great_expectation_quality_json_file( + data_contract_great_expectations_quality_file: DataContractSpecification, + expected_json_suite: Dict[str, Any], +): + """ + Test with Quality definition in a json file + """ + result = to_great_expectations(data_contract_great_expectations_quality_file, "orders") + assert result == json.dumps(expected_json_suite, indent=2) + + +def test_cli_with_quality_file(expected_json_suite: Dict[str, Any]): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/great-expectations/datacontract_quality_file.yaml", + "--format", + "great-expectations", + ], + ) + assert result.output.replace("\n", "") == json.dumps(expected_json_suite, indent=2).replace("\n", "") + + +def test_cli_with_spark_engine(expected_spark_engine: Dict[str, Any]): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/great-expectations/datacontract.yaml", + "--format", + "great-expectations", + "--engine", + "spark", + ], + ) + assert result.output.replace("\n", "") == json.dumps(expected_spark_engine, indent=2).replace("\n", "") + + +def test_cli_with_pandas_engine(expected_pandas_engine: Dict[str, Any]): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/great-expectations/datacontract.yaml", + "--format", + "great-expectations", + "--engine", + "pandas", + ], + ) + assert result.output.replace("\n", "") == json.dumps(expected_pandas_engine, indent=2).replace("\n", "") + + +def test_cli_with_sql_engine(expected_sql_engine: Dict[str, Any]): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/great-expectations/datacontract.yaml", + "--format", + "great-expectations", + "--engine", + "sql", + ], + ) + assert result.output.replace("\n", "") == json.dumps(expected_sql_engine, indent=2).replace("\n", "") + + +def test_cli_with_sql_trino_engine(expected_sql_trino_engine: Dict[str, Any]): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/great-expectations/datacontract.yaml", + "--format", + "great-expectations", + "--engine", + "sql", + "--sql-server-type", + "trino", + ], + ) + assert result.output.replace("\n", "") == json.dumps(expected_sql_trino_engine, indent=2).replace("\n", "") + + +def test_to_great_expectation_missing_quality_json_file(): + """ + Test failed with missing Quality definition in a json file + """ + try: + resolve.resolve_data_contract_from_location( + "./fixtures/great-expectations/datacontract_missing_quality_file.yaml", + inline_quality=True, + ) + assert False + except DataContractException as dataContractException: + assert dataContractException.reason == "Cannot resolve reference ./fixtures/great-expectations/missing.json" diff --git a/datacontract-cli/tests/test_export_html.py b/datacontract-cli/tests/test_export_html.py new file mode 100644 index 000000000..f16b05152 --- /dev/null +++ b/datacontract-cli/tests/test_export_html.py @@ -0,0 +1,31 @@ +import os +from pathlib import Path + +from typer.testing import CliRunner + +from datacontract.cli import app + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "html"]) + assert result.exit_code == 0 + + +def test_cli_with_output(tmp_path: Path): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/export/datacontract.yaml", + "--format", + "html", + "--output", + tmp_path / "datacontract.html", + ], + ) + assert result.exit_code == 0 + assert os.path.exists(tmp_path / "datacontract.html") diff --git a/datacontract-cli/tests/test_export_iceberg.py b/datacontract-cli/tests/test_export_iceberg.py new file mode 100644 index 000000000..cc15eab66 --- /dev/null +++ b/datacontract-cli/tests/test_export_iceberg.py @@ -0,0 +1,254 @@ +import tempfile + +from pyiceberg import types +from pyiceberg.schema import Schema, assign_fresh_schema_ids +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.iceberg_converter import IcebergExporter +from datacontract.lint.resolve import resolve_data_contract + + +def test_cli(): + with tempfile.NamedTemporaryFile(delete=True) as tmp_input_file: + # create temp file with content + tmp_input_file.write(b""" + dataContractSpecification: 0.9.3 + id: my-id + info: + title: My Title + version: 1.0.0 + models: + orders: + fields: + order_id: + type: int + required: true + primaryKey: true + """) + tmp_input_file.flush() + + with tempfile.NamedTemporaryFile(delete=True) as tmp_output_file: + runner = CliRunner() + result = runner.invoke( + app, ["export", tmp_input_file.name, "--format", "iceberg", "--output", tmp_output_file.name] + ) + assert result.exit_code == 0 + + with open(tmp_output_file.name, "r") as f: + schema = Schema.model_validate_json(f.read()) + + assert len(schema.fields) == 1 + _assert_field(schema, "order_id", types.IntegerType(), True) + assert schema.identifier_field_ids == [1] + + +def test_type_conversion(): + datacontract = resolve_data_contract( + data_contract_str=""" + dataContractSpecification: 0.9.3 + id: my-id + info: + title: My Title + version: 1.0.0 + models: + datatypes: + fields: + string_type: + type: string + text_type: + type: text + varchar_type: + type: varchar + number_type: + type: number + decimal_type: + type: decimal + precision: 4 + scale: 2 + numeric_type: + type: numeric + int_type: + type: int + integer_type: + type: integer + long_type: + type: long + bigint_type: + type: bigint + float_type: + type: float + double_type: + type: double + boolean_type: + type: boolean + timestamp_type: + type: timestamp + timestamp_tz_type: + type: timestamp_tz + timestamp_ntz_type: + type: timestamp_ntz + date_type: + type: date + array_type: + type: array + items: + type: string + map_type: + type: map + keys: + type: string + values: + type: int + object_type: + type: object + fields: + object_field1: + type: string + record_type: + type: record + fields: + record_field1: + type: int + struct_type: + type: struct + fields: + struct_field1: + type: float + """, + inline_definitions=True, + ) + datacontract.model_dump() + schema = Schema.model_validate_json(_export(datacontract)) + + assert len(schema.fields) == 22 + _assert_field(schema, "string_type", types.StringType(), False) + _assert_field(schema, "text_type", types.StringType(), False) + _assert_field(schema, "varchar_type", types.StringType(), False) + _assert_field(schema, "number_type", types.DecimalType(precision=38, scale=0), False) + _assert_field(schema, "decimal_type", types.DecimalType(precision=4, scale=2), False) + _assert_field(schema, "numeric_type", types.DecimalType(precision=38, scale=0), False) + _assert_field(schema, "int_type", types.IntegerType(), False) + _assert_field(schema, "integer_type", types.IntegerType(), False) + _assert_field(schema, "long_type", types.LongType(), False) + _assert_field(schema, "bigint_type", types.LongType(), False) + _assert_field(schema, "float_type", types.FloatType(), False) + _assert_field(schema, "double_type", types.DoubleType(), False) + _assert_field(schema, "boolean_type", types.BooleanType(), False) + _assert_field(schema, "timestamp_type", types.TimestamptzType(), False) + _assert_field(schema, "timestamp_tz_type", types.TimestamptzType(), False) + _assert_field(schema, "timestamp_ntz_type", types.TimestampType(), False) + _assert_field(schema, "date_type", types.DateType(), False) + _assert_field( + schema, + "array_type", + types.ListType(element_id=0, element_type=types.StringType(), element_required=False), + False, + ) + _assert_field( + schema, + "map_type", + types.MapType( + key_id=0, key_type=types.StringType(), value_id=0, value_type=types.IntegerType(), value_required=False + ), + False, + ) + _assert_field( + schema, + "object_type", + types.StructType( + types.NestedField(field_id=0, name="object_field1", field_type=types.StringType(), required=False) + ), + False, + ) + _assert_field( + schema, + "record_type", + types.StructType( + types.NestedField(field_id=0, name="record_field1", field_type=types.IntegerType(), required=False) + ), + False, + ) + _assert_field( + schema, + "struct_type", + types.StructType( + types.NestedField(field_id=0, name="struct_field1", field_type=types.FloatType(), required=False) + ), + False, + ) + + +def test_round_trip(): + with open("fixtures/iceberg/nested_schema.json", "r") as f: + starting_schema = Schema.model_validate_json(f.read()) + + import_runner = CliRunner() + import_result = import_runner.invoke( + app, + [ + "import", + "--format", + "iceberg", + "--source", + "fixtures/iceberg/nested_schema.json", + "--iceberg-table", + "test-table", + ], + ) + + assert import_result.exit_code == 0 + output = import_result.stdout.strip() + + with tempfile.NamedTemporaryFile(delete=True) as tmp_input_file: + # create temp file with content + tmp_input_file.write(output.encode()) + tmp_input_file.flush() + + with tempfile.NamedTemporaryFile(delete=True) as tmp_output_file: + runner = CliRunner() + result = runner.invoke( + app, ["export", tmp_input_file.name, "--format", "iceberg", "--output", tmp_output_file.name] + ) + assert result.exit_code == 0 + + with open(tmp_output_file.name, "r") as f: + ending_schema = Schema.model_validate_json(f.read()) + + # don't use IDs in equality check since SDK resets them anyway + starting_schema = assign_fresh_schema_ids(starting_schema) + ending_schema = assign_fresh_schema_ids(ending_schema) + assert starting_schema == ending_schema + + +def _assert_field(schema, field_name, field_type, required): + field = None + for f in schema.fields: + if f.name == field_name: + field = f + break + + assert field is not None + assert field.name == field_name + assert field.required == required + + found_type = field.field_type + if found_type.is_primitive: + assert found_type == field_type + elif isinstance(found_type, types.ListType): + assert found_type.element_type == field_type.element_type + assert found_type.element_required == field_type.element_required + elif isinstance(found_type, types.MapType): + assert found_type.key_type == field_type.key_type + assert found_type.value_type == field_type.value_type + assert found_type.value_required == field_type.value_required + elif isinstance(found_type, types.StructType): + assert len(found_type.fields) == len(field_type.fields) + for nested_field in field_type.fields: + _assert_field(found_type, nested_field.name, nested_field.field_type, nested_field.required) + else: + raise ValueError(f"Unexpected field type: {found_type}") + + +def _export(datacontract, model=None): + return IcebergExporter("iceberg").export(datacontract, model, None, None, None) diff --git a/datacontract-cli/tests/test_export_jsonschema.py b/datacontract-cli/tests/test_export_jsonschema.py new file mode 100644 index 000000000..079f44e2e --- /dev/null +++ b/datacontract-cli/tests/test_export_jsonschema.py @@ -0,0 +1,184 @@ +import json +import os +import sys + +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract +from datacontract.export.jsonschema_converter import to_jsonschemas +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/local-json/datacontract.yaml", "--format", "jsonschema"]) + assert result.exit_code == 0 + + +def test_to_jsonschemas(): + data_contract = DataContract( + data_contract_file="fixtures/local-json/datacontract.yaml", inline_definitions=True + ).get_data_contract_specification() + + with open("fixtures/local-json/datacontract.json") as file: + expected_json_schema = file.read() + + result = to_jsonschemas(data_contract) + assert result["verbraucherpreisindex"] == json.loads(expected_json_schema) + + +def test_to_jsonschemas_complex(): + data_contract_file = "fixtures/s3-json-complex/datacontract.yaml" + file_content = read_file(data_contract_file=data_contract_file) + data_contract = DataContractSpecification.from_string(file_content) + expected_json_schema = """{ + "$schema": "http://json-schema.org/draft-07/schema#", + "type": "object", + "properties": { + "specversion": { + "type": "string" + }, + "type": { + "type": "string" + }, + "source": { + "type": "string", + "format": "uri" + }, + "id": { + "type": "string" + }, + "time": { + "type": "string", + "format": "date-time" + }, + "subject": { + "type": ["string", "null"] + }, + "data": { + "type": ["object", "null"], + "properties": { + "sku": { + "type": "string" + }, + "updated": { + "type": "string", + "format": "date-time" + }, + "quantity": { + "type": "integer" + } + }, + "required": ["sku", "updated", "quantity"] + } + }, + "required": ["specversion", "type", "source", "id", "time"] +} +""" + + result = to_jsonschemas(data_contract) + + assert result["inventory"] == json.loads(expected_json_schema) + + +def test_to_jsonschemas_complex_2(): + data_contract_file = "fixtures/local-json-complex/datacontract.yaml" + file_content = read_file(data_contract_file=data_contract_file) + data_contract = DataContractSpecification.from_string(file_content) + expected_json_schema = """{ + "$schema": "http://json-schema.org/draft-07/schema#", + "type": "object", + "properties": { + "array_test_string": { + "type": "array", + "items": { + "type": "string" + } + }, + "array_test_object": { + "type": "array", + "items": { + "type": "object", + "properties": { + "key": { + "type": "string" + }, + "value": { + "type": "string" + } + }, + "required": [ + "key", + "value" + ] + } + }, + "id": { + "type": "string", + "pattern": "^[0-9]{8}$", + "minLength": 1, + "maxLength": 10 + }, + "sts_data": { + "type": "object", + "properties": { + "connection_test": { + "type": "string", + "enum": [ + "SUCCESS", + "FAIL", + "NULL" + ] + }, + "key_list": { + "type": "object", + "patternProperties": { + "^[0-5]$": { + "type": ["object", "null"], + "properties": { + "key": { + "type": "string", + "pattern": "^[0-9]{8}$" + } + }, + "required": [ + "key" + ] + } + }, + "required": [] + } + }, + "required": [ + "connection_test", + "key_list" + ] + }, + "empty_object": { + "type": ["object", "null"], + "properties": {}, + "required": [] + } + }, + "required": [ + "array_test_string", + "array_test_object", + "id", + "sts_data" + ] +} +""" + result = to_jsonschemas(data_contract) + assert result["sts_data"] == json.loads(expected_json_schema) + + +def read_file(data_contract_file): + if not os.path.exists(data_contract_file): + print(f"The file '{data_contract_file}' does not exist.") + sys.exit(1) + with open(data_contract_file, "r") as file: + file_content = file.read() + return file_content diff --git a/datacontract-cli/tests/test_export_markdown.py b/datacontract-cli/tests/test_export_markdown.py new file mode 100644 index 000000000..0743fdad3 --- /dev/null +++ b/datacontract-cli/tests/test_export_markdown.py @@ -0,0 +1,30 @@ +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.markdown_converter import to_markdown +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "export", + "./fixtures/markdown/export/datacontract.yaml", + "--format", + "markdown", + ], + ) + assert result.exit_code == 0 + assert result.output.startswith("# urn:datacontract:checkout:orders-latest") + + +def test_to_markdown(): + data_contract = DataContractSpecification.from_file("fixtures/markdown/export/datacontract.yaml") + result = to_markdown(data_contract) + + with open("fixtures/markdown/export/expected.md", "r") as file: + assert result == file.read() diff --git a/datacontract-cli/tests/test_export_odcs_v3.py b/datacontract-cli/tests/test_export_odcs_v3.py new file mode 100644 index 000000000..5bbce4a6b --- /dev/null +++ b/datacontract-cli/tests/test_export_odcs_v3.py @@ -0,0 +1,125 @@ +import os +import sys + +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.odcs_v3_exporter import to_odcs_v3_yaml +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "odcs"]) + assert result.exit_code == 0 + + +def test_to_odcs(): + data_contract = DataContractSpecification.from_string(read_file("fixtures/export/datacontract.yaml")) + expected_odcs_model = """ +apiVersion: v3.0.0 +kind: DataContract +id: orders-unit-test +name: Orders Unit Test +version: 1.0.0 +domain: checkout +status: active +description: + purpose: null + limitations: Not intended to use in production + usage: This data contract serves to demo datacontract CLI export. + +schema: + - name: orders + physicalName: orders + logicalType: object + physicalType: table + description: The orders model + properties: + - name: order_id + businessName: Order ID + logicalType: string + logicalTypeOptions: + minLength: 8 + maxLength: 10 + pattern: ^B[0-9]+$ + physicalType: varchar + isNullable: false + isUnique: true + tags: + - "order_id" + classification: sensitive + examples: + - B12345678 + - B12345679 + customProperties: + - property: customFieldProperty1 + value: customFieldProperty1Value + - property: pii + value: true + - name: order_total + logicalType: integer + logicalTypeOptions: + minimum: 0 + maximum: 1000000 + physicalType: bigint + isNullable: false + description: The order_total field + quality: + - type: sql + description: 95% of all order total values are expected to be between 10 and 499 EUR. + query: | + SELECT quantile_cont(order_total, 0.95) AS percentile_95 + FROM orders + mustBeBetween: [1000, 49900] + - name: order_status + logicalType: string + physicalType: text + isNullable: false + quality: + - type: sql + description: Row Count + query: | + SELECT COUNT(*) AS row_count + FROM orders + mustBeGreaterThan: 1000 + customProperties: + - property: customModelProperty1 + value: customModelProperty1Value +servers: + - server: production + type: snowflake + environment: production + account: my-account + database: my-database + schema: my-schema + roles: + - name: analyst_us + description: Access to the data for US region + +support: + - channel: email + url: mailto:team-orders@example.com + - channel: other + url: https://wiki.example.com/teams/checkout + +customProperties: +- property: otherField + value: otherValue +""" + + odcs = to_odcs_v3_yaml(data_contract) + + assert yaml.safe_load(odcs) == yaml.safe_load(expected_odcs_model) + + +def read_file(file): + if not os.path.exists(file): + print(f"The file '{file}' does not exist.") + sys.exit(1) + with open(file, "r") as file: + file_content = file.read() + return file_content diff --git a/datacontract-cli/tests/test_export_protobuf.py b/datacontract-cli/tests/test_export_protobuf.py new file mode 100644 index 000000000..2e86390dd --- /dev/null +++ b/datacontract-cli/tests/test_export_protobuf.py @@ -0,0 +1,56 @@ +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.protobuf_converter import to_protobuf +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "protobuf"]) + assert result.exit_code == 0 + + +def test_to_protobuf(): + data_contract = DataContractSpecification.from_file("fixtures/export/datacontract.yaml") + expected_protobuf = """ +syntax = "proto3"; + +/* The orders model */ +message Orders { + string order_id = 1; + /* The order_total field */ + int64 order_total = 2; + string order_status = 3; +} +""".strip() + + result = to_protobuf(data_contract).strip() + + assert result == expected_protobuf + + +def test_to_protobuf_nested(): + data_contract = DataContractSpecification.from_file("fixtures/export/datacontract_nested.yaml") + expected_protobuf = """ +syntax = "proto3"; + +/* The orders model */ +message Orders { + string order_id = 1; + /* The order_total field */ + int64 order_total = 2; + string order_status = 3; + message Address { + optional string street = 1; + optional string city = 2; + } + optional Address address = 4; +} +""".strip() + + result = to_protobuf(data_contract).strip() + + assert result == expected_protobuf diff --git a/datacontract-cli/tests/test_export_pydantic.py b/datacontract-cli/tests/test_export_pydantic.py new file mode 100644 index 000000000..2c4bc91c9 --- /dev/null +++ b/datacontract-cli/tests/test_export_pydantic.py @@ -0,0 +1,122 @@ +import ast +from textwrap import dedent + +import datacontract.export.pydantic_converter as conv +import datacontract.model.data_contract_specification as spec + + +# These tests would be easier if AST nodes were comparable. +# Current string comparisons are very brittle. +def test_simple_model_export(): + m = spec.Model(fields={"f": spec.Field(type="string")}) + ast_class = conv.generate_model_class("Test", m) + assert ( + ast.unparse(ast_class) + == dedent( + """ + class Test(pydantic.BaseModel): + f: typing.Optional[str] + """ + ).strip() + ) + + +def test_array_model_export(): + m = spec.Model(fields={"f": spec.Field(type="array", items=spec.Field(type="string", required=True))}) + ast_class = conv.generate_model_class("Test", m) + assert ( + ast.unparse(ast_class) + == dedent( + """ + class Test(pydantic.BaseModel): + f: typing.Optional[list[str]] + """ + ).strip() + ) + + +def test_object_model_export(): + m = spec.Model(fields={"f": spec.Field(type="object", fields={"f1": spec.Field(type="string", required=True)})}) + ast_class = conv.generate_model_class("Test", m) + assert ( + ast.unparse(ast_class) + == dedent( + """ + class Test(pydantic.BaseModel): + + class F(pydantic.BaseModel): + f1: str + f: typing.Optional[F] + """ + ).strip() + ) + + +def test_model_documentation_export(): + m = spec.Model( + description="A test model", + fields={ + "f": spec.Field( + type="object", description="A test field", fields={"f1": spec.Field(type="string", required=True)} + ) + }, + ) + ast_class = conv.generate_model_class("Test", m) + assert ( + ast.unparse(ast_class) + == dedent( + """ + class Test(pydantic.BaseModel): + \"""A test model\""" + + class F(pydantic.BaseModel): + \"""A test field\""" + f1: str + f: typing.Optional[F] + """ + ).strip() + ) + + +def test_model_field_description_export(): + m = spec.Model( + fields={ + "f": spec.Field( + type="object", fields={"f1": spec.Field(type="string", description="A test field", required=True)} + ) + } + ) + ast_class = conv.generate_model_class("Test", m) + assert ( + ast.unparse(ast_class) + == dedent( + """ + class Test(pydantic.BaseModel): + + class F(pydantic.BaseModel): + f1: str + 'A test field' + f: typing.Optional[F] + """ + ).strip() + ) + + +def test_model_description_export(): + m = spec.DataContractSpecification( + info=spec.Info(description="Contract description"), + models={"test_model": spec.Model(fields={"f": spec.Field(type="string")})}, + ) + result = conv.to_pydantic_model_str(m) + assert ( + result + == dedent( + """ + import datetime, typing, pydantic + 'Contract description' + + class Test_model(pydantic.BaseModel): + f: typing.Optional[str] + """ + ).strip() + ) diff --git a/datacontract-cli/tests/test_export_rdf.py b/datacontract-cli/tests/test_export_rdf.py new file mode 100644 index 000000000..d4d7733b6 --- /dev/null +++ b/datacontract-cli/tests/test_export_rdf.py @@ -0,0 +1,223 @@ +import os +import sys + +from rdflib.compare import to_isomorphic +from rdflib.graph import Graph +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.rdf_converter import to_rdf +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, ["export", "./fixtures/export/rdf/datacontract.yaml", "--format", "rdf", "--rdf-base", "urn:acme:"] + ) + assert result.exit_code == 0 + + +def test_no_rdf_base(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/export/rdf/datacontract.yaml", "--format", "rdf"]) + assert result.exit_code == 0 + + +def test_to_rdf(): + data_contract_file = "fixtures/export/rdf/datacontract.yaml" + file_content = read_file(data_contract_file=data_contract_file) + data_contract = DataContractSpecification.from_string(file_content) + expected_rdf = """ +@prefix dc1: . +@prefix dcx: . +@prefix xsd: . + + a dc1:DataContract ; + dc1:dataContractSpecification "1.1.0" ; + dc1:id "orders-unit-test" ; + dc1:info [ a dc1:Info ; + dc1:contact [ a dc1:Contact ; + dcx:email "team-orders@example.com" ; + dc1:url "https://wiki.example.com/teams/checkout" ] ; + dc1:description "None" ; + dc1:owner "checkout" ; + dc1:title "Orders Unit Test" ; + dc1:version "1.0.0" ] ; + dc1:model ; + dc1:terms [ a dc1:Terms ; + dc1:billing "free" ; + dc1:limitations "Not intended to use in production" ; + dc1:noticePeriod "P3M" ; + dc1:usage "This data contract serves to demo datacontract CLI export." ] . + + a dc1:Model ; + dc1:description "The orders model" ; + dc1:field [ a dc1:Field ; + dc1:description "The order_total field" ; + dc1:maximum 1000000 ; + dc1:minimum 0 ; + dc1:name "order_total" ; + dc1:required true ; + dc1:type "bigint" ], + [ a dc1:Field ; + dc1:enum "delivered", + "pending", + "shipped" ; + dc1:name "order_status" ; + dc1:required true ; + dc1:type "text" ], + [ a dc1:Field ; + dcx:pattern "^B[0-9]+$" ; + dcx:tags "order_id" ; + dc1:classification "sensitive" ; + dc1:maxLength 10 ; + dc1:minLength 8 ; + dc1:name "order_id" ; + dc1:pii true ; + dc1:required true ; + dc1:type "varchar" ; + dc1:unique true ] . + +""" + g = Graph().parse(format="n3", data=expected_rdf) + + result = to_rdf(data_contract, "https://example.com/") + + iso_g1 = to_isomorphic(Graph().parse(data=g.serialize())) + iso_result = to_isomorphic(Graph().parse(data=result.serialize())) + + assert iso_g1 == iso_result + + +def test_to_rdf_complex(): + data_contract_file = "fixtures/export/rdf/datacontract-complex.yaml" + file_content = read_file(data_contract_file=data_contract_file) + data_contract = DataContractSpecification.from_string(file_content) + expected_rdf = """ +@base . +@prefix dc1: . +@prefix dcx: . +@prefix xsd: . + + a dc1:DataContract ; + dc1:dataContractSpecification "1.1.0" ; + dc1:example [ a dc1:Example ; + dc1:data \"\"\"order_id,order_timestamp,order_total +"1001","2023-09-09T08:30:00Z",2500 +"1002","2023-09-08T15:45:00Z",1800 +"1003","2023-09-07T12:15:00Z",3200 +"1004","2023-09-06T19:20:00Z",1500 +"1005","2023-09-05T10:10:00Z",4200 +"1006","2023-09-04T14:55:00Z",2800 +"1007","2023-09-03T21:05:00Z",1900 +"1008","2023-09-02T17:40:00Z",3600 +"1009","2023-09-01T09:25:00Z",3100 +"1010","2023-08-31T22:50:00Z",2700\"\"\" ; + dc1:model ; + dc1:type "csv" ], + [ a dc1:Example ; + dc1:data \"\"\"lines_item_id,order_id,sku +"1","1001","5901234123457" +"2","1001","4001234567890" +"3","1002","5901234123457" +"4","1002","2001234567893" +"5","1003","4001234567890" +"6","1003","5001234567892" +"7","1004","5901234123457" +"8","1005","2001234567893" +"9","1005","5001234567892" +"10","1005","6001234567891\\"\"\"\" ; + dc1:model ; + dc1:type "csv" ] ; + dc1:id "orders-latest" ; + dc1:info [ a dc1:Info ; + dc1:contact [ a dc1:Contact ; + dc1:name "John Doe (Data Product Owner)" ; + dc1:url "https://teams.microsoft.com/l/channel/acme/checkout" ] ; + dc1:description \"\"\"Successful customer orders in the webshop. All orders since 2020-01-01. Orders with their line items are in their current state (no history included). +\"\"\" ; + dc1:owner "urn:acme:CheckoutTeam" ; + dc1:title "Orders Latest" ; + dc1:version "1.0.0" ] ; + dc1:model , + ; + dc1:server ; + dc1:terms [ a dc1:Terms ; + dc1:billing "5000 USD per month" ; + dc1:limitations \"\"\"Not suitable for real-time use cases. Data may not be used to identify individual customers. Max data processing per day: 10 TiB +\"\"\" ; + dc1:noticePeriod "P3M" ; + dc1:usage \"\"\"Data can be used for reports, analytics and machine learning use cases. Order may be linked and joined by other tables +\"\"\" ] . + + a dc1:Server ; + dc1:delimiter "new_line" ; + dc1:format "json" ; + dc1:location "s3://multiple-bucket/fixtures/s3-json-multiple-models/data/{model}/*.json" ; + dc1:type "s3" . + + a dc1:Model ; + dc1:description "A single article that is part of an order." ; + dc1:field [ a dc1:Field ; + dc1:description "Primary key of the lines_item_id table" ; + dc1:name "lines_item_id" ; + dc1:required true ; + dc1:type "text" ; + dc1:unique true ], + [ a dc1:Field ; + dc1:name "order_id" ], + [ a dc1:Field ; + dc1:description "The purchased article number" ; + dc1:name "sku" ] . + + a dc1:Model ; + dc1:description "One record per order. Includes cancelled and deleted orders." ; + dc1:field [ a dc1:Field ; + dc1:name "order_id" ; + dc1:required true ; + dc1:unique true ], + [ a dc1:Field ; + dc1:description "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful." ; + dc1:name "order_timestamp" ; + dc1:required true ; + dc1:type "timestamp" ], + [ a dc1:Field ; + dc1:description "The email address, as entered by the customer. The email address was not verified." ; + dc1:format "email" ; + dc1:name "customer_email_address" ; + dc1:required true ; + dc1:type "text" ], + [ a dc1:Field ; + dc1:description "Unique identifier for the customer." ; + dc1:maxLength 20 ; + dc1:minLength 10 ; + dc1:name "customer_id" ; + dc1:type "text" ], + [ a dc1:Field ; + dc1:description "Total amount the smallest monetary unit (e.g., cents)." ; + dc1:name "order_total" ; + dc1:required true ; + dc1:type "long" ] . + +""" + + g = Graph().parse(format="n3", data=expected_rdf) + + result = to_rdf(data_contract, base="http://test.com/") + + iso_g1 = to_isomorphic(Graph().parse(data=g.serialize())) + iso_result = to_isomorphic(Graph().parse(data=result.serialize())) + + assert iso_g1 == iso_result + + +def read_file(data_contract_file): + if not os.path.exists(data_contract_file): + print(f"The file '{data_contract_file}' does not exist.") + sys.exit(1) + with open(data_contract_file, "r") as file: + file_content = file.read() + return file_content diff --git a/datacontract-cli/tests/test_export_sodacl.py b/datacontract-cli/tests/test_export_sodacl.py new file mode 100644 index 000000000..2175465b2 --- /dev/null +++ b/datacontract-cli/tests/test_export_sodacl.py @@ -0,0 +1,122 @@ +import yaml + +from datacontract.export.sodacl_converter import SodaExporter +from datacontract.model.data_contract_specification import DataContractSpecification + + +def test_export_sodacl(): + data_contract_specification_str = """ +dataContractSpecification: 1.1.0 +models: + orders: + description: test + fields: + order_id: + type: string + required: true + order_timestamp: + type: timestamp + required: true + processed_timestamp: + type: timestamp + required: true + order_total: + type: integer + quality: + - type: sql + query: | + SELECT quantile_cont({field}, 0.95) AS percentile_95 + FROM {model} + mustBeBetween: [ 1000, 49900 ] +servicelevels: + retention: + period: P1Y + timestampField: orders.processed_timestamp + latency: + threshold: 1m + sourceTimestampField: orders.order_timestamp + processedTimestampField: orders.processed_timestamp + freshness: + threshold: 24h + timestampField: orders.order_timestamp +quality: + type: SodaCL + specification: + checks for orders: + - row_count > 10 + checks for line_items: + - row_count > 10: + name: Have at lease 10 line items + """ + + expected = """ +checks for orders: + - schema: + name: orders__order_id__field_is_present + fail: + when required column missing: + - order_id + - schema: + name: orders__order_id__field_type + fail: + when wrong column type: + order_id: string + - missing_count(order_id) = 0: + name: orders__order_id__field_required + - schema: + name: orders__order_timestamp__field_is_present + fail: + when required column missing: + - order_timestamp + - schema: + name: orders__order_timestamp__field_type + fail: + when wrong column type: + order_timestamp: timestamp + - missing_count(order_timestamp) = 0: + name: orders__order_timestamp__field_required + - schema: + name: orders__processed_timestamp__field_is_present + fail: + when required column missing: + - processed_timestamp + - schema: + name: orders__processed_timestamp__field_type + fail: + when wrong column type: + processed_timestamp: timestamp + - missing_count(processed_timestamp) = 0: + name: orders__processed_timestamp__field_required + - schema: + name: orders__order_total__field_is_present + fail: + when required column missing: + - order_total + - schema: + name: orders__order_total__field_type + fail: + when wrong column type: + order_total: integer + - orders__order_total__quality_sql_0 between 1000 and 49900: + name: orders__order_total__quality_sql_0 + orders__order_total__quality_sql_0 query: | + SELECT quantile_cont(order_total, 0.95) AS percentile_95 + FROM orders + - freshness(order_timestamp) < 24h: + name: servicelevel_freshness + - orders_servicelevel_retention < 31536000: + name: servicelevel_retention + orders_servicelevel_retention expression: TIMESTAMPDIFF(SECOND, MIN(processed_timestamp), CURRENT_TIMESTAMP) + - row_count > 10 +checks for line_items: + - row_count > 10: + name: Have at lease 10 line items +""" + + data = yaml.safe_load(data_contract_specification_str) + data_contract_specification = DataContractSpecification(**data) + + exporter = SodaExporter(export_format="sodacl") + result = exporter.export(data_contract_specification, "all", None, "auto", None) + + assert yaml.safe_load(expected) == yaml.safe_load(result) diff --git a/datacontract-cli/tests/test_export_spark.py b/datacontract-cli/tests/test_export_spark.py new file mode 100644 index 000000000..32250c89e --- /dev/null +++ b/datacontract-cli/tests/test_export_spark.py @@ -0,0 +1,178 @@ +from pyspark.sql import types +from pyspark.testing import assertSchemaEqual +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.spark_converter import to_spark_dict +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + ["export", "./fixtures/spark/export/datacontract.yaml", "--format", "spark"], + ) + assert result.exit_code == 0 + assert result.output == expected_str + + +def test_to_spark_schema(): + data_contract = DataContractSpecification.from_file("fixtures/spark/export/datacontract.yaml") + result = to_spark_dict(data_contract) + + assert len(result) == 2 + assertSchemaEqual(result.get("orders"), expected_dict.get("orders")) + assertSchemaEqual(result.get("customers"), expected_dict.get("customers")) + + +expected_str = """orders = StructType([ + StructField("orderdate", + DateType(), + True + ), + StructField("order_timestamp", + TimestampType(), + True + ), + StructField("delivery_timestamp", + TimestampNTZType(), + True + ), + StructField("orderid", + IntegerType(), + True + ), + StructField("item_list", + ArrayType(StructType([ + StructField("itemid", + StringType(), + True + ), + StructField("quantity", + IntegerType(), + True + ) + ])), + True + ), + StructField("orderunits", + DoubleType(), + True + ), + StructField("tags", + ArrayType(StringType()), + True + ), + StructField("address", + StructType([ + StructField("city", + StringType(), + False + ), + StructField("state", + StringType(), + True + ), + StructField("zipcode", + LongType(), + True + ) + ]), + True + ) +]) + +customers = StructType([ + StructField("id", + IntegerType(), + True + ), + StructField("name", + StringType(), + True + ), + StructField("metadata", + MapType( + StringType(), StructType([ + StructField("value", + StringType(), + True + ), + StructField("type", + StringType(), + True + ), + StructField("timestamp", + LongType(), + True + ), + StructField("source", + StringType(), + True + ) + ])), + True + ) +]) +""" + +expected_dict = { + "orders": types.StructType( + [ + types.StructField("orderdate", types.DateType(), True), + types.StructField("order_timestamp", types.TimestampType(), True), + types.StructField("delivery_timestamp", types.TimestampNTZType(), True), + types.StructField("orderid", types.IntegerType(), True), + types.StructField( + "item_list", + types.ArrayType( + types.StructType( + [ + types.StructField("itemid", types.StringType(), True), + types.StructField("quantity", types.IntegerType(), True), + ] + ), + True, + ), + True, + ), + types.StructField("orderunits", types.DoubleType(), True), + types.StructField("tags", types.ArrayType(types.StringType(), True), True), + types.StructField( + "address", + types.StructType( + [ + types.StructField("city", types.StringType(), False), + types.StructField("state", types.StringType(), True), + types.StructField("zipcode", types.LongType(), True), + ] + ), + True, + ), + ] + ), + "customers": types.StructType( + [ + types.StructField("id", types.IntegerType(), True), + types.StructField("name", types.StringType(), True), + types.StructField( + "metadata", + types.MapType( + types.StringType(), + types.StructType( + [ + types.StructField("value", types.StringType()), + types.StructField("type", types.StringType()), + types.StructField("timestamp", types.LongType()), + types.StructField("source", types.StringType()), + ] + ), + True, + ), + ), + ] + ), +} diff --git a/datacontract-cli/tests/test_export_sql.py b/datacontract-cli/tests/test_export_sql.py new file mode 100644 index 000000000..885aebb04 --- /dev/null +++ b/datacontract-cli/tests/test_export_sql.py @@ -0,0 +1,94 @@ +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/postgres-export/datacontract.yaml", "--format", "sql"]) + assert result.exit_code == 0 + + +def test_to_sql_ddl_postgres(): + actual = DataContract(data_contract_file="fixtures/postgres-export/datacontract.yaml").export("sql") + expected = """ +-- Data Contract: postgres +-- SQL Dialect: postgres +CREATE TABLE my_table ( + field_one text not null, + field_two integer, + field_three timestamptz +); +""".strip() + assert actual == expected + + +def test_to_sql_ddl_snowflake(): + actual = DataContract(data_contract_file="fixtures/snowflake/datacontract.yaml").export("sql") + expected = """ +-- Data Contract: urn:datacontract:checkout:snowflake_orders_pii_v2 +-- SQL Dialect: snowflake +CREATE TABLE orders ( + ORDER_ID TEXT not null, + ORDER_TIMESTAMP TIMESTAMP_TZ not null, + ORDER_TOTAL NUMBER not null, + CUSTOMER_ID TEXT, + CUSTOMER_EMAIL_ADDRESS TEXT not null, + PROCESSING_TIMESTAMP TIMESTAMP_LTZ not null +); +CREATE TABLE line_items ( + LINE_ITEM_ID TEXT not null, + ORDER_ID TEXT, + SKU TEXT +); +""".strip() + assert actual == expected + + +def test_to_sql_ddl_databricks_unity_catalog(): + actual = DataContract(data_contract_file="fixtures/databricks-sql/datacontract.yaml").export("sql") + expected = """ +-- Data Contract: urn:datacontract:checkout:orders-latest +-- SQL Dialect: databricks +CREATE OR REPLACE TABLE datacontract_test_2.orders_latest.orders ( + order_id STRING not null COMMENT "An internal ID that identifies an order in the online shop.", + order_timestamp TIMESTAMP not null COMMENT "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.", + order_total BIGINT not null COMMENT "Total amount the smallest monetary unit (e.g., cents).", + customer_id STRING COMMENT "Unique identifier for the customer.", + customer_email_address STRING not null COMMENT "The email address, as entered by the customer. The email address was not verified.", + discounts ARRAY> COMMENT "This is an array of records" +) COMMENT "One record per order. Includes cancelled and deleted orders."; +CREATE OR REPLACE TABLE datacontract_test_2.orders_latest.line_items ( + lines_item_id STRING not null COMMENT "Primary key of the lines_item_id table", + order_id STRING COMMENT "An internal ID that identifies an order in the online shop.", + sku STRING COMMENT "The purchased article number" +) COMMENT "A single article that is part of an order."; +""".strip() + assert actual == expected + + +def test_to_sql_ddl_databricks_unity_catalog_staging(): + actual = DataContract(data_contract_file="fixtures/databricks-sql/datacontract.yaml").export( + "sql", server="staging" + ) + expected = """ +-- Data Contract: urn:datacontract:checkout:orders-latest +-- SQL Dialect: databricks +CREATE OR REPLACE TABLE datacontract_staging.orders_latest.orders ( + order_id STRING not null COMMENT "An internal ID that identifies an order in the online shop.", + order_timestamp TIMESTAMP not null COMMENT "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.", + order_total BIGINT not null COMMENT "Total amount the smallest monetary unit (e.g., cents).", + customer_id STRING COMMENT "Unique identifier for the customer.", + customer_email_address STRING not null COMMENT "The email address, as entered by the customer. The email address was not verified.", + discounts ARRAY> COMMENT "This is an array of records" +) COMMENT "One record per order. Includes cancelled and deleted orders."; +CREATE OR REPLACE TABLE datacontract_staging.orders_latest.line_items ( + lines_item_id STRING not null COMMENT "Primary key of the lines_item_id table", + order_id STRING COMMENT "An internal ID that identifies an order in the online shop.", + sku STRING COMMENT "The purchased article number" +) COMMENT "A single article that is part of an order."; +""".strip() + assert actual == expected diff --git a/datacontract-cli/tests/test_export_sql_query.py b/datacontract-cli/tests/test_export_sql_query.py new file mode 100644 index 000000000..9edce5f78 --- /dev/null +++ b/datacontract-cli/tests/test_export_sql_query.py @@ -0,0 +1,43 @@ +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/postgres-export/datacontract.yaml", "--format", "sql-query"]) + assert result.exit_code == 0 + + +def test_to_sql_query_postgres(): + actual = DataContract(data_contract_file="fixtures/postgres-export/datacontract.yaml").export("sql-query") + expected = """ +-- Data Contract: postgres +-- SQL Dialect: postgres +select + field_one, + field_two, + field_three +from my_table +""" + assert actual.strip() == expected.strip() + + +def test_to_sql_query_snowflake(): + actual = DataContract(data_contract_file="fixtures/snowflake/datacontract.yaml").export("sql-query", model="orders") + expected = """ +-- Data Contract: urn:datacontract:checkout:snowflake_orders_pii_v2 +-- SQL Dialect: snowflake +select + ORDER_ID, + ORDER_TIMESTAMP, + ORDER_TOTAL, + CUSTOMER_ID, + CUSTOMER_EMAIL_ADDRESS, + PROCESSING_TIMESTAMP +from orders +""" + assert actual.strip() == expected.strip() diff --git a/datacontract-cli/tests/test_export_sqlalchemy.py b/datacontract-cli/tests/test_export_sqlalchemy.py new file mode 100644 index 000000000..a29dd78ec --- /dev/null +++ b/datacontract-cli/tests/test_export_sqlalchemy.py @@ -0,0 +1,107 @@ +import ast +from textwrap import dedent + +import pytest + +import datacontract.export.sqlalchemy_converter as conv +import datacontract.model.data_contract_specification as spec + + +# These tests would be easier if AST nodes were comparable. +# Current string comparisons are very brittle. +def test_simple_model_export(): + m = spec.Model(fields={"f": spec.Field(type="string", primary=True)}) + ast_class = conv.generate_model_class("Test", m) + assert ( + ast.unparse(ast_class) + == dedent( + """ + class Test(Base): + __tablename__ = 'Test' + __table_args__ = {'comment': None, 'schema': None} + f = Column(String(None), nullable=True, comment=None, primary_key=True) + """ + ).strip() + ) + + +def test_simple_model_export_with_primaryKey(): + m = spec.Model(fields={"f": spec.Field(type="string", primaryKey=True)}) + ast_class = conv.generate_model_class("Test", m) + assert ( + ast.unparse(ast_class) + == dedent( + """ + class Test(Base): + __tablename__ = 'Test' + __table_args__ = {'comment': None, 'schema': None} + f = Column(String(None), nullable=True, comment=None, primary_key=True) + """ + ).strip() + ) + + +def test_array_model_export(): + m = spec.Model(fields={"f": spec.Field(type="array", items=spec.Field(type="string", required=True))}) + ast_class = conv.generate_model_class("Test", m) + assert ( + ast.unparse(ast_class) + == dedent( + """ + class Test(Base): + __tablename__ = 'Test' + __table_args__ = {'comment': None, 'schema': None} + f = Column(ARRAY(String(None)), nullable=True, comment=None, primary_key=None) + """ + ).strip() + ) + + +def test_object_model_export(): + m = spec.Model(fields={"f": spec.Field(type="object", fields={"f1": spec.Field(type="string", required=True)})}) + # Currently unsupported + with pytest.raises(Exception): + conv.generate_model_class("Test", m) + + +def test_model_documentation_export(): + m = spec.Model( + description="A test model", + fields={"f": spec.Field(type="string", description="A test field")}, + ) + ast_class = conv.generate_model_class("Test", m) + assert ( + ast.unparse(ast_class) + == dedent( + """ + class Test(Base): + \"""A test model\""" + __tablename__ = 'Test' + __table_args__ = {'comment': 'A test model', 'schema': None} + f = Column(String(None), nullable=True, comment='A test field', primary_key=None) + """ + ).strip() + ) + + +def test_model_description_export(): + m = spec.DataContractSpecification( + info=spec.Info(description="Contract description"), + models={"test_model": spec.Model(fields={"f": spec.Field(type="string")})}, + ) + result = conv.to_sqlalchemy_model_str(m) + assert result.strip().endswith( + dedent( + """ + 'Contract description' + + class Base(DeclarativeBase): + pass + + class Test_model(Base): + __tablename__ = 'test_model' + __table_args__ = {'comment': None, 'schema': None} + f = Column(String(None), nullable=True, comment=None, primary_key=None) + """ + ).strip() + ) diff --git a/datacontract-cli/tests/test_export_terraform.py b/datacontract-cli/tests/test_export_terraform.py new file mode 100644 index 000000000..ba49e9250 --- /dev/null +++ b/datacontract-cli/tests/test_export_terraform.py @@ -0,0 +1,33 @@ +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.export.terraform_converter import to_terraform +from datacontract.model.data_contract_specification import DataContractSpecification + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/export/datacontract_s3.yaml", "--format", "terraform"]) + assert result.exit_code == 0 + + +def test_to_terraform(): + data_contract = DataContractSpecification.from_file("fixtures/export/datacontract_s3.yaml") + expected_terraform_file = """ +resource "aws_s3_bucket" "orders-unit-test_production" { + bucket = "datacontract-example-orders-latest" + + tags = { + Name = "Orders Unit Test" + DataContract = "orders-unit-test" + Server = "production" + DataProduct = "orders" + } +} +""".strip() + + result = to_terraform(data_contract) + + assert result == expected_terraform_file diff --git a/datacontract-cli/tests/test_field_constraint_linter.py b/datacontract-cli/tests/test_field_constraint_linter.py new file mode 100644 index 000000000..5a7d15158 --- /dev/null +++ b/datacontract-cli/tests/test_field_constraint_linter.py @@ -0,0 +1,68 @@ +import datacontract.model.data_contract_specification as spec +from datacontract.lint.linters.valid_constraints_linter import ValidFieldConstraintsLinter +from datacontract.model.run import Check + + +def construct_error_check(msg: str) -> Check: + return Check( + type="lint", + name="Linter 'Fields use valid constraints'", + result="warning", + engine="datacontract", + reason=msg, + ) + + +success_check = Check(type="lint", name="Linter 'Fields use valid constraints'", result="passed", engine="datacontract") + +linter = ValidFieldConstraintsLinter() + + +def test_empty_constraints(): + specification = spec.DataContractSpecification( + models={ + "test_model": spec.Model( + fields={"test_field_1": spec.Field(type="string"), "test_field_2": spec.Field(type="number")} + ) + } + ) + assert linter.lint(specification) == [success_check] + + +def test_correct_constraints(): + specification = spec.DataContractSpecification( + models={ + "test_model": spec.Model( + fields={ + "test_field_1": spec.Field(type="string", minLength=5, maxLength=8), + "test_field_2": spec.Field(type="number", minimum=10, maximum=100), + } + ) + } + ) + assert linter.lint(specification) == [success_check] + + +def test_incorrect_constraints(): + specification = spec.DataContractSpecification( + models={ + "test_model": spec.Model( + fields={ + "test_field_1": spec.Field(type="number", minLength=5), + "test_field_2": spec.Field(type="string", maximum=100), + } + ) + } + ) + assert linter.lint(specification) == [ + construct_error_check( + "Forbidden constraint 'minLength' defined on " + "field 'test_field_1' in model 'test_model'. " + "Field type is 'number'." + ), + construct_error_check( + "Forbidden constraint 'maximum' defined on " + "field 'test_field_2' in model 'test_model'. " + "Field type is 'string'." + ), + ] diff --git a/datacontract-cli/tests/test_field_pattern_linter.py b/datacontract-cli/tests/test_field_pattern_linter.py new file mode 100644 index 000000000..2e914ad99 --- /dev/null +++ b/datacontract-cli/tests/test_field_pattern_linter.py @@ -0,0 +1,42 @@ +import datacontract.model.data_contract_specification as spec +from datacontract.lint.linters.field_pattern_linter import FieldPatternLinter +from datacontract.model.run import Check + + +def construct_error_check(msg: str) -> Check: + return Check( + type="lint", + name="Linter 'Field pattern is correct regex'", + result="warning", + engine="datacontract", + reason=msg, + ) + + +success_check = Check( + type="lint", name="Linter 'Field pattern is correct regex'", result="passed", engine="datacontract" +) + +linter = FieldPatternLinter() + + +def test_correct_regex_pattern(): + specification = spec.DataContractSpecification( + models={"test_model": spec.Model(fields={"test_field": spec.Field(pattern=".")})} + ) + result = linter.lint(specification) + assert result == [success_check] + + +def test_incorrect_regex_pattern(): + specification = spec.DataContractSpecification( + models={"test_model": spec.Model(fields={"test_field": spec.Field(pattern="\\")})} + ) + result = linter.lint(specification) + assert result == [ + construct_error_check( + "Failed to compile pattern regex '\\' for field" + " 'test_field' in model 'test_model': " + "bad escape (end of pattern)" + ) + ] diff --git a/datacontract-cli/tests/test_field_reference_linter.py b/datacontract-cli/tests/test_field_reference_linter.py new file mode 100644 index 000000000..44cb8f163 --- /dev/null +++ b/datacontract-cli/tests/test_field_reference_linter.py @@ -0,0 +1,56 @@ +import datacontract.model.data_contract_specification as spec +from datacontract.lint.linters.field_reference_linter import FieldReferenceLinter +from datacontract.model.run import Check + + +def construct_error_check(msg: str) -> Check: + return Check( + type="lint", + name="Linter 'Field references existing field'", + result="warning", + engine="datacontract", + reason=msg, + ) + + +success_check = Check( + type="lint", name="Linter 'Field references existing field'", result="passed", engine="datacontract" +) + +linter = FieldReferenceLinter() + + +def test_correct_field_reference(): + specification = spec.DataContractSpecification( + models={ + "test_model_1": spec.Model(fields={"test_field_1": spec.Field(references="test_model_2.test_field_1")}), + "test_model_2": spec.Model(fields={"test_field_1": spec.Field()}), + } + ) + assert linter.lint(specification) == [success_check] + + +def test_incorrect_model_reference(): + specification = spec.DataContractSpecification( + models={"test_model_1": spec.Model(fields={"test_field_1": spec.Field(references="test_model_2.test_field_1")})} + ) + assert linter.lint(specification) == [ + construct_error_check( + "Field 'test_field_1' in model 'test_model_1' references non-existing model 'test_model_2'." + ) + ] + + +def test_incorrect_field_reference(): + specification = spec.DataContractSpecification( + models={ + "test_model_1": spec.Model(fields={"test_field_1": spec.Field(references="test_model_2.test_field_1")}), + "test_model_2": spec.Model(), + } + ) + assert linter.lint(specification) == [ + construct_error_check( + "Field 'test_field_1' in model 'test_model_1' references non-existing field 'test_field_1'" + " in model 'test_model_2'." + ) + ] diff --git a/datacontract-cli/tests/test_import_avro.py b/datacontract-cli/tests/test_import_avro.py new file mode 100644 index 000000000..84274c482 --- /dev/null +++ b/datacontract-cli/tests/test_import_avro.py @@ -0,0 +1,311 @@ +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "avro", + "--source", + "fixtures/avro/data/orders.avsc", + ], + ) + assert result.exit_code == 0 + + +def test_import_avro_schema(): + result = DataContract().import_from_source("avro", "fixtures/avro/data/orders.avsc") + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + orders: + description: My Model + namespace: com.sample.schema + fields: + ordertime: + type: long + description: My Field + required: true + orderid: + type: int + required: true + itemid: + type: string + required: true + material: + type: string + required: false + description: An optional field + orderunits: + type: double + required: true + emailaddresses: + type: array + description: Different email addresses of a customer + items: + type: string + format: email + pattern: ^.*@.*$ + required: true + address: + type: object + required: true + fields: + city: + type: string + required: true + state: + type: string + required: true + zipcode: + type: long + required: true + status: + type: string + required: true + description: order status + title: Status + enum: + - PLACED + - SHIPPED + - DELIVERED + - CANCELLED + config: + avroType: enum + metadata: + type: map + required: true + description: Additional metadata about the order + values: + type: object + fields: + value: + type: string + required: true + type: + type: string + required: true + title: MetadataType + enum: + - STRING + - LONG + - DOUBLE + config: + avroType: enum + timestamp: + type: long + required: true + source: + type: string + required: true + default: {} + """ + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_import_avro_arrays_of_records_and_nested_arrays(): + result = DataContract().import_from_source("avro", "fixtures/avro/data/arrays.avsc") + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + orders: + description: My Model + fields: + orderid: + type: int + required: true + addresses: + type: array + required: true + description: Addresses of a customer + items: + type: object + fields: + city: + type: string + required: true + state: + type: string + required: true + zipcode: + type: long + required: true + nestedArrays: + type: array + required: true + description: Example schema for an array of arrays + items: + type: array + items: + type: int + nationalities: + type: array + required: false + items: + type: string +""" + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_import_avro_nested_records(): + result = DataContract().import_from_source("avro", "fixtures/avro/data/nested.avsc") + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + Doc: + namespace: com.xxx + fields: + fieldA: + type: long + required: false + fieldB: + type: record + required: false + fields: + fieldC: + type: string + required: false +""" + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_import_avro_nested_records_with_arrays(): + result = DataContract().import_from_source("avro", "fixtures/avro/data/nested_with_arrays.avsc") + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + MarketingLoyaltyAggregation: + namespace: domain.schemas + fields: + Entries: + type: array + required: true + items: + type: object + fields: + Identifier: + type: string + required: true + BranchPromo: + type: record + required: false + fields: + CodePrefix: + type: int + required: true + Criteria: + type: object + required: true + fields: + MinimumSpendThreshold: + type: double + required: false + ApplicableBranchIDs: + type: array + required: false + items: + type: string + ProductGroupDetails: + type: record + required: false + fields: + IncludesAlcohol: + type: boolean + required: true + ItemList: + type: array + required: false + items: + type: object + fields: + ProductID: + type: string + required: true + IsPromoItem: + type: boolean + required: false +""" + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_import_avro_logicalTypes(): + result = DataContract().import_from_source("avro", "fixtures/avro/data/logicalTypes.avsc") + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + Test: + namespace: mynamespace.com + fields: + test_id: + type: string + required: true + description: id documentation test + device_id: + type: int + required: true + test_value: + type: double + required: true + num_items: + type: int + required: true + processed_timestamp: + type: long + required: true + description: 'The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29' + config: + avroLogicalType: local-timestamp-micros + description: + type: string + required: true + is_processed: + type: boolean + required: true + config: + avroDefault: false +""" + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() diff --git a/datacontract-cli/tests/test_import_bigquery.py b/datacontract-cli/tests/test_import_bigquery.py new file mode 100644 index 000000000..e7167b808 --- /dev/null +++ b/datacontract-cli/tests/test_import_bigquery.py @@ -0,0 +1,48 @@ +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract +from datacontract.imports.bigquery_importer import import_bigquery_from_json + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "bigquery", + "--source", + "fixtures/bigquery/import/complete_table_schema.json", + ], + ) + assert result.exit_code == 0 + + +def test_import_bigquery_schema(): + result = DataContract().import_from_source("bigquery", "fixtures/bigquery/import/complete_table_schema.json") + + print("Result:\n", result.to_yaml()) + with open("fixtures/bigquery/import/datacontract.yaml") as file: + expected = file.read() + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_import_multiple_bigquery_schemas_with_different_types(): + result = DataContract().import_from_source("bigquery", "fixtures/bigquery/import/multi_import_table.json") + + result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_external_table.json") + result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_snapshot.json") + result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_view.json") + result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_materialized_view.json") + + print("Result:\n", result.to_yaml()) + with open("fixtures/bigquery/import/datacontract_multi_import.yaml") as file: + expected = file.read() + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() diff --git a/datacontract-cli/tests/test_import_csv.py b/datacontract-cli/tests/test_import_csv.py new file mode 100644 index 000000000..2e8b75388 --- /dev/null +++ b/datacontract-cli/tests/test_import_csv.py @@ -0,0 +1,56 @@ +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + +csv_file_path = "fixtures/csv/data/sample_data.csv" + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "csv", + "--source", + csv_file_path, + ], + ) + assert result.exit_code == 0 + + +def test_import_sql(): + result = DataContract().import_from_source("csv", csv_file_path) + + expected = """dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +servers: + production: + type: local + format: csv + path: fixtures/csv/data/sample_data.csv + delimiter: ',' +models: + sample_data: + description: Csv file with encoding ascii + type: table + fields: + field_one: + type: string + field_two: + type: integer + field_three: + type: string + """ + print("Result", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + # Disable linters so we don't get "missing description" warnings + assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_dbml.py b/datacontract-cli/tests/test_import_dbml.py new file mode 100644 index 000000000..3fb1f9223 --- /dev/null +++ b/datacontract-cli/tests/test_import_dbml.py @@ -0,0 +1,68 @@ +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "dbml", + "--source", + "fixtures/dbml/import/dbml.txt", + ], + ) + assert result.exit_code == 0 + + +def test_cli_with_filters(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "dbml", + "--source", + "fixtures/dbml/import/dbml.txt", + "--dbml-schema", + "test", + "--dbml-table", + "foo", + ], + ) + assert result.exit_code == 0 + + +def test_dbml_import(): + result = DataContract().import_from_source("dbml", "fixtures/dbml/import/dbml.txt") + + print("Result:\n", result.to_yaml()) + with open("fixtures/dbml/import/datacontract.yaml") as file: + expected = file.read() + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + + +def test_dbml_import_with_schema_filter(): + result = DataContract().import_from_source("dbml", "fixtures/dbml/import/dbml.txt", dbml_schema=["orders"]) + + print("Result:\n", result.to_yaml()) + with open("fixtures/dbml/import/datacontract_schema_filtered.yaml") as file: + expected = file.read() + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + + +def test_dbml_import_with_tablename_filter(): + result = DataContract().import_from_source("dbml", "fixtures/dbml/import/dbml.txt", dbml_table=["orders"]) + + print("Result:\n", result.to_yaml()) + with open("fixtures/dbml/import/datacontract_table_filtered.yaml") as file: + expected = file.read() + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) diff --git a/datacontract-cli/tests/test_import_dbt.py b/datacontract-cli/tests/test_import_dbt.py new file mode 100644 index 000000000..120f10c78 --- /dev/null +++ b/datacontract-cli/tests/test_import_dbt.py @@ -0,0 +1,466 @@ +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract +from datacontract.imports.dbt_importer import read_dbt_manifest + +# logging.basicConfig(level=logging.DEBUG, force=True) + +dbt_manifest = "fixtures/dbt/import/manifest_jaffle_duckdb.json" +dbt_manifest_bigquery = "fixtures/dbt/import/manifest_jaffle_bigquery.json" +dbt_manifest_empty_columns = "fixtures/dbt/import/manifest_empty_columns.json" + + +def test_read_dbt_manifest_(): + result = read_dbt_manifest(dbt_manifest) + assert len([node for node in result.nodes.values() if node.resource_type == "model"]) == 5 + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "dbt", + "--source", + dbt_manifest, + ], + ) + assert result.exit_code == 0 + + +def test_cli_bigquery(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "dbt", + "--source", + dbt_manifest_bigquery, + ], + ) + assert result.exit_code == 0 + + +def test_cli_with_filter(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "dbt", + "--source", + dbt_manifest, + "--dbt-model", + "customers", + "--dbt-model", + "orders", + ], + ) + assert result.exit_code == 0 + + +def test_import_dbt_manifest(): + result = DataContract().import_from_source("dbt", dbt_manifest) + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: jaffle_shop + version: 0.0.1 + dbt_version: 1.8.0 +models: + orders: + description: This table has basic information about orders, as well as some derived + facts based on payments + fields: + order_id: + type: integer + description: This is a unique identifier for an order + primaryKey: true + required: true + unique: true + customer_id: + type: integer + description: Foreign key to the customers table + required: true + references: customers.customer_id + order_date: + type: date + description: Date (UTC) that the order was placed + status: + type: varchar + description: 'Orders can be one of the following statuses: + + + | status | description | + + |----------------|------------------------------------------------------------------------------------------------------------------------| + + | placed | The order has been placed but has not yet left the warehouse | + + | shipped | The order has ben shipped to the customer and is currently + in transit | + + | completed | The order has been received by the customer | + + | return_pending | The customer has indicated that they would like to return + the order, but it has not yet been received at the warehouse | + + | returned | The order has been returned by the customer and received + at the warehouse |' + credit_card_amount: + type: double + description: Amount of the order (AUD) paid for by credit card + required: true + coupon_amount: + type: double + description: Amount of the order (AUD) paid for by coupon + required: true + bank_transfer_amount: + type: double + description: Amount of the order (AUD) paid for by bank transfer + required: true + gift_card_amount: + type: double + description: Amount of the order (AUD) paid for by gift card + required: true + amount: + type: double + description: Total amount (AUD) of the order + required: true + tags: [] + stg_customers: + description: '' + fields: + customer_id: + type: integer + description: '' + primaryKey: true + required: true + unique: true + first_name: + type: varchar + description: '' + last_name: + type: varchar + description: '' + tags: [] + stg_orders: + description: '' + fields: + order_id: + type: integer + description: '' + primaryKey: true + required: true + unique: true + customer_id: + type: integer + description: '' + order_date: + type: date + description: '' + status: + type: varchar + description: '' + tags: [] + stg_payments: + description: '' + fields: + payment_id: + type: integer + description: '' + primaryKey: true + required: true + unique: true + order_id: + type: integer + description: '' + payment_method: + type: varchar + description: '' + amount: + type: double + description: '' + tags: [] + customers: + description: This table has basic information about a customer, as well as some + derived facts based on a customer's orders + fields: + customer_id: + type: integer + description: This is a unique identifier for a customer + primaryKey: true + required: true + unique: true + first_name: + type: varchar + description: Customer's first name. PII. + tags: + - PII + last_name: + type: varchar + description: Customer's last name. PII. + tags: + - PII + first_order: + type: date + description: Date (UTC) of a customer's first order + most_recent_order: + type: date + description: Date (UTC) of a customer's most recent order + number_of_orders: + type: bigint + description: Count of the number of orders a customer has placed + customer_lifetime_value: + type: double + description: '' + tags: + - TABLE_PII""" + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_import_dbt_manifest_bigquery(): + result = DataContract().import_from_source("dbt", dbt_manifest_bigquery) + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: jaffle_shop + version: 0.0.1 + dbt_version: 1.8.0 +models: + orders: + description: This table has basic information about orders, as well as some derived + facts based on payments + fields: + order_id: + type: bigint + description: This is a unique identifier for an order + primaryKey: true + required: true + unique: true + customer_id: + type: bigint + description: Foreign key to the customers table + required: true + references: customers.customer_id + order_date: + type: date + description: Date (UTC) that the order was placed + status: + type: string + description: 'Orders can be one of the following statuses: + + + | status | description | + + |----------------|------------------------------------------------------------------------------------------------------------------------| + + | placed | The order has been placed but has not yet left the warehouse | + + | shipped | The order has ben shipped to the customer and is currently + in transit | + + | completed | The order has been received by the customer | + + | return_pending | The customer has indicated that they would like to return + the order, but it has not yet been received at the warehouse | + + | returned | The order has been returned by the customer and received + at the warehouse |' + credit_card_amount: + type: double + description: Amount of the order (AUD) paid for by credit card + required: true + coupon_amount: + type: double + description: Amount of the order (AUD) paid for by coupon + required: true + bank_transfer_amount: + type: double + description: Amount of the order (AUD) paid for by bank transfer + required: true + gift_card_amount: + type: double + description: Amount of the order (AUD) paid for by gift card + required: true + amount: + type: double + description: Total amount (AUD) of the order + required: true + tags: [] + stg_customers: + description: '' + fields: + customer_id: + type: bigint + description: '' + primaryKey: true + required: true + unique: true + first_name: + type: string + description: '' + last_name: + type: string + description: '' + tags: [] + stg_orders: + description: '' + fields: + order_id: + type: bigint + description: '' + primaryKey: true + required: true + unique: true + customer_id: + type: bigint + description: '' + order_date: + type: date + description: '' + status: + type: string + description: '' + tags: [] + stg_payments: + description: '' + fields: + payment_id: + type: bigint + description: '' + primaryKey: true + required: true + unique: true + order_id: + type: bigint + description: '' + payment_method: + type: string + description: '' + amount: + type: double + description: '' + tags: [] + customers: + description: This table has basic information about a customer, as well as some + derived facts based on a customer's orders + fields: + customer_id: + type: bigint + description: This is a unique identifier for a customer + primaryKey: true + required: true + unique: true + first_name: + type: string + description: Customer's first name. PII. + tags: + - PII + last_name: + type: string + description: Customer's last name. PII. + tags: + - PII + first_order: + type: date + description: Date (UTC) of a customer's first order + most_recent_order: + type: date + description: Date (UTC) of a customer's most recent order + number_of_orders: + type: bigint + description: Count of the number of orders a customer has placed + customer_lifetime_value: + type: double + description: '' + tags: + - TABLE_PII""" + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_import_dbt_manifest_with_filter_and_empty_columns(): + result = DataContract().import_from_source("dbt", dbt_manifest_empty_columns, dbt_model=["customers"]) + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: jaffle_shop + version: 0.0.1 + dbt_version: 1.8.0 +models: + customers: + description: This table has basic information about a customer, as well as some + derived facts based on a customer's orders + tags: + - TABLE_PII + """ + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_import_dbt_manifest_with_filter(): + result = DataContract().import_from_source("dbt", dbt_manifest, dbt_model=["customers"]) + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: jaffle_shop + version: 0.0.1 + dbt_version: 1.8.0 +models: + customers: + description: This table has basic information about a customer, as well as some + derived facts based on a customer's orders + fields: + customer_id: + type: integer + description: This is a unique identifier for a customer + primaryKey: true + required: true + unique: true + first_name: + type: varchar + description: Customer's first name. PII. + tags: + - PII + last_name: + type: varchar + description: Customer's last name. PII. + tags: + - PII + first_order: + type: date + description: Date (UTC) of a customer's first order + most_recent_order: + type: date + description: Date (UTC) of a customer's most recent order + number_of_orders: + type: bigint + description: Count of the number of orders a customer has placed + customer_lifetime_value: + type: double + description: '' + tags: + - TABLE_PII""" + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() diff --git a/datacontract-cli/tests/test_import_glue.py b/datacontract-cli/tests/test_import_glue.py new file mode 100644 index 000000000..e1501eb02 --- /dev/null +++ b/datacontract-cli/tests/test_import_glue.py @@ -0,0 +1,196 @@ +import boto3 +import pytest +import yaml +from moto import mock_aws +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.INFO, force=True) + +db_name = "test_database" +table_name = "test_table" + + +@pytest.fixture(scope="function") +def aws_credentials(monkeypatch): + """Mocked AWS Credentials for moto.""" + monkeypatch.setenv("AWS_ACCESS_KEY_ID", "testing") + monkeypatch.setenv("AWS_ACCESS_KEY_ID", "testing") + monkeypatch.setenv("AWS_SECRET_ACCESS_KEY", "testing") + monkeypatch.setenv("AWS_SECURITY_TOKEN", "testing") + monkeypatch.setenv("AWS_SESSION_TOKEN", "testing") + monkeypatch.setenv("AWS_DEFAULT_REGION", "us-east-1") + + +@pytest.fixture(scope="function") +def setup_mock_glue(aws_credentials): + with mock_aws(): + client = boto3.client("glue") + + client.create_database( + DatabaseInput={ + "Name": db_name, + "LocationUri": "s3://test_bucket/testdb", + }, + ) + + client.create_table( + DatabaseName=db_name, + TableInput={ + "Name": table_name, + "StorageDescriptor": { + "Columns": [ + { + "Name": "field_one", + "Type": "string", + "Comment": "Comment 1", + }, + { + "Name": "field_two", + "Type": "int", + }, + { + "Name": "field_three", + "Type": "timestamp", + }, + {"Name": "field_four", "Type": "decimal(6,2)"}, + { + "Name": "field_five", + "Type": "struct", + }, + {"Name": "field_six", "Type": "array"}, + { + "Name": "field_seven", + "Type": "array>", + }, + { + "Name": "field_eight", + "Type": "map", + }, + { + "Name": "field_nine", + "Type": "decimal", + }, + { + "Name": "field_ten", + "Type": "bigint", + }, + { + "Name": "field_eleven", + "Type": "float", + }, + { + "Name": "field_twelve", + "Type": "double", + }, + { + "Name": "field_thirteen", + "Type": "timestamp", + }, + { + "Name": "field_fourteen", + "Type": "date", + }, + { + "Name": "field_fifteen", + "Type": "varchar", + }, + { + "Name": "field_sixteen", + "Type": "varchar(255)", + }, + ] + }, + "PartitionKeys": [ + { + "Name": "part_one", + "Type": "string", + "Comment": "Comment 2", + }, + { + "Name": "part_two", + "Type": "date", + }, + ], + }, + ) + # everything after the yield will run after the fixture is used + yield client + + +@mock_aws +def test_cli(setup_mock_glue): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "glue", + "--source", + "test_database", + ], + ) + assert result.exit_code == 0 + + +@mock_aws +def test_cli_with_table_filters(setup_mock_glue): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "glue", + "--source", + "test_database", + "--glue-table", + "table_1", + "--glue-table", + "table_2", + ], + ) + assert result.exit_code == 0 + + +@mock_aws +def test_import_glue_schema_without_glue_table_filter(setup_mock_glue): + result = DataContract().import_from_source("glue", "test_database") + + with open("fixtures/glue/datacontract.yaml") as file: + expected = file.read() + + print("Result", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + # Disable linters so we don't get "missing description" warnings + assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() + + +@mock_aws +def test_import_glue_schema_with_glue_table_filter(setup_mock_glue): + result = DataContract().import_from_source(format="glue", source="test_database", glue_table=[table_name]) + + with open("fixtures/glue/datacontract.yaml") as file: + expected = file.read() + + print("Result", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + # Disable linters so we don't get "missing description" warnings + assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() + + +@mock_aws +def test_import_glue_schema_with_non_existent_glue_table_filter(setup_mock_glue): + result = DataContract().import_from_source(format="glue", source="test_database", glue_table=["table_1"]) + + # we specify a table that the Mock doesn't have and thus expect an empty result + with open("fixtures/glue/datacontract-empty-model.yaml") as file: + expected = file.read() + + print("Result", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + # Disable linters so we don't get "missing description" warnings + assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_iceberg.py b/datacontract-cli/tests/test_import_iceberg.py new file mode 100644 index 000000000..6518b15d6 --- /dev/null +++ b/datacontract-cli/tests/test_import_iceberg.py @@ -0,0 +1,143 @@ +import pytest +from pyiceberg.schema import Schema +from pyiceberg.types import IntegerType, NestedField +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.imports.iceberg_importer import load_and_validate_iceberg_schema +from datacontract.model.exceptions import DataContractException + +expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + test-table: + type: table + title: test-table + fields: + foo: + title: foo + type: string + required: false + config: + icebergFieldId: 1 + bar: + title: bar + type: integer + required: true + primaryKey: true + config: + icebergFieldId: 2 + baz: + title: baz + type: boolean + required: false + config: + icebergFieldId: 3 + qux: + title: qux + type: array + required: true + items: + type: string + required: true + config: + icebergFieldId: 4 + quux: + title: quux + type: map + required: true + keys: + type: string + required: true + values: + type: map + required: true + keys: + type: string + required: true + values: + type: integer + required: true + config: + icebergFieldId: 6 + location: + title: location + type: array + required: true + items: + type: object + required: true + fields: + latitude: + title: latitude + type: float + required: false + config: + icebergFieldId: 13 + longitude: + title: longitude + type: float + required: false + config: + icebergFieldId: 14 + config: + icebergFieldId: 11 + person: + title: person + type: object + required: false + fields: + name: + title: name + type: string + required: false + config: + icebergFieldId: 16 + age: + title: age + type: integer + required: true + config: + icebergFieldId: 17 + config: + icebergFieldId: 15 + """ + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "iceberg", + "--source", + "fixtures/iceberg/nested_schema.json", + "--iceberg-table", + "test-table", + ], + ) + + output = result.stdout + assert result.exit_code == 0 + assert output.strip() == expected.strip() + + +def test_load_and_validate_iceberg_schema_success(): + s = load_and_validate_iceberg_schema("fixtures/iceberg/simple_schema.json") + + assert s == Schema( + NestedField(field_id=1, name="foo", field_type=IntegerType(), required=True), + schema_id=1, + identifier_field_ids=[1], + ) + + +def test_load_and_validate_iceberg_schema_failure(): + with pytest.raises(DataContractException): + load_and_validate_iceberg_schema("fixtures/iceberg/invalid_schema.json") diff --git a/datacontract-cli/tests/test_import_jsonschema.py b/datacontract-cli/tests/test_import_jsonschema.py new file mode 100644 index 000000000..0d9055462 --- /dev/null +++ b/datacontract-cli/tests/test_import_jsonschema.py @@ -0,0 +1,83 @@ +import os +from pathlib import Path + +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "jsonschema", + "--source", + "fixtures/import/orders.json", + ], + ) + assert result.exit_code == 0 + + +def test_cli_with_output(tmp_path: Path): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "jsonschema", + "--source", + "fixtures/import/orders_union-types.json", + "--output", + tmp_path / "datacontract.yaml", + ], + ) + assert result.exit_code == 0 + assert os.path.exists(tmp_path / "datacontract.yaml") + + with open(tmp_path / "datacontract.yaml") as file: + actual = file.read() + with open("fixtures/import/orders_union-types_datacontract.yml") as file: + expected = file.read() + + assert yaml.safe_load(actual) == yaml.safe_load(expected) + + +def test_import_json_schema_orders(): + result = DataContract().import_from_source("jsonschema", "fixtures/import/orders_union-types.json") + + with open("fixtures/import/orders_union-types_datacontract.yml") as file: + expected = file.read() + + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_import_json_schema_football(): + result = DataContract().import_from_source("jsonschema", "fixtures/import/football.json") + + with open("fixtures/import/football-datacontract.yml") as file: + expected = file.read() + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + + +def test_import_json_schema_football_deeply_nested_no_required(): + result = DataContract().import_from_source("jsonschema", "fixtures/import/football_deeply_nested_no_required.json") + + with open("fixtures/import/football_deeply_nested_no_required_datacontract.yml") as file: + expected = file.read() + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) diff --git a/datacontract-cli/tests/test_import_odcs_v3.py b/datacontract-cli/tests/test_import_odcs_v3.py new file mode 100644 index 000000000..21cb86b6b --- /dev/null +++ b/datacontract-cli/tests/test_import_odcs_v3.py @@ -0,0 +1,48 @@ +import os +import sys + +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "odcs", + "--source", + "./fixtures/odcs_v3/full-example.odcs.yaml", + ], + ) + assert result.exit_code == 0 + + +def test_import_full_odcs(): + result = DataContract().import_from_source("odcs", "./fixtures/odcs_v3/full-example.odcs.yaml") + expected_datacontract = read_file("fixtures/odcs_v3/full-example.datacontract.yml") + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract) + assert DataContract(data_contract_str=expected_datacontract).lint(enabled_linters="none").has_passed() + + +def test_import_complex_odcs(): + result = DataContract().import_from_source("odcs", "./fixtures/odcs_v3/adventureworks.odcs.yaml") + expected_datacontract = read_file("fixtures/odcs_v3/adventureworks.datacontract.yml") + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract) + assert DataContract(data_contract_str=expected_datacontract).lint(enabled_linters="none").has_passed() + + +def read_file(file): + if not os.path.exists(file): + print(f"The file '{file}' does not exist.") + sys.exit(1) + with open(file, "r") as file: + file_content = file.read() + return file_content diff --git a/datacontract-cli/tests/test_import_parquet.py b/datacontract-cli/tests/test_import_parquet.py new file mode 100644 index 000000000..575621127 --- /dev/null +++ b/datacontract-cli/tests/test_import_parquet.py @@ -0,0 +1,68 @@ +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +parquet_file_path = "fixtures/parquet/data/combined_no_time.parquet" + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "parquet", + "--source", + parquet_file_path, + ], + ) + assert result.exit_code == 0 + + +def test_import_parquet(): + result = DataContract().import_from_source(format="parquet", source=parquet_file_path) + + expected = """dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +models: + combined_no_time: + fields: + string_field: + type: string + blob_field: + type: bytes + boolean_field: + type: boolean + decimal_field: + type: decimal + precision: 10 + scale: 2 + float_field: + type: float + double_field: + type: double + integer_field: + type: int + bigint_field: + type: long + struct_field: + type: struct + array_field: + type: array + list_field: + type: array + map_field: + type: map + date_field: + type: date + timestamp_field: + type: timestamp +""" + + assert result.to_yaml() == expected + assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_spark.py b/datacontract-cli/tests/test_import_spark.py new file mode 100644 index 000000000..e13528353 --- /dev/null +++ b/datacontract-cli/tests/test_import_spark.py @@ -0,0 +1,239 @@ +import pytest +import yaml +from pyspark.sql import SparkSession, types +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +servers: + local: + type: dataframe +models: + users: + fields: + id: + type: string + required: false + name: + type: string + required: false + address: + type: struct + required: false + fields: + number: + type: integer + required: false + street: + type: string + required: false + city: + type: string + required: false + tags: + type: array + required: false + items: + type: string + required: false + metadata: + type: map + required: false + keys: + type: string + required: true + values: + type: struct + required: false + fields: + value: + type: string + required: false + type: + type: string + required: false + timestamp: + type: long + required: false + source: + type: string + required: false + """ + + +@pytest.fixture(scope="session") +def spark(tmp_path_factory) -> SparkSession: + """Create and configure a Spark session.""" + spark = ( + SparkSession.builder.appName("datacontract-dataframe-unittest") + .config( + "spark.sql.warehouse.dir", + f"{tmp_path_factory.mktemp('spark')}/spark-warehouse", + ) + .config("spark.streaming.stopGracefullyOnShutdown", "true") + .config( + "spark.jars.packages", + "org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.0,org.apache.spark:spark-avro_2.12:3.5.0", + ) + .getOrCreate() + ) + spark.sparkContext.setLogLevel("WARN") + print(f"Using PySpark version {spark.version}") + return spark + + +def test_cli(spark: SparkSession): + df_user = spark.createDataFrame( + data=[ + { + "id": "1", + "name": "John Doe", + "address": { + "number": 123, + "street": "Maple Street", + "city": "Anytown", + }, + "tags": ["tag1", "tag2"], + "metadata": { + "my-source-metadata": { + "value": "1234567890", + "type": "STRING", + "timestamp": 1646053400, + "source": "my-source", + } + }, + } + ], + schema=types.StructType( + [ + types.StructField("id", types.StringType()), + types.StructField("name", types.StringType()), + types.StructField( + "address", + types.StructType( + [ + types.StructField("number", types.IntegerType()), + types.StructField("street", types.StringType()), + types.StructField("city", types.StringType()), + ] + ), + ), + types.StructField("tags", types.ArrayType(types.StringType())), + types.StructField( + "metadata", + types.MapType( + keyType=types.StringType(), + valueType=types.StructType( + [ + types.StructField("value", types.StringType()), + types.StructField("type", types.StringType()), + types.StructField("timestamp", types.LongType()), + types.StructField("source", types.StringType()), + ] + ), + ), + ), + ] + ), + ) + + df_user.createOrReplaceTempView("users") + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "spark", + "--source", + "users", + ], + ) + + output = result.stdout + assert result.exit_code == 0 + assert output.strip() == expected.strip() + + +def test_table_not_exists(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "spark", + "--source", + "table_not_exists", + ], + ) + + assert result.exit_code == 1 + + +def test_prog(spark: SparkSession): + df_user = spark.createDataFrame( + data=[ + { + "id": "1", + "name": "John Doe", + "address": { + "number": 123, + "street": "Maple Street", + "city": "Anytown", + }, + "tags": ["tag1", "tag2"], + "metadata": { + "my-source-metadata": { + "value": "1234567890", + "type": "STRING", + "timestamp": 1646053400, + "source": "my-source", + } + }, + } + ], + schema=types.StructType( + [ + types.StructField("id", types.StringType()), + types.StructField("name", types.StringType()), + types.StructField( + "address", + types.StructType( + [ + types.StructField("number", types.IntegerType()), + types.StructField("street", types.StringType()), + types.StructField("city", types.StringType()), + ] + ), + ), + types.StructField("tags", types.ArrayType(types.StringType())), + types.StructField( + "metadata", + types.MapType( + keyType=types.StringType(), + valueType=types.StructType( + [ + types.StructField("value", types.StringType()), + types.StructField("type", types.StringType()), + types.StructField("timestamp", types.LongType()), + types.StructField("source", types.StringType()), + ] + ), + ), + ), + ] + ), + ) + + df_user.createOrReplaceTempView("users") + result = DataContract().import_from_source("spark", "users") + + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) diff --git a/datacontract-cli/tests/test_import_sql_postgres.py b/datacontract-cli/tests/test_import_sql_postgres.py new file mode 100644 index 000000000..edc18b729 --- /dev/null +++ b/datacontract-cli/tests/test_import_sql_postgres.py @@ -0,0 +1,151 @@ +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + +datacontract = "fixtures/postgres/datacontract.yaml" +sql_file_path = "fixtures/postgres/data/data.sql" + + +def test_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "sql", + "--source", + sql_file_path, + ], + ) + assert result.exit_code == 0 + + +def test_import_sql_postgres(): + result = DataContract().import_from_source("sql", sql_file_path, dialect="postgres") + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +servers: + postgres: + type: postgres +models: + my_table: + type: table + fields: + field_one: + type: string + primaryKey: true + maxLength: 10 + config: + postgresType: VARCHAR(10) + field_two: + type: int + required: true + config: + postgresType: INT + field_three: + type: timestamp_tz + config: + postgresType: TIMESTAMPTZ + """ + print("Result", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + # Disable linters so we don't get "missing description" warnings + assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() + + +def test_import_sql_constraints(): + result = DataContract().import_from_source("sql", "fixtures/postgres/data/data_constraints.sql", dialect="postgres") + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +servers: + postgres: + type: postgres +models: + customer_location: + type: table + fields: + id: + type: decimal + required: true + # primaryKey: true + config: + postgresType: DECIMAL + created_by: + type: string + required: true + maxLength: 30 + config: + postgresType: VARCHAR(30) + create_date: + type: timestamp_ntz + required: true + config: + postgresType: TIMESTAMP + changed_by: + type: string + maxLength: 30 + config: + postgresType: VARCHAR(30) + change_date: + type: timestamp_ntz + config: + postgresType: TIMESTAMP + name: + type: string + required: true + maxLength: 120 + config: + postgresType: VARCHAR(120) + short_name: + type: string + maxLength: 60 + config: + postgresType: VARCHAR(60) + display_name: + type: string + required: true + maxLength: 120 + config: + postgresType: VARCHAR(120) + code: + type: string + required: true + maxLength: 30 + config: + postgresType: VARCHAR(30) + description: + type: string + maxLength: 4000 + config: + postgresType: VARCHAR(4000) + language_id: + type: decimal + required: true + config: + postgresType: DECIMAL + status: + type: string + required: true + maxLength: 2 + config: + postgresType: VARCHAR(2) + """ + print("Result", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + # Disable linters so we don't get "missing description" warnings + assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_sql_sqlserver.py b/datacontract-cli/tests/test_import_sql_sqlserver.py new file mode 100644 index 000000000..498c42142 --- /dev/null +++ b/datacontract-cli/tests/test_import_sql_sqlserver.py @@ -0,0 +1,178 @@ +import yaml + +from datacontract.data_contract import DataContract + +sql_file_path = "fixtures/sqlserver/import/ddl.sql" + + +def test_import_sql_sqlserver(): + result = DataContract().import_from_source("sql", sql_file_path, dialect="sqlserver") + + expected = """ +dataContractSpecification: 1.1.0 +id: my-data-contract-id +info: + title: My Data Contract + version: 0.0.1 +servers: + sqlserver: + type: sqlserver +models: + my_table: + type: table + fields: + field_primary_key: + type: int + primaryKey: true + description: Primary key + config: + sqlserverType: INTEGER + field_not_null: + type: int + required: true + description: Not null + config: + sqlserverType: INTEGER + field_char: + type: string + maxLength: 10 + description: Fixed-length string + config: + sqlserverType: CHAR(10) + field_varchar: + type: string + maxLength: 100 + description: Variable-length string + config: + sqlserverType: VARCHAR(100) + field_text: + type: string + description: Large variable-length string + config: + sqlserverType: VARCHAR(MAX) + field_nchar: + type: string + maxLength: 10 + description: Fixed-length Unicode string + config: + sqlserverType: NCHAR(10) + field_nvarchar: + type: string + maxLength: 100 + description: Variable-length Unicode string + config: + sqlserverType: NVARCHAR(100) + field_ntext: + type: string + description: Large variable-length Unicode string + config: + sqlserverType: NVARCHAR(MAX) + field_tinyint: + type: int + description: Integer (0-255) + config: + sqlserverType: TINYINT + field_smallint: + type: int + description: Integer (-32,768 to 32,767) + config: + sqlserverType: SMALLINT + field_int: + type: int + description: Integer (-2.1B to 2.1B) + config: + sqlserverType: INTEGER + field_bigint: + type: long + description: Large integer (-9 quintillion to 9 quintillion) + config: + sqlserverType: BIGINT + field_decimal: + type: decimal + precision: 10 + scale: 2 + description: Fixed precision decimal + config: + sqlserverType: NUMERIC(10, 2) + field_numeric: + type: decimal + precision: 10 + scale: 2 + description: Same as DECIMAL + config: + sqlserverType: NUMERIC(10, 2) + field_float: + type: float + description: Approximate floating-point + config: + sqlserverType: FLOAT + field_real: + type: float + description: Smaller floating-point + config: + sqlserverType: FLOAT + field_bit: + type: boolean + description: Boolean-like (0 or 1) + config: + sqlserverType: BIT + field_date: + type: date + description: Date only (YYYY-MM-DD) + config: + sqlserverType: DATE + field_time: + type: string + description: Time only (HH:MM:SS) + config: + sqlserverType: TIME + field_datetime2: + type: timestamp_ntz + description: More precise datetime + config: + sqlserverType: DATETIME2 + field_smalldatetime: + type: timestamp_ntz + description: Less precise datetime + config: + sqlserverType: SMALLDATETIME + field_datetimeoffset: + type: timestamp_tz + description: Datetime with time zone + config: + sqlserverType: DATETIMEOFFSET + field_binary: + type: bytes + description: Fixed-length binary + config: + sqlserverType: BINARY(16) + field_varbinary: + type: bytes + description: Variable-length binary + config: + sqlserverType: VARBINARY(100) + field_uniqueidentifier: + type: string + description: GUID + config: + sqlserverType: UNIQUEIDENTIFIER + field_xml: + type: string + description: XML data + config: + sqlserverType: XML + field_json: + type: string + description: JSON (Stored as text) + config: + sqlserverType: JSON + # field_sql_variant: + # type: variant + # description: Stores different data types + # config: + # sqlserverType: SQL_VARIANT + """ + print("Result", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + # Disable linters so we don't get "missing description" warnings + assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_unity_file.py b/datacontract-cli/tests/test_import_unity_file.py new file mode 100644 index 000000000..050a88fdb --- /dev/null +++ b/datacontract-cli/tests/test_import_unity_file.py @@ -0,0 +1,65 @@ +import yaml +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_cli(): + print("running test_cli") + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "unity", + "--source", + "fixtures/databricks-unity/import/unity_table_schema.json", + ], + ) + assert result.exit_code == 0 + + +def test_import_unity(): + print("running test_import_unity") + result = DataContract().import_from_source("unity", "fixtures/databricks-unity/import/unity_table_schema.json") + + with open("fixtures/databricks-unity/import/datacontract.yaml") as file: + expected = file.read() + + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() + + +def test_cli_complex_types(): + print("running test_cli_complex_types") + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "unity", + "--source", + "fixtures/databricks-unity/import/unity_table_schema_complex_types.json", + ], + ) + assert result.exit_code == 0 + + +def test_import_unity_complex_types(): + print("running test_import_unity_complex_types") + result = DataContract().import_from_source( + "unity", "fixtures/databricks-unity/import/unity_table_schema_complex_types.json" + ) + + with open("fixtures/databricks-unity/import/datacontract_complex_types.yaml") as file: + expected = file.read() + + print("Result:\n", result.to_yaml()) + assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) + assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() diff --git a/datacontract-cli/tests/test_integration_datameshmanager.py b/datacontract-cli/tests/test_integration_datameshmanager.py new file mode 100644 index 000000000..60e9b65d5 --- /dev/null +++ b/datacontract-cli/tests/test_integration_datameshmanager.py @@ -0,0 +1,27 @@ +import os + +import pytest +from dotenv import load_dotenv +from typer.testing import CliRunner + +from datacontract.data_contract import DataContract + +runner = CliRunner() +load_dotenv(override=True) + + +@pytest.mark.skipif( + os.environ.get("DATAMESH_MANAGER_API_KEY") is None, reason="Requires DATAMESH_MANAGER_API_KEY to be set" +) +def test_remote_data_contract(): + data_contract = DataContract( + data_contract_file="https://app.datamesh-manager.com/checker1/datacontracts/verbraucherpreisindex-61111-0002zzz", + publish_url="https://api.datamesh-manager.com/api/test-results", + ) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert len(run.checks) == 4 + assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_lint.py b/datacontract-cli/tests/test_lint.py new file mode 100644 index 000000000..5bb6552f2 --- /dev/null +++ b/datacontract-cli/tests/test_lint.py @@ -0,0 +1,74 @@ +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract, DataContractSpecification + +# logging.basicConfig(level=logging.INFO, force=True) + +runner = CliRunner() + + +def test_lint_valid_data_contract(): + data_contract_file = "fixtures/lint/valid_datacontract.yaml" + data_contract = DataContract(data_contract_file=data_contract_file) + + run = data_contract.lint() + assert run.result == "passed" + + +def test_lint_invalid_data_contract(): + data_contract_file = "fixtures/lint/invalid_datacontract.yaml" + data_contract = DataContract(data_contract_file=data_contract_file) + + run = data_contract.lint() + + assert run.result == "failed" + + +def test_lint_cli_valid(): + data_contract_file = "fixtures/lint/valid_datacontract.yaml" + expected_output = "🟢 data contract is valid. Run 7 checks." + + result = runner.invoke(app, ["lint", data_contract_file]) + + assert result.exit_code == 0 + assert expected_output in result.stdout + + +def test_lint_cli_invalid(): + data_contract_file = "fixtures/lint/invalid_datacontract.yaml" + expected_output = "🔴 data contract is invalid, found the following errors:\n1) Check that data contract YAML is valid: data must contain ['id'] properties\n" + + result = runner.invoke(app, ["lint", data_contract_file]) + + assert result.exit_code == 1 + assert expected_output in result.stdout + + +def test_lint_custom_schema(): + data_contract_file = "fixtures/lint/custom_datacontract.yaml" + schema_file = "fixtures/lint/custom_datacontract.schema.json" + data_contract = DataContract(data_contract_file=data_contract_file, schema_location=schema_file) + + run = data_contract.lint() + + assert run.result == "passed" + + +def test_lint_with_ref(): + data_contract = DataContract( + data_contract_file="fixtures/lint/valid_datacontract_ref.yaml", inline_definitions=True + ) + + run = data_contract.lint() + DataContractSpecification.model_validate(data_contract.get_data_contract_specification()) + + assert run.result == "passed" + + +def test_lint_with_references(): + data_contract = DataContract(data_contract_file="fixtures/lint/valid_datacontract_references.yaml") + + run = data_contract.lint() + + assert run.result == "passed" diff --git a/datacontract-cli/tests/test_notice_period_linter.py b/datacontract-cli/tests/test_notice_period_linter.py new file mode 100644 index 000000000..ab2c5478f --- /dev/null +++ b/datacontract-cli/tests/test_notice_period_linter.py @@ -0,0 +1,47 @@ +import datacontract.model.data_contract_specification as spec +from datacontract.lint.linters.notice_period_linter import NoticePeriodLinter +from datacontract.model.run import Check + + +def construct_error_check(msg: str) -> Check: + return Check( + type="lint", + name="Linter 'noticePeriod in ISO8601 format'", + result="warning", + engine="datacontract", + reason=msg, + ) + + +success_check = Check( + type="lint", name="Linter 'noticePeriod in ISO8601 format'", result="passed", engine="datacontract" +) + + +def test_lint_correct_period(): + specification = spec.DataContractSpecification() + specification.terms = spec.Terms(noticePeriod="P1M") + result = NoticePeriodLinter().lint(specification) + assert result == [success_check] + + +def test_lint_empty_period(): + # This returns a warning that's currently ignored. + # If warnings are treated differently, change this spec. + specification = spec.DataContractSpecification(terms=spec.Terms()) + result = NoticePeriodLinter().lint(specification) + assert result == [success_check] + + +def test_lint_incorrect_period(): + # This returns a warning that's currently ignored. + # If warnings are treated differently, change this spec. + specification = spec.DataContractSpecification(terms=spec.Terms(noticePeriod="P0")) + result = NoticePeriodLinter().lint(specification) + assert result == [construct_error_check("Notice period 'P0' is not a valid ISO8601 duration.")] + + +def test_lint_correct_datetime_period(): + specification = spec.DataContractSpecification(terms=spec.Terms(noticePeriod="P00000001T000001")) + result = NoticePeriodLinter().lint(specification) + assert result == [success_check] diff --git a/datacontract-cli/tests/test_quality_schema_linter.py b/datacontract-cli/tests/test_quality_schema_linter.py new file mode 100644 index 000000000..278f87fb8 --- /dev/null +++ b/datacontract-cli/tests/test_quality_schema_linter.py @@ -0,0 +1,35 @@ +import datacontract.lint.resolve as resolve +from datacontract.lint.linters.quality_schema_linter import QualityUsesSchemaLinter +from datacontract.model.run import Check + + +def construct_error_check(msg: str) -> Check: + return Check( + type="lint", + name="Linter 'Quality check(s) use model'", + result="warning", + engine="datacontract", + reason=msg, + ) + + +success_check = Check(type="lint", name="Linter 'Quality check(s) use model'", result="passed", engine="datacontract") + +data_contract_file = "fixtures/lint/datacontract_quality_schema.yaml" + + +def test_lint_correct_sodacl(): + base_contract_sodacl = resolve.resolve_data_contract_from_location(data_contract_file) + result = QualityUsesSchemaLinter().lint(base_contract_sodacl) + assert result == [success_check] + + +def test_lint_incorrect_sodacl(): + base_contract_sodacl = resolve.resolve_data_contract_from_location(data_contract_file) + incorrect_contract = base_contract_sodacl.model_copy(deep=True) + incorrect_contract.quality.specification = """ + checks for tests: + - freshness(column_1) < 1d + """ + result = QualityUsesSchemaLinter().lint(incorrect_contract) + assert result == [construct_error_check("Quality check on unknown model 'tests'")] diff --git a/datacontract-cli/tests/test_resolve.py b/datacontract-cli/tests/test_resolve.py new file mode 100644 index 000000000..56c1f9e3f --- /dev/null +++ b/datacontract-cli/tests/test_resolve.py @@ -0,0 +1,171 @@ +import tempfile + +from datacontract.lint.resolve import resolve_data_contract + +# logging.basicConfig(level=logging.INFO, force=True) + + +def test_resolve_data_contract_simple_definition(): + datacontract = resolve_data_contract( + data_contract_str=""" + dataContractSpecification: 1.1.0 + id: my-id + info: + title: My Title + version: 1.0.0 + models: + orders: + fields: + order_id: + $ref: "#/definitions/order_id" + definitions: + order_id: + name: order_id + type: int + """, + inline_definitions=True, + ) + assert datacontract.models["orders"].fields["order_id"].type == "int" + + +def test_resolve_data_contract_complex_definition(): + datacontract = resolve_data_contract( + data_contract_str=""" + dataContractSpecification: 1.1.0 + id: my-id + info: + title: My Title + version: 1.0.0 + models: + orders: + fields: + order_id: + $ref: "#/definitions/order/fields/order_id" + definitions: + order: + name: order + type: object + fields: + order_id: + type: int + """, + inline_definitions=True, + ) + assert datacontract.models["orders"].fields["order_id"].type == "int" + + +def test_resolve_data_contract_array_definition(): + datacontract = resolve_data_contract( + data_contract_str=""" + dataContractSpecification: 1.1.0 + id: my-id + info: + title: My Title + version: 1.0.0 + models: + my_message: + fields: + my_data: + type: array + items: + name: My Data + type: object + fields: + data_id: + $ref: "#/definitions/order_id" + required: true + definitions: + order_id: + name: order_id + type: int + """, + inline_definitions=True, + ) + assert datacontract.models["my_message"].fields["my_data"].items.fields["data_id"].type == "int" + + +def test_resolve_data_contract_nested_definition(): + datacontract = resolve_data_contract( + data_contract_str=""" + dataContractSpecification: 1.1.0 + id: my-id + info: + title: My Title + version: 1.0.0 + models: + my_message: + fields: + my_data: + name: My Data + type: object + fields: + data_id: + $ref: "#/definitions/order_id" + required: true + definitions: + order_id: + name: order_id + type: int + """, + inline_definitions=True, + ) + assert datacontract.models["my_message"].fields["my_data"].fields["data_id"].type == "int" + + +def test_resolve_data_contract_simple_definition_file(): + with tempfile.NamedTemporaryFile(delete=True) as temp_file: + # create temp file with content + temp_file.write(b""" + name: order_id + type: int + """) + temp_file.flush() + print(temp_file.name) + + datacontract = resolve_data_contract( + data_contract_str=f""" + dataContractSpecification: 1.1.0 + id: my-id + info: + title: My Title + version: 1.0.0 + models: + orders: + fields: + order_id: + $ref: "file://{temp_file.name}" + """, + inline_definitions=True, + ) + assert datacontract.models["orders"].fields["order_id"].type == "int" + + +def test_resolve_data_contract_complex_definition_file(): + with tempfile.NamedTemporaryFile(delete=True) as temp_file: + # create temp file with content + temp_file.write(b""" + name: order + type: object + fields: + order_id: + type: int + """) + temp_file.flush() + print(temp_file.name) + + datacontract = resolve_data_contract( + data_contract_str=f""" + dataContractSpecification: 1.1.0 + id: my-id + info: + title: My Title + version: 1.0.0 + models: + orders: + fields: + order_id: + $ref: "file://{temp_file.name}#/fields/order_id" + """, + inline_definitions=True, + ) + assert datacontract.models["orders"].fields["order_id"].type == "int" diff --git a/datacontract-cli/tests/test_roundtrip_jsonschema.py b/datacontract-cli/tests/test_roundtrip_jsonschema.py new file mode 100644 index 000000000..20f470483 --- /dev/null +++ b/datacontract-cli/tests/test_roundtrip_jsonschema.py @@ -0,0 +1,50 @@ +import json + +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract +from datacontract.export.jsonschema_converter import to_jsonschemas + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_import_cli(): + runner = CliRunner() + result = runner.invoke( + app, + [ + "import", + "--format", + "jsonschema", + "--source", + "fixtures/import/orders.json", + ], + ) + assert result.exit_code == 0 + + +def test_export_cli(): + runner = CliRunner() + result = runner.invoke(app, ["export", "./fixtures/local-json/datacontract.yaml", "--format", "jsonschema"]) + assert result.exit_code == 0 + + +def test_roundtrip_json_schema_orders(): + # Import the data contract from the JSON schema source + result_import = DataContract().import_from_source("jsonschema", "fixtures/import/orders.json") + + # Create a data contract specification with inline definitions + data_contract = DataContract( + data_contract_str=result_import.to_yaml(), inline_definitions=True + ).get_data_contract_specification() + + # Load the expected result from the JSON file + with open("fixtures/import/orders.json", "r") as f: + expected_result = json.load(f) + + # Export the data contract to JSON schema + exported_jsonschema = to_jsonschemas(data_contract) + + # Compare the exported JSON schema with the expected result + assert exported_jsonschema["OrderSchema"] == expected_result diff --git a/datacontract-cli/tests/test_spec_fields_field.py b/datacontract-cli/tests/test_spec_fields_field.py new file mode 100644 index 000000000..5f2c9ea08 --- /dev/null +++ b/datacontract-cli/tests/test_spec_fields_field.py @@ -0,0 +1,17 @@ +from typer.testing import CliRunner + +from datacontract.data_contract import DataContract +from datacontract.model.data_contract_specification import Field + +runner = CliRunner() + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_aliases(): + data_contract = DataContract(data_contract_file="fixtures/spec/datacontract_fields_field.yaml") + spec = data_contract.get_data_contract_specification() + model_field = spec.models["sample_model"].fields["id"] + definition_field = model_field.fields["id"] + assert isinstance(model_field, Field) + assert isinstance(definition_field, Field) diff --git a/datacontract-cli/tests/test_spec_ref.py b/datacontract-cli/tests/test_spec_ref.py new file mode 100644 index 000000000..afdf6c832 --- /dev/null +++ b/datacontract-cli/tests/test_spec_ref.py @@ -0,0 +1,15 @@ +from typer.testing import CliRunner + +from datacontract.data_contract import DataContract + +runner = CliRunner() + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +def test_aliases(): + data_contract = DataContract(data_contract_file="fixtures/spec/datacontract_aliases.yaml") + spec = data_contract.get_data_contract_specification() + yaml = spec.to_yaml() + print(yaml) + assert "$ref" in yaml diff --git a/datacontract-cli/tests/test_test_azure_remote.py b/datacontract-cli/tests/test_test_azure_remote.py new file mode 100644 index 000000000..19aa00aa8 --- /dev/null +++ b/datacontract-cli/tests/test_test_azure_remote.py @@ -0,0 +1,55 @@ +import os + +import pytest +from dotenv import load_dotenv + +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.INFO, force=True) + +load_dotenv(override=True) + + +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_AZURE_TENANT_ID") is None + or os.environ.get("DATACONTRACT_AZURE_CLIENT_ID") is None + or os.environ.get("DATACONTRACT_AZURE_CLIENT_SECRET") is None, + reason="Requires DATACONTRACT_AZURE_TENANT_ID, DATACONTRACT_AZURE_CLIENT_ID, and DATACONTRACT_AZURE_CLIENT_SECRET to be set", +) +def test_test_azure_parquet_remote(): + data_contract = DataContract(data_contract_file="fixtures/azure-parquet-remote/datacontract.yaml") + + run = data_contract.test() + + print(run) + assert run.result == "passed" + + +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_AZURE_TENANT_ID") is None + or os.environ.get("DATACONTRACT_AZURE_CLIENT_ID") is None + or os.environ.get("DATACONTRACT_AZURE_CLIENT_SECRET") is None, + reason="Requires DATACONTRACT_AZURE_TENANT_ID, DATACONTRACT_AZURE_CLIENT_ID, and DATACONTRACT_AZURE_CLIENT_SECRET to be set", +) +def test_test_azure_delta_remote(): + data_contract = DataContract(data_contract_file="fixtures/azure-delta-remote/datacontract.yaml") + + run = data_contract.test() + + print(run) + assert run.result == "passed" + + +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_AZURE_TENANT_ID") is None + or os.environ.get("DATACONTRACT_AZURE_CLIENT_ID") is None + or os.environ.get("DATACONTRACT_AZURE_CLIENT_SECRET") is None, + reason="Requires DATACONTRACT_AZURE_TENANT_ID, DATACONTRACT_AZURE_CLIENT_ID, and DATACONTRACT_AZURE_CLIENT_SECRET to be set", +) +def test_test_azure_json_remote(): + data_contract = DataContract(data_contract_file="fixtures/azure-json-remote/datacontract.yaml") + + run = data_contract.test() + + print(run.pretty()) + assert run.result == "passed" diff --git a/datacontract-cli/tests/test_test_bigquery.py b/datacontract-cli/tests/test_test_bigquery.py new file mode 100644 index 000000000..d62a5a291 --- /dev/null +++ b/datacontract-cli/tests/test_test_bigquery.py @@ -0,0 +1,43 @@ +import os + +import pytest +from dotenv import load_dotenv + +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.INFO, force=True) + +datacontract = "fixtures/bigquery/datacontract.yaml" + +load_dotenv(override=True) + + +# Deactivated because the test requires special setup on a non-free BigQuery account. +# Can activate for testing locally, using a custom account_info file. +# For the provided datacontract.yaml the data file from s3-csv should be imported in the target BigQuery table. +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH") is None, + reason="Requires DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH to be set", +) +def _test_test_bigquery(): + data_contract = DataContract(data_contract_file=datacontract) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH") is None, + reason="Requires DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH to be set", +) +def test_test_bigquery_complex_tables(): + data_contract = DataContract(data_contract_file="fixtures/bigquery/datacontract_complex.yaml") + + run = data_contract.test() + + print(run.pretty()) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_databricks.py b/datacontract-cli/tests/test_test_databricks.py new file mode 100644 index 000000000..6d2630830 --- /dev/null +++ b/datacontract-cli/tests/test_test_databricks.py @@ -0,0 +1,27 @@ +import os + +import pytest +from dotenv import load_dotenv + +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + +datacontract = "fixtures/databricks-sql/datacontract.yaml" + +load_dotenv(override=True) + + +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_DATABRICKS_TOKEN") is None, reason="Requires DATACONTRACT_DATABRICKS_TOKEN to be set" +) +def _test_test_databricks_sql(): + # os.environ['DATACONTRACT_DATABRICKS_TOKEN'] = "xxx" + # os.environ['DATACONTRACT_DATABRICKS_HTTP_PATH'] = "/sql/1.0/warehouses/b053a326fa014fb3" + data_contract = DataContract(data_contract_file=datacontract) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_dataframe.py b/datacontract-cli/tests/test_test_dataframe.py new file mode 100644 index 000000000..d5e255e48 --- /dev/null +++ b/datacontract-cli/tests/test_test_dataframe.py @@ -0,0 +1,107 @@ +from datetime import datetime + +import pytest +from dotenv import load_dotenv +from pyspark.sql import Row, SparkSession +from pyspark.sql.types import ( + ArrayType, + IntegerType, + StringType, + StructField, + StructType, + TimestampType, +) + +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.INFO, force=True) + +datacontract = "fixtures/dataframe/datacontract.yaml" + +load_dotenv(override=True) + + +@pytest.fixture(scope="session") +def spark(tmp_path_factory) -> SparkSession: + """Create and configure a Spark session.""" + spark = ( + SparkSession.builder.appName("datacontract-dataframe-unittest") + .config( + "spark.sql.warehouse.dir", + f"{tmp_path_factory.mktemp('spark')}/spark-warehouse", + ) + .config("spark.streaming.stopGracefullyOnShutdown", "true") + .config( + "spark.jars.packages", + "org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.0,org.apache.spark:spark-avro_2.12:3.5.0", + ) + .getOrCreate() + ) + spark.sparkContext.setLogLevel("WARN") + print(f"Using PySpark version {spark.version}") + return spark + + +# TODO this test conflicts with the test_test_kafka.py test +def test_test_dataframe(spark: SparkSession): + _prepare_dataframe(spark) + data_contract = DataContract( + data_contract_file=datacontract, + spark=spark, + ) + + run = data_contract.test() + + print(run.pretty()) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + spark.stop() + + +def _prepare_dataframe(spark): + schema = StructType( + [ + StructField("field_one", StringType(), nullable=False), + StructField("field_two", IntegerType(), nullable=True), + StructField("field_three", TimestampType(), nullable=True), + StructField("field_array_of_strings", ArrayType(StringType()), nullable=True), + StructField( + "field_array_of_structs", + ArrayType( + StructType( + [ + StructField("inner_field_string", StringType()), + StructField("inner_field_int", IntegerType()), + ] + ) + ), + ), + ] + ) + data = [ + Row( + field_one="AB-123-CD", + field_two=15, + field_three=datetime.strptime("2024-01-01 12:00:00", "%Y-%m-%d %H:%M:%S"), + field_array_of_strings=["string1", "string2"], + field_array_of_structs=[ + Row(inner_field_string="string1", inner_field_int=1), + Row(inner_field_string="string2", inner_field_int=2), + ], + ), + Row( + field_one="XY-456-ZZ", + field_two=20, + field_three=datetime.strptime("2024-02-01 12:00:00", "%Y-%m-%d %H:%M:%S"), + field_array_of_strings=["string3", "string4"], + field_array_of_structs=[ + Row(inner_field_string="string3", inner_field_int=3), + Row(inner_field_string="string4", inner_field_int=4), + ], + ), + ] + # Create DataFrame + df = spark.createDataFrame(data, schema=schema) + # Create temporary view + # Name must match the model name in the data contract + df.createOrReplaceTempView("my_table") diff --git a/datacontract-cli/tests/test_test_delta.py b/datacontract-cli/tests/test_test_delta.py new file mode 100644 index 000000000..7dd215a09 --- /dev/null +++ b/datacontract-cli/tests/test_test_delta.py @@ -0,0 +1,29 @@ +import os + +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +runner = CliRunner() + + +def test_valid_cli(): + current_file_path = os.path.abspath(__file__) + print("DEBUG Current file path:" + current_file_path) + + result = runner.invoke(app, ["test", "./fixtures/local-delta/datacontract.yaml"]) + assert result.exit_code == 0 + assert "Testing ./fixtures/local-delta/datacontract.yaml" in result.stdout + + +def test_valid(): + data_contract = DataContract( + data_contract_file="fixtures/local-delta/datacontract.yaml", + # publish=True, + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + assert len(run.checks) == 9 + assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_gcs_json_remote.py b/datacontract-cli/tests/test_test_gcs_json_remote.py new file mode 100644 index 000000000..27495e40c --- /dev/null +++ b/datacontract-cli/tests/test_test_gcs_json_remote.py @@ -0,0 +1,48 @@ +import os + +import pytest +from dotenv import load_dotenv + +from datacontract.data_contract import DataContract + +datacontract = "fixtures/gcs-json-remote/datacontract.yaml" +load_dotenv(override=True) + + +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_GCS_KEY_ID") is None or os.environ.get("DATACONTRACT_GCS_SECRET") is None, + reason="Requires DATACONTRACT_GCS_KEY_ID, and DATACONTRACT_GCS_SECRET to be set", +) +def test_test_gcs_json_remote_gcs_url(): + """ + server.type "gcs" and gs:// locations work with DuckDB, but are not yet supported for json schema testing + """ + data_contract = DataContract( + data_contract_file=datacontract, + server="gcs-url", + ) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + + +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_GCS_KEY_ID") is None or os.environ.get("DATACONTRACT_GCS_SECRET") is None, + reason="Requires DATACONTRACT_GCS_KEY_ID, and DATACONTRACT_GCS_SECRET to be set", +) +def test_test_gcs_json_remote_s3_style(monkeypatch): + monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", os.environ.get("DATACONTRACT_GCS_KEY_ID")) + monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", os.environ.get("DATACONTRACT_GCS_SECRET")) + + data_contract = DataContract( + data_contract_file=datacontract, + server="s3-style", + ) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_kafka.py b/datacontract-cli/tests/test_test_kafka.py new file mode 100644 index 000000000..37bfbec85 --- /dev/null +++ b/datacontract-cli/tests/test_test_kafka.py @@ -0,0 +1,53 @@ +import sys + +import six + +# Fix for Python 3.12 +if sys.version_info >= (3, 12, 1): + sys.modules["kafka.vendor.six.moves"] = six.moves + + +from kafka import KafkaProducer +from testcontainers.kafka import KafkaContainer + +from datacontract.data_contract import DataContract + +datacontract = "fixtures/kafka/datacontract.yaml" + + +def test_test_kafka(monkeypatch): + monkeypatch.delenv("DATACONTRACT_KAFKA_SASL_USERNAME", raising=False) + + with KafkaContainer("confluentinc/cp-kafka:7.7.0").with_kraft() as kafka: + send_messages_to_topic(kafka, "fixtures/kafka/data/messages.json", "inventory-events") + data_contract_str = _setup_datacontract(kafka) + data_contract = DataContract(data_contract_str=data_contract_str) + run = data_contract.test() + + print(run.pretty()) + assert run.result == "passed" + + +def send_messages_to_topic(kafka: KafkaContainer, messages_file_path: str, topic_name: str): + print(f"Sending messages from {messages_file_path} to Kafka topic {topic_name}") + + producer = KafkaProducer( + bootstrap_servers=kafka.get_bootstrap_server(), value_serializer=lambda v: v.encode("utf-8") + ) + messages_sent = 0 + + with open(messages_file_path) as messages_file: + for line in messages_file: + message = line + producer.send(topic=topic_name, value=message) + messages_sent += 1 + producer.flush() + + print(f"Sent {messages_sent} messages from {messages_file_path} to Kafka topic {topic_name}") + + +def _setup_datacontract(kafka: KafkaContainer): + with open(datacontract) as data_contract_file: + data_contract_str = data_contract_file.read() + host = kafka.get_bootstrap_server() + return data_contract_str.replace("__KAFKA_HOST__", host) diff --git a/datacontract-cli/tests/test_test_kafka_remote.py b/datacontract-cli/tests/test_test_kafka_remote.py new file mode 100644 index 000000000..06e7c472c --- /dev/null +++ b/datacontract-cli/tests/test_test_kafka_remote.py @@ -0,0 +1,48 @@ +import os +import sys + +import pytest +import six + +# Fix for Python 3.12 +if sys.version_info >= (3, 12, 1): + sys.modules["kafka.vendor.six.moves"] = six.moves + + +from dotenv import load_dotenv + +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.INFO, force=True) + + +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_KAFKA_SASL_USERNAME") is None, + reason="Requires DATACONTRACT_KAFKA_SASL_USERNAME to be set", +) +def _test_test_kafka_json_remote(): + load_dotenv(override=True) + # os.environ['DATACONTRACT_KAFKA_SASL_USERNAME'] = "xxx" + # os.environ['DATACONTRACT_KAFKA_SASL_PASSWORD'] = "xxx" + data_contract = DataContract(data_contract_file="fixtures/kafka-json-remote/datacontract.yaml") + + run = data_contract.test() + + print(run) + assert run.result == "passed" + + +@pytest.mark.skipif( + os.environ.get("DATACONTRACT_KAFKA_SASL_USERNAME") is None, + reason="Requires DATACONTRACT_KAFKA_SASL_USERNAME to be set", +) +def _test_test_kafka_avro_remote(): + load_dotenv(override=True) + # os.environ['DATACONTRACT_KAFKA_SASL_USERNAME'] = "xxx" + # os.environ['DATACONTRACT_KAFKA_SASL_PASSWORD'] = "xxx" + data_contract = DataContract(data_contract_file="fixtures/kafka-avro-remote/datacontract.yaml") + + run = data_contract.test() + + print(run) + assert run.result == "passed" diff --git a/datacontract-cli/tests/test_test_local_json.py b/datacontract-cli/tests/test_test_local_json.py new file mode 100644 index 000000000..5bde9594a --- /dev/null +++ b/datacontract-cli/tests/test_test_local_json.py @@ -0,0 +1,21 @@ +import pytest +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +runner = CliRunner() + + +@pytest.mark.skip(reason="https://github.com/sodadata/soda-core/issues/1992") +def _test_cli(): + result = runner.invoke(app, ["test", "./fixtures/local-json/datacontract.yaml"]) + assert result.exit_code == 0 + + +@pytest.mark.skip(reason="https://github.com/sodadata/soda-core/issues/1992") +def _test_local_json(): + data_contract = DataContract(data_contract_file="fixtures/local-json/datacontract.yaml") + run = data_contract.test() + print(run) + assert run.result == "passed" diff --git a/datacontract-cli/tests/test_test_output_junit.py b/datacontract-cli/tests/test_test_output_junit.py new file mode 100644 index 000000000..c1e47159a --- /dev/null +++ b/datacontract-cli/tests/test_test_output_junit.py @@ -0,0 +1,22 @@ +import os + +from typer.testing import CliRunner + +from datacontract.cli import app + +runner = CliRunner() + + +def test_output_junit_test_result(tmp_path): + runner.invoke( + app, + [ + "test", + "--output", + tmp_path / "TEST-datacontract.xml", + "--output-format", + "junit", + "./fixtures/junit/datacontract.yaml", + ], + ) + assert os.path.exists(tmp_path / "TEST-datacontract.xml"), "Should write a JUnit test result file" diff --git a/datacontract-cli/tests/test_test_parquet.py b/datacontract-cli/tests/test_test_parquet.py new file mode 100644 index 000000000..4aa5647b5 --- /dev/null +++ b/datacontract-cli/tests/test_test_parquet.py @@ -0,0 +1,153 @@ +import os + +from typer.testing import CliRunner + +from datacontract.cli import app +from datacontract.data_contract import DataContract + +runner = CliRunner() + + +def test_valid_cli(): + current_file_path = os.path.abspath(__file__) + print("DEBUG Current file path:" + current_file_path) + + result = runner.invoke(app, ["test", "./fixtures/parquet/datacontract.yaml"]) + assert result.exit_code == 0 + assert "Testing ./fixtures/parquet/datacontract.yaml" in result.stdout + + +def test_valid(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract.yaml", + # publish=True, + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + assert len(run.checks) == 26 + assert all(check.result == "passed" for check in run.checks) + + +def test_timestamp(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_timestamp.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_timestamp_ntz(): + data_contract = DataContract(data_contract_file="fixtures/parquet/datacontract_timestamp_ntz.yaml") + run = data_contract.test() + print(run) + assert run.result == "passed" + + +def test_decimal(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_decimal.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_array(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_array.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_bigint(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_bigint.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_blob(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_binary.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_boolean(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_boolean.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_time(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_date.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_double(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_double.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_float(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_float.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_integer(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_integer.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_map(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_map.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_string(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_string.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" + + +def test_struct(): + data_contract = DataContract( + data_contract_file="fixtures/parquet/datacontract_struct.yaml", + ) + run = data_contract.test() + print(run.pretty()) + assert run.result == "passed" diff --git a/datacontract-cli/tests/test_test_postgres.py b/datacontract-cli/tests/test_test_postgres.py new file mode 100644 index 000000000..025fb749b --- /dev/null +++ b/datacontract-cli/tests/test_test_postgres.py @@ -0,0 +1,124 @@ +import pytest +from testcontainers.postgres import PostgresContainer + +from datacontract.data_contract import DataContract +from datacontract.model.exceptions import DataContractException +from datacontract.model.run import ResultEnum + +# logging.basicConfig(level=logging.DEBUG, force=True) + + +postgres = PostgresContainer("postgres:16") + + +@pytest.fixture(scope="function", autouse=True) +def postgres_container(request): + postgres.start() + + def remove_container(): + postgres.stop() + + request.addfinalizer(remove_container) + + +def test_test_postgres(postgres_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) + monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) + _init_sql("fixtures/postgres/data/data.sql") + + datacontract_file = "fixtures/postgres/datacontract.yaml" + data_contract_str = _setup_datacontract(datacontract_file) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert all(check.result == ResultEnum.passed for check in run.checks) + + +def test_test_postgres_odcs(postgres_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) + monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) + _init_sql("fixtures/postgres/data/data.sql") + + datacontract_file = "fixtures/postgres/odcs.yaml" + data_contract_str = _setup_datacontract(datacontract_file) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run.pretty()) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +def test_test_postgres_case_sensitive_table_name(postgres_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) + monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) + _init_sql("fixtures/postgres/data/data_case_sensitive.sql") + + datacontract_file = "fixtures/postgres/datacontract_case_sensitive.yaml" + data_contract_str = _setup_datacontract(datacontract_file) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +def test_test_postgres_servicelevels_freshness_should_fail(postgres_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) + monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) + _init_sql("fixtures/postgres/data/data.sql") + + datacontract_file = "fixtures/postgres/datacontract_servicelevels.yaml" + data_contract_str = _setup_datacontract(datacontract_file) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run.pretty()) + assert run.result == "failed" + + +def _setup_datacontract(file): + with open(file) as data_contract_file: + data_contract_str = data_contract_file.read() + port = postgres.get_exposed_port(5432) + data_contract_str = data_contract_str.replace("5432", port) + return data_contract_str + + +def _init_sql(file_path): + try: + import psycopg2 + except ImportError as e: + raise DataContractException( + type="schema", + result="failed", + name="postgres extra missing", + reason="Install the extra datacontract-cli[postgres] to use postgres", + engine="datacontract", + original_exception=e, + ) + + connection = psycopg2.connect( + database=postgres.dbname, + user=postgres.username, + password=postgres.password, + # database=postgres.dbname, + # user=postgres.username, + # password=postgres.password, + host=postgres.get_container_host_ip(), + port=postgres.get_exposed_port(5432), + ) + cursor = connection.cursor() + with open(file_path, "r") as sql_file: + sql_commands = sql_file.read() + cursor.execute(sql_commands) + connection.commit() + cursor.close() + connection.close() diff --git a/datacontract-cli/tests/test_test_quality.py b/datacontract-cli/tests/test_test_quality.py new file mode 100644 index 000000000..f0e186e09 --- /dev/null +++ b/datacontract-cli/tests/test_test_quality.py @@ -0,0 +1,97 @@ +import pytest +from testcontainers.postgres import PostgresContainer + +from datacontract.data_contract import DataContract +from datacontract.model.exceptions import DataContractException +from datacontract.model.run import ResultEnum + +postgres = PostgresContainer("postgres:16") + + +@pytest.fixture(scope="function") +def postgres_container(request): + postgres.start() + + def remove_container(): + postgres.stop() + + request.addfinalizer(remove_container) + + +def test_test_quality_valid(postgres_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) + monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) + _init_sql("fixtures/quality/data/data.valid.sql") + datacontract_file = "fixtures/quality/datacontract.yaml" + data_contract_str = _setup_datacontract(datacontract_file) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run.pretty()) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +def test_test_quality_invalid(postgres_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) + monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) + _init_sql("fixtures/quality/data/data.invalid.sql") + datacontract_file = "fixtures/quality/datacontract.yaml" + data_contract_str = _setup_datacontract(datacontract_file) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run.pretty()) + assert run.result == ResultEnum.failed + assert any( + check.name == "95% of all order total values are expected to be between 10 and 499 EUR." + and check.result == ResultEnum.failed + for check in run.checks + ) + assert any( + check.name == "The maximum duration between two orders should be less that 3600 seconds" + and check.result == ResultEnum.failed + for check in run.checks + ) + + +def _setup_datacontract(file): + with open(file) as data_contract_file: + data_contract_str = data_contract_file.read() + port = postgres.get_exposed_port(5432) + data_contract_str = data_contract_str.replace("5432", port) + return data_contract_str + + +def _init_sql(file_path): + try: + import psycopg2 + except ImportError as e: + raise DataContractException( + type="schema", + result="failed", + name="postgres extra missing", + reason="Install the extra datacontract-cli[postgres] to use postgres", + engine="datacontract", + original_exception=e, + ) + + connection = psycopg2.connect( + database=postgres.dbname, + user=postgres.username, + password=postgres.password, + # database=postgres.dbname, + # user=postgres.username, + # password=postgres.password, + host=postgres.get_container_host_ip(), + port=postgres.get_exposed_port(5432), + ) + cursor = connection.cursor() + with open(file_path, "r") as sql_file: + sql_commands = sql_file.read() + cursor.execute(sql_commands) + connection.commit() + cursor.close() + connection.close() diff --git a/datacontract-cli/tests/test_test_s3_csv.py b/datacontract-cli/tests/test_test_s3_csv.py new file mode 100644 index 000000000..b1607f304 --- /dev/null +++ b/datacontract-cli/tests/test_test_s3_csv.py @@ -0,0 +1,47 @@ +import os + +import pytest +from testcontainers.minio import MinioContainer + +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + +datacontract = "fixtures/s3-csv/datacontract.yaml" +file_name = "fixtures/s3-csv/data/sample_data.csv" +bucket_name = "test-bucket" +s3_access_key = "test-access" +s3_secret_access_key = "test-secret" + + +@pytest.fixture(scope="session") +def minio_container(): + with MinioContainer( + image="quay.io/minio/minio", access_key=s3_access_key, secret_key=s3_secret_access_key + ) as minio_container: + yield minio_container + + +def test_test_s3_csv(minio_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", s3_access_key) + monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", s3_secret_access_key) + data_contract_str = _prepare_s3_files(minio_container) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +def _prepare_s3_files(minio_container): + s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" + minio_client = minio_container.get_client() + minio_client.make_bucket(bucket_name) + with open(file_name, "rb") as file: + minio_client.put_object(bucket_name, file_name, file, os.path.getsize(file_name)) + with open(datacontract) as data_contract_file: + data_contract_str = data_contract_file.read() + data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) + return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_delta.py b/datacontract-cli/tests/test_test_s3_delta.py new file mode 100644 index 000000000..3319214e4 --- /dev/null +++ b/datacontract-cli/tests/test_test_s3_delta.py @@ -0,0 +1,64 @@ +import glob +import os + +import pytest +from testcontainers.minio import MinioContainer + +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + +datacontract = "fixtures/s3-delta/datacontract.yaml" +file_name = "fixtures/s3-delta/data/orders.delta" +bucket_name = "test-bucket" +s3_access_key = "test-access" +s3_secret_access_key = "test-secret" + + +@pytest.fixture(scope="session") +def minio_container(): + with MinioContainer( + image="quay.io/minio/minio", + access_key=s3_access_key, + secret_key=s3_secret_access_key, + ) as minio_container: + yield minio_container + + +@pytest.mark.skipif( + os.getenv("CI") == "true", + reason=""" +Runs locally on mac, but fails on CI with +InvalidTokenIdThe security token included in the request is invalidfixtures/s3-delta/data/orders.delta/_delta_log/_last_checkpointtest-bucket/test-bucket/fixtures/s3-delta/data/orders.delta/_delta_log/_last_checkpoint) + +Need to investigate why the token is invalid on CI. +""", +) +def test_test_s3_delta(minio_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", s3_access_key) + monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", s3_secret_access_key) + data_contract_str = _prepare_s3_files(minio_container) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +def _prepare_s3_files(minio_container): + s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" + minio_client = minio_container.get_client() + minio_client.make_bucket(bucket_name) + + rel_paths = glob.glob(file_name + "/**", recursive=True) + for local_file in rel_paths: + remote_path = local_file + if os.path.isfile(local_file): + minio_client.fput_object(bucket_name, remote_path, local_file) + + with open(datacontract) as data_contract_file: + data_contract_str = data_contract_file.read() + data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) + return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_json.py b/datacontract-cli/tests/test_test_s3_json.py new file mode 100644 index 000000000..e109c255d --- /dev/null +++ b/datacontract-cli/tests/test_test_s3_json.py @@ -0,0 +1,45 @@ +import os + +import pytest +from testcontainers.minio import MinioContainer + +from datacontract.data_contract import DataContract + +datacontract = "fixtures/s3-json/datacontract.yaml" +file_name = "fixtures/s3-json/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json" +bucket_name = "test-bucket" +s3_access_key = "test-access" +s3_secret_access_key = "test-secret" + + +@pytest.fixture(scope="session") +def minio_container(): + with MinioContainer( + image="quay.io/minio/minio", access_key=s3_access_key, secret_key=s3_secret_access_key + ) as minio_container: + yield minio_container + + +def test_test_s3_json(minio_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", "test-access") + monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", "test-secret") + data_contract_str = _prepare_s3_files(minio_container) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +def _prepare_s3_files(minio_container): + s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" + minio_client = minio_container.get_client() + minio_client.make_bucket(bucket_name) + with open(file_name, "rb") as file: + minio_client.put_object(bucket_name, file_name, file, os.path.getsize(file_name)) + with open(datacontract) as data_contract_file: + data_contract_str = data_contract_file.read() + data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) + return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_json_complex.py b/datacontract-cli/tests/test_test_s3_json_complex.py new file mode 100644 index 000000000..edccff4f2 --- /dev/null +++ b/datacontract-cli/tests/test_test_s3_json_complex.py @@ -0,0 +1,47 @@ +import os + +import pytest +from testcontainers.minio import MinioContainer + +from datacontract.data_contract import DataContract + +datacontract = "./fixtures/s3-json-complex/datacontract.yaml" +file_name = "fixtures/s3-json-complex/data/feed.json" +bucket_name = "feed-bucket" +s3_access_key = "test-access" +s3_secret_access_key = "test-secret" + + +@pytest.fixture(scope="session") +def minio_container(): + with MinioContainer( + image="quay.io/minio/minio", access_key=s3_access_key, secret_key=s3_secret_access_key + ) as minio_container: + yield minio_container + + +def test_test_s3_json(minio_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", "test-access") + monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", "test-secret") + + data_contract_str = _prepare_s3_files(minio_container) + + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run.pretty()) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +def _prepare_s3_files(minio_container): + s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" + minio_client = minio_container.get_client() + minio_client.make_bucket(bucket_name) + with open(file_name, "rb") as file: + minio_client.put_object(bucket_name, file_name, file, os.path.getsize(file_name)) + with open(datacontract) as data_contract_file: + data_contract_str = data_contract_file.read() + data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) + return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_json_multiple_models.py b/datacontract-cli/tests/test_test_s3_json_multiple_models.py new file mode 100644 index 000000000..3d12c0a79 --- /dev/null +++ b/datacontract-cli/tests/test_test_s3_json_multiple_models.py @@ -0,0 +1,52 @@ +import os + +import pytest +from testcontainers.minio import MinioContainer + +from datacontract.data_contract import DataContract + +datacontract = "./fixtures/s3-json-multiple-models/datacontract.yaml" +data_directory = "./fixtures/s3-json-multiple-models/data/" +bucket_name = "multiple-bucket" +s3_access_key = "test-access" +s3_secret_access_key = "test-secret" + +# logging.basicConfig(level=logging.INFO, force=True) + + +@pytest.fixture(scope="session") +def minio_container(): + with MinioContainer( + image="quay.io/minio/minio", access_key=s3_access_key, secret_key=s3_secret_access_key + ) as minio_container: + yield minio_container + + +def test_test_s3_json(minio_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", "test-access") + monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", "test-secret") + data_contract_str = _prepare_s3_files(minio_container) + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run.pretty()) + assert run.result == "passed" + + +def _prepare_s3_files(minio_container): + s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" + minio_client = minio_container.get_client() + minio_client.make_bucket(bucket_name) + + for root, dirs, files in os.walk(data_directory): + for filename in files: + file_path = os.path.join(root, filename) + object_name = os.path.relpath(file_path) + with open(file_path, "rb") as file_data: + file_stat = os.stat(file_path) + minio_client.put_object(bucket_name, object_name, file_data, file_stat.st_size) + with open(datacontract) as data_contract_file: + data_contract_str = data_contract_file.read() + data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) + return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_json_remote.py b/datacontract-cli/tests/test_test_s3_json_remote.py new file mode 100644 index 000000000..7bdb87c45 --- /dev/null +++ b/datacontract-cli/tests/test_test_s3_json_remote.py @@ -0,0 +1,20 @@ +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.INFO, force=True) + +datacontract = "fixtures/s3-json-remote/datacontract.yaml" + + +def test_test_s3_json(monkeypatch): + monkeypatch.delenv("AWS_ACCESS_KEY_ID", raising=False) + monkeypatch.delenv("AWS_SECRET_ACCESS_KEY", raising=False) + monkeypatch.delenv("DATACONTRACT_S3_ACCESS_KEY_ID", raising=False) + monkeypatch.delenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", raising=False) + + data_contract = DataContract(data_contract_file=datacontract) + + run = data_contract.test() + + print(run.pretty()) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_snowflake.py b/datacontract-cli/tests/test_test_snowflake.py new file mode 100644 index 000000000..9cba635e7 --- /dev/null +++ b/datacontract-cli/tests/test_test_snowflake.py @@ -0,0 +1,19 @@ +# logging.basicConfig(level=logging.INFO, force=True) + +datacontract = "fixtures/snowflake/datacontract.yaml" + + +# @pytest.mark.skipif(os.environ.get("DATACONTRACT_SNOWFLAKE_USERNAME") is None, reason="Requires DATACONTRACT_SNOWFLAKE_USERNAME to be set") +# def test_test_snowflake(): +# load_dotenv(override=True) +# # os.environ['DATACONTRACT_SNOWFLAKE_USERNAME'] = "xxx" +# # os.environ['DATACONTRACT_SNOWFLAKE_PASSWORD'] = "xxx" +# # os.environ['DATACONTRACT_SNOWFLAKE_ROLE'] = "xxx" +# # os.environ['DATACONTRACT_SNOWFLAKE_WAREHOUSE'] = "COMPUTE_WH" +# data_contract = DataContract(data_contract_file=datacontract) +# +# run = data_contract.test() +# +# print(run) +# assert run.result == "passed" +# assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_sqlserver.py b/datacontract-cli/tests/test_test_sqlserver.py new file mode 100644 index 000000000..c1a03f2ab --- /dev/null +++ b/datacontract-cli/tests/test_test_sqlserver.py @@ -0,0 +1,77 @@ +import os + +import pytest +from testcontainers.mssql import SqlServerContainer + +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + +datacontract = "fixtures/sqlserver/datacontract.yaml" +sql_file_path = "fixtures/sqlserver/data/data.sql" + +sql_server = SqlServerContainer() +SQL_SERVER_PORT: int = 1433 + + +@pytest.fixture(scope="module", autouse=True) +def mssql_container(request): + sql_server.start() + + def remove_container(): + sql_server.stop() + + request.addfinalizer(remove_container) + + +# To run this on ARM macs, run these commands (https://github.com/pymssql/pymssql/issues/769) +# brew install FreeTDS +# export LDFLAGS="-L/opt/homebrew/lib -L/opt/homebrew/opt/openssl/lib" +# export CFLAGS="-I/opt/homebrew/include" +# export CPPFLAGS="-I/opt/homebrew/opt/openssl@3/include" +# pip uninstall pymssql -y +# pip install pymssql==2.2.8 --no-binary :all: +@pytest.mark.skipif(not os.getenv("CI"), reason="Skipping test outside CI/CD environment") +def test_test_sqlserver(mssql_container, monkeypatch): + monkeypatch.setenv("DATACONTRACT_SQLSERVER_USERNAME", sql_server.username) + monkeypatch.setenv("DATACONTRACT_SQLSERVER_PASSWORD", sql_server.password) + monkeypatch.setenv("DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE", "True") + + _init_sql() + + data_contract_str = _setup_datacontract() + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + print(run) + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +def _setup_datacontract(): + with open(datacontract) as data_contract_file: + data_contract_str = data_contract_file.read() + port = sql_server.get_exposed_port(SQL_SERVER_PORT) + data_contract_str = data_contract_str.replace("__PORT__", port) + return data_contract_str + + +def _init_sql(): + # import locally as a top level import of pymssql fails on ARM macs + import pymssql + + connection = pymssql.connect( + database=sql_server.dbname, + user=sql_server.username, + password=sql_server.password, + host=sql_server.get_container_host_ip(), + port=sql_server.get_exposed_port(SQL_SERVER_PORT), + ) + cursor = connection.cursor() + with open(sql_file_path, "r") as sql_file: + sql_commands = sql_file.read() + cursor.execute(sql_commands) + connection.commit() + cursor.close() + connection.close() diff --git a/datacontract-cli/tests/test_test_trino.py b/datacontract-cli/tests/test_test_trino.py new file mode 100644 index 000000000..0c2d3eecb --- /dev/null +++ b/datacontract-cli/tests/test_test_trino.py @@ -0,0 +1,99 @@ +import logging +import time + +import pytest +from testcontainers.core.container import DockerContainer +from trino.dbapi import connect + +from datacontract.data_contract import DataContract + +# logging.basicConfig(level=logging.DEBUG, force=True) + +datacontract = "fixtures/trino/datacontract.yaml" + +log = logging.getLogger(__name__) + + +class TrinoContainer(DockerContainer): + def __init__(self, image: str = "trinodb/trino:450", **kwargs) -> None: + super().__init__(image, **kwargs) + self.with_exposed_ports(8080) + + def start(self, timeout: int = 60) -> "TrinoContainer": + """Start the docker container and wait for it to be ready.""" + super().start() + self.wait_for_nodes(timeout) + return self + + def wait_for_nodes(self, timeout: int): + interval = 1 + start = time.time() + + # we wait if we can actually retrieve data from the catalog, just waiting for logs seems not sufficient + while True: + duration = time.time() - start + + try: + conn = connect(host="localhost", port=self.get_exposed_port(8080), user="my_user", catalog="memory") + cursor = conn.cursor() + cursor.execute("CREATE SCHEMA IF NOT EXISTS __testcontainers__") + cursor.execute("CREATE TABLE IF NOT EXISTS __testcontainers__.my_table (my_field VARCHAR)") + cursor.execute("INSERT INTO __testcontainers__.my_table (my_field) values ('test')") + + # a SELECT errors with NO_NODES_AVAILABLE when trino is not ready yet + cursor.execute("SELECT * from __testcontainers__.my_table") + cursor.fetchall() + + return duration + except Exception as e: + log.debug(e) + + if timeout and duration > timeout: + raise TimeoutError("container did not return startup test data in %.3f seconds" % timeout) + time.sleep(interval) + + +trino = TrinoContainer() + + +@pytest.fixture(scope="module", autouse=True) +def trino_container(request): + trino.start() + + def remove_container(): + trino.stop() + + request.addfinalizer(remove_container) + + +def test_test_trino(trino_container, monkeypatch): + _prepare_table() + + monkeypatch.setenv("DATACONTRACT_TRINO_USERNAME", "my_user") + monkeypatch.setenv("DATACONTRACT_TRINO_PASSWORD", "") + + data_contract_str = _setup_datacontract() + data_contract = DataContract(data_contract_str=data_contract_str) + + run = data_contract.test() + + assert run.result == "passed" + assert all(check.result == "passed" for check in run.checks) + + +def _prepare_table(): + conn = connect(host="localhost", port=trino.get_exposed_port(8080), user="my_user", catalog="memory") + cursor = conn.cursor() + cursor.execute("CREATE SCHEMA IF NOT EXISTS my_schema") + with open("fixtures/trino/data/table.sql", "r") as sql_file: + cursor.execute(sql_file.read()) + with open("fixtures/trino/data/data.sql", "r") as sql_file: + cursor.execute(sql_file.read()) + + +def _setup_datacontract(): + with open(datacontract) as data_contract_file: + data_contract_str = data_contract_file.read() + port = trino.get_exposed_port(8080) + data_contract_str = data_contract_str.replace("__PORT__", port) + return data_contract_str diff --git a/datacontract-cli/update_help.py b/datacontract-cli/update_help.py new file mode 100644 index 000000000..7df5b99d0 --- /dev/null +++ b/datacontract-cli/update_help.py @@ -0,0 +1,73 @@ +import os +import re +import subprocess +from pathlib import Path + +# File path to your markdown file +markdown_file_path = Path("README.md") + +# List of commands to update +commands = [ + "init", + "lint", + "test", + "export", + "import", + "publish", + "catalog", + "breaking", + "changelog", + "diff", + "serve", +] + + +def fetch_help(command: str) -> str: + print(f"Fetching help text for command: {command}") + env = {"COLUMNS": "80"} # Set terminal width to 80 columns (or your preferred width) + result = subprocess.run( + ["datacontract", command, "--help"], + capture_output=True, + text=True, + check=True, + env={**env, **dict(os.environ)}, # Merge with existing environment variables + ) + print(f"Help text fetched for command: {command}\n{result.stdout}") + return result.stdout + + +# Function to update the markdown file +def update_markdown(file_path: Path, commands: list[str]) -> None: + print(f"Reading markdown file from: {file_path}") + content = file_path.read_text() + + for command in commands: + print(f"Processing command: {command}") + help_text = fetch_help(command) + + # Escape special characters for regex + escaped_command = re.escape(command) + print(f"Escaped command for regex: {escaped_command}") + + # Match the specific command section in the markdown + pattern = rf"(?m)^###\s*{escaped_command}\s*\n```.*?```" + print(f"Regex pattern for command: {pattern}") + + # Check if the pattern matches any part of the content + if re.search(pattern, content, flags=re.DOTALL): + print(f"Match found for command: {command}") + else: + print(f"No match found for command: {command}") + + # Replace the matched section with the updated help text + updated_content = f"### {command}\n```\n{help_text}```" + content = re.sub(pattern, updated_content, content, flags=re.DOTALL) + + print(f"Writing updated content back to file: {file_path}") + file_path.write_text(content) + + +# Call the function to update the markdown +print("Starting markdown update process") +update_markdown(markdown_file_path, commands) +print("Markdown update process completed") From f29a764ec158674250267fac21735057b1ec3a44 Mon Sep 17 00:00:00 2001 From: "Anthonytang475@gmail.com" Date: Thu, 27 Feb 2025 10:30:27 -0500 Subject: [PATCH 2/2] removed nested 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-end_of_line = lf -indent_size = 2 -indent_style = space -insert_final_newline = false -max_line_length = 100 -tab_width = 2 - -[{*.py,*.pyw}] -indent_size = 4 -max_line_length = 120 -tab_width = 4 diff --git a/datacontract-cli/.github/dependabot.yml b/datacontract-cli/.github/dependabot.yml deleted file mode 100644 index 74da8216f..000000000 --- a/datacontract-cli/.github/dependabot.yml +++ /dev/null @@ -1,11 +0,0 @@ -# To get started with Dependabot version updates, you'll need to specify which -# package ecosystems to update and where the package manifests are located. -# Please see the documentation for all configuration options: -# https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates - -version: 2 -updates: - - package-ecosystem: "pip" # See documentation for possible values - directory: "/" # Location of package manifests - schedule: - interval: "weekly" diff --git a/datacontract-cli/.github/pull_request_template.md b/datacontract-cli/.github/pull_request_template.md deleted file mode 100644 index 77de616d3..000000000 --- a/datacontract-cli/.github/pull_request_template.md +++ /dev/null @@ -1,4 +0,0 @@ -- [ ] Tests pass -- [ ] ruff format -- [ ] README.md updated (if relevant) -- [ ] CHANGELOG.md entry added diff --git a/datacontract-cli/.github/workflows/ci.yaml b/datacontract-cli/.github/workflows/ci.yaml deleted file mode 100644 index cdfd2e0aa..000000000 --- a/datacontract-cli/.github/workflows/ci.yaml +++ /dev/null @@ -1,113 +0,0 @@ -on: - push: - branches: [ "main" ] - pull_request: - branches: [ "main" ] - workflow_call: - -permissions: - contents: read - -name: CI -jobs: - test: - runs-on: ${{ matrix.os }} - strategy: - matrix: - os: - - 'ubuntu-latest' - python-version: - - '3.10' - - '3.11' - - '3.12' - fail-fast: false - steps: - - uses: actions/checkout@v4 - - name: Set up Python ${{matrix.python-version}} - uses: actions/setup-python@v5 - with: - python-version: ${{matrix.python-version}} - cache: 'pip' # caching pip dependencies - - name: Install msodbcsql18 - run: | - sudo apt-get update - sudo apt-get install -y msodbcsql18 - - name: Install dependencies - run: | - python -m pip install --upgrade pip - pip install -e '.[dev]' - - uses: chartboost/ruff-action@v1 - - name: Test with pytest - run: | - # -n0 disables parallel tests for more stability - pytest -n0 - - integration-tests: - runs-on: ${{ matrix.os }} - strategy: - matrix: - os: - - 'ubuntu-latest' - python-version: - - '3.11' - fail-fast: false - steps: - - uses: actions/checkout@v4 - - name: Set up Python ${{matrix.python-version}} - uses: actions/setup-python@v5 - with: - python-version: ${{matrix.python-version}} - cache: 'pip' # caching pip dependencies - - name: Install dependencies - run: | - python -m pip install --upgrade pip - pip install -e '.' # do not install dev dependencies or other extras - - name: Test datacontract --help - run: datacontract --help - - name: Test datacontract --version - run: datacontract --version - - name: Test datacontract init - run: datacontract init new-datacontract.yaml - - name: Test datacontract test - run: cd tests && datacontract test fixtures/local-delta/datacontract.yaml - - name: Test datacontract export - run: datacontract export --format odcs tests/fixtures/export/datacontract.yaml - - docker: - runs-on: ubuntu-latest - needs: - - test - if: github.event_name != 'pull_request' - steps: - - name: Checkout - uses: actions/checkout@v4 - - name: Docker meta - id: meta - uses: docker/metadata-action@v5 - with: - images: | - datacontract/cli - tags: | - type=ref,event=branch - type=ref,event=pr - type=semver,pattern={{version}} - type=semver,pattern={{major}}.{{minor}} - - name: Set up Docker Buildx - uses: docker/setup-buildx-action@v3 - - name: Login to Docker Hub - uses: docker/login-action@v3 - with: - username: ${{ secrets.DOCKERHUB_USERNAME }} - password: ${{ secrets.DOCKERHUB_TOKEN }} - - name: Build and push - uses: docker/build-push-action@v6 - with: - context: . - # linux/arm64 is disabled - # duckdb currently does not support linux_arm64_gcc4 - # https://duckdb.org/docs/extensions/working_with_extensions#platforms - platforms: linux/amd64,linux/arm64 - push: ${{ github.ref == 'refs/heads/main' }} - tags: datacontract/cli:snapshot-latest - labels: ${{ steps.meta.outputs.labels }} - sbom: true diff --git a/datacontract-cli/.github/workflows/release.yaml b/datacontract-cli/.github/workflows/release.yaml deleted file mode 100644 index 568c27ce5..000000000 --- a/datacontract-cli/.github/workflows/release.yaml +++ /dev/null @@ -1,194 +0,0 @@ -on: - push: - # Pattern matched against refs/tags - tags: ["v[0-9]+", "v[0-9]+.[0-9]+", "v[0-9]+.[0-9]+.[0-9]+", "v[0-9]+.[0-9]+.[0-9]+-*"] - -permissions: - contents: read - -name: Release -jobs: - test: - uses: ./.github/workflows/ci.yaml - secrets: inherit - - check_version: - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v4 - - name: check tag version == pyproject.version - id: version - run: | - pip install toml-cli - PROJECT_VERSION=$(toml get --toml-path pyproject.toml project.version) - TAG=$(git describe HEAD --tags --abbrev=0) - echo TAG: $TAG - echo "PROJECT_VERSION: $PROJECT_VERSION" - echo "project_version=$PROJECT_VERSION" >> $GITHUB_OUTPUT - if [[ "$TAG" != "v$PROJECT_VERSION" ]]; then exit 1; fi - - name: Check tag version > pypi version - uses: maybe-hello-world/pyproject-check-version@v4 - id: versioncheck - with: - pyproject-path: "./pyproject.toml" - test-regex: "[0-9]+.[0-9]+.[0-9]+-.+" - - name: check output - run: | - echo "Output: ${{ steps.versioncheck.outputs.local_version_is_higher }}" # 'true' or 'false - echo "Local version: ${{ steps.versioncheck.outputs.local_version }}" # e.g., 0.1.1 - echo "Public version: ${{ steps.versioncheck.outputs.public_version }}" # e.g., 0.1.0 - - build: - runs-on: ubuntu-latest - needs: - - test - - check_version - strategy: - matrix: - python-version: - - "3.11" - steps: - - uses: actions/checkout@v4 - with: - fetch-depth: 0 - - name: Set up Python ${{matrix.python-version}} - uses: actions/setup-python@v5 - with: - python-version: ${{matrix.python-version}} - cache: 'pip' # caching pip dependencies - - name: Install dependencies - run: | - python -m pip install --upgrade pip setuptools wheel build && \ - pip install . && \ - python -m build - - name: Store the distribution packages - uses: actions/upload-artifact@v4 - with: - name: python-package-distributions - path: dist/ - - publish-to-pypi: - name: >- - Publish Python 🐍 distribution 📦 to PyPI - needs: - - build - runs-on: ubuntu-latest - environment: - name: release-pypi - url: https://pypi.org/p/datacontract-cli - permissions: - id-token: write # IMPORTANT: mandatory for trusted publishing - - steps: - - name: Download all the dists - uses: actions/download-artifact@v4 - with: - name: python-package-distributions - path: dist/ - - name: Publish distribution 📦 to PyPI - uses: pypa/gh-action-pypi-publish@release/v1 - - github-release: - name: >- - Create a GitHub Release - needs: - - publish-to-pypi - runs-on: ubuntu-latest - - permissions: - contents: write # IMPORTANT: mandatory for making GitHub Releases - id-token: write # IMPORTANT: mandatory for sigstore - - steps: - - name: Download all the dists - uses: actions/download-artifact@v4 - with: - name: python-package-distributions - path: dist/ - - name: Sign the dists with Sigstore - uses: sigstore/gh-action-sigstore-python@v3.0.0 - with: - inputs: >- - ./dist/*.tar.gz - ./dist/*.whl - - name: Create GitHub Release - env: - GITHUB_TOKEN: ${{ github.token }} - run: >- - gh release create - '${{ github.ref_name }}' - --repo '${{ github.repository }}' - --notes "" - - name: Upload artifact signatures to GitHub Release - env: - GITHUB_TOKEN: ${{ github.token }} - # Upload to GitHub Release using the `gh` CLI. - # `dist/` contains the built packages, and the - # sigstore-produced signatures and certificates. - run: >- - gh release upload - '${{ github.ref_name }}' dist/** - --repo '${{ github.repository }}' - - publish-to-testpypi: - name: Publish Python 🐍 distribution 📦 to TestPyPI - needs: - - build - runs-on: ubuntu-latest - environment: - name: release-testpypi - url: https://test.pypi.org/p/datacontract-cli - permissions: - id-token: write - steps: - - name: Download all the dists - uses: actions/download-artifact@v4 - with: - name: python-package-distributions - path: dist/ - - name: Publish distribution 📦 to TestPyPI - uses: pypa/gh-action-pypi-publish@release/v1 - with: - repository-url: https://test.pypi.org/legacy/ - - docker: - runs-on: ubuntu-latest - needs: - - test - - check_version - steps: - - name: Checkout - uses: actions/checkout@v4 - - name: Docker meta - id: meta - uses: docker/metadata-action@v5 - with: - images: | - datacontract/cli - tags: | - type=ref,event=branch - type=ref,event=pr - type=semver,pattern={{version}} - type=semver,pattern={{major}}.{{minor}} - # try to disable qemu -# - name: Set up QEMU -# uses: docker/setup-qemu-action@v3 - - name: Set up Docker Buildx - uses: docker/setup-buildx-action@v3 - - name: Login to Docker Hub - uses: docker/login-action@v3 - with: - username: ${{ secrets.DOCKERHUB_USERNAME }} - password: ${{ secrets.DOCKERHUB_TOKEN }} - - name: Build and push - uses: docker/build-push-action@v5 - with: - context: . - # linux/arm64 is disabled - # duckdb currently does not support linux_arm64_gcc4 - # https://duckdb.org/docs/extensions/working_with_extensions#platforms - platforms: linux/amd64,linux/arm64 - push: ${{ github.event_name != 'pull_request' }} - tags: ${{ steps.meta.outputs.tags }} - labels: ${{ steps.meta.outputs.labels }} - sbom: true diff --git a/datacontract-cli/.gitignore b/datacontract-cli/.gitignore deleted file mode 100644 index eb20098d4..000000000 --- a/datacontract-cli/.gitignore +++ /dev/null @@ -1,330 +0,0 @@ -.idea -.DS_Store -/datacontract.yaml -datacontract.sh -/cli -tmp -/contracts/ -/quality/ -db.duckdb -.soda/ -.vscode/ -.duckdb/ - - -### JetBrains template -# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider -# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839 - -# User-specific stuff -.idea/**/workspace.xml -.idea/**/tasks.xml -.idea/**/usage.statistics.xml -.idea/**/dictionaries -.idea/**/shelf - -# AWS User-specific -.idea/**/aws.xml - -# Generated files -.idea/**/contentModel.xml - -# Sensitive or high-churn files -.idea/**/dataSources/ -.idea/**/dataSources.ids -.idea/**/dataSources.local.xml -.idea/**/sqlDataSources.xml -.idea/**/dynamic.xml -.idea/**/uiDesigner.xml -.idea/**/dbnavigator.xml - -# Gradle -.idea/**/gradle.xml -.idea/**/libraries - -# Gradle and Maven with auto-import -# When using Gradle or Maven with auto-import, you should exclude module files, -# since they will be recreated, and may cause churn. Uncomment if using -# auto-import. -# .idea/artifacts -# .idea/compiler.xml -# .idea/jarRepositories.xml -# .idea/modules.xml -# .idea/*.iml -# .idea/modules -# *.iml -# *.ipr - -# CMake -cmake-build-*/ - -# Mongo Explorer plugin -.idea/**/mongoSettings.xml - -# File-based project format -*.iws - -# IntelliJ -out/ - -# mpeltonen/sbt-idea plugin -.idea_modules/ - -# JIRA plugin -atlassian-ide-plugin.xml - -# Cursive Clojure plugin -.idea/replstate.xml - -# SonarLint plugin -.idea/sonarlint/ - -# Crashlytics plugin (for Android Studio and IntelliJ) -com_crashlytics_export_strings.xml -crashlytics.properties -crashlytics-build.properties -fabric.properties - -# Editor-based Rest Client -.idea/httpRequests - -# Android studio 3.1+ serialized cache file -.idea/caches/build_file_checksums.ser - -### Python template -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -.python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# poetry -# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control -#poetry.lock - -# pdm -# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. -#pdm.lock -# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it -# in version control. -# https://pdm.fming.dev/#use-with-ide -.pdm.toml - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ - -.idea/ -### JetBrains template -# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider -# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839 - -# User-specific stuff -.idea/**/workspace.xml -.idea/**/tasks.xml -.idea/**/usage.statistics.xml -.idea/**/dictionaries -.idea/**/shelf - -# AWS User-specific -.idea/**/aws.xml - -# Generated files -.idea/**/contentModel.xml - -# Sensitive or high-churn files -.idea/**/dataSources/ -.idea/**/dataSources.ids -.idea/**/dataSources.local.xml -.idea/**/sqlDataSources.xml -.idea/**/dynamic.xml -.idea/**/uiDesigner.xml -.idea/**/dbnavigator.xml - -# Gradle -.idea/**/gradle.xml -.idea/**/libraries - -# Gradle and Maven with auto-import -# When using Gradle or Maven with auto-import, you should exclude module files, -# since they will be recreated, and may cause churn. Uncomment if using -# auto-import. -# .idea/artifacts -# .idea/compiler.xml -# .idea/jarRepositories.xml -# .idea/modules.xml -# .idea/*.iml -# .idea/modules -*.iml -# *.ipr - -# CMake -cmake-build-*/ - -# Mongo Explorer plugin -.idea/**/mongoSettings.xml - -# File-based project format -*.iws - -# IntelliJ -out/ - -# mpeltonen/sbt-idea plugin -.idea_modules/ - -# JIRA plugin -atlassian-ide-plugin.xml - -# Cursive Clojure plugin -.idea/replstate.xml - -# SonarLint plugin -.idea/sonarlint/ - -# Crashlytics plugin (for Android Studio and IntelliJ) -com_crashlytics_export_strings.xml -crashlytics.properties -crashlytics-build.properties -fabric.properties - -# Editor-based Rest Client -.idea/httpRequests - -# Android studio 3.1+ serialized cache file -.idea/caches/build_file_checksums.ser - -# Generated test files -**/.tmp diff --git a/datacontract-cli/.pre-commit-config.yaml b/datacontract-cli/.pre-commit-config.yaml deleted file mode 100644 index a2251d7d7..000000000 --- a/datacontract-cli/.pre-commit-config.yaml +++ /dev/null @@ -1,10 +0,0 @@ -repos: -- repo: https://github.com/astral-sh/ruff-pre-commit - # Ruff version. - rev: v0.4.7 - hooks: - # Run the linter. - - id: ruff - args: [ --fix ] - # Run the formatter. - - id: ruff-format \ No newline at end of file diff --git a/datacontract-cli/.pre-commit-hooks.yaml b/datacontract-cli/.pre-commit-hooks.yaml deleted file mode 100644 index e5158f1d8..000000000 --- a/datacontract-cli/.pre-commit-hooks.yaml +++ /dev/null @@ -1,17 +0,0 @@ -- id: datacontract-lint - name: Data Contract Linter - description: This hook lint the data contract. - entry: datacontract lint - files: "datacontract*.yaml" - language: python - additional_dependencies: ['.[all]'] - types: [yaml] - -- id: datacontract-test - name: Data Contract Tester - description: This hook test the data contract. - entry: datacontract test - files: "datacontract*.yaml" - language: python - additional_dependencies: ['.[all]'] - types: [yaml] diff --git a/datacontract-cli/API.md b/datacontract-cli/API.md deleted file mode 100644 index 1ae5aea4e..000000000 --- a/datacontract-cli/API.md +++ /dev/null @@ -1,168 +0,0 @@ -# Data Contract CLI API - -Data Contract CLI can be started as a web server to provide a REST API for data contract testing, -linting, and exports. - -## Demo - -Open the Demo: [https://api.datacontract.com](https://api.datacontract.com) - -You can use the API to test, export, and lint your data contracts. -Please note, that this demo endpoint cannot test to your secured data sources. - -## Starting the API - -Start the API - -``` -datacontract api -``` - -You can specify the `--port` to change the port (default is `4242`) and -`--host` to change the host binding (default is `127.0.0.1`). -If you run the API in a Docker container, you should bind to `--host 0.0.0.0`. - -## Open the OpenAPI documentation - -By default, the API will start on port 4242. -You can open the OpenAPI documentation in a Swagger UI by navigating -to [http://localhost:4242](http://localhost:4242). - -## Test Data Contract - -You can now use the REST API to test data contracts. -POST a data contract as payload to the `/test` endpoint, and receive a response as JSON with the -test results. - -```bash -curl -X 'POST' \ - 'http://localhost:4242/test?server=production' \ - -H 'accept: application/json' \ - -H 'Content-Type: application/yaml' \ - -d 'dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 2.0.0 - owner: Sales Team -servers: - production: - type: s3 - location: s3://datacontract-example-orders-latest/v2/{model}/*.json - format: json - delimiter: new_line -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - type: string - primaryKey: true - order_timestamp: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - examples: - - '\''2024-09-09T08:30:00Z'\'' - order_total: - description: Total amount the smallest monetary unit (e.g., cents). - type: long - required: true - examples: - - 9999 - quality: - - type: sql - description: 95% of all order total values are expected to be between 10 and 499 EUR. - query: | - SELECT quantile_cont(order_total, 0.95) AS percentile_95 - FROM orders - mustBeBetween: - - 1000 - - 99900 - customer_id: - description: Unique identifier for the customer. - type: text - minLength: 10 - maxLength: 20' -``` - -Or if you have the file locally available: - -``` -curl -X POST "http://localhost:4242/test?server=production" \ - --data-binary @datacontract.yaml -``` - -## Export a Data Contract - -Example to generate SQL code from a data contract: - -``` -curl -X POST "http://localhost:4242/export?format=sql" \ - --data-binary @datacontract.yaml -``` - -## Try it out - -You can also use the Swagger UI to execute the commands directly. - -## Configure Server Credentials - -To connect to a data source (server), define the required credentials as environment variables, -before starting the API. - -Example for Databricks: - -``` -export DATACONTRACT_SNOWFLAKE_USERNAME=123 -export DATACONTRACT_SNOWFLAKE_PASSWORD= -export DATACONTRACT_SNOWFLAKE_WAREHOUSE= -export DATACONTRACT_SNOWFLAKE_ROLE= -``` - -## Secure the API - -To protect the API, you can set the environment variable `DATACONTRACT_CLI_API_KEY` to a secret API -key. - -To authenticate, requests must include the header `x-api-key` with the -correct API key. - -This is highly recommended, as data contract tests may be subject to SQL injections or leak -sensitive information. - -``` -export DATACONTRACT_CLI_API_KEY= -``` - -## Run as Docker Container - -You can use the pre-built Docker image to start the API in a container. -You can run it in any container environment, such as Docker Compose, Kubernetes, Azure Container -Apps, Google Cloud Run, ... - -Example for Docker Compose: - -``` -services: - datacontract-api: - image: datacontract/cli:latest - ports: - - "4242:4242" - environment: - - DATACONTRACT_CLI_API_KEY=a079ce4c-af90-45ab-abe5-a8d7697f60d6 - - DATACONTRACT_SNOWFLAKE_USERNAME= - - DATACONTRACT_SNOWFLAKE_PASSWORD= - - DATACONTRACT_SNOWFLAKE_WAREHOUSE= - - DATACONTRACT_SNOWFLAKE_ROLE= - command: ["api", "--host", "0.0.0.0"] -``` - -_docker-compose.yml_ - -and start with - -``` -docker compose up -d -``` \ No newline at end of file diff --git a/datacontract-cli/CHANGELOG.md b/datacontract-cli/CHANGELOG.md deleted file mode 100644 index c66add6ec..000000000 --- a/datacontract-cli/CHANGELOG.md +++ /dev/null @@ -1,571 +0,0 @@ -# Changelog - -All notable changes to this project will be documented in this file. - -The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), -and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). - -## Unreleased - -### Added - -- `datacontract test --output-format junit --output TEST-datacontract.xml` Export CLI test results - to a file, in a standard format (e.g. JUnit) to improve CI/CD experience (#650) - -### Changed - -- Changed Docker base image to python:3.11-bullseye - -### Fixed - -- Unicode Encode Error when exporting data contract YAML to HTML - (#652) - -## [0.10.22] - 2025-02-20 - -### Added - -- `datacontract test` now also executes tests for service levels freshness and retention (#407) - -### Changed - -- `datacontract import --format sql` is now using SqlGlot as importer. -- `datacontract import --format sql --dialect ` Dialect can now to defined when importing - SQL. - -### Fixed - -- Schema type checks fail on nested fields for Databricks spark (#618) -- Export to Avro add namespace on field as optional configuration (#631) - -### Removed - -- `datacontract test --examples`: This option was removed as it was not very popular and top-level - examples section is deprecated in the Data Contract Specification v1.1.0 (#628) -- Support for `odcs_v2` (#645) - -## [0.10.21] - 2025-02-06 - -### Added - -- `datacontract export --format custom`: Export to custom format with Jinja -- `datacontract api` now can be protected with an API key - -### Changed - -- `datacontract serve` renamed to `datacontract api` - -### Fixed - -- Fix Error: 'dict object' has no attribute 'model_extra' when trying to use type: string with enum - values inside an array (#619) - -## [0.10.20] - 2025-01-30 - -### Added - -- datacontract serve: now has a route for testing data contracts -- datacontract serve: now has a OpenAPI documentation on root - -### Changed - -- FastAPI endpoint is now moved to extra "web" - -### Fixed - -- API Keys for Data Mesh Manager are now also applied for on-premise installations - -## [0.10.19] - 2025-01-29 - -### Added - -- datacontract import --format csv -- publish command also supports publishing ODCS format -- Option to separate physical table name for a model via config option (#270) - -### Changed -- JSON Schemas are now bundled with the application (#598) -- datacontract export --format html: The model title is now shown if it is different to the model - name (#585) -- datacontract export --format html: Custom model attributes are now shown (#585) -- datacontract export --format html: The composite primary key is now shown. (#591) -- datacontract export --format html: now examples are rendered in the model and definition (#497) -- datacontract export --format sql: Create arrays and struct for Databricks (#467) - -### Fixed -- datacontract lint: Linter 'Field references existing field' too many values to unpack (expected - 2) (#586) -- datacontract test (Azure): Error querying delta tables from azure storage. (#458) -- datacontract export --format data-caterer: Use `fields` instead of `schema` -- datacontract export --format data-caterer: Use `options` instead of `generator.options` -- datacontract export --format data-caterer: Capture array type length option and inner data type -- Fixed schemas/datacontract-1.1.0.init.yaml not included in build and `--template` not resolving file - -## [0.10.18] - 2025-01-18 - -### Fixed -- Fixed an issue when resolving project's dependencies when all extras are installed. -- Definitions referenced by nested fields are not validated correctly (#595) -- Replaced deprecated `primary` field with `primaryKey` in exporters, importers, examples, and Jinja templates for backward compatibility. Fixes [#518](https://github.com/your-repo/your-project/issues/518). -- Cannot execute test on column of type record(bigquery) #597 - -## [0.10.17] - 2025-01-16 - -### Added -- added export format **markdown**: `datacontract export --format markdown` (#545) -- When importing in dbt format, add the dbt unique information as a datacontract unique field (#558) -- When importing in dbt format, add the dbt primary key information as a datacontract primaryKey field (#562) -- When exporting in dbt format, add the datacontract references field as a dbt relationships test (#569) -- When importing in dbt format, add the dbt relationships test field as a reference in the data contract (#570) -- Add serve command on README (#592) - -### Changed -- Primary and example fields have been deprecated in Data Contract Specification v1.1.0 (#561) -- Define primaryKey and examples for model to follow the changes in datacontract-specification v1.1.0 (#559) - -### Fixed -- SQL Server: cannot escape reserved word on model (#557) -- Export dbt-staging-sql error on multi models contracts (#587) - -### Removed -- OpenTelemetry publisher, as it was hardly used - -## [0.10.16] - 2024-12-19 - -### Added -- Support for exporting a Data Contract to an Iceberg schema definition. -- When importing in dbt format, add the dbt `not_null` information as a datacontract `required` field (#547) - -### Changed -- Type conversion when importing contracts into dbt and exporting contracts from dbt (#534) -- Ensure 'name' is the first column when exporting in dbt format, considering column attributes (#541) -- Rename dbt's `tests` to `data_tests` (#548) - -### Fixed -- Modify the arguments to narrow down the import target with `--dbt-model` (#532) -- SodaCL: Prevent `KeyError: 'fail'` from happening when testing with SodaCL -- fix: populate database and schema values for bigquery in exported dbt sources (#543) -- Fixing the options for importing and exporting to standard output (#544) -- Fixing the data quality name for model-level and field-level quality tests - -## [0.10.15] - 2024-12-02 - -### Added -- Support for model import from parquet file metadata. -- Great Expectation export: add optional args (#496) - - `suite_name` the name of the expectation suite to export - - `engine` used to run checks - - `sql_server_type` to define the type of SQL Server to use when engine is `sql` -- Changelog support for `Info` and `Terms` blocks. -- `datacontract import` now has `--output` option for saving Data Contract to file -- Enhance JSON file validation (local and S3) to return the first error for each JSON object, the max number of total errors can be configured via the environment variable: `DATACONTRACT_MAX_ERRORS`. Furthermore, the primaryKey will be additionally added to the error message. -- fixes issue where records with no fields create an invalid bq schema. - -### Changed -- Changelog support for custom extension keys in `Models` and `Fields` blocks. -- `datacontract catalog --files '*.yaml'` now checks also any subfolders for such files. -- Optimize test output table on console if tests fail - -### Fixed -- raise valid exception in DataContractSpecification.from_file if file does not exist -- Fix importing JSON Schemas containing deeply nested objects without `required` array -- SodaCL: Only add data quality tests for executable queries - -## [0.10.14] - 2024-10-26 - -Data Contract CLI now supports the Open Data Contract Standard (ODCS) v3.0.0. - -### Added -- `datacontract test` now also supports ODCS v3 data contract format -- `datacontract export --format odcs_v3`: Export to Open Data Contract Standard v3.0.0 (#460) -- `datacontract test` now also supports ODCS v3 anda Data Contract SQL quality checks on field and model level -- Support for import from Iceberg table definitions. -- Support for decimal logical type on avro export. -- Support for custom Trino types - -### Changed -- `datacontract import --format odcs`: Now supports ODSC v3.0.0 files (#474) -- `datacontract export --format odcs`: Now creates v3.0.0 Open Data Contract Standard files (alias to odcs_v3). Old versions are still available as format `odcs_v2`. (#460) - -### Fixed -- fix timestamp serialization from parquet -> duckdb (#472) - - -## [0.10.13] - 2024-09-20 - -### Added -- `datacontract export --format data-caterer`: Export to [Data Caterer YAML](https://data.catering/setup/guide/scenario/data-generation/) - -### Changed -- `datacontract export --format jsonschema` handle optional and nullable fields (#409) -- `datacontract import --format unity` handle nested and complex fields (#420) -- `datacontract import --format spark` handle field descriptions (#420) -- `datacontract export --format bigquery` handle bigqueryType (#422) - -### Fixed -- use correct float type with bigquery (#417) -- Support DATACONTRACT_MANAGER_API_KEY -- Some minor bug fixes - -## [0.10.12] - 2024-09-08 - -### Added -- Support for import of DBML Models (#379) -- `datacontract export --format sqlalchemy`: Export to [SQLAlchemy ORM models](https://docs.sqlalchemy.org/en/20/orm/quickstart.html) (#399) -- Support of varchar max length in Glue import (#351) -- `datacontract publish` now also accepts the `DATACONTRACT_MANAGER_API_KEY` as an environment variable -- Support required fields for Avro schema export (#390) -- Support data type map in Spark import and export (#408) -- Support of enum on export to avro -- Support of enum title on avro import - -### Changed -- Deltalake is now using DuckDB's native deltalake support (#258). Extra deltalake removed. -- When dumping to YAML (import) the alias name is used instead of the pythonic name. (#373) - -### Fixed -- Fix an issue where the datacontract cli fails if installed without any extras (#400) -- Fix an issue where Glue database without a location creates invalid data contract (#351) -- Fix bigint -> long data type mapping (#351) -- Fix an issue where column description for Glue partition key column is ignored (#351) -- Corrected name of table parameter for bigquery import (#377) -- Fix a failed to connect to S3 Server (#384) -- Fix a model bug mismatching with the specification (`definitions.fields`) (#375) -- Fix array type management in Spark import (#408) - - -## [0.10.11] - 2024-08-08 - -### Added - -- Support data type map in Glue import. (#340) -- Basic html export for new `keys` and `values` fields -- Support for recognition of 1 to 1 relationships when exporting to DBML -- Added support for arrays in JSON schema import (#305) - -### Changed - -- Aligned JSON schema import and export of required properties -- Change dbt importer to be more robust and customizable - -### Fixed - -- Fix required field handling in JSON schema import -- Fix an issue where the quality and definition `$ref` are not always resolved -- Fix an issue where the JSON schema validation fails for a field with type `string` and format `uuid` -- Fix an issue where common DBML renderers may not be able to parse parts of an exported file - - -## [0.10.10] - 2024-07-18 - -### Added -- Add support for dbt manifest file (#104) -- Fix import of pyspark for type-checking when pyspark isn't required as a module (#312) -- Adds support for referencing fields within a definition (#322) -- Add `map` and `enum` type for Avro schema import (#311) - -### Fixed -- Fix import of pyspark for type-checking when pyspark isn't required as a module (#312)- `datacontract import --format spark`: Import from Spark tables (#326) -- Fix an issue where specifying `glue_table` as parameter did not filter the tables and instead returned all tables from `source` database (#333) - -## [0.10.9] - 2024-07-03 - -### Added -- Add support for Trino (#278) -- Spark export: add Spark StructType exporter (#277) -- add `--schema` option for the `catalog` and `export` command to provide the schema also locally -- Integrate support into the pre-commit workflow. For further details, please refer to the information provided [here](./README.md#use-with-pre-commit). -- Improved HTML export, supporting links, tags, and more -- Add support for AWS SESSION_TOKEN (#309) - -### Changed -- Added array management on HTML export (#299) - -### Fixed -- Fix `datacontract import --format jsonschema` when description is missing (#300) -- Fix `datacontract test` with case-sensitive Postgres table names (#310) - -## [0.10.8] - 2024-06-19 - -### Added -- `datacontract serve` start a local web server to provide a REST-API for the commands -- Provide server for sql export for the appropriate schema (#153) -- Add struct and array management to Glue export (#271) - -### Changed -- Introduced optional dependencies/extras for significantly faster installation times. (#213) -- Added delta-lake as an additional optional dependency -- support `GOOGLE_APPLICATION_CREDENTIALS` as variable for connecting to bigquery in `datacontract test` -- better support bigqueries `type` attribute, don't assume all imported models are tables -- added initial implementation of an importer from unity catalog (not all data types supported, yet) -- added the importer factory. This refactoring aims to make it easier to create new importers and consequently the growth and maintainability of the project. (#273) - -### Fixed -- `datacontract export --format avro` fixed array structure (#243) - -## [0.10.7] - 2024-05-31 - -### Added -- Test data contract against dataframes / temporary views (#175) - -### Fixed -- AVRO export: Logical Types should be nested (#233) - -## [0.10.6] - 2024-05-29 - -### Fixed - -- Fixed Docker build by removing msodbcsql18 dependency (temporary workaround) - -## [0.10.5] - 2024-05-29 - -### Added -- Added support for `sqlserver` (#196) -- `datacontract export --format dbml`: Export to [Database Markup Language (DBML)](https://dbml.dbdiagram.io/home/) (#135) -- `datacontract export --format avro`: Now supports config map on field level for logicalTypes and default values [Custom Avro Properties](./README.md#custom-avro-properties) -- `datacontract import --format avro`: Now supports importing logicalType and default definition on avro files [Custom Avro Properties](./README.md#custom-avro-properties) -- Support `config.bigqueryType` for testing BigQuery types -- Added support for selecting specific tables in an AWS Glue `import` through the `glue-table` parameter (#122) - -### Fixed - -- Fixed jsonschema export for models with empty object-typed fields (#218) -- Fixed testing BigQuery tables with BOOL fields -- `datacontract catalog` Show search bar also on mobile - -## [0.10.4] - 2024-05-17 - -### Added - -- `datacontract catalog` Search -- `datacontract publish`: Publish the data contract to the Data Mesh Manager -- `datacontract import --format bigquery`: Import from BigQuery format (#110) -- `datacontract export --format bigquery`: Export to BigQuery format (#111) -- `datacontract export --format avro`: Now supports [Avro logical types](https://avro.apache.org/docs/1.11.1/specification/#logical-types) to better model date types. `date`, `timestamp`/`timestamp-tz` and `timestamp-ntz` are now mapped to the appropriate logical types. (#141) -- `datacontract import --format jsonschema`: Import from JSON schema (#91) -- `datacontract export --format jsonschema`: Improved export by exporting more additional information -- `datacontract export --format html`: Added support for Service Levels, Definitions, Examples and nested Fields -- `datacontract export --format go`: Export to go types format - -## [0.10.3] - 2024-05-05 - -### Fixed -- datacontract catalog: Add index.html to manifest - -## [0.10.2] - 2024-05-05 - -### Added - -- Added import glue (#166) -- Added test support for `azure` (#146) -- Added support for `delta` tables on S3 (#24) -- Added new command `datacontract catalog` that generates a data contract catalog with an `index.html` file. -- Added field format information to HTML export - -### Fixed -- RDF Export: Fix error if owner is not a URI/URN - - -## [0.10.1] - 2024-04-19 - -### Fixed - -- Fixed docker columns - -## [0.10.0] - 2024-04-19 - -### Added - -- Added timestamp when ah HTML export was created - -### Fixed - -- Fixed export format **html** - -## [0.9.9] - 2024-04-18 - -### Added - -- Added export format **html** (#15) -- Added descriptions as comments to `datacontract export --format sql` for Databricks dialects -- Added import of arrays in Avro import - -## [0.9.8] - 2024-04-01 - -### Added - -- Added export format **great-expectations**: `datacontract export --format great-expectations` -- Added gRPC support to OpenTelemetry integration for publishing test results -- Added AVRO import support for namespace (#121) -- Added handling for optional fields in avro import (#112) -- Added Databricks SQL dialect for `datacontract export --format sql` - -### Fixed - -- Use `sql_type_converter` to build checks. -- Fixed AVRO import when doc is missing (#121) - -## [0.9.7] - 2024-03-15 - -### Added - -- Added option publish test results to **OpenTelemetry**: `datacontract test --publish-to-opentelemetry` -- Added export format **protobuf**: `datacontract export --format protobuf` -- Added export format **terraform**: `datacontract export --format terraform` (limitation: only works for AWS S3 right now) -- Added export format **sql**: `datacontract export --format sql` -- Added export format **sql-query**: `datacontract export --format sql-query` -- Added export format **avro-idl**: `datacontract export --format avro-idl`: Generates an Avro IDL file containing records for each model. -- Added new command **changelog**: `datacontract changelog datacontract1.yaml datacontract2.yaml` will now generate a changelog based on the changes in the data contract. This will be useful for keeping track of changes in the data contract over time. -- Added extensive linting on data contracts. `datacontract lint` will now check for a variety of possible errors in the data contract, such as missing descriptions, incorrect references to models or fields, nonsensical constraints, and more. -- Added importer for avro schemas. `datacontract import --format avro` will now import avro schemas into a data contract. - -### Fixed - -- Fixed a bug where the export to YAML always escaped the unicode characters. - - -## [0.9.6-2] - 2024-03-04 - -### Added - -- test kafka for avro messages -- added export format **avro**: `datacontract export --format avro` - -## [0.9.6] - 2024-03-04 - -This is a huge step forward, we now support testing Kafka messages. -We start with JSON messages and avro, and Protobuf will follow. - -### Added -- test kafka for JSON messages -- added import format **sql**: `datacontract import --format sql` (#51) -- added export format **dbt-sources**: `datacontract export --format dbt-sources` -- added export format **dbt-staging-sql**: `datacontract export --format dbt-staging-sql` -- added export format **rdf**: `datacontract export --format rdf` (#52) -- added command `datacontract breaking` to detect breaking changes in between two data contracts. - -## [0.9.5] - 2024-02-22 - -### Added -- export to dbt models (#37). -- export to ODCS (#49). -- test - show a test summary table. -- lint - Support local schema (#46). - -## [0.9.4] - 2024-02-18 - -### Added -- Support for Postgres -- Support for Databricks - -## [0.9.3] - 2024-02-10 - -### Added -- Support for BigQuery data connection -- Support for multiple models with S3 - -### Fixed - -- Fix Docker images. Disable builds for linux/amd64. - -## [0.9.2] - 2024-01-31 - -### Added -- Publish to Docker Hub - -## [0.9.0] - 2024-01-26 - BREAKING - -This is a breaking change (we are still on a 0.x.x version). -The project migrated from Golang to Python. -The Golang version can be found at [cli-go](https://github.com/datacontract/cli-go) - -### Added -- `test` Support to directly run tests and connect to data sources defined in servers section. -- `test` generated schema tests from the model definition. -- `test --publish URL` Publish test results to a server URL. -- `export` now exports the data contract so format jsonschema and sodacl. - -### Changed -- The `--file` option removed in favor of a direct argument.: Use `datacontract test datacontract.yaml` instead of `datacontract test --file datacontract.yaml`. - -### Removed -- `model` is now part of `export` -- `quality` is now part of `export` -- Temporary Removed: `diff` needs to be migrated to Python. -- Temporary Removed: `breaking` needs to be migrated to Python. -- Temporary Removed: `inline` needs to be migrated to Python. - -## [0.6.0] -### Added -- Support local json schema in lint command. -- Update to specification 0.9.2. - -## [0.5.3] -### Fixed -- Fix format flag bug in model (print) command. - -## [0.5.2] -### Changed -- Log to STDOUT. -- Rename `model` command parameter, `type` -> `format`. - -## [0.5.1] -### Removed -- Remove `schema` command. - -### Fixed -- Fix documentation. -- Security update of x/sys. - -## [0.5.0] -### Added -- Adapt Data Contract Specification in version 0.9.2. -- Use `models` section for `diff`/`breaking`. -- Add `model` command. -- Let `inline` print to STDOUT instead of overwriting datacontract file. -- Let `quality` write input from STDIN if present. - -## [0.4.0] -### Added -- Basic implementation of `test` command for Soda Core. - -### Changed -- Change package structure to allow usage as library. - -## [0.3.2] -### Fixed -- Fix field parsing for dbt models, affects stability of `diff`/`breaking`. - -## [0.3.1] -### Fixed -- Fix comparing order of contracts in `diff`/`breaking`. - -## [0.3.0] -### Added -- Handle non-existent schema specification when using `diff`/`breaking`. -- Resolve local and remote resources such as schema specifications when using "$ref: ..." notation. -- Implement `schema` command: prints your schema. -- Implement `quality` command: prints your quality definitions. -- Implement the `inline` command: resolves all references using the "$ref: ..." notation and writes them to your data contract. - -### Changed -- Allow remote and local location for all data contract inputs (`--file`, `--with`). - -## [0.2.0] -### Added -- Add `diff` command for dbt schema specification. -- Add `breaking` command for dbt schema specification. - -### Changed -- Suggest a fix during `init` when the file already exists. -- Rename `validate` command to `lint`. - -### Removed -- Remove `check-compatibility` command. - -### Fixed -- Improve usage documentation. - -## [0.1.1] -### Added -- Initial release. diff --git a/datacontract-cli/CNAME b/datacontract-cli/CNAME deleted file mode 100644 index e8231003e..000000000 --- a/datacontract-cli/CNAME +++ /dev/null @@ -1 +0,0 @@ -cli.datacontract.com \ No newline at end of file diff --git a/datacontract-cli/Dockerfile b/datacontract-cli/Dockerfile deleted file mode 100644 index 60889e392..000000000 --- a/datacontract-cli/Dockerfile +++ /dev/null @@ -1,22 +0,0 @@ -FROM python:3.11-bullseye - -# Setting PYTHONUNBUFFERED to a non-empty value different from 0 ensures that the python output i.e. -# the stdout and stderr streams are sent straight to terminal (e.g. your container log) without -# being first buffered and that you can see the output of your application in real time. -ENV PYTHONUNBUFFERED=1 - -# copy resources -COPY pyproject.toml /app/. -COPY MANIFEST.in /app/. -COPY datacontract/ /app/datacontract/ - -# install requirements -RUN cd /app && pip3 --no-cache-dir install ".[all]" - -# install duckdb httpfs extension -RUN python -c "import duckdb; duckdb.connect().sql(\"INSTALL httpfs\");" - -RUN mkdir -p /home/datacontract -WORKDIR /home/datacontract - -ENTRYPOINT ["datacontract"] diff --git a/datacontract-cli/LICENSE b/datacontract-cli/LICENSE deleted file mode 100644 index 5e7c14f78..000000000 --- a/datacontract-cli/LICENSE +++ /dev/null @@ -1,48 +0,0 @@ -MIT License - -Copyright (c) 2023 innoQ Deutschland GmbH - -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: - -The above copyright notice and this permission notice shall be included in all -copies or substantial portions of the Software. - -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -SOFTWARE. - - -Open Source Licenses for Dependencies - -This project utilizes the following open-source libraries, each of which has its own respective license: - -1. github.com/pkg/browser v0.0.0-20210911075715-681adbf594b8 - License: MIT License - License URL: https://github.com/pkg/browser/blob/main/LICENSE - -2. github.com/qri-io/jsonschema v0.2.1 - License: MIT License - License URL: https://github.com/qri-io/jsonschema/blob/main/LICENSE - -3. github.com/urfave/cli/v2 v2.25.7 - License: MIT License - License URL: https://github.com/urfave/cli/blob/v2.25.7/LICENSE - -4. gopkg.in/yaml.v3 v3.0.1 - License: Apache License 2.0 - License URL: https://gopkg.in/yaml.v3/blob/v3.0.1/LICENSE - -Please review and comply with the terms and conditions of each respective license when using this software. - -The complete text of each license can be found in the provided License URLs. Ensure that you adhere to the terms and obligations outlined in these licenses when using the dependencies in your project. - -It is your responsibility to understand and comply with the licensing terms of these dependencies as specified by the respective licenses. diff --git a/datacontract-cli/MANIFEST.in b/datacontract-cli/MANIFEST.in deleted file mode 100644 index eb0791ca5..000000000 --- a/datacontract-cli/MANIFEST.in +++ /dev/null @@ -1,3 +0,0 @@ -include datacontract/templates/style/output.css -recursive-include datacontract/templates/ **/*.html -recursive-include datacontract/schemas/ **/*.json **/*.yaml \ No newline at end of file diff --git a/datacontract-cli/README.md b/datacontract-cli/README.md deleted file mode 100644 index 1a797e4b0..000000000 --- a/datacontract-cli/README.md +++ /dev/null @@ -1,1918 +0,0 @@ -# Data Contract CLI - -

    - - Test Workflow - - Stars - Slack Status -

    - -The `datacontract` CLI is an open-source command-line tool for working with data contracts. -It uses data contract YAML files as [Data Contract Specification](https://datacontract.com/) or [ODCS](https://bitol-io.github.io/open-data-contract-standard/latest/) to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library. - -![Main features of the Data Contract CLI](datacontractcli.png) - - -## Getting started - -Let's look at this data contract: -[https://datacontract.com/examples/orders-latest/datacontract.yaml](https://datacontract.com/examples/orders-latest/datacontract.yaml) - -We have a _servers_ section with endpoint details to the S3 bucket, _models_ for the structure of the data, _servicelevels_ and _quality_ attributes that describe the expected freshness and number of rows. - -This data contract contains all information to connect to S3 and check that the actual data meets the defined schema and quality requirements. We can use this information to test if the actual data product in S3 is compliant to the data contract. - -Let's use [pip](https://pip.pypa.io/en/stable/getting-started/) to install the CLI (or use the [Docker image](#docker)), -```bash -$ python3 -m pip install 'datacontract-cli[all]' -``` - - -now, let's run the tests: - -```bash -$ datacontract test https://datacontract.com/examples/orders-latest/datacontract.yaml - -# returns: -Testing https://datacontract.com/examples/orders-latest/datacontract.yaml -╭────────┬─────────────────────────────────────────────────────────────────────┬───────────────────────────────┬─────────╮ -│ Result │ Check │ Field │ Details │ -├────────┼─────────────────────────────────────────────────────────────────────┼───────────────────────────────┼─────────┤ -│ passed │ Check that JSON has valid schema │ orders │ │ -│ passed │ Check that JSON has valid schema │ line_items │ │ -│ passed │ Check that field order_id is present │ orders │ │ -│ passed │ Check that field order_timestamp is present │ orders │ │ -│ passed │ Check that field order_total is present │ orders │ │ -│ passed │ Check that field customer_id is present │ orders │ │ -│ passed │ Check that field customer_email_address is present │ orders │ │ -│ passed │ row_count >= 5000 │ orders │ │ -│ passed │ Check that required field order_id has no null values │ orders.order_id │ │ -│ passed │ Check that unique field order_id has no duplicate values │ orders.order_id │ │ -│ passed │ duplicate_count(order_id) = 0 │ orders.order_id │ │ -│ passed │ Check that required field order_timestamp has no null values │ orders.order_timestamp │ │ -│ passed │ freshness(order_timestamp) < 24h │ orders.order_timestamp │ │ -│ passed │ Check that required field order_total has no null values │ orders.order_total │ │ -│ passed │ Check that required field customer_email_address has no null values │ orders.customer_email_address │ │ -│ passed │ Check that field lines_item_id is present │ line_items │ │ -│ passed │ Check that field order_id is present │ line_items │ │ -│ passed │ Check that field sku is present │ line_items │ │ -│ passed │ values in (order_id) must exist in orders (order_id) │ line_items.order_id │ │ -│ passed │ row_count >= 5000 │ line_items │ │ -│ passed │ Check that required field lines_item_id has no null values │ line_items.lines_item_id │ │ -│ passed │ Check that unique field lines_item_id has no duplicate values │ line_items.lines_item_id │ │ -╰────────┴─────────────────────────────────────────────────────────────────────┴───────────────────────────────┴─────────╯ -🟢 data contract is valid. Run 22 checks. Took 6.739514 seconds. -``` - -Voilà, the CLI tested that the _datacontract.yaml_ itself is valid, all records comply with the schema, and all quality attributes are met. - -We can also use the datacontract.yaml to export in many [formats](#format), e.g., to generate a SQL DDL: - -```bash -$ datacontract export --format sql https://datacontract.com/examples/orders-latest/datacontract.yaml - -# returns: --- Data Contract: urn:datacontract:checkout:orders-latest --- SQL Dialect: snowflake -CREATE TABLE orders ( - order_id TEXT not null primary key, - order_timestamp TIMESTAMP_TZ not null, - order_total NUMBER not null, - customer_id TEXT, - customer_email_address TEXT not null, - processed_timestamp TIMESTAMP_TZ not null -); -CREATE TABLE line_items ( - lines_item_id TEXT not null primary key, - order_id TEXT, - sku TEXT -); -``` - -Or generate an HTML export: - -```bash -$ datacontract export --format html https://datacontract.com/examples/orders-latest/datacontract.yaml > datacontract.html -``` - -which will create this [HTML export](https://datacontract.com/examples/orders-latest/datacontract.html). - - -## Usage - -```bash -# create a new data contract from example and write it to datacontract.yaml -$ datacontract init datacontract.yaml - -# lint the datacontract.yaml -$ datacontract lint datacontract.yaml - -# execute schema and quality checks (define credentials as environment variables) -$ datacontract test datacontract.yaml - -# export data contract as html (other formats: avro, dbt, dbt-sources, dbt-staging-sql, jsonschema, odcs, rdf, sql, sodacl, terraform, ...) -$ datacontract export --format html datacontract.yaml --output datacontract.html - -# export data contract to ODCS -$ datacontract export --format odcs datacontract.yaml --output odcs.yaml - -# import ODCS to data contract -$ datacontract import --format odcs odcs.yaml --output datacontract.yaml - -# import sql (other formats: avro, glue, bigquery, jsonschema ...) -$ datacontract import --format sql --source my-ddl.sql --dialect postgres --output datacontract.yaml - -# find differences between two data contracts -$ datacontract diff datacontract-v1.yaml datacontract-v2.yaml - -# find differences between two data contracts categorized into error, warning, and info. -$ datacontract changelog datacontract-v1.yaml datacontract-v2.yaml - -# fail pipeline on breaking changes. Uses changelog internally and showing only error and warning. -$ datacontract breaking datacontract-v1.yaml datacontract-v2.yaml -``` - -## Programmatic (Python) -```python -from datacontract.data_contract import DataContract - -data_contract = DataContract(data_contract_file="datacontract.yaml") -run = data_contract.test() -if not run.has_passed(): - print("Data quality validation failed.") - # Abort pipeline, alert, or take corrective actions... -``` - -## How to - -- [How to integrate Data Contract CLI in your CI/CD pipeline as a GitHub Action](https://github.com/datacontract/datacontract-action/) -- [How to run the Data Contract CLI API to test data contracts with POST requests](https://cli.datacontract.com/API) -- [How to run Data Contract CLI in a Databricks pipeline](https://www.datamesh-architecture.com/howto/build-a-dataproduct-with-databricks#test-the-data-product) - - -## Installation - -Choose the most appropriate installation method for your needs: - -### pip -Python 3.10, 3.11, and 3.12 are supported. We recommend to use Python 3.11. - -```bash -python3 -m pip install 'datacontract-cli[all]' -datacontract --version -``` - -### pip with venv - -Typically it is better to install the application in a virtual environment for your projects: - -```bash -cd my-project -python3.11 -m venv venv -source venv/bin/activate -pip install 'datacontract-cli[all]' -datacontract --version -``` - -### pipx - -pipx installs into an isolated environment. - -```bash -pipx install 'datacontract-cli[all]' -datacontract --version -``` - -### Docker - -You can also use our Docker image to run the CLI tool. It is also convenient for CI/CD pipelines. - -```bash -docker pull datacontract/cli -docker run --rm -v ${PWD}:/home/datacontract datacontract/cli -``` - -You can create an alias for the Docker command to make it easier to use: - -```bash -alias datacontract='docker run --rm -v "${PWD}:/home/datacontract" datacontract/cli:latest' -``` - -_Note:_ The output of Docker command line messages is limited to 80 columns and may include line breaks. Don't pipe docker output to files if you want to export code. Use the `--output` option instead. - - - -## Optional Dependencies (Extras) - -The CLI tool defines several optional dependencies (also known as extras) that can be installed for using with specific servers types. -With _all_, all server dependencies are included. - -```bash -pip install datacontract-cli[all] -``` - -A list of available extras: - -| Dependency | Installation Command | -|-------------------------|--------------------------------------------| -| Avro Support | `pip install datacontract-cli[avro]` | -| Google BigQuery | `pip install datacontract-cli[bigquery]` | -| Databricks Integration | `pip install datacontract-cli[databricks]` | -| Iceberg | `pip install datacontract-cli[iceberg]` | -| Kafka Integration | `pip install datacontract-cli[kafka]` | -| PostgreSQL Integration | `pip install datacontract-cli[postgres]` | -| S3 Integration | `pip install datacontract-cli[s3]` | -| Snowflake Integration | `pip install datacontract-cli[snowflake]` | -| Microsoft SQL Server | `pip install datacontract-cli[sqlserver]` | -| Trino | `pip install datacontract-cli[trino]` | -| dbt | `pip install datacontract-cli[dbt]` | -| DBML | `pip install datacontract-cli[dbml]` | -| Parquet | `pip install datacontract-cli[parquet]` | -| RDF | `pip install datacontract-cli[rdf]` | -| API (run as web server) | `pip install datacontract-cli[api]` | - - - -## Documentation - -Commands - -- [init](#init) -- [lint](#lint) -- [test](#test) -- [export](#export) -- [import](#import) -- [breaking](#breaking) -- [changelog](#changelog) -- [diff](#diff) -- [catalog](#catalog) -- [publish](#publish) -- [api](#api) - -### init -``` - - Usage: datacontract init [OPTIONS] [LOCATION] - - Download a datacontract.yaml template and write it to file. - -╭─ Arguments ──────────────────────────────────────────────────────────────────╮ -│ location [LOCATION] The location (url or path) of the data contract │ -│ yaml to create. │ -│ [default: datacontract.yaml] │ -╰──────────────────────────────────────────────────────────────────────────────╯ -╭─ Options ────────────────────────────────────────────────────────────────────╮ -│ --template TEXT URL of a template or data contract │ -│ [default: │ -│ https://datacontract.com/datacontrac… │ -│ --overwrite --no-overwrite Replace the existing │ -│ datacontract.yaml │ -│ [default: no-overwrite] │ -│ --help Show this message and exit. │ -╰──────────────────────────────────────────────────────────────────────────────╯ - -``` - -### lint -``` - - Usage: datacontract lint [OPTIONS] [LOCATION] - - Validate that the datacontract.yaml is correctly formatted. - -╭─ Arguments ──────────────────────────────────────────────────────────────────╮ -│ location [LOCATION] The location (url or path) of the data contract │ -│ yaml. │ -│ [default: datacontract.yaml] │ -╰──────────────────────────────────────────────────────────────────────────────╯ -╭─ Options ────────────────────────────────────────────────────────────────────╮ -│ --schema TEXT The location (url or path) of the Data Contract │ -│ Specification JSON Schema │ -│ [default: │ -│ https://datacontract.com/datacontract.schema.json] │ -│ --help Show this message and exit. │ -╰──────────────────────────────────────────────────────────────────────────────╯ - -``` - -### test -``` - - Usage: datacontract test [OPTIONS] [LOCATION] - - Run schema and quality tests on configured servers. - -╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮ -│ location [LOCATION] The location (url or path) of the data contract yaml. │ -│ [default: datacontract.yaml] │ -╰──────────────────────────────────────────────────────────────────────────────────────────────────╯ -╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮ -│ --schema TEXT The location (url or path) of the Data │ -│ Contract Specification JSON Schema │ -│ [default: None] │ -│ --server TEXT The server configuration to run the │ -│ schema and quality tests. Use the key of │ -│ the server object in the data contract │ -│ yaml file to refer to a server, e.g., │ -│ `production`, or `all` for all servers │ -│ (default). │ -│ [default: all] │ -│ --publish TEXT The url to publish the results after the │ -│ test │ -│ [default: None] │ -│ --output PATH Specify the file path where the test │ -│ results should be written to (e.g., │ -│ './test-results/TEST-datacontract.xml'). │ -│ [default: None] │ -│ --output-format [junit] The target format for the test results. │ -│ [default: None] │ -│ --logs --no-logs Print logs [default: no-logs] │ -│ --ssl-verification --no-ssl-verification SSL verification when publishing the │ -│ data contract. │ -│ [default: ssl-verification] │ -│ --help Show this message and exit. │ -╰──────────────────────────────────────────────────────────────────────────────────────────────────╯ -``` - -Data Contract CLI connects to a data source and runs schema and quality tests to verify that the data contract is valid. - -```bash -$ datacontract test --server production datacontract.yaml -``` - -To connect to the databases the `server` block in the datacontract.yaml is used to set up the connection. -In addition, credentials, such as username and passwords, may be defined with environment variables. - -The application uses different engines, based on the server `type`. -Internally, it connects with DuckDB, Spark, or a native connection and executes the most tests with _soda-core_ and _fastjsonschema_. - -Credentials are provided with environment variables. - -Supported server types: - -- [s3](#S3) -- [bigquery](#bigquery) -- [azure](#azure) -- [sqlserver](#sqlserver) -- [databricks](#databricks) -- [databricks (programmatic)](#databricks-programmatic) -- [dataframe (programmatic)](#dataframe-programmatic) -- [snowflake](#snowflake) -- [kafka](#kafka) -- [postgres](#postgres) -- [trino](#trino) -- [local](#local) - -Supported formats: - -- parquet -- json -- csv -- delta -- iceberg (coming soon) - -Feel free to create an [issue](https://github.com/datacontract/datacontract-cli/issues), if you need support for an additional type and formats. - -#### S3 - -Data Contract CLI can test data that is stored in S3 buckets or any S3-compliant endpoints in various formats. - -- CSV -- JSON -- Delta -- Parquet -- Iceberg (coming soon) - -##### Examples - -###### JSON - -datacontract.yaml -```yaml -servers: - production: - type: s3 - endpointUrl: https://minio.example.com # not needed with AWS S3 - location: s3://bucket-name/path/*/*.json - format: json - delimiter: new_line # new_line, array, or none -``` - -###### Delta Tables - -datacontract.yaml -```yaml -servers: - production: - type: s3 - endpointUrl: https://minio.example.com # not needed with AWS S3 - location: s3://bucket-name/path/table.delta # path to the Delta table folder containing parquet data files and the _delta_log - format: delta -``` - -##### Environment Variables - -| Environment Variable | Example | Description | -|-------------------------------------|---------------------------------|----------------------------------------| -| `DATACONTRACT_S3_REGION` | `eu-central-1` | Region of S3 bucket | -| `DATACONTRACT_S3_ACCESS_KEY_ID` | `AKIAXV5Q5QABCDEFGH` | AWS Access Key ID | -| `DATACONTRACT_S3_SECRET_ACCESS_KEY` | `93S7LRrJcqLaaaa/XXXXXXXXXXXXX` | AWS Secret Access Key | -| `DATACONTRACT_S3_SESSION_TOKEN` | `AQoDYXdzEJr...` | AWS temporary session token (optional) | - - - -#### Google Cloud Storage (GCS) - -The [S3](#S3) integration also works with files on Google Cloud Storage through its [interoperability](https://cloud.google.com/storage/docs/interoperability). -Use `https://storage.googleapis.com` as the endpoint URL. - -##### Example - -datacontract.yaml -```yaml -servers: - production: - type: s3 - endpointUrl: https://storage.googleapis.com - location: s3://bucket-name/path/*/*.json # use s3:// schema instead of gs:// - format: json - delimiter: new_line # new_line, array, or none -``` - -##### Environment Variables - -| Environment Variable | Example | Description | -|-------------------------------------|----------------|------------------------------------------------------------------------------------------| -| `DATACONTRACT_S3_ACCESS_KEY_ID` | `GOOG1EZZZ...` | The GCS [HMAC Key](https://cloud.google.com/storage/docs/authentication/hmackeys) Key ID | -| `DATACONTRACT_S3_SECRET_ACCESS_KEY` | `PDWWpb...` | The GCS [HMAC Key](https://cloud.google.com/storage/docs/authentication/hmackeys) Secret | - - -#### BigQuery - -We support authentication to BigQuery using Service Account Key. The used Service Account should include the roles: -* BigQuery Job User -* BigQuery Data Viewer - - -##### Example - -datacontract.yaml -```yaml -servers: - production: - type: bigquery - project: datameshexample-product - dataset: datacontract_cli_test_dataset -models: - datacontract_cli_test_table: # corresponds to a BigQuery table - type: table - fields: ... -``` - -##### Environment Variables - -| Environment Variable | Example | Description | -|----------------------------------------------|---------------------------|---------------------------------------------------------| -| `DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH` | `~/service-access-key.json` | Service Access key as saved on key creation by BigQuery. If this environment variable isn't set, the cli tries to use `GOOGLE_APPLICATION_CREDENTIALS` as a fallback, so if you have that set for using their Python library anyway, it should work seamlessly. | - - -#### Azure - -Data Contract CLI can test data that is stored in Azure Blob storage or Azure Data Lake Storage (Gen2) (ADLS) in various formats. - -##### Example - -datacontract.yaml -```yaml -servers: - production: - type: azure - storageAccount: datameshdatabricksdemo - location: abfss://dataproducts/inventory_events/*.parquet - format: parquet -``` - -##### Environment Variables - -Authentication works with an Azure Service Principal (SPN) aka App Registration with a secret. - -| Environment Variable | Example | Description | -|------------------------------------|----------------------------------------|------------------------------------------------------| -| `DATACONTRACT_AZURE_TENANT_ID` | `79f5b80f-10ff-40b9-9d1f-774b42d605fc` | The Azure Tenant ID | -| `DATACONTRACT_AZURE_CLIENT_ID` | `3cf7ce49-e2e9-4cbc-a922-4328d4a58622` | The ApplicationID / ClientID of the app registration | -| `DATACONTRACT_AZURE_CLIENT_SECRET` | `yZK8Q~GWO1MMXXXXXXXXXXXXX` | The Client Secret value | - - - -#### Sqlserver - -Data Contract CLI can test data in MS SQL Server (including Azure SQL, Synapse Analytics SQL Pool). - -##### Example - -datacontract.yaml -```yaml -servers: - production: - type: sqlserver - host: localhost - port: 5432 - database: tempdb - schema: dbo - driver: ODBC Driver 18 for SQL Server -models: - my_table_1: # corresponds to a table - type: table - fields: - my_column_1: # corresponds to a column - type: varchar -``` - -##### Environment Variables - -| Environment Variable | Example| Description | -|---------------------------------------------------|--------|----------------------------------------------| -| `DATACONTRACT_SQLSERVER_USERNAME` | `root` | Username | -| `DATACONTRACT_SQLSERVER_PASSWORD` | `toor` | Password | -| `DATACONTRACT_SQLSERVER_TRUSTED_CONNECTION` | `True` | Use windows authentication, instead of login | -| `DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE` | `True` | Trust self-signed certificate | -| `DATACONTRACT_SQLSERVER_ENCRYPTED_CONNECTION` | `True` | Use SSL | - - - - -#### Databricks - -Works with Unity Catalog and Hive metastore. - -Needs a running SQL warehouse or compute cluster. - -##### Example - -datacontract.yaml -```yaml -servers: - production: - type: databricks - catalog: acme_catalog_prod - schema: orders_latest -models: - orders: # corresponds to a table - type: table - fields: ... -``` - -##### Environment Variables - -| Environment Variable | Example | Description | -|-------------------------------------------|--------------------------------------|-----------------------------------------------------------| -| `DATACONTRACT_DATABRICKS_TOKEN` | `dapia00000000000000000000000000000` | The personal access token to authenticate | -| `DATACONTRACT_DATABRICKS_HTTP_PATH` | `/sql/1.0/warehouses/b053a3ffffffff` | The HTTP path to the SQL warehouse or compute cluster | -| `DATACONTRACT_DATABRICKS_SERVER_HOSTNAME` | `dbc-abcdefgh-1234.cloud.databricks.com` | The host name of the SQL warehouse or compute cluster | - - -#### Databricks (programmatic) - -Works with Unity Catalog and Hive metastore. -When running in a notebook or pipeline, the provided `spark` session can be used. -An additional authentication is not required. - -Requires a Databricks Runtime with Python >= 3.10. - -##### Example - -datacontract.yaml -```yaml -servers: - production: - type: databricks - host: dbc-abcdefgh-1234.cloud.databricks.com # ignored, always use current host - catalog: acme_catalog_prod - schema: orders_latest -models: - orders: # corresponds to a table - type: table - fields: ... -``` - -Notebook -```python -%pip install datacontract-cli[databricks] -dbutils.library.restartPython() - -from datacontract.data_contract import DataContract - -data_contract = DataContract( - data_contract_file="/Volumes/acme_catalog_prod/orders_latest/datacontract/datacontract.yaml", - spark=spark) -run = data_contract.test() -run.result -``` - -#### Dataframe (programmatic) - -Works with Spark DataFrames. -DataFrames need to be created as named temporary views. -Multiple temporary views are supported if your data contract contains multiple models. - -Testing DataFrames is useful to test your datasets in a pipeline before writing them to a data source. - -##### Example - -datacontract.yaml -```yaml -servers: - production: - type: dataframe -models: - my_table: # corresponds to a temporary view - type: table - fields: ... -``` - -Example code -```python -from datacontract.data_contract import DataContract - -df.createOrReplaceTempView("my_table") - -data_contract = DataContract( - data_contract_file="datacontract.yaml", - spark=spark, -) -run = data_contract.test() -assert run.result == "passed" -``` - - -#### Snowflake - -Data Contract CLI can test data in Snowflake. - -##### Example - -datacontract.yaml -```yaml - -servers: - snowflake: - type: snowflake - account: abcdefg-xn12345 - database: ORDER_DB - schema: ORDERS_PII_V2 -models: - my_table_1: # corresponds to a table - type: table - fields: - my_column_1: # corresponds to a column - type: varchar -``` - -##### Environment Variables -All [parameters supported by Soda](https://docs.soda.io/soda/connect-snowflake.html), uppercased and prepended by `DATACONTRACT_SNOWFLAKE_` prefix. -For example: - -| Soda parameter | Environment Variable | -|----------------------|---------------------------------------------| -| `username` | `DATACONTRACT_SNOWFLAKE_USERNAME` | -| `password` | `DATACONTRACT_SNOWFLAKE_PASSWORD` | -| `warehouse` | `DATACONTRACT_SNOWFLAKE_WAREHOUSE` | -| `role` | `DATACONTRACT_SNOWFLAKE_ROLE` | -| `connection_timeout` | `DATACONTRACT_SNOWFLAKE_CONNECTION_TIMEOUT` | - -Beware, that parameters: -* `account` -* `database` -* `schema` - -are obtained from the `servers` section of the YAML-file. -E.g. from the example above: -```yaml -servers: - snowflake: - account: abcdefg-xn12345 - database: ORDER_DB - schema: ORDERS_PII_V2 -``` - - -#### Kafka - -Kafka support is currently considered experimental. - -##### Example - -datacontract.yaml -```yaml -servers: - production: - type: kafka - host: abc-12345.eu-central-1.aws.confluent.cloud:9092 - topic: my-topic-name - format: json -``` - -##### Environment Variables - -| Environment Variable | Example | Description | -|-------------------------------------|---------|----------------------------------------------------------------------------------| -| `DATACONTRACT_KAFKA_SASL_USERNAME` | `xxx` | The SASL username (key). | -| `DATACONTRACT_KAFKA_SASL_PASSWORD` | `xxx` | The SASL password (secret). | -| `DATACONTRACT_KAFKA_SASL_MECHANISM` | `PLAIN` | Default `PLAIN`. Other supported mechanisms: `SCRAM-SHA-256` and `SCRAM-SHA-512` | - - -#### Postgres - -Data Contract CLI can test data in Postgres or Postgres-compliant databases (e.g., RisingWave). - -##### Example - -datacontract.yaml -```yaml -servers: - postgres: - type: postgres - host: localhost - port: 5432 - database: postgres - schema: public -models: - my_table_1: # corresponds to a table - type: table - fields: - my_column_1: # corresponds to a column - type: varchar -``` - -##### Environment Variables - -| Environment Variable | Example | Description | -|----------------------------------|--------------------|-------------| -| `DATACONTRACT_POSTGRES_USERNAME` | `postgres` | Username | -| `DATACONTRACT_POSTGRES_PASSWORD` | `mysecretpassword` | Password | - - -#### Trino - -Data Contract CLI can test data in Trino. - -##### Example - -datacontract.yaml -```yaml -servers: - trino: - type: trino - host: localhost - port: 8080 - catalog: my_catalog - schema: my_schema -models: - my_table_1: # corresponds to a table - type: table - fields: - my_column_1: # corresponds to a column - type: varchar - my_column_2: # corresponds to a column with custom trino type - type: object - config: - trinoType: row(en_us varchar, pt_br varchar) -``` - -##### Environment Variables - -| Environment Variable | Example | Description | -|-------------------------------|--------------------|-------------| -| `DATACONTRACT_TRINO_USERNAME` | `trino` | Username | -| `DATACONTRACT_TRINO_PASSWORD` | `mysecretpassword` | Password | - - - -### export -``` - - Usage: datacontract export [OPTIONS] [LOCATION] - - Convert data contract to a specific format. Saves to file specified by - `output` option if present, otherwise prints to stdout. - -╭─ Arguments ──────────────────────────────────────────────────────────────────╮ -│ location [LOCATION] The location (url or path) of the data contract │ -│ yaml. │ -│ [default: datacontract.yaml] │ -╰──────────────────────────────────────────────────────────────────────────────╯ -╭─ Options ────────────────────────────────────────────────────────────────────╮ -│ * --format [jsonschema|pydantic-model| The export format. │ -│ sodacl|dbt|dbt-sources|dbt- [default: None] │ -│ staging-sql|odcs| [required] │ -│ rdf|avro|protobuf|gre │ -│ at-expectations|terraform|a │ -│ vro-idl|sql|sql-query|html| │ -│ go|bigquery|dbml|spark|sqla │ -│ lchemy|data-caterer|dcs|mar │ -│ kdown|iceberg|custom] │ -│ --output PATH Specify the file path where │ -│ the exported data will be │ -│ saved. If no path is │ -│ provided, the output will be │ -│ printed to stdout. │ -│ [default: None] │ -│ --server TEXT The server name to export. │ -│ [default: None] │ -│ --model TEXT Use the key of the model in │ -│ the data contract yaml file │ -│ to refer to a model, e.g., │ -│ `orders`, or `all` for all │ -│ models (default). │ -│ [default: all] │ -│ --schema TEXT The location (url or path) │ -│ of the Data Contract │ -│ Specification JSON Schema │ -│ [default: │ -│ https://datacontract.com/da… │ -│ --engine TEXT [engine] The engine used for │ -│ great expection run. │ -│ [default: None] │ -│ --template PATH [custom] The file path of │ -│ Jinja template. │ -│ [default: None] │ -│ --help Show this message and exit. │ -╰──────────────────────────────────────────────────────────────────────────────╯ -╭─ RDF Options ────────────────────────────────────────────────────────────────╮ -│ --rdf-base TEXT [rdf] The base URI used to generate the RDF graph. │ -│ [default: None] │ -╰──────────────────────────────────────────────────────────────────────────────╯ -╭─ SQL Options ────────────────────────────────────────────────────────────────╮ -│ --sql-server-type TEXT [sql] The server type to determine the sql │ -│ dialect. By default, it uses 'auto' to │ -│ automatically detect the sql dialect via the │ -│ specified servers in the data contract. │ -│ [default: auto] │ -╰──────────────────────────────────────────────────────────────────────────────╯ - -``` - -```bash -# Example export data contract as HTML -datacontract export --format html --output datacontract.html -``` - -Available export options: - -| Type | Description | Status | -|----------------------|---------------------------------------------------------|--------| -| `html` | Export to HTML | ✅ | -| `jsonschema` | Export to JSON Schema | ✅ | -| `odcs` | Export to Open Data Contract Standard (ODCS) V3 | ✅ | -| `sodacl` | Export to SodaCL quality checks in YAML format | ✅ | -| `dbt` | Export to dbt models in YAML format | ✅ | -| `dbt-sources` | Export to dbt sources in YAML format | ✅ | -| `dbt-staging-sql` | Export to dbt staging SQL models | ✅ | -| `rdf` | Export data contract to RDF representation in N3 format | ✅ | -| `avro` | Export to AVRO models | ✅ | -| `protobuf` | Export to Protobuf | ✅ | -| `terraform` | Export to terraform resources | ✅ | -| `sql` | Export to SQL DDL | ✅ | -| `sql-query` | Export to SQL Query | ✅ | -| `great-expectations` | Export to Great Expectations Suites in JSON Format | ✅ | -| `bigquery` | Export to BigQuery Schemas | ✅ | -| `go` | Export to Go types | ✅ | -| `pydantic-model` | Export to pydantic models | ✅ | -| `DBML` | Export to a DBML Diagram description | ✅ | -| `spark` | Export to a Spark StructType | ✅ | -| `sqlalchemy` | Export to SQLAlchemy Models | ✅ | -| `data-caterer` | Export to Data Caterer in YAML format | ✅ | -| `dcs` | Export to Data Contract Specification in YAML format | ✅ | -| `markdown` | Export to Markdown | ✅ | -| `iceberg` | Export to an Iceberg JSON Schema Definition | partial | -| `custom` | Export to Custom format with Jinja | ✅ | -| Missing something? | Please create an issue on GitHub | TBD | - - -#### Great Expectations - -The `export` function transforms a specified data contract into a comprehensive Great Expectations JSON suite. -If the contract includes multiple models, you need to specify the names of the model you wish to export. - -```shell -datacontract export datacontract.yaml --format great-expectations --model orders -``` - -The export creates a list of expectations by utilizing: - -- The data from the Model definition with a fixed mapping -- The expectations provided in the quality field for each model (find here the expectations gallery: [Great Expectations Gallery](https://greatexpectations.io/expectations/)) - -##### Additional Arguments - -To further customize the export, the following optional arguments are available: - -- **`suite_name`**: The name of the expectation suite. This suite groups all generated expectations and provides a convenient identifier within Great Expectations. If not provided, a default suite name will be generated based on the model name(s). - -- **`engine`**: Specifies the engine used to run Great Expectations checks. Accepted values are: - - `pandas` — Use this when working with in-memory data frames through the Pandas library. - - `spark` — Use this for working with Spark dataframes. - - `sql` — Use this for working with SQL databases. - -- **`sql_server_type`**: Specifies the type of SQL server to connect with when `engine` is set to `sql`. - - Providing `sql_server_type` ensures that the appropriate SQL dialect and connection settings are applied during the expectation validation. - -#### RDF - -The export function converts a given data contract into a RDF representation. You have the option to -add a base_url which will be used as the default prefix to resolve relative IRIs inside the document. - -```shell -datacontract export --format rdf --rdf-base https://www.example.com/ datacontract.yaml -``` - -The data contract is mapped onto the following concepts of a yet to be defined Data Contract -Ontology named https://datacontract.com/DataContractSpecification/ : -- DataContract -- Server -- Model - -Having the data contract inside an RDF Graph gives us access the following use cases: -- Interoperability with other data contract specification formats -- Store data contracts inside a knowledge graph -- Enhance a semantic search to find and retrieve data contracts -- Linking model elements to already established ontologies and knowledge -- Using full power of OWL to reason about the graph structure of data contracts -- Apply graph algorithms on multiple data contracts (Find similar data contracts, find "gatekeeper" -data products, find the true domain owner of a field attribute) - -#### DBML - -The export function converts the logical data types of the datacontract into the specific ones of a concrete Database -if a server is selected via the `--server` option (based on the `type` of that server). If no server is selected, the -logical data types are exported. - -#### Spark - -The export function converts the data contract specification into a StructType Spark schema. The returned value is a Python code picture of the model schemas. -Spark DataFrame schema is defined as StructType. For more details about Spark Data Types please see [the spark documentation](https://spark.apache.org/docs/latest/sql-ref-datatypes.html) - -#### Avro - -The export function converts the data contract specification into an avro schema. It supports specifying custom avro properties for logicalTypes and default values. - -##### Custom Avro Properties - -We support a **config map on field level**. A config map may include any additional key-value pairs and support multiple server type bindings. - -To specify custom Avro properties in your data contract, you can define them within the `config` section of your field definition. Below is an example of how to structure your YAML configuration to include custom Avro properties, such as `avroLogicalType` and `avroDefault`. - ->NOTE: At this moment, we just support [logicalType](https://avro.apache.org/docs/1.11.0/spec.html#Logical+Types) and [default](https://avro.apache.org/docs/1.11.0/spec.htm) - -#### Example Configuration - -```yaml -models: - orders: - fields: - my_field_1: - description: Example for AVRO with Timestamp (microsecond precision) https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29 - type: long - example: 1672534861000000 # Equivalent to 2023-01-01 01:01:01 in microseconds - required: true - config: - avroLogicalType: local-timestamp-micros - avroDefault: 1672534861000000 -``` - -#### Explanation - -- **models**: The top-level key that contains different models (tables or objects) in your data contract. -- **orders**: A specific model name. Replace this with the name of your model. -- **fields**: The fields within the model. Each field can have various properties defined. -- **my_field_1**: The name of a specific field. Replace this with your field name. - - **description**: A textual description of the field. - - **type**: The data type of the field. In this example, it is `long`. - - **example**: An example value for the field. - - **required**: Is this a required field (as opposed to optional/nullable). - - **config**: Section to specify custom Avro properties. - - **avroLogicalType**: Specifies the logical type of the field in Avro. In this example, it is `local-timestamp-micros`. - - **avroDefault**: Specifies the default value for the field in Avro. In this example, it is 1672534861000000 which corresponds to ` 2023-01-01 01:01:01 UTC`. - -#### Data Caterer - -The export function converts the data contract to a data generation task in YAML format that can be -ingested by [Data Caterer](https://github.com/data-catering/data-caterer). This gives you the -ability to generate production-like data in any environment based off your data contract. - -```shell -datacontract export datacontract.yaml --format data-caterer --model orders -``` - -You can further customise the way data is generated via adding -[additional metadata in the YAML](https://data.catering/setup/generator/data-generator/) -to suit your needs. - -#### Iceberg - -Exports to an [Iceberg Table Json Schema Definition](https://iceberg.apache.org/spec/#appendix-c-json-serialization). - -This export only supports a single model export at a time because Iceberg's schema definition is for a single table and the exporter maps 1 model to 1 table, use the `--model` flag -to limit your contract export to a single model. - -```bash - $ datacontract export --format iceberg --model orders https://datacontract.com/examples/orders-latest/datacontract.yaml --output /tmp/orders_iceberg.json - - $ cat /tmp/orders_iceberg.json | jq '.' -{ - "type": "struct", - "fields": [ - { - "id": 1, - "name": "order_id", - "type": "string", - "required": true - }, - { - "id": 2, - "name": "order_timestamp", - "type": "timestamptz", - "required": true - }, - { - "id": 3, - "name": "order_total", - "type": "long", - "required": true - }, - { - "id": 4, - "name": "customer_id", - "type": "string", - "required": false - }, - { - "id": 5, - "name": "customer_email_address", - "type": "string", - "required": true - }, - { - "id": 6, - "name": "processed_timestamp", - "type": "timestamptz", - "required": true - } - ], - "schema-id": 0, - "identifier-field-ids": [ - 1 - ] -} -``` - -#### Custom - -The export function converts the data contract specification into the custom format with Jinja. You can specify the path to a Jinja template with the `--template` argument, allowing you to output files in any format. - -```shell -datacontract export --format custom --template template.txt datacontract.yaml -``` - -##### Jinja variables - -You can directly use the Data Contract Specification as template variables. - -```shell -$ cat template.txt -title: {{ data_contract.info.title }} - -$ datacontract export --format custom --template template.txt datacontract.yaml -title: Orders Latest -``` - -##### Example Jinja Templates - -###### Customized dbt model - -You can export the dbt models containing any logic. - -Below is an example of a dbt staging layer that converts a field of `type: timestamp` to a `DATETIME` type with time zone conversion. - -template.sql - -{% raw %} -```sql -{%- for model_name, model in data_contract.models.items() %} -{#- Export only the first model #} -{%- if loop.first -%} -SELECT -{%- for field_name, field in model.fields.items() %} - {%- if field.type == "timestamp" %} - DATETIME({{ field_name }}, "Asia/Tokyo") AS {{ field_name }}, - {%- else %} - {{ field_name }} AS {{ field_name }}, - {%- endif %} -{%- endfor %} -FROM - {{ "{{" }} ref('{{ model_name }}') {{ "}}" }} -{%- endif %} -{%- endfor %} -``` -{% endraw %} - -command - -```shell -datacontract export --format custom --template template.sql --output output.sql datacontract.yaml -``` - -output.sql - -```sql -SELECT - order_id AS order_id, - DATETIME(order_timestamp, "Asia/Tokyo") AS order_timestamp, - order_total AS order_total, - customer_id AS customer_id, - customer_email_address AS customer_email_address, - DATETIME(processed_timestamp, "Asia/Tokyo") AS processed_timestamp, -FROM - {{ ref('orders') }} -``` - -### import -``` - Usage: datacontract import [OPTIONS] - - Create a data contract from the given source location. Saves to file specified by `output` option if present, - otherwise prints to stdout. - -╭─ Options ──────────────────────────────────────────────────────────────────────────────────────────────────────╮ -│ * --format [sql|avro|dbt|dbml|glue|jsonschema|bi The format of the source file. │ -│ gquery|odcs|unity|spark|iceberg|parqu [default: None] │ -│ et|csv] [required] │ -│ --output PATH Specify the file path where the Data │ -│ Contract will be saved. If no path is │ -│ provided, the output will be printed │ -│ to stdout. │ -│ [default: None] │ -│ --source TEXT The path to the file or Glue Database │ -│ that should be imported. │ -│ [default: None] │ -│ --dialect TEXT The SQL dialect to use when importing │ -│ SQL files, e.g., postgres, tsql, │ -│ bigquery. │ -│ [default: None] │ -│ --glue-table TEXT List of table ids to import from the │ -│ Glue Database (repeat for multiple │ -│ table ids, leave empty for all tables │ -│ in the dataset). │ -│ [default: None] │ -│ --bigquery-project TEXT The bigquery project id. │ -│ [default: None] │ -│ --bigquery-dataset TEXT The bigquery dataset id. │ -│ [default: None] │ -│ --bigquery-table TEXT List of table ids to import from the │ -│ bigquery API (repeat for multiple │ -│ table ids, leave empty for all tables │ -│ in the dataset). │ -│ [default: None] │ -│ --unity-table-full-name TEXT Full name of a table in the unity │ -│ catalog │ -│ [default: None] │ -│ --dbt-model TEXT List of models names to import from │ -│ the dbt manifest file (repeat for │ -│ multiple models names, leave empty │ -│ for all models in the dataset). │ -│ [default: None] │ -│ --dbml-schema TEXT List of schema names to import from │ -│ the DBML file (repeat for multiple │ -│ schema names, leave empty for all │ -│ tables in the file). │ -│ [default: None] │ -│ --dbml-table TEXT List of table names to import from │ -│ the DBML file (repeat for multiple │ -│ table names, leave empty for all │ -│ tables in the file). │ -│ [default: None] │ -│ --iceberg-table TEXT Table name to assign to the model │ -│ created from the Iceberg schema. │ -│ [default: None] │ -│ --template TEXT The location (url or path) of the │ -│ Data Contract Specification Template │ -│ [default: None] │ -│ --schema TEXT The location (url or path) of the │ -│ Data Contract Specification JSON │ -│ Schema │ -│ [default: None] │ -│ --help Show this message and exit. │ -╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ - -``` - -Example: -```bash -# Example import from SQL DDL -datacontract import --format sql --source my_ddl.sql --dialect postgres -# To save to file -datacontract import --format sql --source my_ddl.sql --dialect postgres --output datacontract.yaml -``` - -Available import options: - -| Type | Description | Status | -|--------------------|------------------------------------------------|--------| -| `sql` | Import from SQL DDL | ✅ | -| `avro` | Import from AVRO schemas | ✅ | -| `glue` | Import from AWS Glue DataCatalog | ✅ | -| `jsonschema` | Import from JSON Schemas | ✅ | -| `bigquery` | Import from BigQuery Schemas | ✅ | -| `unity` | Import from Databricks Unity Catalog | partial | -| `dbt` | Import from dbt models | ✅ | -| `odcs` | Import from Open Data Contract Standard (ODCS) | ✅ | -| `spark` | Import from Spark StructTypes | ✅ | -| `dbml` | Import from DBML models | ✅ | -| `csv` | Import from CSV File | ✅ | -| `protobuf` | Import from Protobuf schemas | TBD | -| `iceberg` | Import from an Iceberg JSON Schema Definition | partial | -| `parquet` | Import from Parquet File Metadta | ✅ | -| Missing something? | Please create an issue on GitHub | TBD | - - -#### ODCS - -Import from Open Data Contract Standard (ODCS) v2 or v3. -The importer automatically detects the ODCS version and imports the data contract. - -Examples: - -```bash -# Example import from ODCS -datacontract import --format odcs --source my_data_contract.odcs.yaml -``` - -#### BigQuery - -BigQuery data can either be imported off of JSON Files generated from the table descriptions or directly from the Bigquery API. In case you want to use JSON Files, specify the `source` parameter with a path to the JSON File. - -To import from the Bigquery API, you have to _omit_ `source` and instead need to provide `bigquery-project` and `bigquery-dataset`. Additionally you may specify `bigquery-table` to enumerate the tables that should be imported. If no tables are given, _all_ available tables of the dataset will be imported. - -For providing authentication to the Client, please see [the google documentation](https://cloud.google.com/docs/authentication/provide-credentials-adc#how-to) or the one [about authorizing client libraries](https://cloud.google.com/bigquery/docs/authentication#client-libs). - -Examples: - -```bash -# Example import from Bigquery JSON -datacontract import --format bigquery --source my_bigquery_table.json -``` - -```bash -# Example import from Bigquery API with specifying the tables to import -datacontract import --format bigquery --bigquery-project --bigquery-dataset --bigquery-table --bigquery-table --bigquery-table -``` - -```bash -# Example import from Bigquery API importing all tables in the dataset -datacontract import --format bigquery --bigquery-project --bigquery-dataset -``` - -#### Unity Catalog - -```bash -# Example import from a Unity Catalog JSON file -datacontract import --format unity --source my_unity_table.json -``` - -```bash -# Example import single table from Unity Catalog via HTTP endpoint -export DATABRICKS_IMPORT_INSTANCE="https://xyz.cloud.databricks.com" -export DATABRICKS_IMPORT_ACCESS_TOKEN= -datacontract import --format unity --unity-table-full-name -``` - -#### dbt - -Importing from dbt manifest file. -You may give the `dbt-model` parameter to enumerate the tables that should be imported. If no tables are given, _all_ available tables of the database will be imported. - -Examples: - -```bash -# Example import from dbt manifest with specifying the tables to import -datacontract import --format dbt --source --dbt-model --dbt-model --dbt-model -``` - -```bash -# Example import from dbt manifest importing all tables in the database -datacontract import --format dbt --source -``` - -#### Glue - -Importing from Glue reads the necessary Data directly off of the AWS API. -You may give the `glue-table` parameter to enumerate the tables that should be imported. If no tables are given, _all_ available tables of the database will be imported. - -Examples: - -```bash -# Example import from AWS Glue with specifying the tables to import -datacontract import --format glue --source --glue-table --glue-table --glue-table -``` - -```bash -# Example import from AWS Glue importing all tables in the database -datacontract import --format glue --source -``` - -#### Spark - -Importing from Spark table or view these must be created or accessible in the Spark context. Specify tables list in `source` parameter. - -Example: - -```bash -datacontract import --format spark --source "users,orders" -``` - -#### DBML - -Importing from DBML Documents. -**NOTE:** Since DBML does _not_ have strict requirements on the types of columns, this import _may_ create non-valid datacontracts, as not all types of fields can be properly mapped. In this case you will have to adapt the generated document manually. -We also assume, that the description for models and fields is stored in a Note within the DBML model. - -You may give the `dbml-table` or `dbml-schema` parameter to enumerate the tables or schemas that should be imported. -If no tables are given, _all_ available tables of the source will be imported. Likewise, if no schema is given, _all_ schemas are imported. - -Examples: - -```bash -# Example import from DBML file, importing everything -datacontract import --format dbml --source -``` - -```bash -# Example import from DBML file, filtering for tables from specific schemas -datacontract import --format dbml --source --dbml-schema --dbml-schema -``` - -```bash -# Example import from DBML file, filtering for tables with specific names -datacontract import --format dbml --source --dbml-table --dbml-table -``` - -```bash -# Example import from DBML file, filtering for tables with specific names from a specific schema -datacontract import --format dbml --source --dbml-table --dbml-schema -``` - -#### Iceberg - -Importing from an [Iceberg Table Json Schema Definition](https://iceberg.apache.org/spec/#appendix-c-json-serialization). Specify location of json files using the `source` parameter. - -Examples: - -```bash -datacontract import --format iceberg --source ./tests/fixtures/iceberg/simple_schema.json --iceberg-table test-table -``` - -#### CSV - -Importing from CSV File. Specify file in `source` parameter. It does autodetection for encoding and csv dialect - -Example: - -```bash -datacontract import --format csv --source "test.csv" -``` - - -### breaking -``` - - Usage: datacontract breaking [OPTIONS] LOCATION_OLD LOCATION_NEW - - Identifies breaking changes between data contracts. Prints to stdout. - -╭─ Arguments ──────────────────────────────────────────────────────────────────╮ -│ * location_old TEXT The location (url or path) of the old data │ -│ contract yaml. │ -│ [default: None] │ -│ [required] │ -│ * location_new TEXT The location (url or path) of the new data │ -│ contract yaml. │ -│ [default: None] │ -│ [required] │ -╰──────────────────────────────────────────────────────────────────────────────╯ -╭─ Options ────────────────────────────────────────────────────────────────────╮ -│ --help Show this message and exit. │ -╰──────────────────────────────────────────────────────────────────────────────╯ - -``` - -### changelog -``` - - Usage: datacontract changelog [OPTIONS] LOCATION_OLD LOCATION_NEW - - Generate a changelog between data contracts. Prints to stdout. - -╭─ Arguments ──────────────────────────────────────────────────────────────────╮ -│ * location_old TEXT The location (url or path) of the old data │ -│ contract yaml. │ -│ [default: None] │ -│ [required] │ -│ * location_new TEXT The location (url or path) of the new data │ -│ contract yaml. │ -│ [default: None] │ -│ [required] │ -╰──────────────────────────────────────────────────────────────────────────────╯ -╭─ Options ────────────────────────────────────────────────────────────────────╮ -│ --help Show this message and exit. │ -╰──────────────────────────────────────────────────────────────────────────────╯ - -``` - -### diff -``` - - Usage: datacontract diff [OPTIONS] LOCATION_OLD LOCATION_NEW - - PLACEHOLDER. Currently works as 'changelog' does. - -╭─ Arguments ──────────────────────────────────────────────────────────────────╮ -│ * location_old TEXT The location (url or path) of the old data │ -│ contract yaml. │ -│ [default: None] │ -│ [required] │ -│ * location_new TEXT The location (url or path) of the new data │ -│ contract yaml. │ -│ [default: None] │ -│ [required] │ -╰──────────────────────────────────────────────────────────────────────────────╯ -╭─ Options ────────────────────────────────────────────────────────────────────╮ -│ --help Show this message and exit. │ -╰──────────────────────────────────────────────────────────────────────────────╯ - -``` - -### catalog -``` - - Usage: datacontract catalog [OPTIONS] - - Create an html catalog of data contracts. - -╭─ Options ────────────────────────────────────────────────────────────────────╮ -│ --files TEXT Glob pattern for the data contract files to include in │ -│ the catalog. Applies recursively to any subfolders. │ -│ [default: *.yaml] │ -│ --output TEXT Output directory for the catalog html files. │ -│ [default: catalog/] │ -│ --schema TEXT The location (url or path) of the Data Contract │ -│ Specification JSON Schema │ -│ [default: │ -│ https://datacontract.com/datacontract.schema.json] │ -│ --help Show this message and exit. │ -╰──────────────────────────────────────────────────────────────────────────────╯ - -``` - -Examples: - -``` -# create a catalog right in the current folder -datacontract catalog --output "." - -# Create a catalog based on a filename convention -datacontract catalog --files "*.odcs.yaml" -``` - -### publish -``` - - Usage: datacontract publish [OPTIONS] [LOCATION] - - Publish the data contract to the Data Mesh Manager. - -╭─ Arguments ──────────────────────────────────────────────────────────────────╮ -│ location [LOCATION] The location (url or path) of the data contract │ -│ yaml. │ -│ [default: datacontract.yaml] │ -╰──────────────────────────────────────────────────────────────────────────────╯ -╭─ Options ────────────────────────────────────────────────────────────────────╮ -│ --schema TEXT The location (url or │ -│ path) of the Data │ -│ Contract Specification │ -│ JSON Schema │ -│ [default: │ -│ https://datacontract.c… │ -│ --ssl-verification --no-ssl-verification SSL verification when │ -│ publishing the data │ -│ contract. │ -│ [default: │ -│ ssl-verification] │ -│ --help Show this message and │ -│ exit. │ -╰──────────────────────────────────────────────────────────────────────────────╯ - -``` - -### api -``` - - Usage: datacontract api [OPTIONS] - - Start the datacontract CLI as server application with REST API. - The OpenAPI documentation as Swagger UI is available on http://localhost:4242. You can execute the commands directly from the Swagger UI. - To protect the API, you can set the environment variable DATACONTRACT_CLI_API_KEY to a secret API key. To authenticate, requests must include the header 'x-api-key' with the - correct API key. This is highly recommended, as data contract tests may be subject to SQL injections or leak sensitive information. - To connect to servers (such as a Snowflake data source), set the credentials as environment variables as documented in https://cli.datacontract.com/#test - -╭─ Options ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮ -│ --port INTEGER Bind socket to this port. [default: 4242] │ -│ --host TEXT Bind socket to this host. Hint: For running in docker, set it to 0.0.0.0 [default: 127.0.0.1] │ -│ --help Show this message and exit. │ -╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ - - -``` - -## Integrations - -| Integration | Option | Description | -|-----------------------|------------------------------|---------------------------------------------------------------------------------------------------------------| -| Data Mesh Manager | `--publish` | Push full results to the [Data Mesh Manager API](https://api.datamesh-manager.com/swagger/index.html) | -| Data Contract Manager | `--publish` | Push full results to the [Data Contract Manager API](https://api.datacontract-manager.com/swagger/index.html) | - -### Integration with Data Mesh Manager - -If you use [Data Mesh Manager](https://datamesh-manager.com/) or [Data Contract Manager](https://datacontract-manager.com/), you can use the data contract URL and append the `--publish` option to send and display the test results. Set an environment variable for your API key. - -```bash -# Fetch current data contract, execute tests on production, and publish result to data mesh manager -$ EXPORT DATAMESH_MANAGER_API_KEY=xxx -$ datacontract test https://demo.datamesh-manager.com/demo279750347121/datacontracts/4df9d6ee-e55d-4088-9598-b635b2fdcbbc/datacontract.yaml \ - --server production \ - --publish https://api.datamesh-manager.com/api/test-results -``` - -## Best Practices - -We share best practices in using the Data Contract CLI. - -### Data-first Approach - -Create a data contract based on the actual data. This is the fastest way to get started and to get feedback from the data consumers. - -1. Use an existing physical schema (e.g., SQL DDL) as a starting point to define your logical data model in the contract. Double check right after the import whether the actual data meets the imported logical data model. Just to be sure. - ```bash - $ datacontract import --format sql --source ddl.sql - $ datacontract test - ``` - -2. Add quality checks and additional type constraints one by one to the contract and make sure the - data still adheres to the contract. - ```bash - $ datacontract test - ``` - -3. Make sure that all the best practices for a `datacontract.yaml` are met using the linter. You - probably forgot to document some fields and add the terms and conditions. - ```bash - $ datacontract lint - ``` - -4. Set up a CI pipeline that executes daily for continuous quality checks. You can also report the - test results to tools like [Data Mesh Manager](https://datamesh-manager.com) - ```bash - $ datacontract test --publish https://api.datamesh-manager.com/api/test-results - ``` - -### Contract-First - -Create a data contract based on the requirements from use cases. - -1. Start with a `datacontract.yaml` template. - ```bash - $ datacontract init - ``` - -2. Create the model and quality guarantees based on your business requirements. Fill in the terms, - descriptions, etc. Make sure you follow all best practices for a `datacontract.yaml` using the - linter. - ```bash - $ datacontract lint - ``` - -3. Use the export function to start building the providing data product as well as the integration - into the consuming data products. - ```bash - # data provider - $ datacontract export --format dbt - # data consumer - $ datacontract export --format dbt-sources - $ datacontract export --format dbt-staging-sql - ``` - -4. Test that your data product implementation adheres to the contract. - ```bash - $ datacontract test - ``` - -### Schema Evolution - -#### Non-breaking Changes -Examples: adding models or fields - -- Add the models or fields in the datacontract.yaml -- Increment the minor version of the datacontract.yaml on any change. Simply edit the datacontract.yaml for this. -- You need a policy that these changes are non-breaking. That means that one cannot use the star expression in SQL to query a table under contract. Make the consequences known. -- Fail the build in the Pull Request if a datacontract.yaml accidentally adds a breaking change even despite only a minor version change - ```bash - $ datacontract breaking datacontract-from-pr.yaml datacontract-from-main.yaml - ``` -- Create a changelog of this minor change. - ```bash - $ datacontract changelog datacontract-from-pr.yaml datacontract-from-main.yaml - ``` -#### Breaking Changes -Examples: Removing or renaming models and fields. - -- Remove or rename models and fields in the datacontract.yaml, and any other change that might be part of this new major version of this data contract. -- Increment the major version of the datacontract.yaml for this and create a new file for the major version. The reason being, that one needs to offer an upgrade path for the data consumers from the old to the new major version. -- As data consumers need to migrate, try to reduce the frequency of major versions by making multiple breaking changes together if possible. -- Be aware of the notice period in the data contract as this is the minimum amount of time you have to offer both the old and the new version for a migration path. -- Do not fear making breaking changes with data contracts. It's okay to do them in this controlled way. Really! -- Create a changelog of this major change. - ```bash - $ datacontract changelog datacontract-from-pr.yaml datacontract-from-main.yaml - ``` - -## Customizing Exporters and Importers - -### Custom Exporter -Using the exporter factory to add a new custom exporter -```python - -from datacontract.data_contract import DataContract -from datacontract.export.exporter import Exporter -from datacontract.export.exporter_factory import exporter_factory - - -# Create a custom class that implements export method -class CustomExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - result = { - "title": data_contract.info.title, - "version": data_contract.info.version, - "description": data_contract.info.description, - "email": data_contract.info.contact.email, - "url": data_contract.info.contact.url, - "model": model, - "model_columns": ", ".join(list(data_contract.models.get(model).fields.keys())), - "export_args": export_args, - "custom_args": export_args.get("custom_arg", ""), - } - return result - - -# Register the new custom class into factory -exporter_factory.register_exporter("custom_exporter", CustomExporter) - - -if __name__ == "__main__": - # Create a DataContract instance - data_contract = DataContract( - data_contract_file="/path/datacontract.yaml" - ) - # Call export - result = data_contract.export( - export_format="custom_exporter", model="orders", server="production", custom_arg="my_custom_arg" - ) - print(result) - -``` -Output -```python -{ - 'title': 'Orders Unit Test', - 'version': '1.0.0', - 'description': 'The orders data contract', - 'email': 'team-orders@example.com', - 'url': 'https://wiki.example.com/teams/checkout', - 'model': 'orders', - 'model_columns': 'order_id, order_total, order_status', - 'export_args': {'server': 'production', 'custom_arg': 'my_custom_arg'}, - 'custom_args': 'my_custom_arg' -} -``` - -### Custom Importer -Using the importer factory to add a new custom importer -```python - -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model -from datacontract.data_contract import DataContract -from datacontract.imports.importer import Importer -from datacontract.imports.importer_factory import importer_factory - -import json - -# Create a custom class that implements import_source method -class CustomImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> dict: - source_dict = json.loads(source) - data_contract_specification.id = source_dict.get("id_custom") - data_contract_specification.info.title = source_dict.get("title") - data_contract_specification.info.version = source_dict.get("version") - data_contract_specification.info.description = source_dict.get("description_from_app") - - for model in source_dict.get("models", []): - fields = {} - for column in model.get('columns'): - field = Field( - description=column.get('column_description'), - type=column.get('type') - ) - fields[column.get('name')] = field - - dc_model = Model( - description=model.get('description'), - fields= fields - ) - - data_contract_specification.models[model.get('name')] = dc_model - return data_contract_specification - - -# Register the new custom class into factory -importer_factory.register_importer("custom_company_importer", CustomImporter) - - -if __name__ == "__main__": - # Get a custom data from other app - json_from_custom_app = ''' - { - "id_custom": "uuid-custom", - "version": "0.0.2", - "title": "my_custom_imported_data", - "description_from_app": "Custom contract description", - "models": [ - { - "name": "model1", - "description": "model description from app", - "columns": [ - { - "name": "columnA", - "type": "varchar", - "column_description": "my_column description" - }, - { - "name": "columnB", - "type": "varchar", - "column_description": "my_columnB description" - } - ] - } - ] - } - ''' - # Create a DataContract instance - data_contract = DataContract() - - # Call import_from_source - result = data_contract.import_from_source( - format="custom_company_importer", - data_contract_specification=DataContract.init(), - source=json_from_custom_app - ) - print(result.to_yaml() ) -``` -Output - -```yaml -dataContractSpecification: 1.1.0 -id: uuid-custom -info: - title: my_custom_imported_data - version: 0.0.2 - description: Custom contract description -models: - model1: - fields: - columnA: - type: varchar - description: my_column description - columnB: - type: varchar - description: my_columnB description - -``` -## Development Setup - -Python base interpreter should be 3.11.x (unless working on 3.12 release candidate). - -```bash -# create venv -python3.11 -m venv venv -source venv/bin/activate - -# Install Requirements -pip install --upgrade pip setuptools wheel -pip install -e '.[dev]' -pre-commit install -pre-commit run --all-files -pytest -``` - - -### Docker Build - -```bash -docker build -t datacontract/cli . -docker run --rm -v ${PWD}:/home/datacontract datacontract/cli -``` - -#### Docker compose integration - -We've included a [docker-compose.yml](./docker-compose.yml) configuration to simplify the build, test, and deployment of the image. - -##### Building the Image with Docker Compose - -To build the Docker image using Docker Compose, run the following command: - -```bash -docker compose build -``` - -This command utilizes the `docker-compose.yml` to build the image, leveraging predefined settings such as the build context and Dockerfile location. This approach streamlines the image creation process, avoiding the need for manual build specifications each time. - -#### Testing the Image - -After building the image, you can test it directly with Docker Compose: - -```bash -docker compose run --rm datacontract --version -``` - -This command runs the container momentarily to check the version of the `datacontract` CLI. The `--rm` flag ensures that the container is automatically removed after the command executes, keeping your environment clean. - -## Use with pre-commit - -To run `datacontract-cli` as part of a [pre-commit](https://pre-commit.com/) workflow, add something like the below to the `repos` list in the project's `.pre-commit-config.yaml`: - -```yaml -repos: - - repo: https://github.com/datacontract/datacontract-cli - rev: "v0.10.9" - hooks: - - id: datacontract-lint - - id: datacontract-test - args: ["--server", "production"] -``` - -### Available Hook IDs - -| Hook ID | Description | Dependency | -| ----------------- | -------------------------------------------------- | ---------- | -| datacontract-lint | Runs the lint subcommand. | Python3 | -| datacontract-test | Runs the test subcommand. Please look at | Python3 | -| | [test](#test) section for all available arguments. | | - -## Release Steps - -1. Update the version in `pyproject.toml` -2. Have a look at the `CHANGELOG.md` -3. Create release commit manually -4. Execute `./release` -5. Wait until GitHub Release is created -6. Add the release notes to the GitHub Release - -## Contribution - -We are happy to receive your contributions. Propose your change in an issue or directly create a pull request with your improvements. - -## Companies using this tool - -- [INNOQ](https://innoq.com) -- [Data Catering](https://data.catering/) -- And many more. To add your company, please create a pull request. - -## Related Tools - -- [Data Contract Manager](https://www.datacontract-manager.com/) is a commercial tool to manage data contracts. It contains a web UI, access management, and data governance for a full enterprise data marketplace. -- [Data Contract GPT](https://gpt.datacontract.com) is a custom GPT that can help you write data contracts. -- [Data Contract Editor](https://editor.datacontract.com) is an editor for Data Contracts, including a live html preview. -- [Data Contract Playground](https://data-catering.github.io/data-contract-playground/) allows you to validate and export your data contract to different formats within your browser. - -## License - -[MIT License](LICENSE) - -## Credits - -Created by [Stefan Negele](https://www.linkedin.com/in/stefan-negele-573153112/) and [Jochen Christ](https://www.linkedin.com/in/jochenchrist/). - - - - diff --git a/datacontract-cli/_config.yml b/datacontract-cli/_config.yml deleted file mode 100644 index 91f57cadb..000000000 --- a/datacontract-cli/_config.yml +++ /dev/null @@ -1,5 +0,0 @@ -plugins: - - jekyll-sitemap -markdown: kramdown -name: "Data Contract CLI" -title: null diff --git a/datacontract-cli/_layouts/default.html b/datacontract-cli/_layouts/default.html deleted file mode 100644 index 45ca9343a..000000000 --- a/datacontract-cli/_layouts/default.html +++ /dev/null @@ -1,68 +0,0 @@ - - - - - - - - - - - - - {% seo %} - - - - -
    - {% if site.title and site.title != page.title %} -

    {{ site.title }}

    - {% endif %} - - {{ content }} - - {% if site.github.private != true and site.github.license %} -
    - This site is open source. {% github_edit_link "Improve this page" %}. -
    - {% endif %} -
    - - - - {% if site.google_analytics %} - - {% endif %} - - - - - diff --git a/datacontract-cli/datacontract/__init__.py b/datacontract-cli/datacontract/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/datacontract-cli/datacontract/api.py b/datacontract-cli/datacontract/api.py deleted file mode 100644 index 422016083..000000000 --- a/datacontract-cli/datacontract/api.py +++ /dev/null @@ -1,253 +0,0 @@ -import logging -import os -from typing import Annotated, Optional - -import typer -from fastapi import Body, Depends, FastAPI, HTTPException, Query, status -from fastapi.responses import PlainTextResponse -from fastapi.security.api_key import APIKeyHeader - -from datacontract.data_contract import DataContract, ExportFormat -from datacontract.model.run import Run - -DATA_CONTRACT_EXAMPLE_PAYLOAD = """dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 2.0.0 - owner: Sales Team -servers: - production: - type: s3 - location: s3://datacontract-example-orders-latest/v2/{model}/*.json - format: json - delimiter: new_line -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - type: string - primaryKey: true - order_timestamp: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - examples: - - "2024-09-09T08:30:00Z" - order_total: - description: Total amount the smallest monetary unit (e.g., cents). - type: long - required: true - examples: - - 9999 - quality: - - type: sql - description: 95% of all order total values are expected to be between 10 and 499 EUR. - query: | - SELECT quantile_cont(order_total, 0.95) AS percentile_95 - FROM orders - mustBeBetween: [1000, 99900] - customer_id: - description: Unique identifier for the customer. - type: text - minLength: 10 - maxLength: 20 -""" - -app = FastAPI( - docs_url="/", - title="Data Contract CLI API", - summary="You can use the API to test, export, and lint your data contracts.", - license_info={ - "name": "MIT License", - "identifier": "MIT", - }, - contact={"name": "Data Contract CLI", "url": "https://cli.datacontract.com/"}, - openapi_tags=[ - { - "name": "test", - "externalDocs": { - "description": "Documentation", - "url": "https://cli.datacontract.com/#test", - }, - }, - { - "name": "lint", - "externalDocs": { - "description": "Documentation", - "url": "https://cli.datacontract.com/#lint", - }, - }, - { - "name": "export", - "externalDocs": { - "description": "Documentation", - "url": "https://cli.datacontract.com/#export", - }, - }, - ], -) - -api_key_header = APIKeyHeader( - name="x-api-key", - auto_error=False, # this makes authentication optional -) - - -def check_api_key(api_key_header: str | None): - correct_api_key = os.getenv("DATACONTRACT_CLI_API_KEY") - if correct_api_key is None or correct_api_key == "": - logging.info("Environment variable DATACONTRACT_CLI_API_KEY is not set. Skip API key check.") - return - if api_key_header is None or api_key_header == "": - logging.info("The API key is missing.") - raise HTTPException( - status_code=status.HTTP_401_UNAUTHORIZED, - detail="Missing API key. Use Header 'x-api-key' to provide the API key.", - ) - if api_key_header != correct_api_key: - logging.info("The provided API key is not correct.") - raise HTTPException( - status_code=status.HTTP_403_FORBIDDEN, - detail="The provided API key is not correct.", - ) - logging.info("Request authenticated with API key.") - pass - - -@app.post( - "/test", - tags=["test"], - summary="Run data contract tests", - description=""" - Run schema and quality tests. Data Contract CLI connects to the data sources configured in the server section. - This usually requires credentials to access the data sources. - Credentials must be provided via environment variables when running the web server. - POST the data contract YAML as payload. - """, - responses={ - 401: { - "description": "Unauthorized (when an environment variable DATACONTRACT_CLI_API_KEY is configured).", - "content": { - "application/json": { - "examples": { - "api_key_missing": { - "summary": "API key Missing", - "value": {"detail": "Missing API key. Use Header 'x-api-key' to provide the API key."}, - }, - "api_key_wrong": { - "summary": "API key Wrong", - "value": {"detail": "The provided API key is not correct."}, - }, - } - } - }, - }, - }, - response_model_exclude_none=True, - response_model_exclude_unset=True, -) -async def test( - body: Annotated[ - str, - Body( - title="Data Contract YAML", - media_type="application/yaml", - examples=[DATA_CONTRACT_EXAMPLE_PAYLOAD], - ), - ], - api_key: Annotated[str | None, Depends(api_key_header)] = None, - server: Annotated[ - str | None, - Query( - example="production", - description="The server name to test. Optional, if there is only one server.", - ), - ] = None, -) -> Run: - check_api_key(api_key) - logging.info("Testing data contract...") - logging.info(body) - return DataContract(data_contract_str=body, server=server).test() - - -@app.post( - "/lint", - tags=["lint"], - summary="Validate that the datacontract.yaml is correctly formatted.", - description="""Validate that the datacontract.yaml is correctly formatted.""", -) -async def lint( - body: Annotated[ - str, - Body( - title="Data Contract YAML", - media_type="application/yaml", - examples=[DATA_CONTRACT_EXAMPLE_PAYLOAD], - ), - ], - schema: Annotated[ - str | None, - Query( - example="https://datacontract.com/datacontract.schema.json", - description="The schema to use for validation. This must be a URL.", - ), - ] = None, -): - data_contract = DataContract(data_contract_str=body, schema_location=schema) - lint_result = data_contract.lint() - return {"result": lint_result.result, "checks": lint_result.checks} - - -@app.post( - "/export", - tags=["export"], - summary="Convert data contract to a specific format.", - response_class=PlainTextResponse, -) -def export( - body: Annotated[ - str, - Body( - title="Data Contract YAML", - media_type="application/yaml", - examples=[DATA_CONTRACT_EXAMPLE_PAYLOAD], - ), - ], - format: Annotated[ExportFormat, typer.Option(help="The export format.")], - server: Annotated[ - str | None, - Query( - example="production", - description="The server name to export. Optional, if there is only one server.", - ), - ] = None, - model: Annotated[ - str | None, - Query( - description="Use the key of the model in the data contract yaml file " - "to refer to a model, e.g., `orders`, or `all` for all " - "models (default).", - ), - ] = "all", - rdf_base: Annotated[ - Optional[str], - typer.Option(help="[rdf] The base URI used to generate the RDF graph.", rich_help_panel="RDF Options"), - ] = None, - sql_server_type: Annotated[ - Optional[str], - Query( - description="[sql] The server type to determine the sql dialect. By default, it uses 'auto' to automatically detect the sql dialect via the specified servers in the data contract.", - ), - ] = None, -): - result = DataContract(data_contract_str=body, server=server).export( - export_format=format, - model=model, - rdf_base=rdf_base, - sql_server_type=sql_server_type, - ) - - return result diff --git a/datacontract-cli/datacontract/breaking/breaking.py b/datacontract-cli/datacontract/breaking/breaking.py deleted file mode 100644 index 4263cf67b..000000000 --- a/datacontract-cli/datacontract/breaking/breaking.py +++ /dev/null @@ -1,546 +0,0 @@ -from datacontract.breaking.breaking_change import BreakingChange, Location, Severity -from datacontract.breaking.breaking_rules import BreakingRules -from datacontract.model.data_contract_specification import Contact, DeprecatedQuality, Field, Info, Model, Terms - - -def info_breaking_changes( - old_info: Info, - new_info: Info, - new_path: str, - include_severities: [Severity], -) -> list[BreakingChange]: - results = list[BreakingChange]() - - composition = ["info"] - - if old_info and new_info: - info_definition_fields = vars(new_info) | new_info.model_extra | old_info.model_extra - - for info_definition_field in info_definition_fields.keys(): - if info_definition_field == "contact": - continue - - old_value = getattr(old_info, info_definition_field, None) - new_value = getattr(new_info, info_definition_field, None) - - rule_name = None - description = None - - if old_value is None and new_value is not None: - rule_name = f"info_{_camel_to_snake(info_definition_field)}_added" - description = f"added with value: `{new_value}`" - - elif old_value is not None and new_value is None: - rule_name = f"info_{_camel_to_snake(info_definition_field)}_removed" - description = "removed info property" - - elif old_value != new_value: - rule_name = f"info_{_camel_to_snake(info_definition_field)}_updated" - description = f"changed from `{old_value}` to `{new_value}`" - - if rule_name is not None: - severity = _get_rule(rule_name) - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition + [info_definition_field]), - ) - ) - - results.extend( - contact_breaking_changes( - old_contact=getattr(old_info, "contact", None), - new_contact=getattr(new_info, "contact", None), - composition=composition + ["contact"], - new_path=new_path, - include_severities=include_severities, - ) - ) - - return results - - -def contact_breaking_changes( - old_contact: Contact, - new_contact: Contact, - composition: list[str], - new_path: str, - include_severities: [Severity], -) -> list[BreakingChange]: - results = list[BreakingChange]() - - if not old_contact and new_contact: - rule_name = "contact_added" - severity = _get_rule(rule_name) - description = "added contact" - - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition), - ) - ) - - elif old_contact and not new_contact: - rule_name = "contact_removed" - severity = _get_rule(rule_name) - description = "removed contact" - - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition), - ) - ) - - elif old_contact and new_contact: - contact_definition_fields = vars(new_contact) | new_contact.model_extra | old_contact.model_extra - - for contact_definition_field in contact_definition_fields.keys(): - old_value = getattr(old_contact, contact_definition_field, None) - new_value = getattr(new_contact, contact_definition_field, None) - - rule_name = None - description = None - - if old_value is None and new_value is not None: - rule_name = f"contact_{_camel_to_snake(contact_definition_field)}_added" - description = f"added with value: `{new_value}`" - - elif old_value is not None and new_value is None: - rule_name = f"contact_{_camel_to_snake(contact_definition_field)}_removed" - description = "removed contact property" - - elif old_value != new_value: - rule_name = f"contact_{_camel_to_snake(contact_definition_field)}_updated" - description = f"changed from `{old_value}` to `{new_value}`" - - if rule_name is not None: - severity = _get_rule(rule_name) - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition + [contact_definition_field]), - ) - ) - - return results - - -def terms_breaking_changes( - old_terms: Terms, - new_terms: Terms, - new_path: str, - include_severities: [Severity], -) -> list[BreakingChange]: - results = list[BreakingChange]() - - composition = ["terms"] - - if not old_terms and new_terms: - rule_name = "terms_added" - severity = _get_rule(rule_name) - description = "added terms" - - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition), - ) - ) - elif old_terms and not new_terms: - rule_name = "terms_removed" - severity = _get_rule(rule_name) - description = "removed terms" - - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition), - ) - ) - - if old_terms and new_terms: - terms_definition_fields = vars(new_terms) | new_terms.model_extra | old_terms.model_extra - - for terms_definition_field in terms_definition_fields.keys(): - old_value = getattr(old_terms, terms_definition_field, None) - new_value = getattr(new_terms, terms_definition_field, None) - - rule_name = None - description = None - - if old_value is None and new_value is not None: - rule_name = f"terms_{_camel_to_snake(terms_definition_field)}_added" - description = f"added with value: `{new_value}`" - - elif old_value is not None and new_value is None: - rule_name = f"terms_{_camel_to_snake(terms_definition_field)}_removed" - description = "removed info property" - - elif old_value != new_value: - rule_name = f"terms_{_camel_to_snake(terms_definition_field)}_updated" - description = f"changed from `{old_value}` to `{new_value}`" - - if rule_name is not None: - severity = _get_rule(rule_name) - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition + [terms_definition_field]), - ) - ) - - return results - - -def quality_breaking_changes( - old_quality: DeprecatedQuality, - new_quality: DeprecatedQuality, - new_path: str, - include_severities: [Severity], -) -> list[BreakingChange]: - results = list[BreakingChange]() - - if not old_quality and new_quality: - rule_name = "quality_added" - severity = _get_rule(rule_name) - description = "added quality" - - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=["quality"]), - ) - ) - elif old_quality and not new_quality: - rule_name = "quality_removed" - severity = _get_rule(rule_name) - description = "removed quality" - - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=["quality"]), - ) - ) - - elif old_quality and new_quality: - if old_quality.type != new_quality.type: - rule_name = "quality_type_updated" - severity = _get_rule(rule_name) - description = f"changed from `{old_quality.type}` to `{new_quality.type}`" - - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=["quality", "type"]), - ) - ) - - if old_quality.specification != new_quality.specification: - rule_name = "quality_specification_updated" - severity = _get_rule(rule_name) - description = f"changed from `{old_quality.specification}` to `{new_quality.specification}`" - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=["quality", "specification"]), - ) - ) - - return results - - -def models_breaking_changes( - old_models: dict[str, Model], - new_models: dict[str, Model], - new_path: str, - include_severities: [Severity], -) -> list[BreakingChange]: - composition = ["models"] - results = list[BreakingChange]() - - for model_name, new_model in new_models.items(): - if model_name not in old_models.keys(): - rule_name = "model_added" - severity = _get_rule(rule_name) - if severity in include_severities: - results.append( - BreakingChange( - description="added the model", - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition + [model_name]), - ) - ) - - for model_name, old_model in old_models.items(): - if model_name not in new_models.keys(): - rule_name = "model_removed" - severity = _get_rule(rule_name) - if severity in include_severities: - results.append( - BreakingChange( - description="removed the model", - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition + [model_name]), - ) - ) - continue - - results.extend( - model_breaking_changes( - old_model=old_model, - new_model=new_models[model_name], - new_path=new_path, - composition=composition + [model_name], - include_severities=include_severities, - ) - ) - - return results - - -def model_breaking_changes( - old_model: Model, new_model: Model, new_path: str, composition: list[str], include_severities: [Severity] -) -> list[BreakingChange]: - results = list[BreakingChange]() - - model_definition_fields = vars(new_model) | new_model.model_extra | old_model.model_extra - - for model_definition_field in model_definition_fields.keys(): - if model_definition_field == "fields": - continue - - old_value = getattr(old_model, model_definition_field, None) - new_value = getattr(new_model, model_definition_field, None) - - rule_name = None - description = None - - if old_value is None and new_value is not None: - rule_name = f"model_{model_definition_field}_added" - description = f"added with value: `{new_value}`" - - elif old_value is not None and new_value is None: - rule_name = f"model_{model_definition_field}_removed" - description = "removed model property" - - elif old_value != new_value: - rule_name = f"model_{model_definition_field}_updated" - description = f"changed from `{old_value}` to `{new_value}`" - - if rule_name is not None: - severity = _get_rule(rule_name) - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition + [model_definition_field]), - ) - ) - - results.extend( - fields_breaking_changes( - old_fields=old_model.fields, - new_fields=new_model.fields, - new_path=new_path, - composition=composition + ["fields"], - include_severities=include_severities, - ) - ) - - return results - - -def fields_breaking_changes( - old_fields: dict[str, Field], - new_fields: dict[str, Field], - new_path: str, - composition: list[str], - include_severities: [Severity], -) -> list[BreakingChange]: - results = list[BreakingChange]() - - for field_name, new_field in new_fields.items(): - if field_name not in old_fields.keys(): - rule_name = "field_added" - severity = _get_rule(rule_name) - if severity in include_severities: - results.append( - BreakingChange( - description="added the field", - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition + [field_name]), - ) - ) - - for field_name, old_field in old_fields.items(): - if field_name not in new_fields.keys(): - rule_name = "field_removed" - severity = _get_rule(rule_name) - if severity in include_severities: - results.append( - BreakingChange( - description="removed the field", - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition + [field_name]), - ) - ) - continue - - results.extend( - field_breaking_changes( - old_field=old_field, - new_field=new_fields[field_name], - composition=composition + [field_name], - new_path=new_path, - include_severities=include_severities, - ) - ) - return results - - -def field_breaking_changes( - old_field: Field, - new_field: Field, - composition: list[str], - new_path: str, - include_severities: [Severity], -) -> list[BreakingChange]: - results = list[BreakingChange]() - - field_definition_fields = vars(new_field) | new_field.model_extra | old_field.model_extra - for field_definition_field in field_definition_fields.keys(): - if field_definition_field == "ref_obj": - continue - - old_value = getattr(old_field, field_definition_field, None) - new_value = getattr(new_field, field_definition_field, None) - - if field_definition_field == "fields": - results.extend( - fields_breaking_changes( - old_fields=old_field.fields, - new_fields=new_field.fields, - new_path=new_path, - composition=composition + [field_definition_field], - include_severities=include_severities, - ) - ) - continue - - if field_definition_field == "items" and old_field.type == "array" and new_field.type == "array": - results.extend( - field_breaking_changes( - old_field=old_value, - new_field=new_value, - composition=composition + ["items"], - new_path=new_path, - include_severities=include_severities, - ) - ) - continue - - rule_name = None - description = None - - # logic for enum, tags and other arrays - if isinstance(old_value, list) and isinstance(new_value, list): - if not old_value and new_value: - rule_name = f"field_{_camel_to_snake(field_definition_field)}_added" - description = f"added with value: `{new_value}`" - elif old_value and not new_value: - rule_name = f"field_{_camel_to_snake(field_definition_field)}_removed" - description = "removed field property" - elif sorted(old_value) != sorted(new_value): - rule_name = f"field_{_camel_to_snake(field_definition_field)}_updated" - description = f"changed from `{old_value}` to `{new_value}`" - - # logic for normal fields - elif old_value is None and new_value is not None: - rule_name = f"field_{_camel_to_snake(field_definition_field)}_added" - description = f"added with value: `{str(new_value).lower() if isinstance(new_value, bool) else new_value}`" - - elif old_value is not None and new_value is None: - rule_name = f"field_{_camel_to_snake(field_definition_field)}_removed" - description = "removed field property" - - elif old_value != new_value: - rule_name = f"field_{_camel_to_snake(field_definition_field)}_updated" - description = ( - f"changed from `{str(old_value).lower() if isinstance(old_value, bool) else old_value}` " - f"to `{str(new_value).lower() if isinstance(new_value, bool) else new_value}`" - ) - - if rule_name is not None: - severity = _get_rule(rule_name) - field_schema_name = "$ref" if field_definition_field == "ref" else field_definition_field - if severity in include_severities: - results.append( - BreakingChange( - description=description, - check_name=rule_name, - severity=severity, - location=Location(path=new_path, composition=composition + [field_schema_name]), - ) - ) - - return results - - -def _get_rule(rule_name) -> Severity: - try: - return getattr(BreakingRules, rule_name) - except AttributeError: - try: - first, *_, last = rule_name.split("_") - short_rule = "__".join([first, last]) - return getattr(BreakingRules, short_rule) - except AttributeError: - print(f"WARNING: Breaking Rule not found for {rule_name}!") - return Severity.ERROR - - -def _camel_to_snake(s): - s = s.replace("-", "_") - return "".join(["_" + c.lower() if c.isupper() else c for c in s]).lstrip("_") diff --git a/datacontract-cli/datacontract/breaking/breaking_change.py b/datacontract-cli/datacontract/breaking/breaking_change.py deleted file mode 100644 index a9f76d9b8..000000000 --- a/datacontract-cli/datacontract/breaking/breaking_change.py +++ /dev/null @@ -1,73 +0,0 @@ -from enum import Enum -from typing import List - -from pydantic import BaseModel - - -class Severity(Enum): - ERROR = "error" - WARNING = "warning" - INFO = "info" - - def __str__(self) -> str: - return self.value - - -class Location(BaseModel): - path: str - composition: List[str] - - -class BreakingChange(BaseModel): - description: str - severity: Severity - check_name: str - location: Location - - def __str__(self) -> str: - return f"""{self.severity}\t\[{self.check_name}] at {self.location.path} - in {str.join(".", self.location.composition)} - {self.description}""" - - -class BreakingChanges(BaseModel): - breaking_changes: List[BreakingChange] - - def passed_checks(self) -> bool: - errors = len(list(filter(lambda x: x.severity == Severity.ERROR, self.breaking_changes))) - return errors == 0 - - def breaking_str(self) -> str: - changes_amount = len(self.breaking_changes) - errors = len(list(filter(lambda x: x.severity == Severity.ERROR, self.breaking_changes))) - warnings = len(list(filter(lambda x: x.severity == Severity.WARNING, self.breaking_changes))) - - headline = f"{changes_amount} breaking changes: {errors} error, {warnings} warning\n" - content = str.join("\n\n", map(lambda x: str(x), self.breaking_changes)) - - return headline + content - - def changelog_str(self) -> str: - changes_amount = len(self.breaking_changes) - errors = len(list(filter(lambda x: x.severity == Severity.ERROR, self.breaking_changes))) - warnings = len(list(filter(lambda x: x.severity == Severity.WARNING, self.breaking_changes))) - infos = len(list(filter(lambda x: x.severity == Severity.INFO, self.breaking_changes))) - - headline = f"{changes_amount} changes: {errors} error, {warnings} warning, {infos} info\n" - content = str.join("\n\n", map(lambda x: str(x), self.breaking_changes)) - - return headline + content - - -# -# [ -# { -# "description": "removed the field updated_at", -# "check_name": "field-removed", -# "severity": "error", -# "location": { -# "path": "./examples/breaking/datacontract-v2.yaml", -# "model": "my_table", -# } -# } -# ] diff --git a/datacontract-cli/datacontract/breaking/breaking_rules.py b/datacontract-cli/datacontract/breaking/breaking_rules.py deleted file mode 100644 index 51b0b937c..000000000 --- a/datacontract-cli/datacontract/breaking/breaking_rules.py +++ /dev/null @@ -1,130 +0,0 @@ -from datacontract.breaking.breaking_change import Severity - - -class BreakingRules: - # model rules - model_added = Severity.INFO - model_removed = Severity.ERROR - - model_description_added = Severity.INFO - model_description_removed = Severity.INFO - model_description_updated = Severity.INFO - - model_type_updated = Severity.ERROR - - model__removed = Severity.INFO # To support model extension keys - model__added = Severity.INFO - model__updated = Severity.INFO - - # field rules - field_added = Severity.INFO - field_removed = Severity.ERROR - - field_ref_added = Severity.WARNING - field_ref_removed = Severity.WARNING - field_ref_updated = Severity.WARNING - - field_title_added = Severity.INFO - field_title_removed = Severity.INFO - field_title_updated = Severity.INFO - - field_type_added = Severity.WARNING - field_type_removed = Severity.WARNING - field_type_updated = Severity.ERROR - - field_format_added = Severity.WARNING - field_format_removed = Severity.WARNING - field_format_updated = Severity.ERROR - - field_required_updated = Severity.ERROR - - field_primary_added = Severity.WARNING - field_primary_removed = Severity.WARNING - field_primary_updated = Severity.WARNING - - field_primary_key_added = Severity.WARNING - field_primary_key_removed = Severity.WARNING - field_primary_key_updated = Severity.WARNING - - field_references_added = Severity.WARNING - field_references_removed = Severity.WARNING - field_references_updated = Severity.WARNING - - field_unique_updated = Severity.ERROR - - field_description_added = Severity.INFO - field_description_removed = Severity.INFO - field_description_updated = Severity.INFO - - field_pii_added = Severity.WARNING - field_pii_removed = Severity.ERROR - field_pii_updated = Severity.ERROR - - field_classification_added = Severity.WARNING - field_classification_removed = Severity.ERROR - field_classification_updated = Severity.ERROR - - field_pattern_added = Severity.WARNING - field_pattern_removed = Severity.ERROR - field_pattern_updated = Severity.ERROR - - field_min_length_added = Severity.WARNING - field_min_length_removed = Severity.WARNING - field_min_length_updated = Severity.ERROR - - field_max_length_added = Severity.WARNING - field_max_length_removed = Severity.WARNING - field_max_length_updated = Severity.ERROR - - field_minimum_added = Severity.WARNING - field_minimum_removed = Severity.WARNING - field_minimum_updated = Severity.ERROR - - field_exclusive_minimum_added = Severity.WARNING - field_exclusive_minimum_removed = Severity.WARNING - field_exclusive_minimum_updated = Severity.ERROR - - field_maximum_added = Severity.WARNING - field_maximum_removed = Severity.WARNING - field_maximum_updated = Severity.ERROR - - field_exclusive_maximum_added = Severity.WARNING - field_exclusive_maximum_removed = Severity.WARNING - field_exclusive_maximum_updated = Severity.ERROR - - field_enum_added = Severity.WARNING - field_enum_removed = Severity.INFO - field_enum_updated = Severity.ERROR - - field_tags_added = Severity.INFO - field_tags_removed = Severity.INFO - field_tags_updated = Severity.INFO - - field_example_added = Severity.INFO - field_example_updated = Severity.INFO - field_example_removed = Severity.INFO - - field__removed = Severity.INFO # To support field extension keys - field__added = Severity.INFO - field__updated = Severity.INFO - - # quality Rules - quality_added = Severity.INFO - quality_removed = Severity.WARNING - - quality_type_updated = Severity.WARNING - quality_specification_updated = Severity.WARNING - - # info rules - info__added = Severity.INFO # will match `info__added` etc - info__removed = Severity.INFO - info__updated = Severity.INFO - - contact__added = Severity.INFO - contact__removed = Severity.INFO - contact__updated = Severity.INFO - - # terms rules - terms__added = Severity.INFO - terms__removed = Severity.INFO - terms__updated = Severity.INFO diff --git a/datacontract-cli/datacontract/catalog/catalog.py b/datacontract-cli/datacontract/catalog/catalog.py deleted file mode 100644 index 99de87dd3..000000000 --- a/datacontract-cli/datacontract/catalog/catalog.py +++ /dev/null @@ -1,78 +0,0 @@ -from dataclasses import dataclass -from datetime import datetime -from pathlib import Path - -import pytz -from jinja2 import Environment, PackageLoader, select_autoescape - -from datacontract.data_contract import DataContract -from datacontract.export.html_export import get_version -from datacontract.model.data_contract_specification import DataContractSpecification - - -def create_data_contract_html(contracts, file: Path, path: Path, schema: str): - data_contract = DataContract( - data_contract_file=f"{file.absolute()}", inline_definitions=True, inline_quality=True, schema_location=schema - ) - html = data_contract.export(export_format="html") - spec = data_contract.get_data_contract_specification() - file_without_suffix = file.with_suffix(".html") - html_filepath = path / file_without_suffix - html_filepath.parent.mkdir(parents=True, exist_ok=True) - with open(html_filepath, "w") as f: - f.write(html) - contracts.append( - DataContractView( - html_filepath=html_filepath, - html_link=file_without_suffix, - spec=spec, - ) - ) - print(f"Created {html_filepath}") - - -@dataclass -class DataContractView: - """Class for keeping track of an item in inventory.""" - - html_filepath: Path - html_link: Path - spec: DataContractSpecification - - -def create_index_html(contracts, path): - index_filepath = path / "index.html" - with open(index_filepath, "w") as f: - # Load templates from templates folder - package_loader = PackageLoader("datacontract", "templates") - env = Environment( - loader=package_loader, - autoescape=select_autoescape( - enabled_extensions="html", - default_for_string=True, - ), - ) - - # Load the required template - # needs to be included in /MANIFEST.in - template = env.get_template("index.html") - - # needs to be included in /MANIFEST.in - style_content, _, _ = package_loader.get_source(env, "style/output.css") - - tz = pytz.timezone("UTC") - now = datetime.now(tz) - formatted_date = now.strftime("%d %b %Y %H:%M:%S UTC") - datacontract_cli_version = get_version() - - # Render the template with necessary data - html_string = template.render( - style=style_content, - formatted_date=formatted_date, - datacontract_cli_version=datacontract_cli_version, - contracts=contracts, - contracts_size=len(contracts), - owners=sorted(set(dc.spec.info.owner for dc in contracts if dc.spec.info.owner)), - ) - f.write(html_string) - print(f"Created {index_filepath}") diff --git a/datacontract-cli/datacontract/cli.py b/datacontract-cli/datacontract/cli.py deleted file mode 100644 index 7af97463e..000000000 --- a/datacontract-cli/datacontract/cli.py +++ /dev/null @@ -1,491 +0,0 @@ -import os -from importlib import metadata -from pathlib import Path -from typing import Iterable, List, Optional - -import typer -from click import Context -from rich.console import Console -from typer.core import TyperGroup -from typing_extensions import Annotated - -from datacontract.catalog.catalog import create_data_contract_html, create_index_html -from datacontract.data_contract import DataContract, ExportFormat -from datacontract.imports.importer import ImportFormat -from datacontract.init.init_template import get_init_template -from datacontract.integration.datamesh_manager import ( - publish_data_contract_to_datamesh_manager, -) -from datacontract.lint.resolve import resolve_data_contract_dict -from datacontract.output.output_format import OutputFormat -from datacontract.output.test_results_writer import write_test_result - -console = Console() - - -class OrderedCommands(TyperGroup): - def list_commands(self, ctx: Context) -> Iterable[str]: - return self.commands.keys() - - -app = typer.Typer( - cls=OrderedCommands, - no_args_is_help=True, - add_completion=False, -) - - -def version_callback(value: bool): - if value: - console.print(metadata.version("datacontract-cli")) - raise typer.Exit() - - -@app.callback() -def common( - ctx: typer.Context, - version: bool = typer.Option( - None, - "--version", - help="Prints the current version.", - callback=version_callback, - is_eager=True, - ), -): - """ - The datacontract CLI is an open source command-line tool for working with Data Contracts (https://datacontract.com). - - It uses data contract YAML files to lint the data contract, - connect to data sources and execute schema and quality tests, - detect breaking changes, and export to different formats. - """ - pass - - -@app.command() -def init( - location: Annotated[ - str, typer.Argument(help="The location of the data contract file to create.") - ] = "datacontract.yaml", - template: Annotated[str, typer.Option(help="URL of a template or data contract")] = None, - overwrite: Annotated[bool, typer.Option(help="Replace the existing datacontract.yaml")] = False, -): - """ - Create an empty data contract. - """ - if not overwrite and os.path.exists(location): - console.print("File already exists, use --overwrite to overwrite") - raise typer.Exit(code=1) - template_str = get_init_template(template) - with open(location, "w") as f: - f.write(template_str) - console.print("📄 data contract written to " + location) - - -@app.command() -def lint( - location: Annotated[ - str, - typer.Argument(help="The location (url or path) of the data contract yaml."), - ] = "datacontract.yaml", - schema: Annotated[ - str, - typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), - ] = None, - output: Annotated[ - Path, - typer.Option( - help="Specify the file path where the test results should be written to (e.g., './test-results/TEST-datacontract.xml'). If no path is provided, the output will be printed to stdout." - ), - ] = None, - output_format: Annotated[OutputFormat, typer.Option(help="The target format for the test results.")] = None, -): - """ - Validate that the datacontract.yaml is correctly formatted. - """ - run = DataContract(data_contract_file=location, schema_location=schema).lint() - write_test_result(run, console, output_format, output) - - -@app.command() -def test( - location: Annotated[ - str, - typer.Argument(help="The location (url or path) of the data contract yaml."), - ] = "datacontract.yaml", - schema: Annotated[ - str, - typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), - ] = None, - server: Annotated[ - str, - typer.Option( - help="The server configuration to run the schema and quality tests. " - "Use the key of the server object in the data contract yaml file " - "to refer to a server, e.g., `production`, or `all` for all " - "servers (default)." - ), - ] = "all", - publish: Annotated[str, typer.Option(help="The url to publish the results after the test")] = None, - output: Annotated[ - Path, - typer.Option( - help="Specify the file path where the test results should be written to (e.g., './test-results/TEST-datacontract.xml')." - ), - ] = None, - output_format: Annotated[OutputFormat, typer.Option(help="The target format for the test results.")] = None, - logs: Annotated[bool, typer.Option(help="Print logs")] = False, - ssl_verification: Annotated[ - bool, - typer.Option(help="SSL verification when publishing the data contract."), - ] = True, -): - """ - Run schema and quality tests on configured servers. - """ - console.print(f"Testing {location}") - if server == "all": - server = None - run = DataContract( - data_contract_file=location, - schema_location=schema, - publish_url=publish, - server=server, - ssl_verification=ssl_verification, - ).test() - if logs: - _print_logs(run) - write_test_result(run, console, output_format, output) - - -@app.command() -def export( - format: Annotated[ExportFormat, typer.Option(help="The export format.")], - output: Annotated[ - Path, - typer.Option( - help="Specify the file path where the exported data will be saved. If no path is provided, the output will be printed to stdout." - ), - ] = None, - server: Annotated[str, typer.Option(help="The server name to export.")] = None, - model: Annotated[ - str, - typer.Option( - help="Use the key of the model in the data contract yaml file " - "to refer to a model, e.g., `orders`, or `all` for all " - "models (default)." - ), - ] = "all", - # TODO: this should be a subcommand - rdf_base: Annotated[ - Optional[str], - typer.Option( - help="[rdf] The base URI used to generate the RDF graph.", - rich_help_panel="RDF Options", - ), - ] = None, - # TODO: this should be a subcommand - sql_server_type: Annotated[ - Optional[str], - typer.Option( - help="[sql] The server type to determine the sql dialect. By default, it uses 'auto' to automatically detect the sql dialect via the specified servers in the data contract.", - rich_help_panel="SQL Options", - ), - ] = "auto", - location: Annotated[ - str, - typer.Argument(help="The location (url or path) of the data contract yaml."), - ] = "datacontract.yaml", - schema: Annotated[ - str, - typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), - ] = None, - # TODO: this should be a subcommand - engine: Annotated[ - Optional[str], - typer.Option(help="[engine] The engine used for great expection run."), - ] = None, - # TODO: this should be a subcommand - template: Annotated[ - Optional[Path], - typer.Option(help="[custom] The file path of Jinja template."), - ] = None, -): - """ - Convert data contract to a specific format. Saves to file specified by `output` option if present, otherwise prints to stdout. - """ - # TODO exception handling - result = DataContract(data_contract_file=location, schema_location=schema, server=server).export( - export_format=format, - model=model, - server=server, - rdf_base=rdf_base, - sql_server_type=sql_server_type, - engine=engine, - template=template, - ) - # Don't interpret console markup in output. - if output is None: - console.print(result, markup=False, soft_wrap=True) - else: - with output.open(mode="w", encoding="utf-8") as f: - f.write(result) - console.print(f"Written result to {output}") - - -@app.command(name="import") -def import_( - format: Annotated[ImportFormat, typer.Option(help="The format of the source file.")], - output: Annotated[ - Path, - typer.Option( - help="Specify the file path where the Data Contract will be saved. If no path is provided, the output will be printed to stdout." - ), - ] = None, - source: Annotated[ - Optional[str], - typer.Option(help="The path to the file or Glue Database that should be imported."), - ] = None, - dialect: Annotated[ - Optional[str], - typer.Option(help="The SQL dialect to use when importing SQL files, e.g., postgres, tsql, bigquery."), - ] = None, - glue_table: Annotated[ - Optional[List[str]], - typer.Option( - help="List of table ids to import from the Glue Database (repeat for multiple table ids, leave empty for all tables in the dataset)." - ), - ] = None, - bigquery_project: Annotated[Optional[str], typer.Option(help="The bigquery project id.")] = None, - bigquery_dataset: Annotated[Optional[str], typer.Option(help="The bigquery dataset id.")] = None, - bigquery_table: Annotated[ - Optional[List[str]], - typer.Option( - help="List of table ids to import from the bigquery API (repeat for multiple table ids, leave empty for all tables in the dataset)." - ), - ] = None, - unity_table_full_name: Annotated[ - Optional[str], typer.Option(help="Full name of a table in the unity catalog") - ] = None, - dbt_model: Annotated[ - Optional[List[str]], - typer.Option( - help="List of models names to import from the dbt manifest file (repeat for multiple models names, leave empty for all models in the dataset)." - ), - ] = None, - dbml_schema: Annotated[ - Optional[List[str]], - typer.Option( - help="List of schema names to import from the DBML file (repeat for multiple schema names, leave empty for all tables in the file)." - ), - ] = None, - dbml_table: Annotated[ - Optional[List[str]], - typer.Option( - help="List of table names to import from the DBML file (repeat for multiple table names, leave empty for all tables in the file)." - ), - ] = None, - iceberg_table: Annotated[ - Optional[str], - typer.Option(help="Table name to assign to the model created from the Iceberg schema."), - ] = None, - template: Annotated[ - Optional[str], - typer.Option(help="The location (url or path) of the Data Contract Specification Template"), - ] = None, - schema: Annotated[ - str, - typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), - ] = None, -): - """ - Create a data contract from the given source location. Saves to file specified by `output` option if present, otherwise prints to stdout. - """ - result = DataContract().import_from_source( - format=format, - source=source, - template=template, - schema=schema, - dialect=dialect, - glue_table=glue_table, - bigquery_table=bigquery_table, - bigquery_project=bigquery_project, - bigquery_dataset=bigquery_dataset, - unity_table_full_name=unity_table_full_name, - dbt_model=dbt_model, - dbml_schema=dbml_schema, - dbml_table=dbml_table, - iceberg_table=iceberg_table, - ) - if output is None: - console.print(result.to_yaml(), markup=False, soft_wrap=True) - else: - with output.open(mode="w", encoding="utf-8") as f: - f.write(result.to_yaml()) - console.print(f"Written result to {output}") - - -@app.command(name="publish") -def publish( - location: Annotated[ - str, - typer.Argument(help="The location (url or path) of the data contract yaml."), - ] = "datacontract.yaml", - schema: Annotated[ - str, - typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), - ] = None, - ssl_verification: Annotated[ - bool, - typer.Option(help="SSL verification when publishing the data contract."), - ] = True, -): - """ - Publish the data contract to the Data Mesh Manager. - """ - publish_data_contract_to_datamesh_manager( - data_contract_dict=resolve_data_contract_dict(location), - ssl_verification=ssl_verification, - ) - - -@app.command(name="catalog") -def catalog( - files: Annotated[ - Optional[str], - typer.Option( - help="Glob pattern for the data contract files to include in the catalog. Applies recursively to any subfolders." - ), - ] = "*.yaml", - output: Annotated[Optional[str], typer.Option(help="Output directory for the catalog html files.")] = "catalog/", - schema: Annotated[ - str, - typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"), - ] = None, -): - """ - Create a html catalog of data contracts. - """ - path = Path(output) - path.mkdir(parents=True, exist_ok=True) - console.print(f"Created {output}") - - contracts = [] - for file in Path().rglob(files): - try: - create_data_contract_html(contracts, file, path, schema) - except Exception as e: - console.print(f"Skipped {file} due to error: {e}") - - create_index_html(contracts, path) - - -@app.command() -def breaking( - location_old: Annotated[ - str, - typer.Argument(help="The location (url or path) of the old data contract yaml."), - ], - location_new: Annotated[ - str, - typer.Argument(help="The location (url or path) of the new data contract yaml."), - ], -): - """ - Identifies breaking changes between data contracts. Prints to stdout. - """ - - # TODO exception handling - result = DataContract(data_contract_file=location_old, inline_definitions=True).breaking( - DataContract(data_contract_file=location_new, inline_definitions=True) - ) - - console.print(result.breaking_str()) - - if not result.passed_checks(): - raise typer.Exit(code=1) - - -@app.command() -def changelog( - location_old: Annotated[ - str, - typer.Argument(help="The location (url or path) of the old data contract yaml."), - ], - location_new: Annotated[ - str, - typer.Argument(help="The location (url or path) of the new data contract yaml."), - ], -): - """ - Generate a changelog between data contracts. Prints to stdout. - """ - - # TODO exception handling - result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog( - DataContract(data_contract_file=location_new, inline_definitions=True) - ) - - console.print(result.changelog_str()) - - -@app.command() -def diff( - location_old: Annotated[ - str, - typer.Argument(help="The location (url or path) of the old data contract yaml."), - ], - location_new: Annotated[ - str, - typer.Argument(help="The location (url or path) of the new data contract yaml."), - ], -): - """ - PLACEHOLDER. Currently works as 'changelog' does. - """ - - # TODO change to diff output, not the changelog entries - result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog( - DataContract(data_contract_file=location_new, inline_definitions=True) - ) - - console.print(result.changelog_str()) - - -@app.command() -def api( - port: Annotated[int, typer.Option(help="Bind socket to this port.")] = 4242, - host: Annotated[ - str, typer.Option(help="Bind socket to this host. Hint: For running in docker, set it to 0.0.0.0") - ] = "127.0.0.1", -): - """ - Start the datacontract CLI as server application with REST API. - - The OpenAPI documentation as Swagger UI is available on http://localhost:4242. - You can execute the commands directly from the Swagger UI. - - To protect the API, you can set the environment variable DATACONTRACT_CLI_API_KEY to a secret API key. - To authenticate, requests must include the header 'x-api-key' with the correct API key. - This is highly recommended, as data contract tests may be subject to SQL injections or leak sensitive information. - - To connect to servers (such as a Snowflake data source), set the credentials as environment variables as documented in - https://cli.datacontract.com/#test - """ - import uvicorn - from uvicorn.config import LOGGING_CONFIG - - log_config = LOGGING_CONFIG - log_config["root"] = {"level": "INFO"} - - uvicorn.run(app="datacontract.api:app", port=port, host=host, reload=True, log_config=LOGGING_CONFIG) - - -def _print_logs(run): - console.print("\nLogs:") - for log in run.logs: - console.print(log.timestamp.strftime("%y-%m-%d %H:%M:%S"), log.level.ljust(5), log.message) - - -if __name__ == "__main__": - app() diff --git a/datacontract-cli/datacontract/data_contract.py b/datacontract-cli/datacontract/data_contract.py deleted file mode 100644 index 1cef91500..000000000 --- a/datacontract-cli/datacontract/data_contract.py +++ /dev/null @@ -1,273 +0,0 @@ -import logging -import typing - -if typing.TYPE_CHECKING: - from pyspark.sql import SparkSession - -from datacontract.breaking.breaking import ( - info_breaking_changes, - models_breaking_changes, - quality_breaking_changes, - terms_breaking_changes, -) -from datacontract.breaking.breaking_change import BreakingChange, BreakingChanges, Severity -from datacontract.engines.data_contract_test import execute_data_contract_test -from datacontract.export.exporter import ExportFormat -from datacontract.export.exporter_factory import exporter_factory -from datacontract.imports.importer_factory import importer_factory -from datacontract.init.init_template import get_init_template -from datacontract.integration.datamesh_manager import publish_test_results_to_datamesh_manager -from datacontract.lint import resolve -from datacontract.lint.linters.description_linter import DescriptionLinter -from datacontract.lint.linters.field_pattern_linter import FieldPatternLinter -from datacontract.lint.linters.field_reference_linter import FieldReferenceLinter -from datacontract.lint.linters.notice_period_linter import NoticePeriodLinter -from datacontract.lint.linters.quality_schema_linter import QualityUsesSchemaLinter -from datacontract.lint.linters.valid_constraints_linter import ValidFieldConstraintsLinter -from datacontract.model.data_contract_specification import DataContractSpecification -from datacontract.model.exceptions import DataContractException -from datacontract.model.run import Check, ResultEnum, Run - - -class DataContract: - def __init__( - self, - data_contract_file: str = None, - data_contract_str: str = None, - data_contract: DataContractSpecification = None, - schema_location: str = None, - server: str = None, - publish_url: str = None, - spark: "SparkSession" = None, - inline_definitions: bool = True, - inline_quality: bool = True, - ssl_verification: bool = True, - ): - self._data_contract_file = data_contract_file - self._data_contract_str = data_contract_str - self._data_contract = data_contract - self._schema_location = schema_location - self._server = server - self._publish_url = publish_url - self._spark = spark - self._inline_definitions = inline_definitions - self._inline_quality = inline_quality - self._ssl_verification = ssl_verification - self.all_linters = { - QualityUsesSchemaLinter(), - FieldPatternLinter(), - FieldReferenceLinter(), - NoticePeriodLinter(), - ValidFieldConstraintsLinter(), - DescriptionLinter(), - } - - @classmethod - def init(cls, template: typing.Optional[str], schema: typing.Optional[str] = None) -> DataContractSpecification: - template_str = get_init_template(template) - return resolve.resolve_data_contract(data_contract_str=template_str, schema_location=schema) - - def lint(self, enabled_linters: typing.Union[str, set[str]] = "all") -> Run: - """Lint the data contract by deserializing the contract and checking the schema, as well as calling the configured linters. - - enabled_linters can be either "all" or "none", or a set of linter IDs. The "schema" linter is always enabled, even with enabled_linters="none". - """ - run = Run.create_run() - try: - run.log_info("Linting data contract") - data_contract = resolve.resolve_data_contract( - self._data_contract_file, - self._data_contract_str, - self._data_contract, - self._schema_location, - inline_definitions=self._inline_definitions, - inline_quality=self._inline_quality, - ) - run.checks.append( - Check( - type="lint", - result=ResultEnum.passed, - name="Data contract is syntactically valid", - engine="datacontract", - ) - ) - if enabled_linters == "none": - linters_to_check = set() - elif enabled_linters == "all": - linters_to_check = self.all_linters - elif isinstance(enabled_linters, set): - linters_to_check = {linter for linter in self.all_linters if linter.id in enabled_linters} - else: - raise RuntimeError(f"Unknown argument enabled_linters={enabled_linters} for lint()") - for linter in linters_to_check: - try: - run.checks.extend(linter.lint(data_contract)) - except Exception as e: - run.checks.append( - Check( - type="general", - result=ResultEnum.error, - name=f"Linter '{linter.name}'", - reason=str(e), - engine="datacontract", - ) - ) - run.dataContractId = data_contract.id - run.dataContractVersion = data_contract.info.version - except DataContractException as e: - run.checks.append( - Check(type=e.type, result=e.result, name=e.name, reason=e.reason, engine=e.engine, details="") - ) - run.log_error(str(e)) - except Exception as e: - run.checks.append( - Check( - type="general", - result=ResultEnum.error, - name="Check Data Contract", - reason=str(e), - engine="datacontract", - ) - ) - run.log_error(str(e)) - run.finish() - return run - - def test(self) -> Run: - run = Run.create_run() - try: - run.log_info("Testing data contract") - data_contract = resolve.resolve_data_contract( - self._data_contract_file, - self._data_contract_str, - self._data_contract, - self._schema_location, - inline_definitions=self._inline_definitions, - inline_quality=self._inline_quality, - ) - - execute_data_contract_test(data_contract, run, self._server, self._spark) - - except DataContractException as e: - run.checks.append( - Check( - type=e.type, - name=e.name, - result=e.result, - reason=e.reason, - model=e.model, - engine=e.engine, - details="", - ) - ) - run.log_error(str(e)) - except Exception as e: - run.checks.append( - Check( - type="general", - result=ResultEnum.error, - name="Test Data Contract", - reason=str(e), - engine="datacontract", - ) - ) - logging.exception("Exception occurred") - run.log_error(str(e)) - - run.finish() - - if self._publish_url is not None: - publish_test_results_to_datamesh_manager(run, self._publish_url, self._ssl_verification) - - return run - - def breaking(self, other: "DataContract") -> BreakingChanges: - return self.changelog(other, include_severities=[Severity.ERROR, Severity.WARNING]) - - def changelog( - self, other: "DataContract", include_severities: [Severity] = (Severity.ERROR, Severity.WARNING, Severity.INFO) - ) -> BreakingChanges: - old = self.get_data_contract_specification() - new = other.get_data_contract_specification() - - breaking_changes = list[BreakingChange]() - - breaking_changes.extend( - info_breaking_changes( - old_info=old.info, - new_info=new.info, - new_path=other._data_contract_file, - include_severities=include_severities, - ) - ) - - breaking_changes.extend( - terms_breaking_changes( - old_terms=old.terms, - new_terms=new.terms, - new_path=other._data_contract_file, - include_severities=include_severities, - ) - ) - - breaking_changes.extend( - quality_breaking_changes( - old_quality=old.quality, - new_quality=new.quality, - new_path=other._data_contract_file, - include_severities=include_severities, - ) - ) - - breaking_changes.extend( - models_breaking_changes( - old_models=old.models, - new_models=new.models, - new_path=other._data_contract_file, - include_severities=include_severities, - ) - ) - - return BreakingChanges(breaking_changes=breaking_changes) - - def get_data_contract_specification(self) -> DataContractSpecification: - return resolve.resolve_data_contract( - data_contract_location=self._data_contract_file, - data_contract_str=self._data_contract_str, - data_contract=self._data_contract, - schema_location=self._schema_location, - inline_definitions=self._inline_definitions, - inline_quality=self._inline_quality, - ) - - def export(self, export_format: ExportFormat, model: str = "all", sql_server_type: str = "auto", **kwargs) -> str: - data_contract = resolve.resolve_data_contract( - self._data_contract_file, - self._data_contract_str, - self._data_contract, - schema_location=self._schema_location, - inline_definitions=self._inline_definitions, - inline_quality=self._inline_quality, - ) - - return exporter_factory.create(export_format).export( - data_contract=data_contract, - model=model, - server=self._server, - sql_server_type=sql_server_type, - export_args=kwargs, - ) - - def import_from_source( - self, - format: str, - source: typing.Optional[str] = None, - template: typing.Optional[str] = None, - schema: typing.Optional[str] = None, - **kwargs, - ) -> DataContractSpecification: - data_contract_specification_initial = DataContract.init(template=template, schema=schema) - - return importer_factory.create(format).import_source( - data_contract_specification=data_contract_specification_initial, source=source, import_args=kwargs - ) diff --git a/datacontract-cli/datacontract/engines/__init__.py b/datacontract-cli/datacontract/engines/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/datacontract-cli/datacontract/engines/data_contract_checks.py b/datacontract-cli/datacontract/engines/data_contract_checks.py deleted file mode 100644 index 2be6c649e..000000000 --- a/datacontract-cli/datacontract/engines/data_contract_checks.py +++ /dev/null @@ -1,735 +0,0 @@ -import uuid -from typing import List -from venv import logger - -import yaml - -from datacontract.export.sql_type_converter import convert_to_sql_type -from datacontract.model.data_contract_specification import DataContractSpecification, Quality, Server -from datacontract.model.run import Check - - -def create_checks(data_contract_spec: DataContractSpecification, server: Server) -> List[Check]: - checks: List[Check] = [] - for model_key, model_value in data_contract_spec.models.items(): - model_checks = to_model_checks(model_key, model_value, server) - checks.extend(model_checks) - checks.extend(to_servicelevel_checks(data_contract_spec)) - checks.append(to_quality_check(data_contract_spec)) - return [check for check in checks if check is not None] - - -def to_model_checks(model_key, model_value, server: Server) -> List[Check]: - checks: List[Check] = [] - server_type = server.type if server and server.type else None - model_name = to_model_name(model_key, model_value, server_type) - fields = model_value.fields - - check_types = is_check_types(server) - quote_field_name = server_type in ["postgres", "sqlserver"] - - for field_name, field in fields.items(): - checks.append(check_field_is_present(model_name, field_name, quote_field_name)) - if check_types and field.type is not None: - sql_type = convert_to_sql_type(field, server_type) - checks.append(check_field_type(model_name, field_name, sql_type, quote_field_name)) - if field.required: - checks.append(check_field_required(model_name, field_name, quote_field_name)) - if field.unique: - checks.append(check_field_unique(model_name, field_name, quote_field_name)) - if field.minLength is not None: - checks.append(check_field_min_length(model_name, field_name, field.minLength, quote_field_name)) - if field.maxLength is not None: - checks.append(check_field_max_length(model_name, field_name, field.maxLength, quote_field_name)) - if field.minimum is not None: - checks.append(check_field_minimum(model_name, field_name, field.minimum, quote_field_name)) - if field.maximum is not None: - checks.append(check_field_maximum(model_name, field_name, field.maximum, quote_field_name)) - if field.exclusiveMinimum is not None: - checks.append(check_field_minimum(model_name, field_name, field.exclusiveMinimum, quote_field_name)) - checks.append(check_field_not_equal(model_name, field_name, field.exclusiveMinimum, quote_field_name)) - if field.exclusiveMaximum is not None: - checks.append(check_field_maximum(model_name, field_name, field.exclusiveMaximum, quote_field_name)) - checks.append(check_field_not_equal(model_name, field_name, field.exclusiveMaximum, quote_field_name)) - if field.pattern is not None: - checks.append(check_field_regex(model_name, field_name, field.pattern, quote_field_name)) - if field.enum is not None and len(field.enum) > 0: - checks.append(check_field_enum(model_name, field_name, field.enum, quote_field_name)) - if field.quality is not None and len(field.quality) > 0: - quality_list = check_quality_list(model_name, field_name, field.quality) - if (quality_list is not None) and len(quality_list) > 0: - checks.extend(quality_list) - # TODO references: str = None - # TODO format - - if model_value.quality is not None and len(model_value.quality) > 0: - quality_list = check_quality_list(model_name, None, model_value.quality) - if (quality_list is not None) and len(quality_list) > 0: - checks.extend(quality_list) - - return checks - - -def checks_for(model_name, quote_field_name): - if quote_field_name: - return f'checks for "{model_name}"' - return f"checks for {model_name}" - - -def is_check_types(server: Server) -> bool: - if server is None: - return True - return server.format != "json" and server.format != "csv" and server.format != "avro" - - -def to_model_name(model_key, model_value, server_type): - if server_type == "databricks": - if model_value.config is not None and "databricksTable" in model_value.config: - return model_value.config["databricksTable"] - if server_type == "snowflake": - if model_value.config is not None and "snowflakeTable" in model_value.config: - return model_value.config["snowflakeTable"] - if server_type == "sqlserver": - if model_value.config is not None and "sqlserverTable" in model_value.config: - return model_value.config["sqlserverTable"] - if server_type == "postgres" or server_type == "postgresql": - if model_value.config is not None and "postgresTable" in model_value.config: - return model_value.config["postgresTable"] - return model_key - - -def check_field_is_present(model_name, field_name, quote_field_name: bool) -> Check: - check_type = "field_is_present" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - "schema": { - "name": check_key, - "fail": { - "when required column missing": [field_name], - }, - } - } - ] - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field '{field_name}' is present", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_type(model_name: str, field_name: str, expected_type: str, quote_field_name: bool = False): - check_type = "field_type" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - "schema": { - "name": check_key, - "fail": { - "when wrong column type": { - field_name: expected_type, - }, - }, - } - } - ] - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field {field_name} has type {expected_type}", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_required(model_name: str, field_name: str, quote_field_name: bool = False): - if quote_field_name: - field_name_for_soda = f'"{field_name}"' - else: - field_name_for_soda = field_name - - check_type = "field_required" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - f"missing_count({field_name_for_soda}) = 0": { - "name": check_key, - }, - } - ], - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field {field_name} has no missing values", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_unique(model_name: str, field_name: str, quote_field_name: bool = False): - if quote_field_name: - field_name_for_soda = f'"{field_name}"' - else: - field_name_for_soda = field_name - - check_type = "field_unique" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - f"duplicate_count({field_name_for_soda}) = 0": { - "name": check_key, - }, - } - ], - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that unique field {field_name} has no duplicate values", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_min_length(model_name: str, field_name: str, min_length: int, quote_field_name: bool = False): - if quote_field_name: - field_name_for_soda = f'"{field_name}"' - else: - field_name_for_soda = field_name - - check_type = "field_min_length" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - f"invalid_count({field_name_for_soda}) = 0": { - "name": check_key, - "valid min length": min_length, - }, - } - ] - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field {field_name} has a min length of {min_length}", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_max_length(model_name: str, field_name: str, max_length: int, quote_field_name: bool = False): - if quote_field_name: - field_name_for_soda = f'"{field_name}"' - else: - field_name_for_soda = field_name - - check_type = "field_max_length" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - f"invalid_count({field_name_for_soda}) = 0": { - "name": check_key, - "valid max length": max_length, - }, - } - ], - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field {field_name} has a max length of {max_length}", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_minimum(model_name: str, field_name: str, minimum: int, quote_field_name: bool = False): - if quote_field_name: - field_name_for_soda = f'"{field_name}"' - else: - field_name_for_soda = field_name - - check_type = "field_minimum" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - f"invalid_count({field_name_for_soda}) = 0": { - "name": check_key, - "valid min": minimum, - }, - } - ], - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field {field_name} has a minimum of {minimum}", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_maximum(model_name: str, field_name: str, maximum: int, quote_field_name: bool = False): - if quote_field_name: - field_name_for_soda = f'"{field_name}"' - else: - field_name_for_soda = field_name - - check_type = "field_maximum" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - f"invalid_count({field_name_for_soda}) = 0": { - "name": check_key, - "valid max": maximum, - }, - } - ], - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field {field_name} has a maximum of {maximum}", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_not_equal(model_name: str, field_name: str, value: int, quote_field_name: bool = False): - if quote_field_name: - field_name_for_soda = f'"{field_name}"' - else: - field_name_for_soda = field_name - - check_type = "field_not_equal" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - f"invalid_count({field_name_for_soda}) = 0": { - "name": check_key, - "invalid values": [value], - }, - } - ], - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field {field_name} is not equal to {value}", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_enum(model_name: str, field_name: str, enum: list, quote_field_name: bool = False): - if quote_field_name: - field_name_for_soda = f'"{field_name}"' - else: - field_name_for_soda = field_name - - check_type = "field_enum" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - f"invalid_count({field_name_for_soda}) = 0": { - "name": check_key, - "valid values": enum, - }, - } - ], - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field {field_name} only contains enum values {enum}", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_field_regex(model_name: str, field_name: str, pattern: str, quote_field_name: bool = False): - if quote_field_name: - field_name_for_soda = f'"{field_name}"' - else: - field_name_for_soda = field_name - - check_type = "field_regex" - check_key = f"{model_name}__{field_name}__{check_type}" - sodacl_check_dict = { - checks_for(model_name, quote_field_name): [ - { - f"invalid_count({field_name_for_soda}) = 0": { - "name": check_key, - "valid regex": pattern, - }, - } - ], - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="schema", - type=check_type, - name=f"Check that field {field_name} matches regex pattern {pattern}", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def check_quality_list(model_name, field_name, quality_list: List[Quality]) -> List[Check]: - checks: List[Check] = [] - - count = 0 - for quality in quality_list: - if quality.type == "sql": - if field_name is None: - check_key = f"{model_name}__quality_sql_{count}" - check_type = "field_quality_sql" - else: - check_key = f"{model_name}__{field_name}__quality_sql_{count}" - check_type = "model_quality_sql" - threshold = to_sodacl_threshold(quality) - query = prepare_query(quality, model_name, field_name) - if query is None: - logger.warning(f"Quality check {check_key} has no query") - continue - if threshold is None: - logger.warning(f"Quality check {check_key} has no valid threshold") - continue - sodacl_check_dict = { - f"checks for {model_name}": [ - { - f"{check_key} {threshold}": { - f"{check_key} query": query, - "name": check_key, - }, - } - ] - } - checks.append( - Check( - id=str(uuid.uuid4()), - key=check_key, - category="quality", - type=check_type, - name=quality.description if quality.description is not None else "Quality Check", - model=model_name, - field=field_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - ) - count += 1 - - return checks - - -def prepare_query(quality: Quality, model_name: str, field_name: str = None) -> str | None: - if quality.query is None: - return None - if quality.query == "": - return None - - query = quality.query - - query = query.replace("{model}", model_name) - query = query.replace("{table}", model_name) - - if field_name is not None: - query = query.replace("{field}", field_name) - query = query.replace("{column}", field_name) - - return query - - -def to_sodacl_threshold(quality: Quality) -> str | None: - if quality.mustBe is not None: - return f"= {quality.mustBe}" - if quality.mustNotBe is not None: - return f"!= {quality.mustNotBe}" - if quality.mustBeGreaterThan is not None: - return f"> {quality.mustBeGreaterThan}" - if quality.mustBeGreaterThanOrEqualTo is not None: - return f">= {quality.mustBeGreaterThanOrEqualTo}" - if quality.mustBeLessThan is not None: - return f"< {quality.mustBeLessThan}" - if quality.mustBeLessThanOrEqualTo is not None: - return f"<= {quality.mustBeLessThanOrEqualTo}" - if quality.mustBeBetween is not None: - if len(quality.mustBeBetween) != 2: - logger.warning( - f"Quality check has invalid mustBeBetween, must have exactly 2 integers in an array: {quality.mustBeBetween}" - ) - return None - return f"between {quality.mustBeBetween[0]} and {quality.mustBeBetween[1]}" - if quality.mustNotBeBetween is not None: - if len(quality.mustNotBeBetween) != 2: - logger.warning( - f"Quality check has invalid mustNotBeBetween, must have exactly 2 integers in an array: {quality.mustNotBeBetween}" - ) - return None - return f"not between {quality.mustNotBeBetween[0]} and {quality.mustNotBeBetween[1]}" - return None - - -def to_servicelevel_checks(data_contract_spec: DataContractSpecification) -> List[Check]: - checks: List[Check] = [] - if data_contract_spec.servicelevels is None: - return checks - if data_contract_spec.servicelevels.freshness is not None: - checks.append(to_servicelevel_freshness_check(data_contract_spec)) - if data_contract_spec.servicelevels.retention is not None: - checks.append(to_servicelevel_retention_check(data_contract_spec)) - # only return checks that are not None - return [check for check in checks if check is not None] - - -def to_servicelevel_freshness_check(data_contract_spec: DataContractSpecification) -> Check | None: - if data_contract_spec.servicelevels.freshness.timestampField is None: - return None - freshness_threshold = data_contract_spec.servicelevels.freshness.threshold - if freshness_threshold is None: - logger.info("servicelevel.freshness.threshold is not defined") - return None - - if not ( - "d" in freshness_threshold - or "D" in freshness_threshold - or "h" in freshness_threshold - or "H" in freshness_threshold - or "m" in freshness_threshold - or "M" in freshness_threshold - ): - logger.info("servicelevel.freshness.threshold must be in days, hours, or minutes (e.g., PT1H, or 1h)") - return None - timestamp_field_fully_qualified = data_contract_spec.servicelevels.freshness.timestampField - if "." not in timestamp_field_fully_qualified: - logger.info("servicelevel.freshness.timestampField is not fully qualified, skipping freshness check") - return None - if timestamp_field_fully_qualified.count(".") > 1: - logger.info( - "servicelevel.freshness.timestampField contains multiple dots, which is currently not supported, skipping freshness check" - ) - return None - model_name = timestamp_field_fully_qualified.split(".")[0] - field_name = timestamp_field_fully_qualified.split(".")[1] - threshold = freshness_threshold - threshold = threshold.replace("P", "") - threshold = threshold.replace("T", "") - threshold = threshold.lower() - if model_name not in data_contract_spec.models: - logger.info(f"Model {model_name} not found in data_contract_spec.models, skipping freshness check") - return None - - check_type = "servicelevel_freshness" - check_key = "servicelevel_freshness" - - sodacl_check_dict = { - checks_for(model_name, False): [ - { - f"freshness({field_name}) < {threshold}": { - "name": check_key, - }, - } - ] - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="servicelevel", - type=check_type, - name="Freshness", - model=model_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def to_servicelevel_retention_check(data_contract_spec) -> Check | None: - if data_contract_spec.servicelevels.retention is None: - return None - if data_contract_spec.servicelevels.retention.unlimited is True: - return None - if data_contract_spec.servicelevels.retention.timestampField is None: - logger.info("servicelevel.retention.timestampField is not defined") - return None - if data_contract_spec.servicelevels.retention.period is None: - logger.info("servicelevel.retention.period is not defined") - return None - timestamp_field_fully_qualified = data_contract_spec.servicelevels.retention.timestampField - if "." not in timestamp_field_fully_qualified: - logger.info("servicelevel.retention.timestampField is not fully qualified, skipping retention check") - return None - if timestamp_field_fully_qualified.count(".") > 1: - logger.info( - "servicelevel.retention.timestampField contains multiple dots, which is currently not supported, skipping retention check" - ) - return None - - model_name = timestamp_field_fully_qualified.split(".")[0] - field_name = timestamp_field_fully_qualified.split(".")[1] - period = data_contract_spec.servicelevels.retention.period - period_in_seconds = period_to_seconds(period) - if model_name not in data_contract_spec.models: - logger.info(f"Model {model_name} not found in data_contract_spec.models, skipping retention check") - return None - check_type = "servicelevel_retention" - check_key = "servicelevel_retention" - sodacl_check_dict = { - checks_for(model_name, False): [ - { - f"orders_servicelevel_retention < {period_in_seconds}": { - "orders_servicelevel_retention expression": f"TIMESTAMPDIFF(SECOND, MIN({field_name}), CURRENT_TIMESTAMP)", - "name": check_key, - } - }, - ] - } - return Check( - id=str(uuid.uuid4()), - key=check_key, - category="servicelevel", - type=check_type, - name=f"Retention: Oldest entry has a max age of {period}", - model=model_name, - engine="soda", - language="sodacl", - implementation=yaml.dump(sodacl_check_dict), - ) - - -def period_to_seconds(period: str) -> int | None: - import re - - # if period is None: - # return None - # if period is in form "30d" or "24h" or "60m" - if re.match(r"^\d+[dhm]$", period): - if period[-1] == "d": - return int(period[:-1]) * 86400 - if period[-1] == "h": - return int(period[:-1]) * 3600 - if period[-1] == "m": - return int(period[:-1]) * 60 - # if it is in iso period format (do not use isodate, can also be years) - iso_period_regex = re.compile( - r"P(?:(?P\d+)Y)?(?:(?P\d+)M)?(?:(?P\d+)D)?" - r"(?:T(?:(?P\d+)H)?(?:(?P\d+)M)?(?:(?P\d+)S)?)?" - ) - match = iso_period_regex.match(period) - if match: - years = int(match.group("years") or 0) - months = int(match.group("months") or 0) - days = int(match.group("days") or 0) - hours = int(match.group("hours") or 0) - minutes = int(match.group("minutes") or 0) - seconds = int(match.group("seconds") or 0) - - # Convert everything to seconds - total_seconds = ( - years * 365 * 86400 # Approximate conversion of years to seconds - + months * 30 * 86400 # Approximate conversion of months to seconds - + days * 86400 - + hours * 3600 - + minutes * 60 - + seconds - ) - return total_seconds - - return None - - -# These are deprecated root-level quality specifications, use the model-level and field-level quality fields instead -def to_quality_check(data_contract_spec) -> Check | None: - if data_contract_spec.quality is None: - return None - if data_contract_spec.quality.type is None: - return None - if data_contract_spec.quality.type.lower() != "sodacl": - return None - if isinstance(data_contract_spec.quality.specification, str): - quality_specification = yaml.safe_load(data_contract_spec.quality.specification) - else: - quality_specification = data_contract_spec.quality.specification - - return Check( - id=str(uuid.uuid4()), - key="quality__sodacl", - category="quality", - type="quality", - name="Quality Check", - model=None, - engine="soda", - language="sodacl", - implementation=yaml.dump(quality_specification), - ) diff --git a/datacontract-cli/datacontract/engines/data_contract_test.py b/datacontract-cli/datacontract/engines/data_contract_test.py deleted file mode 100644 index 9745ab2c3..000000000 --- a/datacontract-cli/datacontract/engines/data_contract_test.py +++ /dev/null @@ -1,51 +0,0 @@ -import typing - -from datacontract.engines.data_contract_checks import create_checks - -if typing.TYPE_CHECKING: - from pyspark.sql import SparkSession - -from datacontract.engines.datacontract.check_that_datacontract_contains_valid_servers_configuration import ( - check_that_datacontract_contains_valid_server_configuration, -) -from datacontract.engines.fastjsonschema.check_jsonschema import check_jsonschema -from datacontract.engines.soda.check_soda_execute import check_soda_execute -from datacontract.model.data_contract_specification import DataContractSpecification -from datacontract.model.exceptions import DataContractException -from datacontract.model.run import ResultEnum, Run - - -def execute_data_contract_test( - data_contract_specification: DataContractSpecification, - run: Run, - server_name: str = None, - spark: "SparkSession" = None, -): - if data_contract_specification.models is None or len(data_contract_specification.models) == 0: - raise DataContractException( - type="lint", - name="Check that data contract contains models", - result=ResultEnum.warning, - reason="Models block is missing. Skip executing tests.", - engine="datacontract", - ) - check_that_datacontract_contains_valid_server_configuration(run, data_contract_specification, server_name) - if server_name: - server = data_contract_specification.servers.get(server_name) - else: - server_name = list(data_contract_specification.servers.keys())[0] - server = data_contract_specification.servers.get(server_name) - run.log_info(f"Running tests for data contract {data_contract_specification.id} with server {server_name}") - run.dataContractId = data_contract_specification.id - run.dataContractVersion = data_contract_specification.info.version - run.dataProductId = server.dataProductId - run.outputPortId = server.outputPortId - run.server = server_name - - run.checks.extend(create_checks(data_contract_specification, server)) - - # TODO check server is supported type for nicer error messages - # TODO check server credentials are complete for nicer error messages - if server.format == "json" and server.type != "kafka": - check_jsonschema(run, data_contract_specification, server) - check_soda_execute(run, data_contract_specification, server, spark) diff --git a/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py b/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py deleted file mode 100644 index 1df743213..000000000 --- a/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py +++ /dev/null @@ -1,35 +0,0 @@ -from datacontract.model.data_contract_specification import DataContractSpecification -from datacontract.model.exceptions import DataContractException -from datacontract.model.run import Run - - -def check_that_datacontract_contains_valid_server_configuration( - run: Run, data_contract: DataContractSpecification, server_name: str -): - if data_contract.servers is None: - raise DataContractException( - type="lint", - name="Check that data contract contains valid server configuration", - result="warning", - reason="Servers block is missing. Skip executing tests.", - engine="datacontract", - ) - if len(data_contract.servers) > 1 and server_name is None: - raise DataContractException( - type="lint", - name="Check that data contract contains valid server configuration", - result="warning", - reason="Data contract contains multiple server configurations. Specify the server you want to test. Skip executing tests.", - engine="datacontract", - ) - if server_name is not None and server_name not in data_contract.servers: - raise DataContractException( - type="lint", - name="Check that data contract contains valid servers configuration", - result="warning", - reason=f"Cannot find server '{server_name}' in the data contract servers configuration. Skip executing tests.", - engine="datacontract", - ) - - -# TODO check for server.type, if all required fields are present diff --git a/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_file_exists.py b/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_file_exists.py deleted file mode 100644 index f9fc7701d..000000000 --- a/datacontract-cli/datacontract/engines/datacontract/check_that_datacontract_file_exists.py +++ /dev/null @@ -1,21 +0,0 @@ -import os - -from datacontract.model.run import Check, Run - - -def check_that_datacontract_file_exists(run: Run, file_path: str): - if file_path is None: - return - if file_path.startswith("http://") or file_path.startswith("https://"): - return - if not os.path.exists(file_path): - run.checks.append( - Check( - type="lint", - name="Check that data contract file exists", - result="failed", - reason=f"The file '{file_path}' does not exist.", - engine="datacontract-cli", - ) - ) - raise Exception(f"The file '{file_path}' does not exist.") diff --git a/datacontract-cli/datacontract/engines/fastjsonschema/check_jsonschema.py b/datacontract-cli/datacontract/engines/fastjsonschema/check_jsonschema.py deleted file mode 100644 index 5ea79caad..000000000 --- a/datacontract-cli/datacontract/engines/fastjsonschema/check_jsonschema.py +++ /dev/null @@ -1,297 +0,0 @@ -import json -import logging -import os -import threading -from typing import List, Optional - -import fastjsonschema -from fastjsonschema import JsonSchemaValueException - -from datacontract.engines.fastjsonschema.s3.s3_read_files import yield_s3_files -from datacontract.export.jsonschema_converter import to_jsonschema -from datacontract.model.data_contract_specification import DataContractSpecification, Server -from datacontract.model.exceptions import DataContractException -from datacontract.model.run import Check, ResultEnum, Run - -# Thread-safe cache for primaryKey fields. -_primary_key_cache = {} -_cache_lock = threading.Lock() - - -def get_primary_key_field(schema: dict, model_name: str) -> Optional[str]: - # Check cache first. - with _cache_lock: - cached_value = _primary_key_cache.get(model_name) - if cached_value is not None: - return cached_value - - # Find primaryKey field. - fields = schema.get("properties", {}) - for field_name, attributes in fields.items(): - if attributes.get("primaryKey", False): - # Cache the result before returning. - with _cache_lock: - _primary_key_cache[model_name] = field_name - return field_name - - # Return None if no primary key was found. - return None - - -def get_primary_key_value(schema: dict, model_name: str, json_object: dict) -> Optional[str]: - # Get the `primaryKey` field. - primary_key_field = get_primary_key_field(schema, model_name) - if not primary_key_field: - return None - - # Return the value of the `primaryKey` field in the JSON object. - return json_object.get(primary_key_field) - - -def process_exceptions(run, exceptions: List[DataContractException]): - if not exceptions: - return - - # Define the maximum number of errors to process (can be adjusted by defining an ENV variable). - try: - error_limit = int(os.getenv("DATACONTRACT_MAX_ERRORS", 500)) - except ValueError: - # Fallback to default if environment variable is invalid. - error_limit = 500 - - # Calculate the effective limit to avoid index out of range - limit = min(len(exceptions), error_limit) - - # Add all exceptions up to the limit - 1 to `run.checks`. - DEFAULT_ERROR_MESSAGE = "An error occurred during validation phase. See the logs for more details." - run.checks.extend( - [ - Check( - type=exception.type, - name=exception.name, - result=exception.result, - reason=exception.reason, - model=exception.model, - engine=exception.engine, - message=exception.message or DEFAULT_ERROR_MESSAGE, - ) - for exception in exceptions[: limit - 1] - ] - ) - - # Raise the last exception within the limit. - last_exception = exceptions[limit - 1] - raise last_exception - - -def validate_json_stream( - schema: dict, model_name: str, validate: callable, json_stream: list[dict] -) -> List[DataContractException]: - logging.info(f"Validating JSON stream for model: '{model_name}'.") - exceptions: List[DataContractException] = [] - for json_obj in json_stream: - try: - validate(json_obj) - except JsonSchemaValueException as e: - logging.warning(f"Validation failed for JSON object with type: '{model_name}'.") - primary_key_value = get_primary_key_value(schema, model_name, json_obj) - exceptions.append( - DataContractException( - type="schema", - name="Check that JSON has valid schema", - result="failed", - reason=f"{f'#{primary_key_value}: ' if primary_key_value is not None else ''}{e.message}", - model=model_name, - engine="jsonschema", - message=e.message, - ) - ) - if not exceptions: - logging.info(f"All JSON objects in the stream passed validation for model: '{model_name}'.") - return exceptions - - -def read_json_lines(file): - file_content = file.read() - for line in file_content.splitlines(): - yield json.loads(line) - - -def read_json_lines_content(file_content: str): - for line in file_content.splitlines(): - yield json.loads(line) - - -def read_json_array(file): - data = json.load(file) - for item in data: - yield item - - -def read_json_array_content(file_content: str): - data = json.loads(file_content) - for item in data: - yield item - - -def read_json_file(file): - yield json.load(file) - - -def read_json_file_content(file_content: str): - yield json.loads(file_content) - - -def process_json_file(run, schema, model_name, validate, file, delimiter): - if delimiter == "new_line": - json_stream = read_json_lines(file) - elif delimiter == "array": - json_stream = read_json_array(file) - else: - json_stream = read_json_file(file) - - # Validate the JSON stream and collect exceptions. - exceptions = validate_json_stream(schema, model_name, validate, json_stream) - - # Handle all errors from schema validation. - process_exceptions(run, exceptions) - - -def process_local_file(run, server, schema, model_name, validate): - path = server.path - if "{model}" in path: - path = path.format(model=model_name) - - if os.path.isdir(path): - return process_directory(run, path, server, model_name, validate) - else: - logging.info(f"Processing file {path}") - with open(path, "r") as file: - process_json_file(run, schema, model_name, validate, file, server.delimiter) - - -def process_directory(run, path, server, model_name, validate): - success = True - for filename in os.listdir(path): - if filename.endswith(".json"): # or make this a parameter - file_path = os.path.join(path, filename) - with open(file_path, "r") as file: - if not process_json_file(run, model_name, validate, file, server.delimiter): - success = False - break - return success - - -def process_s3_file(run, server, schema, model_name, validate): - s3_endpoint_url = server.endpointUrl - s3_location = server.location - if "{model}" in s3_location: - s3_location = s3_location.format(model=model_name) - json_stream = None - - for file_content in yield_s3_files(s3_endpoint_url, s3_location): - if server.delimiter == "new_line": - json_stream = read_json_lines_content(file_content) - elif server.delimiter == "array": - json_stream = read_json_array_content(file_content) - else: - json_stream = read_json_file_content(file_content) - - if json_stream is None: - raise DataContractException( - type="schema", - name="Check that JSON has valid schema", - result="warning", - reason=f"Cannot find any file in {s3_location}", - engine="datacontract", - ) - - # Validate the JSON stream and collect exceptions. - exceptions = validate_json_stream(schema, model_name, validate, json_stream) - - # Handle all errors from schema validation. - process_exceptions(run, exceptions) - - -def check_jsonschema(run: Run, data_contract: DataContractSpecification, server: Server): - run.log_info("Running engine jsonschema") - - # Early exit conditions - if server.format != "json": - run.checks.append( - Check( - type="schema", - name="Check that JSON has valid schema", - result="warning", - reason="Server format is not 'json'. Skip validating jsonschema.", - engine="jsonschema", - ) - ) - run.log_warn("jsonschema: Server format is not 'json'. Skip jsonschema checks.") - return - - if not data_contract.models: - run.log_warn("jsonschema: No models found. Skip jsonschema checks.") - return - - for model_name, model in iter(data_contract.models.items()): - # Process the model - run.log_info(f"jsonschema: Converting model {model_name} to JSON Schema") - schema = to_jsonschema(model_name, model) - run.log_info(f"jsonschema: {schema}") - - validate = fastjsonschema.compile( - schema, - formats={"uuid": r"^[0-9a-fA-F]{8}\b-[0-9a-fA-F]{4}\b-[0-9a-fA-F]{4}\b-[0-9a-fA-F]{4}\b-[0-9a-fA-F]{12}$"}, - ) - - # Process files based on server type - if server.type == "local": - process_local_file(run, server, schema, model_name, validate) - elif server.type == "s3": - process_s3_file(run, server, schema, model_name, validate) - elif server.type == "gcs": - run.checks.append( - Check( - type="schema", - name="Check that JSON has valid schema", - model=model_name, - result=ResultEnum.info, - reason="JSON Schema check skipped for GCS, as GCS is currently not supported", - engine="jsonschema", - ) - ) - elif server.type == "azure": - run.checks.append( - Check( - type="schema", - name="Check that JSON has valid schema", - model=model_name, - result=ResultEnum.info, - reason="JSON Schema check skipped for azure, as azure is currently not supported", - engine="jsonschema", - ) - ) - else: - run.checks.append( - Check( - type="schema", - name="Check that JSON has valid schema", - model=model_name, - result=ResultEnum.warning, - reason=f"Server type {server.type} not supported", - engine="jsonschema", - ) - ) - return - - run.checks.append( - Check( - type="schema", - name="Check that JSON has valid schema", - model=model_name, - result=ResultEnum.passed, - reason="All JSON entries are valid.", - engine="jsonschema", - ) - ) diff --git a/datacontract-cli/datacontract/engines/fastjsonschema/s3/s3_read_files.py b/datacontract-cli/datacontract/engines/fastjsonschema/s3/s3_read_files.py deleted file mode 100644 index b01171833..000000000 --- a/datacontract-cli/datacontract/engines/fastjsonschema/s3/s3_read_files.py +++ /dev/null @@ -1,38 +0,0 @@ -import logging -import os - -from datacontract.model.exceptions import DataContractException - - -def yield_s3_files(s3_endpoint_url, s3_location): - fs = s3_fs(s3_endpoint_url) - files = fs.glob(s3_location) - for file in files: - with fs.open(file) as f: - logging.info(f"Downloading file {file}") - yield f.read() - - -def s3_fs(s3_endpoint_url): - try: - import s3fs - except ImportError as e: - raise DataContractException( - type="schema", - result="failed", - name="s3 extra missing", - reason="Install the extra datacontract-cli\[s3] to use s3", - engine="datacontract", - original_exception=e, - ) - - aws_access_key_id = os.getenv("DATACONTRACT_S3_ACCESS_KEY_ID") - aws_secret_access_key = os.getenv("DATACONTRACT_S3_SECRET_ACCESS_KEY") - aws_session_token = os.getenv("DATACONTRACT_S3_SESSION_TOKEN") - return s3fs.S3FileSystem( - key=aws_access_key_id, - secret=aws_secret_access_key, - token=aws_session_token, - anon=aws_access_key_id is None, - client_kwargs={"endpoint_url": s3_endpoint_url}, - ) diff --git a/datacontract-cli/datacontract/engines/soda/__init__.py b/datacontract-cli/datacontract/engines/soda/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/datacontract-cli/datacontract/engines/soda/check_soda_execute.py b/datacontract-cli/datacontract/engines/soda/check_soda_execute.py deleted file mode 100644 index 2dfedcd20..000000000 --- a/datacontract-cli/datacontract/engines/soda/check_soda_execute.py +++ /dev/null @@ -1,197 +0,0 @@ -import logging -import uuid - -from datacontract.engines.soda.connections.bigquery import to_bigquery_soda_configuration -from datacontract.engines.soda.connections.databricks import to_databricks_soda_configuration -from datacontract.engines.soda.connections.duckdb import get_duckdb_connection -from datacontract.engines.soda.connections.kafka import create_spark_session, read_kafka_topic -from datacontract.engines.soda.connections.postgres import to_postgres_soda_configuration -from datacontract.engines.soda.connections.snowflake import to_snowflake_soda_configuration -from datacontract.engines.soda.connections.sqlserver import to_sqlserver_soda_configuration -from datacontract.engines.soda.connections.trino import to_trino_soda_configuration -from datacontract.export.sodacl_converter import to_sodacl_yaml -from datacontract.model.data_contract_specification import DataContractSpecification, Server -from datacontract.model.run import Check, Log, ResultEnum, Run - - -def check_soda_execute(run: Run, data_contract: DataContractSpecification, server: Server, spark): - from soda.common.config_helper import ConfigHelper - - ConfigHelper.get_instance().upsert_value("send_anonymous_usage_stats", False) - from soda.scan import Scan - - if data_contract is None: - run.log_warn("Cannot run engine soda-core, as data contract is invalid") - return - - run.log_info("Running engine soda-core") - scan = Scan() - - if server.type in ["s3", "gcs", "azure", "local"]: - if server.format in ["json", "parquet", "csv", "delta"]: - run.log_info(f"Configuring engine soda-core to connect to {server.type} {server.format} with duckdb") - con = get_duckdb_connection(data_contract, server, run) - scan.add_duckdb_connection(duckdb_connection=con, data_source_name=server.type) - scan.set_data_source_name(server.type) - else: - run.checks.append( - Check( - type="general", - name="Check that format is supported", - result=ResultEnum.warning, - reason=f"Format {server.format} not yet supported by datacontract CLI", - engine="datacontract", - ) - ) - run.log_warn(f"Format {server.format} not yet supported by datacontract CLI") - return - elif server.type == "snowflake": - soda_configuration_str = to_snowflake_soda_configuration(server) - scan.add_configuration_yaml_str(soda_configuration_str) - scan.set_data_source_name(server.type) - elif server.type == "bigquery": - soda_configuration_str = to_bigquery_soda_configuration(server) - scan.add_configuration_yaml_str(soda_configuration_str) - scan.set_data_source_name(server.type) - elif server.type == "postgres": - soda_configuration_str = to_postgres_soda_configuration(server) - scan.add_configuration_yaml_str(soda_configuration_str) - scan.set_data_source_name(server.type) - elif server.type == "databricks": - if spark is not None: - run.log_info("Connecting to databricks via spark") - scan.add_spark_session(spark, data_source_name=server.type) - scan.set_data_source_name(server.type) - spark.sql(f"USE {server.catalog}.{server.schema_}") - else: - run.log_info("Connecting to databricks directly") - soda_configuration_str = to_databricks_soda_configuration(server) - scan.add_configuration_yaml_str(soda_configuration_str) - scan.set_data_source_name(server.type) - elif server.type == "dataframe": - if spark is None: - run.log_warn( - "Server type dataframe only works with the Python library and requires a Spark session, " - "please provide one with the DataContract class" - ) - return - else: - logging.info("Use Spark to connect to data source") - scan.add_spark_session(spark, data_source_name="datacontract-cli") - scan.set_data_source_name("datacontract-cli") - elif server.type == "kafka": - if spark is None: - spark = create_spark_session() - read_kafka_topic(spark, data_contract, server) - scan.add_spark_session(spark, data_source_name=server.type) - scan.set_data_source_name(server.type) - elif server.type == "sqlserver": - soda_configuration_str = to_sqlserver_soda_configuration(server) - scan.add_configuration_yaml_str(soda_configuration_str) - scan.set_data_source_name(server.type) - elif server.type == "trino": - soda_configuration_str = to_trino_soda_configuration(server) - scan.add_configuration_yaml_str(soda_configuration_str) - scan.set_data_source_name(server.type) - - else: - run.checks.append( - Check( - type="general", - name="Check that server type is supported", - result=ResultEnum.warning, - reason=f"Server type {server.type} not yet supported by datacontract CLI", - engine="datacontract-cli", - ) - ) - run.log_warn(f"Server type {server.type} not yet supported by datacontract CLI") - return - - sodacl_yaml_str = to_sodacl_yaml(run) - # print("sodacl_yaml_str:\n" + sodacl_yaml_str) - scan.add_sodacl_yaml_str(sodacl_yaml_str) - - # Execute the scan - logging.info("Starting soda scan with checks:\n" + sodacl_yaml_str) - scan.execute() - logging.info("Finished soda scan") - - # pprint.PrettyPrinter(indent=2).pprint(scan.build_scan_results()) - - scan_results = scan.get_scan_results() - for scan_result in scan_results.get("checks"): - name = scan_result.get("name") - check = get_check(run, scan_result) - if check is None: - check = Check( - id=str(uuid.uuid4()), - category="custom", - type="custom", - name=name, - engine="soda-core", - ) - run.checks.append(check) - check.result = to_result(scan_result) - check.reason = ", ".join(scan_result.get("outcomeReasons")) - check.diagnostics = scan_result.get("diagnostics") - update_reason(check, scan_result) - - for log in scan_results.get("logs"): - run.logs.append( - Log( - timestamp=log.get("timestamp"), - level=log.get("level"), - message=log.get("message"), - ) - ) - - if scan.has_error_logs(): - run.log_warn("Engine soda-core has errors. See the logs for details.") - run.checks.append( - Check( - type="general", - name="Data Contract Tests", - result=ResultEnum.warning, - reason="Engine soda-core has errors. See the logs for details.", - engine="soda-core", - ) - ) - return - - -def get_check(run, scan_result) -> Check | None: - check_by_name = next((c for c in run.checks if c.key == scan_result.get("name")), None) - if check_by_name is not None: - return check_by_name - - return None - - -def to_result(c) -> ResultEnum: - soda_outcome = c.get("outcome") - if soda_outcome == "pass": - return ResultEnum.passed - elif soda_outcome == "fail": - return ResultEnum.failed - else: - return ResultEnum.unknown - - -def update_reason(check, c): - """Try to find a reason in diagnostics""" - if check.result == "passed": - return - if check.reason is not None and check.reason != "": - return - for block in c["diagnostics"]["blocks"]: - if block["title"] == "Diagnostics": - # Extract and print the 'text' value - diagnostics_text = block["text"] - # print(diagnostics_text) - diagnostics_text_split = diagnostics_text.split(":icon-fail: ") - if len(diagnostics_text_split) > 1: - check.reason = diagnostics_text_split[1].strip() - # print(check.reason) - break # Exit the loop once the desired block is found - if "fail" in c["diagnostics"]: - check.reason = f"Value: {c['diagnostics']['value']} Fail: {c['diagnostics']['fail']}" diff --git a/datacontract-cli/datacontract/engines/soda/connections/bigquery.py b/datacontract-cli/datacontract/engines/soda/connections/bigquery.py deleted file mode 100644 index c614d6c23..000000000 --- a/datacontract-cli/datacontract/engines/soda/connections/bigquery.py +++ /dev/null @@ -1,27 +0,0 @@ -import os - -import yaml - - -# https://docs.soda.io/soda/connect-bigquery.html#authentication-methods -def to_bigquery_soda_configuration(server): - # with service account key, using an external json file - - # check for our own environment variable first - account_info = os.getenv("DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH") - if account_info is None: - # but as a fallback look for the default google one - account_info = os.getenv("GOOGLE_APPLICATION_CREDENTIALS") - - soda_configuration = { - f"data_source {server.type}": { - "type": "bigquery", - "account_info_json_path": account_info, - "auth_scopes": ["https://www.googleapis.com/auth/bigquery"], - "project_id": server.project, - "dataset": server.dataset, - } - } - - soda_configuration_str = yaml.dump(soda_configuration) - return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/databricks.py b/datacontract-cli/datacontract/engines/soda/connections/databricks.py deleted file mode 100644 index e3e4bcb6e..000000000 --- a/datacontract-cli/datacontract/engines/soda/connections/databricks.py +++ /dev/null @@ -1,29 +0,0 @@ -import os - -import yaml - - -def to_databricks_soda_configuration(server): - token = os.getenv("DATACONTRACT_DATABRICKS_TOKEN") - if token is None: - raise ValueError("DATACONTRACT_DATABRICKS_TOKEN environment variable is not set") - http_path = os.getenv("DATACONTRACT_DATABRICKS_HTTP_PATH") - host = server.host - if host is None: - host = os.getenv("DATACONTRACT_DATABRICKS_SERVER_HOSTNAME") - if host is None: - raise ValueError("DATACONTRACT_DATABRICKS_SERVER_HOSTNAME environment variable is not set") - soda_configuration = { - f"data_source {server.type}": { - "type": "spark", - "method": "databricks", - "host": host, - "catalog": server.catalog, - "schema": server.schema_, - "http_path": http_path, - "token": token, - } - } - - soda_configuration_str = yaml.dump(soda_configuration) - return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/duckdb.py b/datacontract-cli/datacontract/engines/soda/connections/duckdb.py deleted file mode 100644 index ea645a090..000000000 --- a/datacontract-cli/datacontract/engines/soda/connections/duckdb.py +++ /dev/null @@ -1,181 +0,0 @@ -import os - -import duckdb - -from datacontract.export.csv_type_converter import convert_to_duckdb_csv_type -from datacontract.model.run import Run - - -def get_duckdb_connection(data_contract, server, run: Run): - con = duckdb.connect(database=":memory:") - path: str = "" - if server.type == "local": - path = server.path - if server.type == "s3": - path = server.location - setup_s3_connection(con, server) - if server.type == "gcs": - path = server.location - setup_gcs_connection(con, server) - if server.type == "azure": - path = server.location - setup_azure_connection(con, server) - for model_name, model in data_contract.models.items(): - model_path = path - if "{model}" in model_path: - model_path = model_path.format(model=model_name) - run.log_info(f"Creating table {model_name} for {model_path}") - - if server.format == "json": - format = "auto" - if server.delimiter == "new_line": - format = "newline_delimited" - elif server.delimiter == "array": - format = "array" - con.sql(f""" - CREATE VIEW "{model_name}" AS SELECT * FROM read_json_auto('{model_path}', format='{format}', hive_partitioning=1); - """) - elif server.format == "parquet": - con.sql(f""" - CREATE VIEW "{model_name}" AS SELECT * FROM read_parquet('{model_path}', hive_partitioning=1); - """) - elif server.format == "csv": - columns = to_csv_types(model) - run.log_info("Using columns: " + str(columns)) - if columns is None: - con.sql( - f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1);""" - ) - else: - con.sql( - f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1, columns={columns});""" - ) - elif server.format == "delta": - con.sql("update extensions;") # Make sure we have the latest delta extension - con.sql(f"""CREATE VIEW "{model_name}" AS SELECT * FROM delta_scan('{model_path}');""") - return con - - -def to_csv_types(model) -> dict: - if model is None: - return None - columns = {} - # ['SQLNULL', 'BOOLEAN', 'BIGINT', 'DOUBLE', 'TIME', 'DATE', 'TIMESTAMP', 'VARCHAR'] - for field_name, field in model.fields.items(): - columns[field_name] = convert_to_duckdb_csv_type(field) - return columns - - -def setup_s3_connection(con, server): - s3_region = os.getenv("DATACONTRACT_S3_REGION") - s3_access_key_id = os.getenv("DATACONTRACT_S3_ACCESS_KEY_ID") - s3_secret_access_key = os.getenv("DATACONTRACT_S3_SECRET_ACCESS_KEY") - s3_session_token = os.getenv("DATACONTRACT_S3_SESSION_TOKEN") - s3_endpoint = "s3.amazonaws.com" - use_ssl = "true" - url_style = "vhost" - if server.endpointUrl is not None: - s3_endpoint = server.endpointUrl.removeprefix("http://").removeprefix("https://") - if server.endpointUrl.startswith("http://"): - use_ssl = "false" - url_style = "path" - - if s3_access_key_id is not None: - if s3_session_token is not None: - con.sql(f""" - CREATE OR REPLACE SECRET s3_secret ( - TYPE S3, - PROVIDER CREDENTIAL_CHAIN, - REGION '{s3_region}', - KEY_ID '{s3_access_key_id}', - SECRET '{s3_secret_access_key}', - SESSION_TOKEN '{s3_session_token}', - ENDPOINT '{s3_endpoint}', - USE_SSL '{use_ssl}', - URL_STYLE '{url_style}' - ); - """) - else: - con.sql(f""" - CREATE OR REPLACE SECRET s3_secret ( - TYPE S3, - PROVIDER CREDENTIAL_CHAIN, - REGION '{s3_region}', - KEY_ID '{s3_access_key_id}', - SECRET '{s3_secret_access_key}', - ENDPOINT '{s3_endpoint}', - USE_SSL '{use_ssl}', - URL_STYLE '{url_style}' - ); - """) - - # con.sql(f""" - # SET s3_region = '{s3_region}'; - # SET s3_access_key_id = '{s3_access_key_id}'; - # SET s3_secret_access_key = '{s3_secret_access_key}'; - # """) - # else: - # con.sql(""" - # RESET s3_region; - # RESET s3_access_key_id; - # RESET s3_secret_access_key; - # """) - # con.sql("RESET s3_session_token") - # print(con.sql("SELECT * FROM duckdb_settings() WHERE name like 's3%'")) - - -def setup_gcs_connection(con, server): - key_id = os.getenv("DATACONTRACT_GCS_KEY_ID") - secret = os.getenv("DATACONTRACT_GCS_SECRET") - - if key_id is None: - raise ValueError("Error: Environment variable DATACONTRACT_GCS_KEY_ID is not set") - if secret is None: - raise ValueError("Error: Environment variable DATACONTRACT_GCS_SECRET is not set") - - con.sql(f""" - CREATE SECRET gcs_secret ( - TYPE GCS, - KEY_ID '{key_id}', - SECRET '{secret}' - ); - """) - - -def setup_azure_connection(con, server): - tenant_id = os.getenv("DATACONTRACT_AZURE_TENANT_ID") - client_id = os.getenv("DATACONTRACT_AZURE_CLIENT_ID") - client_secret = os.getenv("DATACONTRACT_AZURE_CLIENT_SECRET") - storage_account = server.storageAccount - - if tenant_id is None: - raise ValueError("Error: Environment variable DATACONTRACT_AZURE_TENANT_ID is not set") - if client_id is None: - raise ValueError("Error: Environment variable DATACONTRACT_AZURE_CLIENT_ID is not set") - if client_secret is None: - raise ValueError("Error: Environment variable DATACONTRACT_AZURE_CLIENT_SECRET is not set") - - con.install_extension("azure") - con.load_extension("azure") - - if storage_account is not None: - con.sql(f""" - CREATE SECRET azure_spn ( - TYPE AZURE, - PROVIDER SERVICE_PRINCIPAL, - TENANT_ID '{tenant_id}', - CLIENT_ID '{client_id}', - CLIENT_SECRET '{client_secret}', - ACCOUNT_NAME '{storage_account}' - ); - """) - else: - con.sql(f""" - CREATE SECRET azure_spn ( - TYPE AZURE, - PROVIDER SERVICE_PRINCIPAL, - TENANT_ID '{tenant_id}', - CLIENT_ID '{client_id}', - CLIENT_SECRET '{client_secret}' - ); - """) diff --git a/datacontract-cli/datacontract/engines/soda/connections/kafka.py b/datacontract-cli/datacontract/engines/soda/connections/kafka.py deleted file mode 100644 index 05b3ce02d..000000000 --- a/datacontract-cli/datacontract/engines/soda/connections/kafka.py +++ /dev/null @@ -1,243 +0,0 @@ -import atexit -import logging -import os -import tempfile - -from datacontract.export.avro_converter import to_avro_schema_json -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Server -from datacontract.model.exceptions import DataContractException - - -def create_spark_session(): - """Create and configure a Spark session.""" - - try: - from pyspark.sql import SparkSession - except ImportError as e: - raise DataContractException( - type="schema", - result="failed", - name="pyspark is missing", - reason="Install the extra datacontract-cli[kafka] to use kafka", - engine="datacontract", - original_exception=e, - ) - - tmp_dir = tempfile.TemporaryDirectory(prefix="datacontract-cli-spark") - atexit.register(tmp_dir.cleanup) - - spark = ( - SparkSession.builder.appName("datacontract") - .config("spark.sql.warehouse.dir", f"{tmp_dir}/spark-warehouse") - .config("spark.streaming.stopGracefullyOnShutdown", "true") - .config("spark.ui.enabled", "false") - .config( - "spark.jars.packages", - "org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.2,org.apache.spark:spark-avro_2.12:3.5.2", - ) - .getOrCreate() - ) - spark.sparkContext.setLogLevel("WARN") - print(f"Using PySpark version {spark.version}") - return spark - - -def read_kafka_topic(spark, data_contract: DataContractSpecification, server: Server): - """Read and process data from a Kafka topic based on the server configuration.""" - - logging.info("Reading data from Kafka server %s topic %s", server.host, server.topic) - df = ( - spark.read.format("kafka") - .options(**get_auth_options()) - .option("kafka.bootstrap.servers", server.host) - .option("subscribe", server.topic) - .option("startingOffsets", "earliest") - .load() - ) - - model_name, model = next(iter(data_contract.models.items())) - - match server.format: - case "avro": - process_avro_format(df, model_name, model) - case "json": - process_json_format(df, model_name, model) - case _: - raise DataContractException( - type="test", - name="Configuring Kafka checks", - result="warning", - reason=f"Kafka format '{server.format}' is not supported. Skip executing tests.", - engine="datacontract", - ) - - -def process_avro_format(df, model_name, model): - try: - from pyspark.sql.avro.functions import from_avro - from pyspark.sql.functions import col, expr - except ImportError as e: - raise DataContractException( - type="schema", - result="failed", - name="pyspark is missing", - reason="Install the extra datacontract-cli[kafka] to use kafka", - engine="datacontract", - original_exception=e, - ) - - avro_schema = to_avro_schema_json(model_name, model) - df2 = df.withColumn("fixedValue", expr("substring(value, 6, length(value)-5)")) - options = {"mode": "PERMISSIVE"} - df2.select(from_avro(col("fixedValue"), avro_schema, options).alias("avro")).select( - col("avro.*") - ).createOrReplaceTempView(model_name) - - -def process_json_format(df, model_name, model): - try: - from pyspark.sql.functions import col, from_json - except ImportError as e: - raise DataContractException( - type="schema", - result="failed", - name="pyspark is missing", - reason="Install the extra datacontract-cli[kafka] to use kafka", - engine="datacontract", - original_exception=e, - ) - - struct_type = to_struct_type(model.fields) - df.selectExpr("CAST(key AS STRING)", "CAST(value AS STRING)").select( - from_json(col("value"), struct_type, {"mode": "PERMISSIVE"}).alias("json") - ).select(col("json.*")).createOrReplaceTempView(model_name) - - -def get_auth_options(): - """Retrieve Kafka authentication options from environment variables.""" - kafka_sasl_username = os.getenv("DATACONTRACT_KAFKA_SASL_USERNAME") - kafka_sasl_password = os.getenv("DATACONTRACT_KAFKA_SASL_PASSWORD") - kafka_sasl_mechanism = os.getenv("DATACONTRACT_KAFKA_SASL_MECHANISM", "PLAIN").upper() - - # Skip authentication if credentials are not provided - if not kafka_sasl_username or not kafka_sasl_password: - return {} - - # SASL mechanisms supported by Kafka - jaas_config = { - "PLAIN": ( - f"org.apache.kafka.common.security.plain.PlainLoginModule required " - f'username="{kafka_sasl_username}" password="{kafka_sasl_password}";' - ), - "SCRAM-SHA-256": ( - f"org.apache.kafka.common.security.scram.ScramLoginModule required " - f'username="{kafka_sasl_username}" password="{kafka_sasl_password}";' - ), - "SCRAM-SHA-512": ( - f"org.apache.kafka.common.security.scram.ScramLoginModule required " - f'username="{kafka_sasl_username}" password="{kafka_sasl_password}";' - ), - # Add more mechanisms as needed - } - - # Validate SASL mechanism - if kafka_sasl_mechanism not in jaas_config: - raise ValueError(f"Unsupported SASL mechanism: {kafka_sasl_mechanism}") - - # Return config - return { - "kafka.sasl.mechanism": kafka_sasl_mechanism, - "kafka.security.protocol": "SASL_SSL", - "kafka.sasl.jaas.config": jaas_config[kafka_sasl_mechanism], - } - - -def to_struct_type(fields): - try: - from pyspark.sql.types import StructType - except ImportError as e: - raise DataContractException( - type="schema", - result="failed", - name="pyspark is missing", - reason="Install the extra datacontract-cli[kafka] to use kafka", - engine="datacontract", - original_exception=e, - ) - - """Convert field definitions to Spark StructType.""" - return StructType([to_struct_field(field_name, field) for field_name, field in fields.items()]) - - -def to_struct_field(field_name: str, field: Field): - try: - from pyspark.sql.types import ( - ArrayType, - BinaryType, - BooleanType, - DataType, - DateType, - DecimalType, - DoubleType, - IntegerType, - LongType, - NullType, - StringType, - StructField, - StructType, - TimestampNTZType, - TimestampType, - ) - except ImportError as e: - raise DataContractException( - type="schema", - result="failed", - name="pyspark is missing", - reason="Install the extra datacontract-cli[kafka] to use kafka", - engine="datacontract", - original_exception=e, - ) - - """Map field definitions to Spark StructField using match-case.""" - match field.type: - case "string" | "varchar" | "text": - data_type = StringType() - case "number" | "decimal" | "numeric": - data_type = DecimalType() - case "float" | "double": - data_type = DoubleType() - case "integer" | "int": - data_type = IntegerType() - case "long" | "bigint": - data_type = LongType() - case "boolean": - data_type = BooleanType() - case "timestamp" | "timestamp_tz": - data_type = TimestampType() - case "timestamp_ntz": - data_type = TimestampNTZType() - case "date": - data_type = DateType() - case "time": - data_type = DataType() # Specific handling for time type - case "object" | "record" | "struct": - data_type = StructType( - [to_struct_field(sub_field_name, sub_field) for sub_field_name, sub_field in field.fields.items()] - ) - case "binary": - data_type = BinaryType() - case "array": - element_type = ( - StructType( - [to_struct_field(sub_field_name, sub_field) for sub_field_name, sub_field in field.fields.items()] - ) - if field.fields - else DataType() - ) - data_type = ArrayType(element_type) - case "null": - data_type = NullType() - case _: - data_type = DataType() # Fallback generic DataType - - return StructField(field_name, data_type, nullable=not field.required) diff --git a/datacontract-cli/datacontract/engines/soda/connections/postgres.py b/datacontract-cli/datacontract/engines/soda/connections/postgres.py deleted file mode 100644 index 29b5c90ce..000000000 --- a/datacontract-cli/datacontract/engines/soda/connections/postgres.py +++ /dev/null @@ -1,21 +0,0 @@ -import os - -import yaml - - -def to_postgres_soda_configuration(server): - # with service account key, using an external json file - soda_configuration = { - f"data_source {server.type}": { - "type": "postgres", - "host": server.host, - "port": str(server.port), - "username": os.getenv("DATACONTRACT_POSTGRES_USERNAME"), - "password": os.getenv("DATACONTRACT_POSTGRES_PASSWORD"), - "database": server.database, - "schema": server.schema_, - } - } - - soda_configuration_str = yaml.dump(soda_configuration) - return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/snowflake.py b/datacontract-cli/datacontract/engines/soda/connections/snowflake.py deleted file mode 100644 index b5a34fff2..000000000 --- a/datacontract-cli/datacontract/engines/soda/connections/snowflake.py +++ /dev/null @@ -1,24 +0,0 @@ -import os - -import yaml - - -def to_snowflake_soda_configuration(server): - prefix = "DATACONTRACT_SNOWFLAKE_" - snowflake_soda_params = {k.replace(prefix, "").lower(): v for k, v in os.environ.items() if k.startswith(prefix)} - - # backward compatibility - if "connection_timeout" not in snowflake_soda_params: - snowflake_soda_params["connection_timeout"] = "5" # minutes - - soda_configuration = { - f"data_source {server.type}": { - "type": "snowflake", - "account": server.account, - "database": server.database, - "schema": server.schema_, - **snowflake_soda_params, - } - } - soda_configuration_str = yaml.dump(soda_configuration) - return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/sqlserver.py b/datacontract-cli/datacontract/engines/soda/connections/sqlserver.py deleted file mode 100644 index 8272bd322..000000000 --- a/datacontract-cli/datacontract/engines/soda/connections/sqlserver.py +++ /dev/null @@ -1,43 +0,0 @@ -import os - -import yaml - -from datacontract.model.data_contract_specification import Server - - -def to_sqlserver_soda_configuration(server: Server) -> str: - """Serialize server config to soda configuration. - - - ### Example: - type: sqlserver - host: host - port: '1433' - username: simple - password: simple_pass - database: database - schema: dbo - trusted_connection: false - encrypt: false - trust_server_certificate: false - driver: ODBC Driver 18 for SQL Server - """ - # with service account key, using an external json file - soda_configuration = { - f"data_source {server.type}": { - "type": "sqlserver", - "host": server.host, - "port": str(server.port), - "username": os.getenv("DATACONTRACT_SQLSERVER_USERNAME", ""), - "password": os.getenv("DATACONTRACT_SQLSERVER_PASSWORD", ""), - "database": server.database, - "schema": server.schema_, - "trusted_connection": os.getenv("DATACONTRACT_SQLSERVER_TRUSTED_CONNECTION", False), - "trust_server_certificate": os.getenv("DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE", False), - "encrypt": os.getenv("DATACONTRACT_SQLSERVER_ENCRYPTED_CONNECTION", True), - "driver": server.driver, - } - } - - soda_configuration_str = yaml.dump(soda_configuration) - return soda_configuration_str diff --git a/datacontract-cli/datacontract/engines/soda/connections/trino.py b/datacontract-cli/datacontract/engines/soda/connections/trino.py deleted file mode 100644 index 3cb35b552..000000000 --- a/datacontract-cli/datacontract/engines/soda/connections/trino.py +++ /dev/null @@ -1,26 +0,0 @@ -import os - -import yaml - - -def to_trino_soda_configuration(server): - password = os.getenv("DATACONTRACT_TRINO_PASSWORD") - username = os.getenv("DATACONTRACT_TRINO_USERNAME") - - data_source = { - "type": "trino", - "host": server.host, - "port": str(server.port), - "username": username, - "password": password, - "catalog": server.catalog, - "schema": server.schema_, - } - - if password is None or password == "": - data_source["auth_type"] = "NoAuthentication" # default is BasicAuthentication - - soda_configuration = {f"data_source {server.type}": data_source} - - soda_configuration_str = yaml.dump(soda_configuration) - return soda_configuration_str diff --git a/datacontract-cli/datacontract/export/__init__.py b/datacontract-cli/datacontract/export/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/datacontract-cli/datacontract/export/avro_converter.py b/datacontract-cli/datacontract/export/avro_converter.py deleted file mode 100644 index daac1907c..000000000 --- a/datacontract-cli/datacontract/export/avro_converter.py +++ /dev/null @@ -1,121 +0,0 @@ -import json - -from datacontract.export.exporter import Exporter, _check_models_for_export -from datacontract.model.data_contract_specification import Field - - -class AvroExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) - return to_avro_schema_json(model_name, model_value) - - -def to_avro_schema(model_name, model) -> dict: - return to_avro_record(model_name, model.fields, model.description, model.namespace) - - -def to_avro_schema_json(model_name, model) -> str: - schema = to_avro_schema(model_name, model) - return json.dumps(schema, indent=2, sort_keys=False) - - -def to_avro_record(name, fields, description, namespace) -> dict: - schema = {"type": "record", "name": name} - if description is not None: - schema["doc"] = description - if namespace is not None: - schema["namespace"] = namespace - schema["fields"] = to_avro_fields(fields) - return schema - - -def to_avro_fields(fields): - result = [] - for field_name, field in fields.items(): - result.append(to_avro_field(field, field_name)) - return result - - -def to_avro_field(field, field_name): - avro_field = {"name": field_name} - if field.description is not None: - avro_field["doc"] = field.description - is_required_avro = field.required if field.required is not None else True - avro_type = to_avro_type(field, field_name) - avro_field["type"] = avro_type if is_required_avro else ["null", avro_type] - - if avro_field["type"] == "enum": - avro_field["type"] = { - "type": "enum", - "name": field.title, - "symbols": field.enum, - } - - if field.config: - if "avroDefault" in field.config: - if field.config.get("avroType") != "enum": - avro_field["default"] = field.config["avroDefault"] - - return avro_field - - -def to_avro_type(field: Field, field_name: str) -> str | dict: - if field.config: - if "avroLogicalType" in field.config and "avroType" in field.config: - return {"type": field.config["avroType"], "logicalType": field.config["avroLogicalType"]} - if "avroLogicalType" in field.config: - if field.config["avroLogicalType"] in [ - "timestamp-millis", - "timestamp-micros", - "local-timestamp-millis", - "local-timestamp-micros", - "time-micros", - ]: - return {"type": "long", "logicalType": field.config["avroLogicalType"]} - if field.config["avroLogicalType"] in ["time-millis", "date"]: - return {"type": "int", "logicalType": field.config["avroLogicalType"]} - if "avroType" in field.config: - return field.config["avroType"] - - if field.type is None: - return "null" - if field.type in ["string", "varchar", "text"]: - return "string" - elif field.type in ["number", "numeric"]: - # https://avro.apache.org/docs/1.11.1/specification/#decimal - return "bytes" - elif field.type in ["decimal"]: - typeVal = {"type": "bytes", "logicalType": "decimal"} - if field.scale is not None: - typeVal["scale"] = field.scale - if field.precision is not None: - typeVal["precision"] = field.precision - return typeVal - elif field.type in ["float", "double"]: - return "double" - elif field.type in ["integer", "int"]: - return "int" - elif field.type in ["long", "bigint"]: - return "long" - elif field.type in ["boolean"]: - return "boolean" - elif field.type in ["timestamp", "timestamp_tz"]: - return {"type": "long", "logicalType": "timestamp-millis"} - elif field.type in ["timestamp_ntz"]: - return {"type": "long", "logicalType": "local-timestamp-millis"} - elif field.type in ["date"]: - return {"type": "int", "logicalType": "date"} - elif field.type in ["time"]: - return "long" - elif field.type in ["object", "record", "struct"]: - if field.config is not None and "namespace" in field.config: - return to_avro_record(field_name, field.fields, field.description, field.config["namespace"]) - return to_avro_record(field_name, field.fields, field.description, None) - elif field.type in ["binary"]: - return "bytes" - elif field.type in ["array"]: - return {"type": "array", "items": to_avro_type(field.items, field_name)} - elif field.type in ["null"]: - return "null" - else: - return "bytes" diff --git a/datacontract-cli/datacontract/export/avro_idl_converter.py b/datacontract-cli/datacontract/export/avro_idl_converter.py deleted file mode 100644 index e3cfa5b9a..000000000 --- a/datacontract-cli/datacontract/export/avro_idl_converter.py +++ /dev/null @@ -1,286 +0,0 @@ -import typing -from dataclasses import dataclass -from enum import Enum -from io import StringIO - -from datacontract.export.exporter import Exporter -from datacontract.lint.resolve import inline_definitions_into_data_contract -from datacontract.model.data_contract_specification import DataContractSpecification, Field -from datacontract.model.exceptions import DataContractException - - -class AvroPrimitiveType(Enum): - int = "int" - long = "long" - string = "string" - boolean = "boolean" - float = "float" - double = "double" - null = "null" - bytes = "bytes" - - -class AvroLogicalType(Enum): - decimal = "decimal" - date = "date" - time_ms = "time_ms" - timestamp_ms = "timestamp_ms" - - -@dataclass -class AvroField: - name: str - required: bool - description: typing.Optional[str] - - -@dataclass -class AvroPrimitiveField(AvroField): - type: typing.Union[AvroPrimitiveType, AvroLogicalType] - - -@dataclass -class AvroComplexField(AvroField): - subfields: list[AvroField] - - -@dataclass -class AvroArrayField(AvroField): - type: AvroField - - -@dataclass -class AvroModelType: - name: str - description: typing.Optional[str] - fields: list[AvroField] - - -@dataclass -class AvroIDLProtocol: - name: typing.Optional[str] - description: typing.Optional[str] - model_types: list[AvroModelType] - - -# TODO use DATACONTRACT_TYPES from datacontract/model/data_contract_specification.py -avro_primitive_types = set( - [ - "string", - "text", - "varchar", - "float", - "double", - "int", - "integer", - "long", - "bigint", - "boolean", - "timestamp_ntz", - "timestamp", - "timestamp_tz", - "date", - "bytes", - "null", - ] -) - - -class AvroIdlExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_avro_idl(data_contract) - - -def to_avro_idl(contract: DataContractSpecification) -> str: - """Serialize the provided data contract specification into an Avro IDL string. - - The data contract will be serialized as a protocol, with one record type - for each contained model. Model fields are mapped one-to-one to Avro IDL - record fields. - """ - stream = StringIO() - to_avro_idl_stream(contract, stream) - return stream.getvalue() - - -def to_avro_idl_stream(contract: DataContractSpecification, stream: typing.TextIO): - """Serialize the provided data contract specification into Avro IDL.""" - ir = _contract_to_avro_idl_ir(contract) - if ir.description: - stream.write(f"/** {contract.info.description} */\n") - stream.write(f"protocol {ir.name or 'Unnamed'} {{\n") - for model_type in ir.model_types: - _write_model_type(model_type, stream) - stream.write("}\n") - - -def _to_avro_primitive_logical_type(field_name: str, field: Field) -> AvroPrimitiveField: - result = AvroPrimitiveField(field_name, field.required, field.description, AvroPrimitiveType.string) - match field.type: - case "string" | "text" | "varchar": - result.type = AvroPrimitiveType.string - case "float": - result.type = AvroPrimitiveType.float - case "double": - result.type = AvroPrimitiveType.double - case "int" | "integer": - result.type = AvroPrimitiveType.int - case "long" | "bigint": - result.type = AvroPrimitiveType.long - case "boolean": - result.type = AvroPrimitiveType.boolean - case "timestamp" | "timestamp_tz": - result.type = AvroPrimitiveType.string - case "timestamp_ntz": - result.type = AvroLogicalType.timestamp_ms - case "date": - result.type = AvroLogicalType.date - case "bytes": - result.type = AvroPrimitiveType.bytes - case "null": - result.type = AvroPrimitiveType.null - case _: - raise DataContractException( - type="general", - name="avro-idl-export", - model=field, - reason="Unknown field type {field.type}", - result="failed", - message="Avro IDL type conversion failed.", - ) - return result - - -def _to_avro_idl_type(field_name: str, field: Field) -> AvroField: - if field.type in avro_primitive_types: - return _to_avro_primitive_logical_type(field_name, field) - else: - match field.type: - case "array": - return AvroArrayField( - field_name, field.required, field.description, _to_avro_idl_type(field_name, field.items) - ) - case "object" | "record" | "struct": - return AvroComplexField( - field_name, - field.required, - field.description, - [_to_avro_idl_type(field_name, field) for (field_name, field) in field.fields.items()], - ) - case _: - raise DataContractException( - type="general", - name="avro-idl-export", - model=type, - reason="Unknown Data Contract field type", - result="failed", - message="Avro IDL type conversion failed.", - ) - - -def _generate_field_types(contract: DataContractSpecification) -> list[AvroField]: - result = [] - for _, model in contract.models.items(): - for field_name, field in model.fields.items(): - result.append(_to_avro_idl_type(field_name, field)) - return result - - -def generate_model_types(contract: DataContractSpecification) -> list[AvroModelType]: - result = [] - for model_name, model in contract.models.items(): - result.append( - AvroModelType(name=model_name, description=model.description, fields=_generate_field_types(contract)) - ) - return result - - -def _model_name_to_identifier(model_name: str): - return "".join([word.title() for word in model_name.split()]) - - -def _contract_to_avro_idl_ir(contract: DataContractSpecification) -> AvroIDLProtocol: - """Convert models into an intermediate representation for later serialization into Avro IDL. - - Each model is converted to a record containing a field for each model field. - """ - inlined_contract = contract.model_copy() - inline_definitions_into_data_contract(inlined_contract) - protocol_name = _model_name_to_identifier(contract.info.title) if contract.info and contract.info.title else None - description = contract.info.description if contract.info and contract.info.description else None - return AvroIDLProtocol( - name=protocol_name, description=description, model_types=generate_model_types(inlined_contract) - ) - - -def _write_indent(indent: int, stream: typing.TextIO): - stream.write(" " * indent) - - -def _write_field_description(field: AvroField, indent: int, stream: typing.TextIO): - if field.description: - _write_indent(indent, stream) - stream.write(f"/** {field.description} */\n") - - -def _write_field_type_definition(field: AvroField, indent: int, stream: typing.TextIO) -> str: - # Write any extra information (such as record type definition) and return - # the name of the generated type. Writes descriptions only for record - # types. This leads to record types being described twice, once on the - # record definition, and once on use. The alternative (detect when the - # complex field type is not used in an array or another complex type) is - # significantly more complex to implement. - match field: - case AvroPrimitiveField(name, required, _, typ) if required is True: - return typ.value - case AvroPrimitiveField(name, required, _, typ): - return typ.value + "?" - case AvroComplexField(name, required, _, subfields): - _write_field_description(field, indent, stream) - _write_indent(indent, stream) - stream.write(f"record {name}_type {{\n") - subfield_types = [] - # Recursively define records for all subfields if necessary - for subfield in subfields: - subfield_types.append(_write_field_type_definition(subfield, indent + 1, stream)) - # Reference all defined record types. - for field, subfield_type in zip(field.subfields, subfield_types): - _write_field_description(field, indent + 1, stream) - _write_indent(indent + 1, stream) - stream.write(f"{subfield_type} {field.name};\n") - _write_indent(indent, stream) - stream.write("}\n") - if required is True: - return f"{name}_type" - else: - return f"{name}_type?" - case AvroArrayField(name, required, _, item_type): - subfield_type = _write_field_type_definition(item_type, indent, stream) - if required is True: - return f"array<{subfield_type}>" - else: - return f"array<{subfield_type}>?" - case _: - raise RuntimeError("Unknown Avro field type {field}") - - -def _write_field(field: AvroField, indent, stream: typing.TextIO): - # Start of recursion. - typename = _write_field_type_definition(field, indent, stream) - _write_field_description(field, indent, stream) - _write_indent(indent, stream) - stream.write(f"{typename} {field.name};\n") - - -def _write_model_type(model: AvroModelType, stream: typing.TextIO): - # Called once for each model - if model.description: - _write_indent(1, stream) - stream.write(f"/** {model.description} */\n") - _write_indent(1, stream) - stream.write(f"record {model.name} {{\n") - # Called for each model field - for field in model.fields: - _write_field(field, 2, stream) - _write_indent(1, stream) - stream.write("}\n") diff --git a/datacontract-cli/datacontract/export/bigquery_converter.py b/datacontract-cli/datacontract/export/bigquery_converter.py deleted file mode 100644 index e41a20429..000000000 --- a/datacontract-cli/datacontract/export/bigquery_converter.py +++ /dev/null @@ -1,130 +0,0 @@ -import json -import logging -from typing import Dict, List - -from datacontract.export.exporter import Exporter, _check_models_for_export -from datacontract.model.data_contract_specification import Field, Model, Server -from datacontract.model.exceptions import DataContractException - - -class BigQueryExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - self.dict_args = export_args - model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) - found_server = data_contract.servers.get(server) - if found_server is None: - raise RuntimeError("Export to bigquery requires selecting a bigquery server from the data contract.") - if found_server.type != "bigquery": - raise RuntimeError("Export to bigquery requires selecting a bigquery server from the data contract.") - - return to_bigquery_json(model_name, model_value, found_server) - - -def to_bigquery_json(model_name: str, model_value: Model, server: Server) -> str: - bigquery_table = to_bigquery_schema(model_name, model_value, server) - return json.dumps(bigquery_table, indent=2) - - -def to_bigquery_schema(model_name: str, model_value: Model, server: Server) -> dict: - return { - "kind": "bigquery#table", - "tableReference": {"datasetId": server.dataset, "projectId": server.project, "tableId": model_name}, - "description": model_value.description, - "schema": {"fields": to_fields_array(model_value.fields)}, - } - - -def to_fields_array(fields: Dict[str, Field]) -> List[Dict[str, Field]]: - bq_fields = [] - for field_name, field in fields.items(): - bq_fields.append(to_field(field_name, field)) - - return bq_fields - - -def to_field(field_name: str, field: Field) -> dict: - bq_type = map_type_to_bigquery(field) - bq_field = { - "name": field_name, - "type": bq_type, - "mode": "REQUIRED" if field.required else "NULLABLE", - "description": field.description, - } - - # handle arrays - if field.type == "array": - bq_field["mode"] = "REPEATED" - if field.items.type == "object": - # in case the array type is a complex object, we want to copy all its fields - bq_field["fields"] = to_fields_array(field.items.fields) - else: - bq_field["type"] = map_type_to_bigquery(field.items) - - # all of these can carry other fields - elif bq_type.lower() in ["record", "struct"]: - bq_field["fields"] = to_fields_array(field.fields) - - # strings can have a maxlength - if bq_type.lower() == "string": - bq_field["maxLength"] = field.maxLength - - # number types have precision and scale - if bq_type.lower() in ["numeric", "bignumeric"]: - bq_field["precision"] = field.precision - bq_field["scale"] = field.scale - - return bq_field - - -def map_type_to_bigquery(field: Field) -> str: - logger = logging.getLogger(__name__) - - field_type = field.type - if not field_type: - return None - - if field.config and "bigqueryType" in field.config: - return field.config["bigqueryType"] - - if field_type.lower() in ["string", "varchar", "text"]: - return "STRING" - elif field_type.lower() == "bytes": - return "BYTES" - elif field_type.lower() in ["int", "integer"]: - return "INTEGER" - elif field_type.lower() in ["long", "bigint"]: - return "INT64" - elif field_type.lower() == "float": - return "FLOAT64" - elif field_type.lower() == "boolean": - return "BOOL" - elif field_type.lower() in ["timestamp", "timestamp_tz"]: - return "TIMESTAMP" - elif field_type.lower() == "date": - return "DATE" - elif field_type.lower() == "timestamp_ntz": - return "TIME" - elif field_type.lower() in ["number", "decimal", "numeric"]: - return "NUMERIC" - elif field_type.lower() == "double": - return "BIGNUMERIC" - elif field_type.lower() in ["object", "record"] and not field.fields: - return "JSON" - elif field_type.lower() in ["object", "record", "array"]: - return "RECORD" - elif field_type.lower() == "struct": - return "STRUCT" - elif field_type.lower() == "null": - logger.info( - f"Can't properly map {field.title} to bigquery Schema, as 'null' \ - is not supported as a type. Mapping it to STRING." - ) - return "STRING" - else: - raise DataContractException( - type="schema", - result="failed", - name="Map datacontract type to bigquery data type", - reason=f"Unsupported type {field_type} in data contract definition.", - engine="datacontract", - ) diff --git a/datacontract-cli/datacontract/export/csv_type_converter.py b/datacontract-cli/datacontract/export/csv_type_converter.py deleted file mode 100644 index 79dfe1668..000000000 --- a/datacontract-cli/datacontract/export/csv_type_converter.py +++ /dev/null @@ -1,36 +0,0 @@ -# https://duckdb.org/docs/data/csv/overview.html -# ['SQLNULL', 'BOOLEAN', 'BIGINT', 'DOUBLE', 'TIME', 'DATE', 'TIMESTAMP', 'VARCHAR'] -def convert_to_duckdb_csv_type(field) -> None | str: - type = field.type - if type is None: - return "VARCHAR" - if type.lower() in ["string", "varchar", "text"]: - return "VARCHAR" - if type.lower() in ["timestamp", "timestamp_tz"]: - return "TIMESTAMP" - if type.lower() in ["timestamp_ntz"]: - return "TIMESTAMP" - if type.lower() in ["date"]: - return "DATE" - if type.lower() in ["time"]: - return "TIME" - if type.lower() in ["number", "decimal", "numeric"]: - # precision and scale not supported by data contract - return "VARCHAR" - if type.lower() in ["float", "double"]: - return "DOUBLE" - if type.lower() in ["integer", "int", "long", "bigint"]: - return "BIGINT" - if type.lower() in ["boolean"]: - return "BOOLEAN" - if type.lower() in ["object", "record", "struct"]: - # not supported in CSV - return "VARCHAR" - if type.lower() in ["bytes"]: - # not supported in CSV - return "VARCHAR" - if type.lower() in ["array"]: - return "VARCHAR" - if type.lower() in ["null"]: - return "SQLNULL" - return "VARCHAR" diff --git a/datacontract-cli/datacontract/export/custom_converter.py b/datacontract-cli/datacontract/export/custom_converter.py deleted file mode 100644 index fd31ae41c..000000000 --- a/datacontract-cli/datacontract/export/custom_converter.py +++ /dev/null @@ -1,40 +0,0 @@ -from pathlib import Path - -from jinja2 import Environment, FileSystemLoader - -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Model, -) - - -class CustomExporter(Exporter): - """Exporter implementation for converting data contracts to Markdown.""" - - def export( - self, - data_contract: DataContractSpecification, - model: Model, - server: str, - sql_server_type: str, - export_args: dict, - ) -> str: - """Exports a data contract to custom format with Jinja.""" - template = export_args.get("template") - if template is None: - raise RuntimeError("Export to custom requires template argument.") - - return to_custom(data_contract, template) - - -def to_custom(data_contract: DataContractSpecification, template_path: Path) -> str: - template = get_template(template_path) - rendered_sql = template.render(data_contract=data_contract) - return rendered_sql - - -def get_template(path: Path): - abosolute_path = Path(path).resolve() - env = Environment(loader=FileSystemLoader(str(abosolute_path.parent))) - return env.get_template(path.name) diff --git a/datacontract-cli/datacontract/export/data_caterer_converter.py b/datacontract-cli/datacontract/export/data_caterer_converter.py deleted file mode 100644 index 0a672411f..000000000 --- a/datacontract-cli/datacontract/export/data_caterer_converter.py +++ /dev/null @@ -1,161 +0,0 @@ -from typing import Dict - -import yaml - -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model, Server - - -class DataCatererExporter(Exporter): - """ - Exporter class for Data Caterer. - Creates a YAML file, based on the data contract, for Data Caterer to generate synthetic data. - """ - - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_data_caterer_generate_yaml(data_contract, server) - - -def to_data_caterer_generate_yaml(data_contract_spec: DataContractSpecification, server): - generation_task = {"name": data_contract_spec.info.title, "steps": []} - server_info = _get_server_info(data_contract_spec, server) - - for model_key, model_value in data_contract_spec.models.items(): - odcs_table = _to_data_caterer_generate_step(model_key, model_value, server_info) - generation_task["steps"].append(odcs_table) - return yaml.dump(generation_task, indent=2, sort_keys=False, allow_unicode=True) - - -def _get_server_info(data_contract_spec: DataContractSpecification, server): - if server is not None and server in data_contract_spec.servers: - return data_contract_spec.servers.get(server) - elif server is not None: - raise Exception(f"Server name not found in servers list in data contract, server-name={server}") - elif len(data_contract_spec.servers.keys()) > 0: - return next(iter(data_contract_spec.servers.values())) - else: - return None - - -def _to_data_caterer_generate_step(model_key, model_value: Model, server: Server) -> dict: - step = { - "name": model_key, - "type": _to_step_type(server), - "options": _to_data_source_options(model_key, server), - "fields": [], - } - fields = _to_fields(model_value.fields) - if fields: - step["fields"] = fields - return step - - -def _to_step_type(server: Server): - if server is not None and server.type is not None: - if server.type in ["s3", "gcs", "azure", "local"]: - return server.format - else: - return server.type - else: - return "csv" - - -def _to_data_source_options(model_key, server: Server): - options = {} - if server is not None and server.type is not None: - if server.type in ["s3", "gcs", "azure", "local"]: - if server.path is not None: - options["path"] = server.path - elif server.location is not None: - options["path"] = server.location - else: - options["path"] = "/tmp/data_caterer_data" - elif server.type == "postgres": - options["schema"] = server.schema_ - options["table"] = model_key - elif server.type == "kafka": - options["topic"] = server.topic - - return options - - -def _to_fields(fields: Dict[str, Field]) -> list: - dc_fields = [] - for field_name, field in fields.items(): - column = _to_field(field_name, field) - dc_fields.append(column) - return dc_fields - - -def _to_field(field_name: str, field: Field) -> dict: - dc_field = {"name": field_name} - dc_generator_opts = {} - - if field.type is not None: - new_type = _to_data_type(field.type) - dc_field["type"] = _to_data_type(field.type) - if new_type == "object" or new_type == "record" or new_type == "struct": - # need to get nested field definitions - nested_fields = _to_fields(field.fields) - dc_field["fields"] = nested_fields - elif new_type == "array": - if field.items is not None and field.items.type is not None: - dc_generator_opts["arrayType"] = _to_data_type(field.items.type) - else: - dc_generator_opts["arrayType"] = "string" - - if field.enum is not None and len(field.enum) > 0: - dc_generator_opts["oneOf"] = field.enum - if field.unique is not None and field.unique: - dc_generator_opts["isUnique"] = field.unique - if field.primaryKey is not None and field.primaryKey: - dc_generator_opts["isPrimaryKey"] = field.primaryKey - if field.minLength is not None: - if field.type is not None and field.type == "array": - dc_generator_opts["arrayMinLen"] = field.minLength - else: - dc_generator_opts["minLen"] = field.minLength - if field.maxLength is not None: - if field.type is not None and field.type == "array": - dc_generator_opts["arrayMaxLen"] = field.maxLength - else: - dc_generator_opts["maxLen"] = field.maxLength - if field.pattern is not None: - dc_generator_opts["regex"] = field.pattern - if field.minimum is not None: - dc_generator_opts["min"] = field.minimum - if field.maximum is not None: - dc_generator_opts["max"] = field.maximum - - if len(dc_generator_opts.keys()) > 0: - dc_field["options"] = dc_generator_opts - return dc_field - - -def _to_data_type(data_type): - if data_type == "number" or data_type == "numeric" or data_type == "double": - return "double" - elif data_type == "decimal" or data_type == "bigint": - return "decimal" - elif data_type == "int" or data_type == "integer": - return "integer" - elif data_type == "long": - return "long" - elif data_type == "float": - return "float" - elif data_type == "string" or data_type == "text" or data_type == "varchar": - return "string" - if data_type == "boolean": - return "boolean" - if data_type == "timestamp" or data_type == "timestamp_tz" or data_type == "timestamp_ntz": - return "timestamp" - elif data_type == "date": - return "date" - elif data_type == "array": - return "array" - elif data_type == "map" or data_type == "object" or data_type == "record" or data_type == "struct": - return "struct" - elif data_type == "bytes": - return "binary" - else: - return "string" diff --git a/datacontract-cli/datacontract/export/dbml_converter.py b/datacontract-cli/datacontract/export/dbml_converter.py deleted file mode 100644 index 5c13ea319..000000000 --- a/datacontract-cli/datacontract/export/dbml_converter.py +++ /dev/null @@ -1,148 +0,0 @@ -from datetime import datetime -from importlib.metadata import version -from typing import Tuple - -import pytz - -import datacontract.model.data_contract_specification as spec -from datacontract.export.exporter import Exporter -from datacontract.export.sql_type_converter import convert_to_sql_type -from datacontract.model.exceptions import DataContractException - - -class DbmlExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - found_server = data_contract.servers.get(server) - return to_dbml_diagram(data_contract, found_server) - - -def to_dbml_diagram(contract: spec.DataContractSpecification, server: spec.Server) -> str: - result = "" - result += add_generated_info(contract, server) + "\n" - result += generate_project_info(contract) + "\n" - - for model_name, model in contract.models.items(): - table_description = generate_table(model_name, model, server) - result += f"\n{table_description}\n" - - return result - - -def add_generated_info(contract: spec.DataContractSpecification, server: spec.Server) -> str: - tz = pytz.timezone("UTC") - now = datetime.now(tz) - formatted_date = now.strftime("%b %d %Y") - datacontract_cli_version = get_version() - dialect = "Logical Datacontract" if server is None else server.type - - generated_info = """ -Generated at {0} by datacontract-cli version {1} -for datacontract {2} ({3}) version {4} -Using {5} Types for the field types - """.format( - formatted_date, datacontract_cli_version, contract.info.title, contract.id, contract.info.version, dialect - ) - - comment = """/* -{0} -*/ - """.format(generated_info) - return comment - - -def get_version() -> str: - try: - return version("datacontract_cli") - except Exception: - return "" - - -def generate_project_info(contract: spec.DataContractSpecification) -> str: - return """Project "{0}" {{ - Note: '''{1}''' -}}\n - """.format(contract.info.title, contract.info.description) - - -def generate_table(model_name: str, model: spec.Model, server: spec.Server) -> str: - result = """Table "{0}" {{ -Note: {1} - """.format(model_name, formatDescription(model.description)) - - references = [] - - for field_name, field in model.fields.items(): - ref, field_string = generate_field(field_name, field, model_name, server) - if ref is not None: - references.append(ref) - result += "{0}\n".format(field_string) - - result += "}\n" - - # and if any: add the references - if len(references) > 0: - for ref in references: - result += "Ref: {0}\n".format(ref) - - result += "\n" - - return result - - -def generate_field(field_name: str, field: spec.Field, model_name: str, server: spec.Server) -> Tuple[str, str]: - if field.primaryKey or field.primary: - if field.required is not None: - if not field.required: - raise DataContractException( - type="lint", - name="Primary key fields cannot have required == False.", - result="error", - reason="Primary key fields cannot have required == False.", - engine="datacontract", - ) - else: - field.required = True - if field.unique is not None: - if not field.unique: - raise DataContractException( - type="lint", - name="Primary key fields cannot have unique == False", - result="error", - reason="Primary key fields cannot have unique == False.", - engine="datacontract", - ) - else: - field.unique = True - - field_attrs = [] - if field.primaryKey or field.primary: - field_attrs.append("pk") - - if field.unique: - field_attrs.append("unique") - - if field.required: - field_attrs.append("not null") - else: - field_attrs.append("null") - - if field.description: - field_attrs.append("""Note: {0}""".format(formatDescription(field.description))) - - field_type = field.type if server is None else convert_to_sql_type(field, server.type) - - field_str = '"{0}" "{1}" [{2}]'.format(field_name, field_type, ",".join(field_attrs)) - ref_str = None - if (field.references) is not None: - if field.unique: - ref_str = "{0}.{1} - {2}".format(model_name, field_name, field.references) - else: - ref_str = "{0}.{1} > {2}".format(model_name, field_name, field.references) - return (ref_str, field_str) - - -def formatDescription(input: str) -> str: - if "\n" in input or "\r" in input or '"' in input: - return "'''{0}'''".format(input) - else: - return '"{0}"'.format(input) diff --git a/datacontract-cli/datacontract/export/dbt_converter.py b/datacontract-cli/datacontract/export/dbt_converter.py deleted file mode 100644 index 48c76c7b6..000000000 --- a/datacontract-cli/datacontract/export/dbt_converter.py +++ /dev/null @@ -1,272 +0,0 @@ -from typing import Dict, Optional - -import yaml - -from datacontract.export.exporter import Exporter, _check_models_for_export -from datacontract.export.sql_type_converter import convert_to_sql_type -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model - - -class DbtExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_dbt_models_yaml(data_contract) - - -class DbtSourceExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_dbt_sources_yaml(data_contract, server) - - -class DbtStageExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) - return to_dbt_staging_sql( - data_contract, - model_name, - model_value, - ) - - -def to_dbt_models_yaml(data_contract_spec: DataContractSpecification): - dbt = { - "version": 2, - "models": [], - } - for model_key, model_value in data_contract_spec.models.items(): - dbt_model = _to_dbt_model(model_key, model_value, data_contract_spec) - dbt["models"].append(dbt_model) - return yaml.dump(dbt, indent=2, sort_keys=False, allow_unicode=True) - - -def to_dbt_staging_sql(data_contract_spec: DataContractSpecification, model_name: str, model_value: Model) -> str: - id = data_contract_spec.id - columns = [] - for field_name, field in model_value.fields.items(): - # TODO escape SQL reserved key words, probably dependent on server type - columns.append(field_name) - return f""" - select - {", ".join(columns)} - from {{{{ source('{id}', '{model_name}') }}}} -""" - - -def to_dbt_sources_yaml(data_contract_spec: DataContractSpecification, server: str = None): - source = {"name": data_contract_spec.id} - dbt = { - "version": 2, - "sources": [source], - } - if data_contract_spec.info.owner is not None: - source["meta"] = {"owner": data_contract_spec.info.owner} - if data_contract_spec.info.description is not None: - source["description"] = data_contract_spec.info.description - found_server = data_contract_spec.servers.get(server) - adapter_type = None - if found_server is not None: - adapter_type = found_server.type - if adapter_type == "bigquery": - source["database"] = found_server.project - source["schema"] = found_server.dataset - else: - source["database"] = found_server.database - source["schema"] = found_server.schema_ - - source["tables"] = [] - for model_key, model_value in data_contract_spec.models.items(): - dbt_model = _to_dbt_source_table(data_contract_spec, model_key, model_value, adapter_type) - source["tables"].append(dbt_model) - return yaml.dump(dbt, indent=2, sort_keys=False, allow_unicode=True) - - -def _to_dbt_source_table( - data_contract_spec: DataContractSpecification, model_key, model_value: Model, adapter_type: Optional[str] -) -> dict: - dbt_model = { - "name": model_key, - } - - if model_value.description is not None: - dbt_model["description"] = model_value.description - columns = _to_columns(data_contract_spec, model_value.fields, False, adapter_type) - if columns: - dbt_model["columns"] = columns - return dbt_model - - -def _to_dbt_model(model_key, model_value: Model, data_contract_spec: DataContractSpecification) -> dict: - dbt_model = { - "name": model_key, - } - model_type = _to_dbt_model_type(model_value.type) - dbt_model["config"] = {"meta": {"data_contract": data_contract_spec.id}} - dbt_model["config"]["materialized"] = model_type - - if data_contract_spec.info.owner is not None: - dbt_model["config"]["meta"]["owner"] = data_contract_spec.info.owner - - if _supports_constraints(model_type): - dbt_model["config"]["contract"] = {"enforced": True} - if model_value.description is not None: - dbt_model["description"] = model_value.description - columns = _to_columns(data_contract_spec, model_value.fields, _supports_constraints(model_type), None) - if columns: - dbt_model["columns"] = columns - return dbt_model - - -def _to_dbt_model_type(model_type): - # https://docs.getdbt.com/docs/build/materializations - # Allowed values: table, view, incremental, ephemeral, materialized view - # Custom values also possible - if model_type is None: - return "table" - if model_type.lower() == "table": - return "table" - if model_type.lower() == "view": - return "view" - return "table" - - -def _supports_constraints(model_type): - return model_type == "table" or model_type == "incremental" - - -def _to_columns( - data_contract_spec: DataContractSpecification, - fields: Dict[str, Field], - supports_constraints: bool, - adapter_type: Optional[str], -) -> list: - columns = [] - for field_name, field in fields.items(): - column = _to_column(data_contract_spec, field_name, field, supports_constraints, adapter_type) - columns.append(column) - return columns - - -def get_table_name_and_column_name(references: str) -> tuple[Optional[str], str]: - parts = references.split(".") - if len(parts) < 2: - return None, parts[0] - return parts[-2], parts[-1] - - -def _to_column( - data_contract_spec: DataContractSpecification, - field_name: str, - field: Field, - supports_constraints: bool, - adapter_type: Optional[str], -) -> dict: - column = {"name": field_name} - adapter_type = adapter_type or "snowflake" - dbt_type = convert_to_sql_type(field, adapter_type) - - column["data_tests"] = [] - if dbt_type is not None: - column["data_type"] = dbt_type - else: - column["data_tests"].append( - {"dbt_expectations.dbt_expectations.expect_column_values_to_be_of_type": {"column_type": dbt_type}} - ) - if field.description is not None: - column["description"] = field.description - if field.required: - if supports_constraints: - column.setdefault("constraints", []).append({"type": "not_null"}) - else: - column["data_tests"].append("not_null") - if field.unique: - if supports_constraints: - column.setdefault("constraints", []).append({"type": "unique"}) - else: - column["data_tests"].append("unique") - if field.enum is not None and len(field.enum) > 0: - column["data_tests"].append({"accepted_values": {"values": field.enum}}) - if field.minLength is not None or field.maxLength is not None: - length_test = {} - if field.minLength is not None: - length_test["min_value"] = field.minLength - if field.maxLength is not None: - length_test["max_value"] = field.maxLength - column["data_tests"].append({"dbt_expectations.expect_column_value_lengths_to_be_between": length_test}) - if field.pii is not None: - column.setdefault("meta", {})["pii"] = field.pii - if field.classification is not None: - column.setdefault("meta", {})["classification"] = field.classification - if field.tags is not None and len(field.tags) > 0: - column.setdefault("tags", []).extend(field.tags) - if field.pattern is not None: - # Beware, the data contract pattern is a regex, not a like pattern - column["data_tests"].append({"dbt_expectations.expect_column_values_to_match_regex": {"regex": field.pattern}}) - if ( - field.minimum is not None - or field.maximum is not None - and field.exclusiveMinimum is None - and field.exclusiveMaximum is None - ): - range_test = {} - if field.minimum is not None: - range_test["min_value"] = field.minimum - if field.maximum is not None: - range_test["max_value"] = field.maximum - column["data_tests"].append({"dbt_expectations.expect_column_values_to_be_between": range_test}) - elif ( - field.exclusiveMinimum is not None - or field.exclusiveMaximum is not None - and field.minimum is None - and field.maximum is None - ): - range_test = {} - if field.exclusiveMinimum is not None: - range_test["min_value"] = field.exclusiveMinimum - if field.exclusiveMaximum is not None: - range_test["max_value"] = field.exclusiveMaximum - range_test["strictly"] = True - column["data_tests"].append({"dbt_expectations.expect_column_values_to_be_between": range_test}) - else: - if field.minimum is not None: - column["data_tests"].append( - {"dbt_expectations.expect_column_values_to_be_between": {"min_value": field.minimum}} - ) - if field.maximum is not None: - column["data_tests"].append( - {"dbt_expectations.expect_column_values_to_be_between": {"max_value": field.maximum}} - ) - if field.exclusiveMinimum is not None: - column["data_tests"].append( - { - "dbt_expectations.expect_column_values_to_be_between": { - "min_value": field.exclusiveMinimum, - "strictly": True, - } - } - ) - if field.exclusiveMaximum is not None: - column["data_tests"].append( - { - "dbt_expectations.expect_column_values_to_be_between": { - "max_value": field.exclusiveMaximum, - "strictly": True, - } - } - ) - if field.references is not None: - ref_source_name = data_contract_spec.id - table_name, column_name = get_table_name_and_column_name(field.references) - if table_name is not None and column_name is not None: - column["data_tests"].append( - { - "relationships": { - "to": f"""source("{ref_source_name}", "{table_name}")""", - "field": f"{column_name}", - } - } - ) - - if not column["data_tests"]: - column.pop("data_tests") - - # TODO: all constraints - return column diff --git a/datacontract-cli/datacontract/export/dcs_exporter.py b/datacontract-cli/datacontract/export/dcs_exporter.py deleted file mode 100644 index 38c3c5a54..000000000 --- a/datacontract-cli/datacontract/export/dcs_exporter.py +++ /dev/null @@ -1,6 +0,0 @@ -from datacontract.export.exporter import Exporter - - -class DcsExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return data_contract.to_yaml() diff --git a/datacontract-cli/datacontract/export/exporter.py b/datacontract-cli/datacontract/export/exporter.py deleted file mode 100644 index f0b9d2f3e..000000000 --- a/datacontract-cli/datacontract/export/exporter.py +++ /dev/null @@ -1,97 +0,0 @@ -import typing -from abc import ABC, abstractmethod -from enum import Enum - -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Model, -) - - -class Exporter(ABC): - def __init__(self, export_format) -> None: - self.export_format = export_format - - @abstractmethod - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict | str: - pass - - -class ExportFormat(str, Enum): - jsonschema = "jsonschema" - pydantic_model = "pydantic-model" - sodacl = "sodacl" - dbt = "dbt" - dbt_sources = "dbt-sources" - dbt_staging_sql = "dbt-staging-sql" - odcs = "odcs" - rdf = "rdf" - avro = "avro" - protobuf = "protobuf" - great_expectations = "great-expectations" - terraform = "terraform" - avro_idl = "avro-idl" - sql = "sql" - sql_query = "sql-query" - html = "html" - go = "go" - bigquery = "bigquery" - dbml = "dbml" - spark = "spark" - sqlalchemy = "sqlalchemy" - data_caterer = "data-caterer" - dcs = "dcs" - markdown = "markdown" - iceberg = "iceberg" - custom = "custom" - - @classmethod - def get_supported_formats(cls): - return list(map(lambda c: c.value, cls)) - - -def _check_models_for_export( - data_contract: DataContractSpecification, model: str, export_format: str -) -> typing.Tuple[str, Model]: - if data_contract.models is None: - raise RuntimeError(f"Export to {export_format} requires models in the data contract.") - - model_names = list(data_contract.models.keys()) - - if model == "all": - if len(data_contract.models.items()) != 1: - raise RuntimeError( - f"Export to {export_format} is model specific. Specify the model via --model $MODEL_NAME. Available models: {model_names}" - ) - - model_name, model_value = next(iter(data_contract.models.items())) - else: - model_name = model - model_value = data_contract.models.get(model_name) - if model_value is None: - raise RuntimeError(f"Model {model_name} not found in the data contract. Available models: {model_names}") - - return model_name, model_value - - -def _determine_sql_server_type(data_contract: DataContractSpecification, sql_server_type: str, server: str = None): - if sql_server_type == "auto": - if data_contract.servers is None or len(data_contract.servers) == 0: - raise RuntimeError("Export with server_type='auto' requires servers in the data contract.") - - if server is None: - server_types = set([server.type for server in data_contract.servers.values()]) - else: - server_types = {data_contract.servers[server].type} - - if "snowflake" in server_types: - return "snowflake" - elif "postgres" in server_types: - return "postgres" - elif "databricks" in server_types: - return "databricks" - else: - # default to snowflake dialect - return "snowflake" - else: - return sql_server_type diff --git a/datacontract-cli/datacontract/export/exporter_factory.py b/datacontract-cli/datacontract/export/exporter_factory.py deleted file mode 100644 index 4804f7993..000000000 --- a/datacontract-cli/datacontract/export/exporter_factory.py +++ /dev/null @@ -1,200 +0,0 @@ -import importlib -import sys - -from datacontract.export.exporter import Exporter, ExportFormat - - -class ExporterFactory: - def __init__(self): - self.dict_exporter = {} - self.dict_lazy_exporter = {} - - def register_exporter(self, name: str, exporter: Exporter): - self.dict_exporter.update({name: exporter}) - - def register_lazy_exporter(self, name: str, module_path: str, class_name: str): - self.dict_lazy_exporter.update({name: (module_path, class_name)}) - - def create(self, name) -> Exporter: - exporters = self.dict_exporter.copy() - exporters.update(self.dict_lazy_exporter.copy()) - if name not in exporters.keys(): - raise ValueError(f"The '{name}' format is not supported.") - exporter_class = exporters[name] - if type(exporters[name]) is tuple: - exporter_class = load_module_class(module_path=exporters[name][0], class_name=exporters[name][1]) - if not exporter_class: - raise ValueError(f"Module {name} could not be loaded.") - return exporter_class(name) - - -def import_module(module_path): - if importlib.util.find_spec(module_path) is not None: - try: - module = importlib.import_module(module_path) - except ModuleNotFoundError: - return None - sys.modules[module_path] = module - return module - - -def load_module_class(module_path, class_name): - module = import_module(module_path) - if not module: - return None - return getattr(module, class_name) - - -exporter_factory = ExporterFactory() - -exporter_factory.register_lazy_exporter( - name=ExportFormat.avro, - module_path="datacontract.export.avro_converter", - class_name="AvroExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.avro_idl, - module_path="datacontract.export.avro_idl_converter", - class_name="AvroIdlExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.bigquery, - module_path="datacontract.export.bigquery_converter", - class_name="BigQueryExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.data_caterer, - module_path="datacontract.export.data_caterer_converter", - class_name="DataCatererExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.dbml, - module_path="datacontract.export.dbml_converter", - class_name="DbmlExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.rdf, - module_path="datacontract.export.rdf_converter", - class_name="RdfExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.dbt, - module_path="datacontract.export.dbt_converter", - class_name="DbtExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.dbt_sources, - module_path="datacontract.export.dbt_converter", - class_name="DbtSourceExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.dbt_staging_sql, - module_path="datacontract.export.dbt_converter", - class_name="DbtStageExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.jsonschema, - module_path="datacontract.export.jsonschema_converter", - class_name="JsonSchemaExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.odcs, - module_path="datacontract.export.odcs_v3_exporter", - class_name="OdcsV3Exporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.go, - module_path="datacontract.export.go_converter", - class_name="GoExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.great_expectations, - module_path="datacontract.export.great_expectations_converter", - class_name="GreatExpectationsExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.html, - module_path="datacontract.export.html_export", - class_name="HtmlExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.protobuf, - module_path="datacontract.export.protobuf_converter", - class_name="ProtoBufExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.pydantic_model, - module_path="datacontract.export.pydantic_converter", - class_name="PydanticExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.sodacl, - module_path="datacontract.export.sodacl_converter", - class_name="SodaExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.sql, - module_path="datacontract.export.sql_converter", - class_name="SqlExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.sql_query, - module_path="datacontract.export.sql_converter", - class_name="SqlQueryExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.terraform, - module_path="datacontract.export.terraform_converter", - class_name="TerraformExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.spark, - module_path="datacontract.export.spark_converter", - class_name="SparkExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.sqlalchemy, - module_path="datacontract.export.sqlalchemy_converter", - class_name="SQLAlchemyExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.dcs, - module_path="datacontract.export.dcs_exporter", - class_name="DcsExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.markdown, - module_path="datacontract.export.markdown_converter", - class_name="MarkdownExporter", -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.iceberg, module_path="datacontract.export.iceberg_converter", class_name="IcebergExporter" -) - -exporter_factory.register_lazy_exporter( - name=ExportFormat.custom, module_path="datacontract.export.custom_converter", class_name="CustomExporter" -) diff --git a/datacontract-cli/datacontract/export/go_converter.py b/datacontract-cli/datacontract/export/go_converter.py deleted file mode 100644 index 7572a70b6..000000000 --- a/datacontract-cli/datacontract/export/go_converter.py +++ /dev/null @@ -1,105 +0,0 @@ -import re -from typing import List - -import datacontract.model.data_contract_specification as spec -from datacontract.export.exporter import Exporter - - -class GoExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_go_types(data_contract) - - -def to_go_types(contract: spec.DataContractSpecification) -> str: - result = "package main\n\n" - - for key in contract.models.keys(): - go_types = generate_go_type(contract.models[key], key) - for go_type in go_types: - # print(go_type + "\n\n") - result += f"\n{go_type}\n" - - return result - - -def python_type_to_go_type(py_type) -> str: - match py_type: - case "text": - return "string" - case "timestamp": - return "time.Time" - case "long": - return "int64" - case "int": - return "int" - case "float": - return "float64" - case "boolean": - return "bool" - case _: - return "interface{}" - - -def to_camel_case(snake_str) -> str: - return "".join(word.capitalize() for word in re.split(r"_|(? str: - go_type = "interface{}" - if field_info.fields: - nested_type_name = to_camel_case(f"{type_name}_{camel_case_name}") - nested_types[nested_type_name] = field_info.fields - go_type = nested_type_name - - match field_info.type: - case "array": - if field_info.items: - item_type = get_subtype(field_info.items, nested_types, type_name, camel_case_name + "Item") - go_type = f"[]{item_type}" - else: - go_type = "[]interface{}" - case "record": - if field_info.fields: - nested_type_name = to_camel_case(f"{type_name}_{camel_case_name}") - nested_types[nested_type_name] = field_info.fields - go_type = nested_type_name - else: - go_type = "interface{}" - case "object": - pass - case _: - go_type = field_info.type - - return go_type - - -def generate_go_type(model, model_name) -> List[str]: - go_types = [] - type_name = to_camel_case(model_name) - lines = [f"type {type_name} struct {{"] - - nested_types = {} - - for field_name, field_info in model.fields.items(): - go_type = python_type_to_go_type(field_info.type) - camel_case_name = to_camel_case(field_name) - json_tag = field_name if field_info.required else f"{field_name},omitempty" - avro_tag = field_name - - if go_type == "interface{}": - go_type = get_subtype(field_info, nested_types, type_name, camel_case_name) - - go_type = go_type if field_info.required else f"*{go_type}" - - lines.append( - f' {camel_case_name} {go_type} `json:"{json_tag}" avro:"{avro_tag}"` // {field_info.description}' - ) - lines.append("}") - go_types.append("\n".join(lines)) - - for nested_type_name, nested_fields in nested_types.items(): - nested_model = spec.Model(fields=nested_fields) - nested_go_types = generate_go_type(nested_model, nested_type_name) - go_types.extend(nested_go_types) - - return go_types diff --git a/datacontract-cli/datacontract/export/great_expectations_converter.py b/datacontract-cli/datacontract/export/great_expectations_converter.py deleted file mode 100644 index a8202ea9b..000000000 --- a/datacontract-cli/datacontract/export/great_expectations_converter.py +++ /dev/null @@ -1,312 +0,0 @@ -""" -This module provides functionalities to export data contracts to Great Expectations suites. -It includes definitions for exporting different types of data (pandas, Spark, SQL) into -Great Expectations expectations format. -""" - -import json -from enum import Enum -from typing import Any, Dict, List - -import yaml - -from datacontract.export.exporter import ( - Exporter, - _check_models_for_export, -) -from datacontract.export.pandas_type_converter import convert_to_pandas_type -from datacontract.export.spark_converter import to_spark_data_type -from datacontract.export.sql_type_converter import convert_to_sql_type -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Field, - Quality, -) - - -class GreatExpectationsEngine(Enum): - """Enum to represent the type of data engine for expectations. - - Attributes: - pandas (str): Represents the Pandas engine type. - spark (str): Represents the Spark engine type. - sql (str): Represents the SQL engine type. - """ - - pandas = "pandas" - spark = "spark" - sql = "sql" - - -class GreatExpectationsExporter(Exporter): - """Exporter class to convert data contracts to Great Expectations suites. - - Methods: - export: Converts a data contract model to a Great Expectations suite. - - """ - - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - """Exports a data contract model to a Great Expectations suite. - - Args: - data_contract (DataContractSpecification): The data contract specification. - model (str): The model name to export. - server (str): The server information. - sql_server_type (str): Type of SQL server (e.g., "snowflake"). - export_args (dict): Additional arguments for export, such as "suite_name" and "engine". - - Returns: - dict: A dictionary representation of the Great Expectations suite. - """ - expectation_suite_name = export_args.get("suite_name") - engine = export_args.get("engine") - model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) - sql_server_type = "snowflake" if sql_server_type == "auto" else sql_server_type - return to_great_expectations(data_contract, model_name, expectation_suite_name, engine, sql_server_type) - - -def to_great_expectations( - data_contract_spec: DataContractSpecification, - model_key: str, - expectation_suite_name: str | None = None, - engine: str | None = None, - sql_server_type: str = "snowflake", -) -> str: - """Converts a data contract model to a Great Expectations suite. - - Args: - data_contract_spec (DataContractSpecification): The data contract specification. - model_key (str): The model key. - expectation_suite_name (str | None): Optional suite name for the expectations. - engine (str | None): Optional engine type (e.g., "pandas", "spark"). - sql_server_type (str): The type of SQL server (default is "snowflake"). - - Returns: - str: JSON string of the Great Expectations suite. - """ - expectations = [] - if not expectation_suite_name: - expectation_suite_name = "{model_key}.{contract_version}".format( - model_key=model_key, contract_version=data_contract_spec.info.version - ) - model_value = data_contract_spec.models.get(model_key) - quality_checks = get_quality_checks(data_contract_spec.quality) - expectations.extend(model_to_expectations(model_value.fields, engine, sql_server_type)) - expectations.extend(checks_to_expectations(quality_checks, model_key)) - model_expectation_suite = to_suite(expectations, expectation_suite_name) - - return model_expectation_suite - - -def to_suite(expectations: List[Dict[str, Any]], expectation_suite_name: str) -> str: - """Converts a list of expectations to a JSON-formatted suite. - - Args: - expectations (List[Dict[str, Any]]): List of expectations. - expectation_suite_name (str): Name of the expectation suite. - - Returns: - str: JSON string of the expectation suite. - """ - return json.dumps( - { - "data_asset_type": "null", - "expectation_suite_name": expectation_suite_name, - "expectations": expectations, - "meta": {}, - }, - indent=2, - ) - - -def model_to_expectations(fields: Dict[str, Field], engine: str | None, sql_server_type: str) -> List[Dict[str, Any]]: - """Converts model fields to a list of expectations. - - Args: - fields (Dict[str, Field]): Dictionary of model fields. - engine (str | None): Engine type (e.g., "pandas", "spark"). - sql_server_type (str): SQL server type. - - Returns: - List[Dict[str, Any]]: List of expectations. - """ - expectations = [] - add_column_order_exp(fields, expectations) - for field_name, field in fields.items(): - add_field_expectations(field_name, field, expectations, engine, sql_server_type) - return expectations - - -def add_field_expectations( - field_name, - field: Field, - expectations: List[Dict[str, Any]], - engine: str | None, - sql_server_type: str, -) -> List[Dict[str, Any]]: - """Adds expectations for a specific field based on its properties. - - Args: - field_name (str): The name of the field. - field (Field): The field object. - expectations (List[Dict[str, Any]]): The expectations list to update. - engine (str | None): Engine type (e.g., "pandas", "spark"). - sql_server_type (str): SQL server type. - - Returns: - List[Dict[str, Any]]: Updated list of expectations. - """ - if field.type is not None: - if engine == GreatExpectationsEngine.spark.value: - field_type = to_spark_data_type(field).__class__.__name__ - elif engine == GreatExpectationsEngine.pandas.value: - field_type = convert_to_pandas_type(field) - elif engine == GreatExpectationsEngine.sql.value: - field_type = convert_to_sql_type(field, sql_server_type) - else: - field_type = field.type - expectations.append(to_column_types_exp(field_name, field_type)) - if field.unique: - expectations.append(to_column_unique_exp(field_name)) - if field.maxLength is not None or field.minLength is not None: - expectations.append(to_column_length_exp(field_name, field.minLength, field.maxLength)) - if field.minimum is not None or field.maximum is not None: - expectations.append(to_column_min_max_exp(field_name, field.minimum, field.maximum)) - - return expectations - - -def add_column_order_exp(fields: Dict[str, Field], expectations: List[Dict[str, Any]]): - """Adds expectation for column ordering. - - Args: - fields (Dict[str, Field]): Dictionary of fields. - expectations (List[Dict[str, Any]]): The expectations list to update. - """ - expectations.append( - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": {"column_list": list(fields.keys())}, - "meta": {}, - } - ) - - -def to_column_types_exp(field_name, field_type) -> Dict[str, Any]: - """Creates a column type expectation. - - Args: - field_name (str): The name of the field. - field_type (str): The type of the field. - - Returns: - Dict[str, Any]: Column type expectation. - """ - return { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": field_name, "type_": field_type}, - "meta": {}, - } - - -def to_column_unique_exp(field_name) -> Dict[str, Any]: - """Creates a column uniqueness expectation. - - Args: - field_name (str): The name of the field. - - Returns: - Dict[str, Any]: Column uniqueness expectation. - """ - return { - "expectation_type": "expect_column_values_to_be_unique", - "kwargs": {"column": field_name}, - "meta": {}, - } - - -def to_column_length_exp(field_name, min_length, max_length) -> Dict[str, Any]: - """Creates a column length expectation. - - Args: - field_name (str): The name of the field. - min_length (int | None): Minimum length. - max_length (int | None): Maximum length. - - Returns: - Dict[str, Any]: Column length expectation. - """ - return { - "expectation_type": "expect_column_value_lengths_to_be_between", - "kwargs": { - "column": field_name, - "min_value": min_length, - "max_value": max_length, - }, - "meta": {}, - } - - -def to_column_min_max_exp(field_name, minimum, maximum) -> Dict[str, Any]: - """Creates a column min-max value expectation. - - Args: - field_name (str): The name of the field. - minimum (float | None): Minimum value. - maximum (float | None): Maximum value. - - Returns: - Dict[str, Any]: Column min-max value expectation. - """ - return { - "expectation_type": "expect_column_values_to_be_between", - "kwargs": {"column": field_name, "min_value": minimum, "max_value": maximum}, - "meta": {}, - } - - -def get_quality_checks(quality: Quality) -> Dict[str, Any]: - """Retrieves quality checks defined in a data contract. - - Args: - quality (Quality): Quality object from the data contract. - - Returns: - Dict[str, Any]: Dictionary of quality checks. - """ - if quality is None: - return {} - if quality.type is None: - return {} - if quality.type.lower() != "great-expectations": - return {} - if isinstance(quality.specification, str): - quality_specification = yaml.safe_load(quality.specification) - else: - quality_specification = quality.specification - return quality_specification - - -def checks_to_expectations(quality_checks: Dict[str, Any], model_key: str) -> List[Dict[str, Any]]: - """Converts quality checks to a list of expectations. - - Args: - quality_checks (Dict[str, Any]): Dictionary of quality checks by model. - model_key (str): The model key. - - Returns: - List[Dict[str, Any]]: List of expectations for the model. - """ - if quality_checks is None or model_key not in quality_checks: - return [] - - model_quality_checks = quality_checks[model_key] - - if model_quality_checks is None: - return [] - - if isinstance(model_quality_checks, str): - expectation_list = json.loads(model_quality_checks) - return expectation_list - return [] diff --git a/datacontract-cli/datacontract/export/html_export.py b/datacontract-cli/datacontract/export/html_export.py deleted file mode 100644 index bc1b1c101..000000000 --- a/datacontract-cli/datacontract/export/html_export.py +++ /dev/null @@ -1,75 +0,0 @@ -import datetime -import logging -from importlib.metadata import version - -import jinja_partials -import pytz -import yaml -from jinja2 import Environment, PackageLoader, select_autoescape - -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import DataContractSpecification - - -class HtmlExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_html(data_contract) - - -def to_html(data_contract_spec: DataContractSpecification) -> str: - # Load templates from templates folder - package_loader = PackageLoader("datacontract", "templates") - env = Environment( - loader=package_loader, - autoescape=select_autoescape( - enabled_extensions="html", - default_for_string=True, - ), - ) - # Set up for partials - jinja_partials.register_environment(env) - - # Load the required template - # needs to be included in /MANIFEST.in - template = env.get_template("datacontract.html") - - if data_contract_spec.quality is not None and isinstance(data_contract_spec.quality.specification, str): - quality_specification = data_contract_spec.quality.specification - elif data_contract_spec.quality is not None and isinstance(data_contract_spec.quality.specification, object): - if data_contract_spec.quality.type == "great-expectations": - quality_specification = yaml.dump( - data_contract_spec.quality.specification, sort_keys=False, default_style="|" - ) - else: - quality_specification = yaml.dump(data_contract_spec.quality.specification, sort_keys=False) - else: - quality_specification = None - - style_content, _, _ = package_loader.get_source(env, "style/output.css") - - datacontract_yaml = data_contract_spec.to_yaml() - - tz = pytz.timezone("UTC") - now = datetime.datetime.now(tz) - formatted_date = now.strftime("%d %b %Y %H:%M:%S UTC") - datacontract_cli_version = get_version() - - # Render the template with necessary data - html_string = template.render( - datacontract=data_contract_spec, - quality_specification=quality_specification, - style=style_content, - datacontract_yaml=datacontract_yaml, - formatted_date=formatted_date, - datacontract_cli_version=datacontract_cli_version, - ) - - return html_string - - -def get_version() -> str: - try: - return version("datacontract_cli") - except Exception as e: - logging.debug("Ignoring exception", e) - return "" diff --git a/datacontract-cli/datacontract/export/iceberg_converter.py b/datacontract-cli/datacontract/export/iceberg_converter.py deleted file mode 100644 index a343ec807..000000000 --- a/datacontract-cli/datacontract/export/iceberg_converter.py +++ /dev/null @@ -1,188 +0,0 @@ -from pyiceberg import types -from pyiceberg.schema import Schema, assign_fresh_schema_ids - -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Field, - Model, -) - - -class IcebergExporter(Exporter): - """ - Exporter class for exporting data contracts to Iceberg schemas. - """ - - def export( - self, - data_contract: DataContractSpecification, - model, - server, - sql_server_type, - export_args, - ): - """ - Export the given data contract model to an Iceberg schema. - - Args: - data_contract (DataContractSpecification): The data contract specification. - model: The model to export, currently just supports one model. - server: Not used in this implementation. - sql_server_type: Not used in this implementation. - export_args: Additional arguments for export. - - Returns: - str: A string representation of the Iceberg json schema. - """ - - return to_iceberg(data_contract, model) - - -def to_iceberg(contract: DataContractSpecification, model: str) -> str: - """ - Converts a DataContractSpecification into an Iceberg json schema string. JSON string follows https://iceberg.apache.org/spec/#appendix-c-json-serialization. - - Args: - contract (DataContractSpecification): The data contract specification containing models. - model: The model to export, currently just supports one model. - - Returns: - str: A string representation of the Iceberg json schema. - """ - if model is None or model == "all": - if len(contract.models.items()) != 1: - # Iceberg doesn't have a way to combine multiple models into a single schema, an alternative would be to export json lines - raise Exception(f"Can only output one model at a time, found {len(contract.models.items())} models") - for model_name, model in contract.models.items(): - schema = to_iceberg_schema(model) - else: - if model not in contract.models: - raise Exception(f"model {model} not found in contract") - schema = to_iceberg_schema(contract.models[model]) - - return schema.model_dump_json() - - -def to_iceberg_schema(model: Model) -> types.StructType: - """ - Convert a model to a Iceberg schema. - - Args: - model (Model): The model to convert. - - Returns: - types.StructType: The corresponding Iceberg schema. - """ - iceberg_fields = [] - primary_keys = [] - for field_name, spec_field in model.fields.items(): - iceberg_field = make_field(field_name, spec_field) - iceberg_fields.append(iceberg_field) - - if spec_field.primaryKey: - primary_keys.append(iceberg_field.name) - - schema = Schema(*iceberg_fields) - - # apply non-0 field IDs so we can set the identifier fields for the schema - schema = assign_fresh_schema_ids(schema) - for field in schema.fields: - if field.name in primary_keys: - schema.identifier_field_ids.append(field.field_id) - - return schema - - -def make_field(field_name, field): - field_type = get_field_type(field) - - # Note: might want to re-populate field_id from config['icebergFieldId'] if it exists, however, it gets - # complicated since field_ids impact the list and map element_ids, and the importer is not keeping track of those. - # Even if IDs are re-constituted, it seems like the SDK code would still reset them before any operation against a catalog, - # so it's likely not worth it. - - # Note 2: field_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values. - # also, the Iceberg sdk catalog code will re-set the fieldIDs prior to executing any table operations on the schema - # ref: https://github.com/apache/iceberg-python/pull/1072 - return types.NestedField(field_id=0, name=field_name, field_type=field_type, required=field.required is True) - - -def make_list(item): - field_type = get_field_type(item) - - # element_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values (see #make_field) - return types.ListType(element_id=0, element_type=field_type, element_required=item.required is True) - - -def make_map(field): - key_type = get_field_type(field.keys) - value_type = get_field_type(field.values) - - # key_id and value_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values (see #make_field) - return types.MapType( - key_id=0, key_type=key_type, value_id=0, value_type=value_type, value_required=field.values.required is True - ) - - -def to_struct_type(fields: dict[str, Field]) -> types.StructType: - """ - Convert a dictionary of fields to a Iceberg StructType. - - Args: - fields (dict[str, Field]): The fields to convert. - - Returns: - types.StructType: The corresponding Iceberg StructType. - """ - struct_fields = [] - for field_name, field in fields.items(): - struct_field = make_field(field_name, field) - struct_fields.append(struct_field) - return types.StructType(*struct_fields) - - -def get_field_type(field: Field) -> types.IcebergType: - """ - Convert a field to a Iceberg IcebergType. - - Args: - field (Field): The field to convert. - - Returns: - types.IcebergType: The corresponding Iceberg IcebergType. - """ - field_type = field.type - if field_type is None or field_type in ["null"]: - return types.NullType() - if field_type == "array": - return make_list(field.items) - if field_type == "map": - return make_map(field) - if field_type in ["object", "record", "struct"]: - return to_struct_type(field.fields) - if field_type in ["string", "varchar", "text"]: - return types.StringType() - if field_type in ["number", "decimal", "numeric"]: - precision = field.precision if field.precision is not None else 38 - scale = field.scale if field.scale is not None else 0 - return types.DecimalType(precision=precision, scale=scale) - if field_type in ["integer", "int"]: - return types.IntegerType() - if field_type in ["bigint", "long"]: - return types.LongType() - if field_type == "float": - return types.FloatType() - if field_type == "double": - return types.DoubleType() - if field_type == "boolean": - return types.BooleanType() - if field_type in ["timestamp", "timestamp_tz"]: - return types.TimestamptzType() - if field_type == "timestamp_ntz": - return types.TimestampType() - if field_type == "date": - return types.DateType() - if field_type == "bytes": - return types.BinaryType() - return types.BinaryType() diff --git a/datacontract-cli/datacontract/export/jsonschema_converter.py b/datacontract-cli/datacontract/export/jsonschema_converter.py deleted file mode 100644 index 80d9c08e2..000000000 --- a/datacontract-cli/datacontract/export/jsonschema_converter.py +++ /dev/null @@ -1,157 +0,0 @@ -import json -from typing import Dict - -from datacontract.export.exporter import Exporter, _check_models_for_export -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model - - -class JsonSchemaExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) - return to_jsonschema_json(model_name, model_value) - - -def to_jsonschemas(data_contract_spec: DataContractSpecification): - jsonschmemas = {} - for model_key, model_value in data_contract_spec.models.items(): - jsonschema = to_jsonschema(model_key, model_value) - jsonschmemas[model_key] = jsonschema - return jsonschmemas - - -def to_jsonschema_json(model_key, model_value: Model) -> str: - jsonschema = to_jsonschema(model_key, model_value) - return json.dumps(jsonschema, indent=2) - - -def to_properties(fields: Dict[str, Field]) -> dict: - properties = {} - for field_name, field in fields.items(): - properties[field_name] = to_property(field) - return properties - - -def to_property(field: Field) -> dict: - property = {} - json_type, json_format = convert_type_format(field.type, field.format) - if json_type is not None: - if not field.required: - """ - From: https://json-schema.org/understanding-json-schema/reference/type - The type keyword may either be a string or an array: - - If it's a string, it is the name of one of the basic types above. - If it is an array, it must be an array of strings, where each string - is the name of one of the basic types, and each element is unique. - In this case, the JSON snippet is valid if it matches any of the given types. - """ - property["type"] = [json_type, "null"] - else: - property["type"] = json_type - if json_format is not None: - property["format"] = json_format - if field.primaryKey: - property["primaryKey"] = field.primaryKey - if field.unique: - property["unique"] = True - if json_type == "object": - # TODO: any better idea to distinguish between properties and patternProperties? - if field.fields.keys() and next(iter(field.fields.keys())).startswith("^"): - property["patternProperties"] = to_properties(field.fields) - else: - property["properties"] = to_properties(field.fields) - property["required"] = to_required(field.fields) - if json_type == "array": - property["items"] = to_property(field.items) - if field.pattern: - property["pattern"] = field.pattern - if field.enum: - property["enum"] = field.enum - if field.minLength is not None: - property["minLength"] = field.minLength - if field.maxLength is not None: - property["maxLength"] = field.maxLength - if field.title: - property["title"] = field.title - if field.description: - property["description"] = field.description - if field.exclusiveMinimum is not None: - property["exclusiveMinimum"] = field.exclusiveMinimum - if field.exclusiveMaximum is not None: - property["exclusiveMaximum"] = field.exclusiveMaximum - if field.minimum is not None: - property["minimum"] = field.minimum - if field.maximum is not None: - property["maximum"] = field.maximum - if field.tags: - property["tags"] = field.tags - if field.pii: - property["pii"] = field.pii - if field.classification is not None: - property["classification"] = field.classification - - # TODO: all constraints - return property - - -def to_required(fields: Dict[str, Field]): - required = [] - for field_name, field in fields.items(): - if field.required is True: - required.append(field_name) - return required - - -def convert_type_format(type, format) -> (str, str): - if type is None: - return None, None - if type.lower() in ["string", "varchar", "text"]: - return "string", format - if type.lower() in ["timestamp", "timestamp_tz", "date-time", "datetime"]: - return "string", "date-time" - if type.lower() in ["timestamp_ntz"]: - return "string", None - if type.lower() in ["date"]: - return "string", "date" - if type.lower() in ["time"]: - return "string", "time" - if type.lower() in ["number", "decimal", "numeric", "float", "double"]: - return "number", None - if type.lower() in ["integer", "int", "long", "bigint"]: - return "integer", None - if type.lower() in ["boolean"]: - return "boolean", None - if type.lower() in ["object", "record", "struct"]: - return "object", None - if type.lower() in ["array"]: - return "array", None - return None, None - - -def convert_format(self, format): - if format is None: - return None - if format.lower() in ["uri"]: - return "uri" - if format.lower() in ["email"]: - return "email" - if format.lower() in ["uuid"]: - return "uuid" - if format.lower() in ["boolean"]: - return "boolean" - return None - - -def to_jsonschema(model_key, model_value: Model) -> dict: - model = { - "$schema": "http://json-schema.org/draft-07/schema#", - "type": "object", - "properties": to_properties(model_value.fields), - "required": to_required(model_value.fields), - } - if model_value.title: - model["title"] = model_value.title - if model_value.description: - model["description"] = model_value.description - - return model diff --git a/datacontract-cli/datacontract/export/markdown_converter.py b/datacontract-cli/datacontract/export/markdown_converter.py deleted file mode 100644 index b2da3e8d7..000000000 --- a/datacontract-cli/datacontract/export/markdown_converter.py +++ /dev/null @@ -1,208 +0,0 @@ -from typing import Dict - -from pydantic import BaseModel - -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Definition, - Field, - Model, - Server, - ServiceLevel, -) - - -class MarkdownExporter(Exporter): - """Exporter implementation for converting data contracts to Markdown.""" - - def export( - self, - data_contract: DataContractSpecification, - model: Model, - server: str, - sql_server_type: str, - export_args: dict, - ) -> str: - """Exports a data contract to Markdown format.""" - return to_markdown(data_contract) - - -def to_markdown(data_contract: DataContractSpecification) -> str: - """ - Convert a data contract to its Markdown representation. - - Args: - data_contract (DataContractSpecification): The data contract to convert. - - Returns: - str: The Markdown representation of the data contract. - """ - markdown_parts = [ - f"# {data_contract.id}", - "## Info", - obj_attributes_to_markdown(data_contract.info), - "", - "## Servers", - servers_to_markdown(data_contract.servers), - "", - "## Terms", - obj_attributes_to_markdown(data_contract.terms), - "", - "## Models", - models_to_markdown(data_contract.models), - "", - "## Definitions", - definitions_to_markdown(data_contract.definitions), - "", - "## Service levels", - service_level_to_markdown(data_contract.servicelevels), - ] - return "\n".join(markdown_parts) - - -def obj_attributes_to_markdown(obj: BaseModel, excluded_fields: set = set(), is_in_table_cell: bool = False) -> str: - if not obj: - return "" - if is_in_table_cell: - bullet_char = "•" - newline_char = "
    " - else: - bullet_char = "-" - newline_char = "\n" - obj_model = obj.model_dump(exclude_unset=True, exclude=excluded_fields) - description_value = obj_model.pop("description", None) - attributes = [ - (f"{bullet_char} `{attr}`" if value is True else f"{bullet_char} **{attr}:** {value}") - for attr, value in obj_model.items() - if value - ] - description = f"*{description_to_markdown(description_value)}*" - return newline_char.join([description] + attributes) - - -def servers_to_markdown(servers: Dict[str, Server]) -> str: - if not servers: - return "" - markdown_parts = [ - "| Name | Type | Attributes |", - "| ---- | ---- | ---------- |", - ] - for server_name, server in servers.items(): - markdown_parts.append( - f"| {server_name} | {server.type or ''} | {obj_attributes_to_markdown(server, {'type'}, True)} |" - ) - return "\n".join(markdown_parts) - - -def models_to_markdown(models: Dict[str, Model]) -> str: - return "\n".join(model_to_markdown(model_name, model) for model_name, model in models.items()) - - -def model_to_markdown(model_name: str, model: Model) -> str: - """ - Generate Markdown representation for a specific model. - - Args: - model_name (str): The name of the model. - model (Model): The model object. - - Returns: - str: The Markdown representation of the model. - """ - parts = [ - f"### {model_name}", - f"*{description_to_markdown(model.description)}*", - "", - "| Field | Type | Attributes |", - "| ----- | ---- | ---------- |", - ] - - # Append generated field rows - parts.append(fields_to_markdown(model.fields)) - return "\n".join(parts) - - -def fields_to_markdown( - fields: Dict[str, Field], - level: int = 0, -) -> str: - """ - Generate Markdown table rows for all fields in a model. - - Args: - fields (Dict[str, Field]): The fields to process. - level (int): The level of nesting for indentation. - - Returns: - str: A Markdown table rows for the fields. - """ - - return "\n".join(field_to_markdown(field_name, field, level) for field_name, field in fields.items()) - - -def field_to_markdown(field_name: str, field: Field, level: int = 0) -> str: - """ - Generate Markdown table rows for a single field, including nested structures. - - Args: - field_name (str): The name of the field. - field (Field): The field object. - level (int): The level of nesting for indentation. - - Returns: - str: A Markdown table rows for the field. - """ - tabs = " " * level - arrow = "↳" if level > 0 else "" - column_name = f"{tabs}{arrow} {field_name}" - - attributes = obj_attributes_to_markdown(field, {"type", "fields", "items", "keys", "values"}, True) - - rows = [f"| {column_name} | {field.type} | {attributes} |"] - - # Recursively handle nested fields, array, map - if field.fields: - rows.append(fields_to_markdown(field.fields, level + 1)) - if field.items: - rows.append(field_to_markdown("items", field.items, level + 1)) - if field.keys: - rows.append(field_to_markdown("keys", field.keys, level + 1)) - if field.values: - rows.append(field_to_markdown("values", field.values, level + 1)) - - return "\n".join(rows) - - -def definitions_to_markdown(definitions: Dict[str, Definition]) -> str: - if not definitions: - return "" - markdown_parts = [ - "| Name | Type | Domain | Attributes |", - "| ---- | ---- | ------ | ---------- |", - ] - for definition_name, definition in definitions.items(): - markdown_parts.append( - f"| {definition_name} | {definition.type or ''} | {definition.domain or ''} | {obj_attributes_to_markdown(definition, {'name', 'type', 'domain'}, True)} |", - ) - return "\n".join(markdown_parts) - - -def service_level_to_markdown(service_level: ServiceLevel | None) -> str: - if not service_level: - return "" - sections = { - "Availability": service_level.availability, - "Retention": service_level.retention, - "Latency": service_level.latency, - "Freshness": service_level.freshness, - "Frequency": service_level.frequency, - "Support": service_level.support, - "Backup": service_level.backup, - } - result = [f"### {name}\n{obj_attributes_to_markdown(attr)}\n" for name, attr in sections.items() if attr] - return "\n".join(result) - - -def description_to_markdown(description: str | None) -> str: - return (description or "No description.").replace("\n", "
    ") diff --git a/datacontract-cli/datacontract/export/odcs_v3_exporter.py b/datacontract-cli/datacontract/export/odcs_v3_exporter.py deleted file mode 100644 index f523ee387..000000000 --- a/datacontract-cli/datacontract/export/odcs_v3_exporter.py +++ /dev/null @@ -1,314 +0,0 @@ -from typing import Dict - -import yaml - -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model - - -class OdcsV3Exporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_odcs_v3_yaml(data_contract) - - -def to_odcs_v3_yaml(data_contract_spec: DataContractSpecification) -> str: - odcs = { - "apiVersion": "v3.0.0", - "kind": "DataContract", - "id": data_contract_spec.id, - "name": data_contract_spec.info.title, - "version": data_contract_spec.info.version, - "domain": data_contract_spec.info.owner, - "status": data_contract_spec.info.status, - } - - if data_contract_spec.terms is not None: - odcs["description"] = { - "purpose": data_contract_spec.terms.description.strip() - if data_contract_spec.terms.description is not None - else None, - "usage": data_contract_spec.terms.usage.strip() if data_contract_spec.terms.usage is not None else None, - "limitations": data_contract_spec.terms.limitations.strip() - if data_contract_spec.terms.limitations is not None - else None, - } - - odcs["schema"] = [] - for model_key, model_value in data_contract_spec.models.items(): - odcs_schema = to_odcs_schema(model_key, model_value) - odcs["schema"].append(odcs_schema) - - if data_contract_spec.servicelevels is not None: - slas = [] - if data_contract_spec.servicelevels.availability is not None: - slas.append( - { - "property": "generalAvailability", - "value": data_contract_spec.servicelevels.availability.description, - } - ) - if data_contract_spec.servicelevels.retention is not None: - slas.append({"property": "retention", "value": data_contract_spec.servicelevels.retention.period}) - - if len(slas) > 0: - odcs["slaProperties"] = slas - - if data_contract_spec.info.contact is not None: - support = [] - if data_contract_spec.info.contact.email is not None: - support.append( - { - "channel": "email", - "url": "mailto:" + data_contract_spec.info.contact.email, - } - ) - if data_contract_spec.info.contact.url is not None: - support.append( - { - "channel": "other", - "url": data_contract_spec.info.contact.url, - } - ) - if len(support) > 0: - odcs["support"] = support - - if data_contract_spec.servers is not None and len(data_contract_spec.servers) > 0: - servers = [] - - for server_key, server_value in data_contract_spec.servers.items(): - server_dict = {} - server_dict["server"] = server_key - if server_value.type is not None: - server_dict["type"] = server_value.type - if server_value.environment is not None: - server_dict["environment"] = server_value.environment - if server_value.account is not None: - server_dict["account"] = server_value.account - if server_value.database is not None: - server_dict["database"] = server_value.database - if server_value.schema_ is not None: - server_dict["schema"] = server_value.schema_ - if server_value.format is not None: - server_dict["format"] = server_value.format - if server_value.project is not None: - server_dict["project"] = server_value.project - if server_value.dataset is not None: - server_dict["dataset"] = server_value.dataset - if server_value.path is not None: - server_dict["path"] = server_value.path - if server_value.delimiter is not None: - server_dict["delimiter"] = server_value.delimiter - if server_value.endpointUrl is not None: - server_dict["endpointUrl"] = server_value.endpointUrl - if server_value.location is not None: - server_dict["location"] = server_value.location - if server_value.host is not None: - server_dict["host"] = server_value.host - if server_value.port is not None: - server_dict["port"] = server_value.port - if server_value.catalog is not None: - server_dict["catalog"] = server_value.catalog - if server_value.topic is not None: - server_dict["topic"] = server_value.topic - if server_value.http_path is not None: - server_dict["http_path"] = server_value.http_path - if server_value.token is not None: - server_dict["token"] = server_value.token - if server_value.driver is not None: - server_dict["driver"] = server_value.driver - if server_value.roles is not None: - server_dict["roles"] = [ - {"name": role.name, "description": role.description} for role in server_value.roles - ] - servers.append(server_dict) - - if len(servers) > 0: - odcs["servers"] = servers - - odcs["customProperties"] = [] - if data_contract_spec.info.model_extra is not None: - for key, value in data_contract_spec.info.model_extra.items(): - odcs["customProperties"].append({"property": key, "value": value}) - if len(odcs["customProperties"]) == 0: - del odcs["customProperties"] - - return yaml.dump(odcs, indent=2, sort_keys=False, allow_unicode=True) - - -def to_odcs_schema(model_key, model_value: Model) -> dict: - odcs_table = { - "name": model_key, - "physicalName": model_key, - "logicalType": "object", - "physicalType": model_value.type, - } - if model_value.description is not None: - odcs_table["description"] = model_value.description - properties = to_properties(model_value.fields) - if properties: - odcs_table["properties"] = properties - - model_quality = to_odcs_quality_list(model_value.quality) - if len(model_quality) > 0: - odcs_table["quality"] = model_quality - - odcs_table["customProperties"] = [] - if model_value.model_extra is not None: - for key, value in model_value.model_extra.items(): - odcs_table["customProperties"].append({"property": key, "value": value}) - if len(odcs_table["customProperties"]) == 0: - del odcs_table["customProperties"] - - return odcs_table - - -def to_properties(fields: Dict[str, Field]) -> list: - properties = [] - for field_name, field in fields.items(): - property = to_property(field_name, field) - properties.append(property) - return properties - - -def to_logical_type(type: str) -> str | None: - if type is None: - return None - if type.lower() in ["string", "varchar", "text"]: - return "string" - if type.lower() in ["timestamp", "timestamp_tz"]: - return "date" - if type.lower() in ["timestamp_ntz"]: - return "date" - if type.lower() in ["date"]: - return "date" - if type.lower() in ["time"]: - return "string" - if type.lower() in ["number", "decimal", "numeric"]: - return "number" - if type.lower() in ["float", "double"]: - return "number" - if type.lower() in ["integer", "int", "long", "bigint"]: - return "integer" - if type.lower() in ["boolean"]: - return "boolean" - if type.lower() in ["object", "record", "struct"]: - return "object" - if type.lower() in ["bytes"]: - return "array" - if type.lower() in ["array"]: - return "array" - if type.lower() in ["null"]: - return None - return None - - -def to_physical_type(type: str) -> str | None: - # TODO: to we need to do a server mapping here? - return type - - -def to_property(field_name: str, field: Field) -> dict: - property = {"name": field_name} - if field.title is not None: - property["businessName"] = field.title - if field.type is not None: - property["logicalType"] = to_logical_type(field.type) - property["physicalType"] = to_physical_type(field.type) - if field.description is not None: - property["description"] = field.description - if field.required is not None: - property["isNullable"] = not field.required - if field.unique is not None: - property["isUnique"] = field.unique - if field.classification is not None: - property["classification"] = field.classification - if field.examples is not None: - property["examples"] = field.examples - if field.example is not None: - property["examples"] = [field.example] - if field.primaryKey is not None and field.primaryKey: - property["primaryKey"] = field.primaryKey - property["primaryKeyPosition"] = 1 - if field.primary is not None and field.primary: - property["primaryKey"] = field.primary - property["primaryKeyPosition"] = 1 - - property["customProperties"] = [] - if field.model_extra is not None: - for key, value in field.model_extra.items(): - property["customProperties"].append({"property": key, "value": value}) - if field.pii is not None: - property["customProperties"].append({"property": "pii", "value": field.pii}) - if property.get("customProperties") is not None and len(property["customProperties"]) == 0: - del property["customProperties"] - - property["tags"] = [] - if field.tags is not None: - property["tags"].extend(field.tags) - if not property["tags"]: - del property["tags"] - - property["logicalTypeOptions"] = {} - if field.minLength is not None: - property["logicalTypeOptions"]["minLength"] = field.minLength - if field.maxLength is not None: - property["logicalTypeOptions"]["maxLength"] = field.maxLength - if field.pattern is not None: - property["logicalTypeOptions"]["pattern"] = field.pattern - if field.minimum is not None: - property["logicalTypeOptions"]["minimum"] = field.minimum - if field.maximum is not None: - property["logicalTypeOptions"]["maximum"] = field.maximum - if field.exclusiveMinimum is not None: - property["logicalTypeOptions"]["exclusiveMinimum"] = field.exclusiveMinimum - if field.exclusiveMaximum is not None: - property["logicalTypeOptions"]["exclusiveMaximum"] = field.exclusiveMaximum - if property["logicalTypeOptions"] == {}: - del property["logicalTypeOptions"] - - if field.quality is not None: - quality_list = field.quality - quality_property = to_odcs_quality_list(quality_list) - if len(quality_property) > 0: - property["quality"] = quality_property - - # todo enum - - return property - - -def to_odcs_quality_list(quality_list): - quality_property = [] - for quality in quality_list: - quality_property.append(to_odcs_quality(quality)) - return quality_property - - -def to_odcs_quality(quality): - quality_dict = {"type": quality.type} - if quality.description is not None: - quality_dict["description"] = quality.description - if quality.query is not None: - quality_dict["query"] = quality.query - # dialect is not supported in v3.0.0 - if quality.mustBe is not None: - quality_dict["mustBe"] = quality.mustBe - if quality.mustNotBe is not None: - quality_dict["mustNotBe"] = quality.mustNotBe - if quality.mustBeGreaterThan is not None: - quality_dict["mustBeGreaterThan"] = quality.mustBeGreaterThan - if quality.mustBeGreaterThanOrEqualTo is not None: - quality_dict["mustBeGreaterThanOrEqualTo"] = quality.mustBeGreaterThanOrEqualTo - if quality.mustBeLessThan is not None: - quality_dict["mustBeLessThan"] = quality.mustBeLessThan - if quality.mustBeLessThanOrEqualTo is not None: - quality_dict["mustBeLessThanOrEqualTo"] = quality.mustBeLessThanOrEqualTo - if quality.mustBeBetween is not None: - quality_dict["mustBeBetween"] = quality.mustBeBetween - if quality.mustNotBeBetween is not None: - quality_dict["mustNotBeBetween"] = quality.mustNotBeBetween - if quality.engine is not None: - quality_dict["engine"] = quality.engine - if quality.implementation is not None: - quality_dict["implementation"] = quality.implementation - return quality_dict diff --git a/datacontract-cli/datacontract/export/pandas_type_converter.py b/datacontract-cli/datacontract/export/pandas_type_converter.py deleted file mode 100644 index 3ab84b68f..000000000 --- a/datacontract-cli/datacontract/export/pandas_type_converter.py +++ /dev/null @@ -1,40 +0,0 @@ -""" -Module for converting data contract field types to corresponding pandas data types. -""" - -from datacontract.model.data_contract_specification import Field - - -def convert_to_pandas_type(field: Field) -> str: - """ - Convert a data contract field type to the equivalent pandas data type. - - Parameters: - ---------- - field : Field - A Field object containing metadata about the data type of the field. - - Returns: - ------- - str - The corresponding pandas data type as a string. - """ - field_type = field.type - - if field_type in ["string", "varchar", "text"]: - return "str" - if field_type in ["integer", "int"]: - return "int32" - if field_type == "long": - return "int64" - if field_type == "float": - return "float32" - if field_type in ["number", "decimal", "numeric", "double"]: - return "float64" - if field_type == "boolean": - return "bool" - if field_type in ["timestamp", "timestamp_tz", "timestamp_ntz", "date"]: - return "datetime64[ns]" - if field_type == "bytes": - return "object" - return "object" diff --git a/datacontract-cli/datacontract/export/protobuf_converter.py b/datacontract-cli/datacontract/export/protobuf_converter.py deleted file mode 100644 index 4b314483f..000000000 --- a/datacontract-cli/datacontract/export/protobuf_converter.py +++ /dev/null @@ -1,105 +0,0 @@ -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import DataContractSpecification - - -class ProtoBufExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_protobuf(data_contract) - - -def to_protobuf(data_contract_spec: DataContractSpecification): - messages = "" - for model_name, model in data_contract_spec.models.items(): - messages += to_protobuf_message(model_name, model.fields, model.description, 0) - messages += "\n" - - result = f"""syntax = "proto3"; - -{messages} -""" - - return result - - -def _to_protobuf_message_name(model_name): - return model_name[0].upper() + model_name[1:] - - -def to_protobuf_message(model_name, fields, description, indent_level: int = 0): - result = "" - - if description is not None: - result += f"""{indent(indent_level)}/* {description} */\n""" - - fields_protobuf = "" - number = 1 - for field_name, field in fields.items(): - if field.type in ["object", "record", "struct"]: - fields_protobuf += ( - "\n".join( - map( - lambda x: " " + x, - to_protobuf_message(field_name, field.fields, field.description, indent_level + 1).splitlines(), - ) - ) - + "\n" - ) - - fields_protobuf += to_protobuf_field(field_name, field, field.description, number, 1) + "\n" - number += 1 - result += f"message {_to_protobuf_message_name(model_name)} {{\n{fields_protobuf}}}\n" - - return result - - -def to_protobuf_field(field_name, field, description, number: int, indent_level: int = 0): - optional = "" - if not field.required: - optional = "optional " - - result = "" - - if description is not None: - result += f"""{indent(indent_level)}/* {description} */\n""" - - result += f"{indent(indent_level)}{optional}{_convert_type(field_name, field)} {field_name} = {number};" - - return result - - -def indent(indent_level): - return " " * indent_level - - -def _convert_type(field_name, field) -> None | str: - type = field.type - if type is None: - return None - if type.lower() in ["string", "varchar", "text"]: - return "string" - if type.lower() in ["timestamp", "timestamp_tz"]: - return "string" - if type.lower() in ["timestamp_ntz"]: - return "string" - if type.lower() in ["date"]: - return "string" - if type.lower() in ["time"]: - return "string" - if type.lower() in ["number", "decimal", "numeric"]: - return "double" - if type.lower() in ["float", "double"]: - return type.lower() - if type.lower() in ["integer", "int"]: - return "int32" - if type.lower() in ["long", "bigint"]: - return "int64" - if type.lower() in ["boolean"]: - return "bool" - if type.lower() in ["bytes"]: - return "bytes" - if type.lower() in ["object", "record", "struct"]: - return _to_protobuf_message_name(field_name) - if type.lower() in ["array"]: - # TODO spec is missing arrays - return "repeated string" - return None diff --git a/datacontract-cli/datacontract/export/pydantic_converter.py b/datacontract-cli/datacontract/export/pydantic_converter.py deleted file mode 100644 index 9e6779dc4..000000000 --- a/datacontract-cli/datacontract/export/pydantic_converter.py +++ /dev/null @@ -1,137 +0,0 @@ -import ast -import typing - -import datacontract.model.data_contract_specification as spec -from datacontract.export.exporter import Exporter - - -class PydanticExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_pydantic_model_str(data_contract) - - -def to_pydantic_model_str(contract: spec.DataContractSpecification) -> str: - classdefs = [generate_model_class(model_name, model) for (model_name, model) in contract.models.items()] - documentation = ( - [ast.Expr(ast.Constant(contract.info.description))] if (contract.info and contract.info.description) else [] - ) - result = ast.Module( - body=[ - ast.Import( - names=[ - ast.Name("datetime", ctx=ast.Load()), - ast.Name("typing", ctx=ast.Load()), - ast.Name("pydantic", ctx=ast.Load()), - ] - ), - *documentation, - *classdefs, - ], - type_ignores=[], - ) - return ast.unparse(result) - - -def optional_of(node) -> ast.Subscript: - return ast.Subscript( - value=ast.Attribute(ast.Name(id="typing", ctx=ast.Load()), attr="Optional", ctx=ast.Load()), slice=node - ) - - -def list_of(node) -> ast.Subscript: - return ast.Subscript(value=ast.Name(id="list", ctx=ast.Load()), slice=node) - - -def product_of(nodes: list[typing.Any]) -> ast.Subscript: - return ast.Subscript( - value=ast.Attribute(value=ast.Name(id="typing", ctx=ast.Load()), attr="Product", ctx=ast.Load()), - slice=ast.Tuple(nodes, ctx=ast.Load()), - ) - - -type_annotation_type = typing.Union[ast.Name, ast.Attribute, ast.Constant, ast.Subscript] - - -def constant_field_annotation( - field_name: str, field: spec.Field -) -> tuple[type_annotation_type, typing.Optional[ast.ClassDef]]: - match field.type: - case "string" | "text" | "varchar": - return (ast.Name("str", ctx=ast.Load()), None) - case "number", "decimal", "numeric": - # Either integer or float in specification, - # so we use float. - return (ast.Name("float", ctx=ast.Load()), None) - case "int" | "integer" | "long" | "bigint": - return (ast.Name("int", ctx=ast.Load()), None) - case "float" | "double": - return (ast.Name("float", ctx=ast.Load()), None) - case "boolean": - return (ast.Name("bool", ctx=ast.Load()), None) - case "timestamp" | "timestamp_tz" | "timestamp_ntz": - return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="datetime"), None) - case "date": - return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="date"), None) - case "bytes": - return (ast.Name("bytes", ctx=ast.Load()), None) - case "null": - return (ast.Constant("None"), None) - case "array": - (annotated_type, new_class) = type_annotation(field_name, field.items) - return (list_of(annotated_type), new_class) - case "object" | "record" | "struct": - classdef = generate_field_class(field_name.capitalize(), field) - return (ast.Name(field_name.capitalize(), ctx=ast.Load()), classdef) - case _: - raise RuntimeError(f"Unsupported field type {field.type}.") - - -def type_annotation(field_name: str, field: spec.Field) -> tuple[type_annotation_type, typing.Optional[ast.ClassDef]]: - if field.required: - return constant_field_annotation(field_name, field) - else: - (annotated_type, new_classes) = constant_field_annotation(field_name, field) - return (optional_of(annotated_type), new_classes) - - -def is_simple_field(field: spec.Field) -> bool: - return field.type not in set(["object", "record", "struct"]) - - -def field_definitions(fields: dict[str, spec.Field]) -> tuple[list[ast.Expr], list[ast.ClassDef]]: - annotations = [] - classes = [] - for field_name, field in fields.items(): - (ann, new_class) = type_annotation(field_name, field) - annotations.append(ast.AnnAssign(target=ast.Name(id=field_name, ctx=ast.Store()), annotation=ann, simple=1)) - if field.description and is_simple_field(field): - annotations.append(ast.Expr(ast.Constant(field.description))) - if new_class: - classes.append(new_class) - return (annotations, classes) - - -def generate_field_class(field_name: str, field: spec.Field) -> ast.ClassDef: - assert field.type in set(["object", "record", "struct"]) - (annotated_type, new_classes) = field_definitions(field.fields) - documentation = [ast.Expr(ast.Constant(field.description))] if field.description else [] - return ast.ClassDef( - name=field_name, - bases=[ast.Attribute(value=ast.Name(id="pydantic", ctx=ast.Load()), attr="BaseModel", ctx=ast.Load())], - body=[*documentation, *new_classes, *annotated_type], - keywords=[], - decorator_list=[], - ) - - -def generate_model_class(name: str, model_definition: spec.Model) -> ast.ClassDef: - (field_assignments, nested_classes) = field_definitions(model_definition.fields) - documentation = [ast.Expr(ast.Constant(model_definition.description))] if model_definition.description else [] - result = ast.ClassDef( - name=name.capitalize(), - bases=[ast.Attribute(value=ast.Name(id="pydantic", ctx=ast.Load()), attr="BaseModel", ctx=ast.Load())], - body=[*documentation, *nested_classes, *field_assignments], - keywords=[], - decorator_list=[], - ) - return result diff --git a/datacontract-cli/datacontract/export/rdf_converter.py b/datacontract-cli/datacontract/export/rdf_converter.py deleted file mode 100644 index 1aaee8df6..000000000 --- a/datacontract-cli/datacontract/export/rdf_converter.py +++ /dev/null @@ -1,180 +0,0 @@ -from pydantic import BaseModel -from rdflib import RDF, BNode, Graph, Literal, Namespace, URIRef - -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import DataContractSpecification - - -class RdfExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - self.dict_args = export_args - rdf_base = self.dict_args.get("rdf_base") - return to_rdf_n3(data_contract_spec=data_contract, base=rdf_base) - - -def is_literal(property_name): - return property_name in [ - "dataContractSpecification", - "title", - "version", - "description", - "name", - "url", - "type", - "location", - "format", - "delimiter", - "usage", - "limitations", - "billing", - "noticePeriod", - "required", - "unique", - "minLength", - "maxLength", - "example", - "pii", - "classification", - "data", - "enum", - "minimum", - "maximum", - "patterns", - ] - - -def is_uriref(property_name): - return property_name in ["model", "domain", "owner"] - - -def to_rdf_n3(data_contract_spec: DataContractSpecification, base) -> str: - return to_rdf(data_contract_spec, base).serialize(format="n3") - - -def to_rdf(data_contract_spec: DataContractSpecification, base) -> Graph: - if base is not None: - g = Graph(base=base) - else: - g = Graph(base=Namespace("")) - - dc = Namespace("https://datacontract.com/DataContractSpecification/1.1.0/") - dcx = Namespace("https://datacontract.com/DataContractSpecification/1.1.0/Extension/") - - g.bind("dc", dc) - g.bind("dcx", dcx) - - this_contract = URIRef(data_contract_spec.id) - - g.add((this_contract, dc.dataContractSpecification, Literal(data_contract_spec.dataContractSpecification))) - g.add((this_contract, dc.id, Literal(data_contract_spec.id))) - g.add((this_contract, RDF.type, URIRef(dc + "DataContract"))) - - add_info(contract=this_contract, info=data_contract_spec.info, graph=g, dc=dc, dcx=dcx) - - if data_contract_spec.terms is not None: - add_terms(contract=this_contract, terms=data_contract_spec.terms, graph=g, dc=dc, dcx=dcx) - - for server_name, server in data_contract_spec.servers.items(): - add_server(contract=this_contract, server=server, server_name=server_name, graph=g, dc=dc, dcx=dcx) - - for model_name, model in data_contract_spec.models.items(): - add_model(contract=this_contract, model=model, model_name=model_name, graph=g, dc=dc, dcx=dcx) - - for example in data_contract_spec.examples: - add_example(contract=this_contract, example=example, graph=g, dc=dc, dcx=dcx) - - g.commit() - g.close() - - return g - - -def add_example(contract, example, graph, dc, dcx): - an_example = BNode() - graph.add((contract, dc["example"], an_example)) - graph.add((an_example, RDF.type, URIRef(dc + "Example"))) - for example_property in example.model_fields: - add_triple(sub=an_example, pred=example_property, obj=example, graph=graph, dc=dc, dcx=dcx) - - -def add_triple(sub, pred, obj, graph, dc, dcx): - if pred == "ref": - pass - elif isinstance(getattr(obj, pred), list): - for item in getattr(obj, pred): - add_predicate(sub=sub, pred=pred, obj=item, graph=graph, dc=dc, dcx=dcx) - elif isinstance(getattr(obj, pred), dict): - pass - else: - add_predicate(sub=sub, pred=pred, obj=obj, graph=graph, dc=dc, dcx=dcx) - - -def add_model(contract, model, model_name, graph, dc, dcx): - a_model = URIRef(model_name) - graph.add((contract, dc["model"], a_model)) - graph.add((a_model, dc.description, Literal(model.description))) - graph.add((a_model, RDF.type, URIRef(dc + "Model"))) - for field_name, field in model.fields.items(): - a_field = BNode() - graph.add((a_model, dc["field"], a_field)) - graph.add((a_field, RDF.type, URIRef(dc + "Field"))) - graph.add((a_field, dc["name"], Literal(field_name))) - for field_property in field.model_fields: - add_triple(sub=a_field, pred=field_property, obj=field, graph=graph, dc=dc, dcx=dcx) - - -def add_server(contract, server, server_name, graph, dc, dcx): - a_server = URIRef(server_name) - graph.add((contract, dc.server, a_server)) - graph.add((a_server, RDF.type, URIRef(dc + "Server"))) - for server_property_name in server.model_fields: - add_triple(sub=a_server, pred=server_property_name, obj=server, graph=graph, dc=dc, dcx=dcx) - - -def add_terms(contract, terms, graph, dc, dcx): - bnode_terms = BNode() - graph.add((contract, dc.terms, bnode_terms)) - graph.add((bnode_terms, RDF.type, URIRef(dc + "Terms"))) - for term_name in terms.model_fields: - add_triple(sub=bnode_terms, pred=term_name, obj=terms, graph=graph, dc=dc, dcx=dcx) - - -def add_info(contract, info, graph, dc, dcx): - bnode_info = BNode() - graph.add((contract, dc.info, bnode_info)) - graph.add((bnode_info, RDF.type, URIRef(dc + "Info"))) - graph.add((bnode_info, dc.title, Literal(info.title))) - graph.add((bnode_info, dc.description, Literal(info.description))) - graph.add((bnode_info, dc.version, Literal(info.version))) - - # add owner - owner = Literal(info.owner) - graph.add((bnode_info, dc.owner, owner)) - - # add contact - contact = BNode() - graph.add((bnode_info, dc.contact, contact)) - graph.add((contact, RDF.type, URIRef(dc + "Contact"))) - for contact_property in info.contact.model_fields: - add_triple(sub=contact, pred=contact_property, obj=info.contact, graph=graph, dc=dc, dcx=dcx) - - -def add_predicate(sub, pred, obj, graph, dc, dcx): - if isinstance(obj, BaseModel): - if getattr(obj, pred) is not None: - if is_literal(pred): - graph.add((sub, dc[pred], Literal(getattr(obj, pred)))) - elif is_uriref(pred): - graph.add((sub, dc[pred], URIRef(getattr(obj, pred)))) - else: - # treat it as an extension - graph.add((sub, dcx[pred], Literal(getattr(obj, pred)))) - else: - # assume primitive - if is_literal(pred): - graph.add((sub, dc[pred], Literal(obj))) - elif is_uriref(pred): - graph.add((sub, dc[pred], URIRef(obj))) - else: - # treat it as an extension - graph.add((sub, dcx[pred], Literal(obj))) diff --git a/datacontract-cli/datacontract/export/sodacl_converter.py b/datacontract-cli/datacontract/export/sodacl_converter.py deleted file mode 100644 index 8ecc546af..000000000 --- a/datacontract-cli/datacontract/export/sodacl_converter.py +++ /dev/null @@ -1,30 +0,0 @@ -import yaml - -from datacontract.engines.data_contract_checks import create_checks -from datacontract.export.exporter import Exporter -from datacontract.model.run import Run - - -class SodaExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - run = Run.create_run() - run.checks.extend(create_checks(data_contract, server)) - return to_sodacl_yaml(run) - - -def to_sodacl_yaml(run: Run) -> str: - sodacl_dict = {} - for run_check in run.checks: - if run_check.engine != "soda" or run_check.language != "sodacl": - continue - check_yaml_str = run_check.implementation - check_yaml_dict = yaml.safe_load(check_yaml_str) - for key, value in check_yaml_dict.items(): - if key in sodacl_dict: - if isinstance(sodacl_dict[key], list) and isinstance(value, list): - sodacl_dict[key].extend(value) - else: - sodacl_dict[key].update(value) - else: - sodacl_dict[key] = value - return yaml.dump(sodacl_dict) diff --git a/datacontract-cli/datacontract/export/spark_converter.py b/datacontract-cli/datacontract/export/spark_converter.py deleted file mode 100644 index be2b6cae5..000000000 --- a/datacontract-cli/datacontract/export/spark_converter.py +++ /dev/null @@ -1,218 +0,0 @@ -from pyspark.sql import types - -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Field, - Model, -) - - -class SparkExporter(Exporter): - """ - Exporter class for exporting data contracts to Spark schemas. - """ - - def export( - self, - data_contract: DataContractSpecification, - model, - server, - sql_server_type, - export_args, - ) -> dict[str, types.StructType]: - """ - Export the given data contract to Spark schemas. - - Args: - data_contract (DataContractSpecification): The data contract specification. - model: Not used in this implementation. - server: Not used in this implementation. - sql_server_type: Not used in this implementation. - export_args: Additional arguments for export. - - Returns: - dict[str, types.StructType]: A dictionary mapping model names to their corresponding Spark schemas. - """ - return to_spark(data_contract) - - -def to_spark(contract: DataContractSpecification) -> str: - """ - Converts a DataContractSpecification into a Spark schema string. - - Args: - contract (DataContractSpecification): The data contract specification containing models. - - Returns: - str: A string representation of the Spark schema for each model in the contract. - """ - return "\n\n".join( - f"{model_name} = {print_schema(to_spark_schema(model))}" for model_name, model in contract.models.items() - ) - - -def to_spark_dict(contract: DataContractSpecification) -> dict[str, types.StructType]: - """ - Convert a data contract specification to Spark schemas. - - Args: - contract (DataContractSpecification): The data contract specification. - - Returns: - dict[str, types.StructType]: A dictionary mapping model names to their corresponding Spark schemas. - """ - return {model_name: to_spark_schema(model) for model_name, model in contract.models.items()} - - -def to_spark_schema(model: Model) -> types.StructType: - """ - Convert a model to a Spark schema. - - Args: - model (Model): The model to convert. - - Returns: - types.StructType: The corresponding Spark schema. - """ - return to_struct_type(model.fields) - - -def to_struct_type(fields: dict[str, Field]) -> types.StructType: - """ - Convert a dictionary of fields to a Spark StructType. - - Args: - fields (dict[str, Field]): The fields to convert. - - Returns: - types.StructType: The corresponding Spark StructType. - """ - struct_fields = [to_struct_field(field, field_name) for field_name, field in fields.items()] - return types.StructType(struct_fields) - - -def to_struct_field(field: Field, field_name: str) -> types.StructField: - """ - Convert a field to a Spark StructField. - - Args: - field (Field): The field to convert. - field_name (str): The name of the field. - - Returns: - types.StructField: The corresponding Spark StructField. - """ - data_type = to_spark_data_type(field) - return types.StructField(name=field_name, dataType=data_type, nullable=not field.required) - - -def to_spark_data_type(field: Field) -> types.DataType: - """ - Convert a field to a Spark DataType. - - Args: - field (Field): The field to convert. - - Returns: - types.DataType: The corresponding Spark DataType. - """ - field_type = field.type - if field_type is None or field_type in ["null"]: - return types.NullType() - if field_type == "array": - return types.ArrayType(to_spark_data_type(field.items)) - if field_type in ["object", "record", "struct"]: - return types.StructType(to_struct_type(field.fields)) - if field_type == "map": - return types.MapType(to_spark_data_type(field.keys), to_spark_data_type(field.values)) - if field_type in ["string", "varchar", "text"]: - return types.StringType() - if field_type in ["number", "decimal", "numeric"]: - precision = field.precision if field.precision is not None else 38 - scale = field.scale if field.scale is not None else 0 - return types.DecimalType(precision=precision, scale=scale) - if field_type in ["integer", "int"]: - return types.IntegerType() - if field_type == "long": - return types.LongType() - if field_type == "float": - return types.FloatType() - if field_type == "double": - return types.DoubleType() - if field_type == "boolean": - return types.BooleanType() - if field_type in ["timestamp", "timestamp_tz"]: - return types.TimestampType() - if field_type == "timestamp_ntz": - return types.TimestampNTZType() - if field_type == "date": - return types.DateType() - if field_type == "bytes": - return types.BinaryType() - return types.BinaryType() - - -def print_schema(dtype: types.DataType) -> str: - """ - Converts a PySpark DataType schema to its equivalent code representation. - - Args: - dtype (types.DataType): The PySpark DataType schema to be converted. - - Returns: - str: The code representation of the PySpark DataType schema. - """ - - def indent(text: str, level: int) -> str: - """ - Indents each line of the given text by a specified number of levels. - - Args: - text (str): The text to be indented. - level (int): The number of indentation levels. - - Returns: - str: The indented text. - """ - return "\n".join([f'{" " * level}{line}' for line in text.split("\n")]) - - def repr_column(column: types.StructField) -> str: - """ - Converts a PySpark StructField to its code representation. - - Args: - column (types.StructField): The StructField to be converted. - - Returns: - str: The code representation of the StructField. - """ - name = f'"{column.name}"' - data_type = indent(print_schema(column.dataType), 1) - nullable = indent(f"{column.nullable}", 1) - return f"StructField({name},\n{data_type},\n{nullable}\n)" - - def format_struct_type(struct_type: types.StructType) -> str: - """ - Converts a PySpark StructType to its code representation. - - Args: - struct_type (types.StructType): The StructType to be converted. - - Returns: - str: The code representation of the StructType. - """ - fields = ",\n".join([indent(repr_column(field), 1) for field in struct_type.fields]) - return f"StructType([\n{fields}\n])" - - if isinstance(dtype, types.StructType): - return format_struct_type(dtype) - elif isinstance(dtype, types.ArrayType): - return f"ArrayType({print_schema(dtype.elementType)})" - elif isinstance(dtype, types.MapType): - return f"MapType(\n{indent(print_schema(dtype.keyType), 1)}, {print_schema(dtype.valueType)})" - elif isinstance(dtype, types.DecimalType): - return f"DecimalType({dtype.precision}, {dtype.scale})" - else: - dtype_str = str(dtype) - return dtype_str if dtype_str.endswith("()") else f"{dtype_str}()" diff --git a/datacontract-cli/datacontract/export/sql_converter.py b/datacontract-cli/datacontract/export/sql_converter.py deleted file mode 100644 index 2aabe111d..000000000 --- a/datacontract-cli/datacontract/export/sql_converter.py +++ /dev/null @@ -1,134 +0,0 @@ -from datacontract.export.exporter import Exporter, _check_models_for_export, _determine_sql_server_type -from datacontract.export.sql_type_converter import convert_to_sql_type -from datacontract.model.data_contract_specification import DataContractSpecification, Model - - -class SqlExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - server_type = _determine_sql_server_type( - data_contract, - sql_server_type, - ) - return to_sql_ddl(data_contract, server_type, export_args.get("server")) - - -class SqlQueryExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - model_name, model_value = _check_models_for_export(data_contract, model, self.export_format) - server_type = _determine_sql_server_type(data_contract, sql_server_type, export_args.get("server")) - return to_sql_query( - data_contract, - model_name, - model_value, - server_type, - ) - - -def to_sql_query( - data_contract_spec: DataContractSpecification, model_name: str, model_value: Model, server_type: str = "snowflake" -) -> str: - if data_contract_spec is None: - return "" - if data_contract_spec.models is None or len(data_contract_spec.models) == 0: - return "" - - result = "" - result += f"-- Data Contract: {data_contract_spec.id}\n" - result += f"-- SQL Dialect: {server_type}\n" - result += _to_sql_query(model_name, model_value, server_type) - - return result - - -def _to_sql_query(model_name, model_value, server_type) -> str: - columns = [] - for field_name, field in model_value.fields.items(): - # TODO escape SQL reserved key words, probably dependent on server type - columns.append(field_name) - - result = "select\n" - current_column_index = 1 - number_of_columns = len(columns) - for column in columns: - result += f" {column}" - if current_column_index < number_of_columns: - result += "," - result += "\n" - current_column_index += 1 - result += f"from {model_name}\n" - return result - - -def to_sql_ddl( - data_contract_spec: DataContractSpecification, server_type: str = "snowflake", server: str = None -) -> str: - if data_contract_spec is None: - return "" - if data_contract_spec.models is None or len(data_contract_spec.models) == 0: - return "" - - table_prefix = "" - - if server is None: - servers = data_contract_spec.servers - else: - servers = {server: data_contract_spec.servers[server]} - - for server_name, server in iter(servers.items()): - if server.type == "snowflake": - server_type = "snowflake" - break - if server.type == "postgres": - server_type = "postgres" - break - if server.type == "databricks": - server_type = "databricks" - if server.catalog is not None and server.schema_ is not None: - table_prefix = server.catalog + "." + server.schema_ + "." - break - if server.type == server_type: - break - - result = "" - result += f"-- Data Contract: {data_contract_spec.id}\n" - result += f"-- SQL Dialect: {server_type}\n" - - for model_name, model in iter(data_contract_spec.models.items()): - result += _to_sql_table(table_prefix + model_name, model, server_type) - - return result.strip() - - -def _to_sql_table(model_name, model, server_type="snowflake"): - if server_type == "databricks": - # Databricks recommends to use the CREATE OR REPLACE statement for unity managed tables - # https://docs.databricks.com/en/sql/language-manual/sql-ref-syntax-ddl-create-table-using.html - result = f"CREATE OR REPLACE TABLE {model_name} (\n" - else: - result = f"CREATE TABLE {model_name} (\n" - fields = len(model.fields) - current_field_index = 1 - for field_name, field in iter(model.fields.items()): - type = convert_to_sql_type(field, server_type) - result += f" {field_name} {type}" - if field.required: - result += " not null" - if field.primaryKey or field.primary: - result += " primary key" - if server_type == "databricks" and field.description is not None: - result += f' COMMENT "{_escape(field.description)}"' - if current_field_index < fields: - result += "," - result += "\n" - current_field_index += 1 - result += ")" - if server_type == "databricks" and model.description is not None: - result += f' COMMENT "{_escape(model.description)}"' - result += ";\n" - return result - - -def _escape(text: str | None) -> str | None: - if text is None: - return None - return text.replace('"', '\\"') diff --git a/datacontract-cli/datacontract/export/sql_type_converter.py b/datacontract-cli/datacontract/export/sql_type_converter.py deleted file mode 100644 index 7e6bb5f3f..000000000 --- a/datacontract-cli/datacontract/export/sql_type_converter.py +++ /dev/null @@ -1,380 +0,0 @@ -from datacontract.export.bigquery_converter import map_type_to_bigquery -from datacontract.model.data_contract_specification import Field - - -def convert_to_sql_type(field: Field, server_type: str) -> str: - if server_type == "snowflake": - return convert_to_snowflake(field) - elif server_type == "postgres": - return convert_type_to_postgres(field) - elif server_type == "dataframe": - return convert_to_dataframe(field) - elif server_type == "databricks": - return convert_to_databricks(field) - elif server_type == "local" or server_type == "s3": - return convert_to_duckdb(field) - elif server_type == "sqlserver": - return convert_type_to_sqlserver(field) - elif server_type == "bigquery": - return convert_type_to_bigquery(field) - elif server_type == "trino": - return convert_type_to_trino(field) - return field.type - - -# snowflake data types: -# https://docs.snowflake.com/en/sql-reference/data-types.html -def convert_to_snowflake(field: Field) -> None | str: - if field.config and "snowflakeType" in field.config: - return field.config["snowflakeType"] - - type = field.type - # currently optimized for snowflake - # LEARNING: data contract has no direct support for CHAR,CHARACTER - # LEARNING: data contract has no support for "date-time", "datetime", "time" - # LEARNING: No precision and scale support in data contract - # LEARNING: no support for any - # GEOGRAPHY and GEOMETRY are not supported by the mapping - if type is None: - return None - if type.lower() in ["string", "varchar", "text"]: - return type.upper() # STRING, TEXT, VARCHAR are all the same in snowflake - if type.lower() in ["timestamp", "timestamp_tz"]: - return "TIMESTAMP_TZ" - if type.lower() in ["timestamp_ntz"]: - return "TIMESTAMP_NTZ" - if type.lower() in ["date"]: - return "DATE" - if type.lower() in ["time"]: - return "TIME" - if type.lower() in ["number", "decimal", "numeric"]: - # precision and scale not supported by data contract - return "NUMBER" - if type.lower() in ["float", "double"]: - return "FLOAT" - if type.lower() in ["integer", "int", "long", "bigint"]: - return "NUMBER" # always NUMBER(38,0) - if type.lower() in ["boolean"]: - return "BOOLEAN" - if type.lower() in ["object", "record", "struct"]: - return "OBJECT" - if type.lower() in ["bytes"]: - return "BINARY" - if type.lower() in ["array"]: - return "ARRAY" - return None - - -# https://www.postgresql.org/docs/current/datatype.html -# Using the name whenever possible -def convert_type_to_postgres(field: Field) -> None | str: - if field.config and "postgresType" in field.config: - return field.config["postgresType"] - - type = field.type - if type is None: - return None - if type.lower() in ["string", "varchar", "text"]: - if field.format == "uuid": - return "uuid" - return "text" # STRING does not exist, TEXT and VARCHAR are all the same in postrges - if type.lower() in ["timestamp", "timestamp_tz"]: - return "timestamptz" - if type.lower() in ["timestamp_ntz"]: - return "timestamp" - if type.lower() in ["date"]: - return "date" - if type.lower() in ["time"]: - return "time" - if type.lower() in ["number", "decimal", "numeric"]: - # precision and scale not supported by data contract - if type.lower() == "number": - return "numeric" - return type.lower() - if type.lower() in ["float"]: - return "real" - if type.lower() in ["double"]: - return "double precision" - if type.lower() in ["integer", "int", "bigint"]: - return type.lower() - if type.lower() in ["long"]: - return "bigint" - if type.lower() in ["boolean"]: - return "boolean" - if type.lower() in ["object", "record", "struct"]: - return "jsonb" - if type.lower() in ["bytes"]: - return "bytea" - if type.lower() in ["array"]: - return convert_to_sql_type(field.items, "postgres") + "[]" - return None - - -# dataframe data types: -# https://spark.apache.org/docs/latest/sql-ref-datatypes.html -def convert_to_dataframe(field: Field) -> None | str: - if field.config and "dataframeType" in field.config: - return field.config["dataframeType"] - type = field.type - if type is None: - return None - if type.lower() in ["string", "varchar", "text"]: - return "STRING" - if type.lower() in ["timestamp", "timestamp_tz"]: - return "TIMESTAMP" - if type.lower() in ["timestamp_ntz"]: - return "TIMESTAMP_NTZ" - if type.lower() in ["date"]: - return "DATE" - if type.lower() in ["time"]: - return "STRING" - if type.lower() in ["number", "decimal", "numeric"]: - # precision and scale not supported by data contract - return "DECIMAL" - if type.lower() in ["float"]: - return "FLOAT" - if type.lower() in ["double"]: - return "DOUBLE" - if type.lower() in ["integer", "int"]: - return "INT" - if type.lower() in ["long", "bigint"]: - return "BIGINT" - if type.lower() in ["boolean"]: - return "BOOLEAN" - if type.lower() in ["object", "record", "struct"]: - nested_fields = [] - for nested_field_name, nested_field in field.fields.items(): - nested_field_type = convert_to_dataframe(nested_field) - nested_fields.append(f"{nested_field_name}:{nested_field_type}") - return f"STRUCT<{','.join(nested_fields)}>" - if type.lower() in ["bytes"]: - return "BINARY" - if type.lower() in ["array"]: - item_type = convert_to_dataframe(field.items) - return f"ARRAY<{item_type}>" - return None - - -# databricks data types: -# https://docs.databricks.com/en/sql/language-manual/sql-ref-datatypes.html -def convert_to_databricks(field: Field) -> None | str: - if field.config and "databricksType" in field.config: - return field.config["databricksType"] - type = field.type - if type is None: - return None - if type.lower() in ["string", "varchar", "text"]: - return "STRING" - if type.lower() in ["timestamp", "timestamp_tz"]: - return "TIMESTAMP" - if type.lower() in ["timestamp_ntz"]: - return "TIMESTAMP_NTZ" - if type.lower() in ["date"]: - return "DATE" - if type.lower() in ["time"]: - return "STRING" - if type.lower() in ["number", "decimal", "numeric"]: - # precision and scale not supported by data contract - return "DECIMAL" - if type.lower() in ["float"]: - return "FLOAT" - if type.lower() in ["double"]: - return "DOUBLE" - if type.lower() in ["integer", "int"]: - return "INT" - if type.lower() in ["long", "bigint"]: - return "BIGINT" - if type.lower() in ["boolean"]: - return "BOOLEAN" - if type.lower() in ["object", "record", "struct"]: - nested_fields = [] - for nested_field_name, nested_field in field.fields.items(): - nested_field_type = convert_to_databricks(nested_field) - nested_fields.append(f"{nested_field_name} {nested_field_type}") - return f"STRUCT<{', '.join(nested_fields)}>" - if type.lower() in ["bytes"]: - return "BINARY" - if type.lower() in ["array"]: - item_type = convert_to_databricks(field.items) - return f"ARRAY<{item_type}>" - return None - - -def convert_to_duckdb(field: Field) -> None | str: - """ - Convert a data contract field to the corresponding DuckDB SQL type. - - Parameters: - field (Field): The data contract field to convert. - - Returns: - str: The corresponding DuckDB SQL type. - """ - # Check - if field is None or field.type is None: - return None - - # Get - type_lower = field.type.lower() - - # Prepare - type_mapping = { - "varchar": "VARCHAR", - "string": "VARCHAR", - "text": "VARCHAR", - "binary": "BLOB", - "bytes": "BLOB", - "blob": "BLOB", - "boolean": "BOOLEAN", - "float": "FLOAT", - "double": "DOUBLE", - "int": "INTEGER", - "int32": "INTEGER", - "integer": "INTEGER", - "int64": "BIGINT", - "long": "BIGINT", - "bigint": "BIGINT", - "date": "DATE", - "time": "TIME", - "timestamp": "TIMESTAMP WITH TIME ZONE", - "timestamp_tz": "TIMESTAMP WITH TIME ZONE", - "timestamp_ntz": "TIMESTAMP", - } - - # Convert simple mappings - if type_lower in type_mapping: - return type_mapping[type_lower] - - # convert decimal numbers with precision and scale - if type_lower == "decimal" or type_lower == "number" or type_lower == "numeric": - return f"DECIMAL({field.precision},{field.scale})" - - # Check list and map - if type_lower == "list" or type_lower == "array": - item_type = convert_to_duckdb(field.items) - return f"{item_type}[]" - if type_lower == "map": - key_type = convert_to_duckdb(field.keys) - value_type = convert_to_duckdb(field.values) - return f"MAP({key_type}, {value_type})" - if type_lower == "struct" or type_lower == "object" or type_lower == "record": - structure_field = "STRUCT(" - field_strings = [] - for fieldKey, fieldValue in field.fields.items(): - field_strings.append(f"{fieldKey} {convert_to_duckdb(fieldValue)}") - structure_field += ", ".join(field_strings) - structure_field += ")" - return structure_field - - # Return none - return None - - -def convert_type_to_sqlserver(field: Field) -> None | str: - """Convert from supported datacontract types to equivalent sqlserver types""" - field_type = field.type - if not field_type: - return None - - # If provided sql-server config type, prefer it over default mapping - if sqlserver_type := get_type_config(field, "sqlserverType"): - return sqlserver_type - - field_type = field_type.lower() - if field_type in ["string", "varchar", "text"]: - if field.format == "uuid": - return "uniqueidentifier" - return "varchar" - if field_type in ["timestamp", "timestamp_tz"]: - return "datetimeoffset" - if field_type in ["timestamp_ntz"]: - if field.format == "datetime": - return "datetime" - return "datetime2" - if field_type in ["date"]: - return "date" - if field_type in ["time"]: - return "time" - if field_type in ["number", "decimal", "numeric"]: - # precision and scale not supported by data contract - if field_type == "number": - return "numeric" - return field_type - if field_type in ["float"]: - return "float" - if field_type in ["double"]: - return "double precision" - if field_type in ["integer", "int", "bigint"]: - return field_type - if field_type in ["long"]: - return "bigint" - if field_type in ["boolean"]: - return "bit" - if field_type in ["object", "record", "struct"]: - return "jsonb" - if field_type in ["bytes"]: - return "binary" - if field_type in ["array"]: - raise NotImplementedError("SQLServer does not support array types.") - return None - - -def convert_type_to_bigquery(field: Field) -> None | str: - """Convert from supported datacontract types to equivalent bigquery types""" - - # BigQuery exporter cannot be used for complex types, as the exporter has different syntax than SodaCL - - field_type = field.type - if not field_type: - return None - - if field.config and "bigqueryType" in field.config: - return field.config["bigqueryType"] - - if field_type.lower() in ["array"]: - item_type = convert_type_to_bigquery(field.items) - return f"ARRAY<{item_type}>" - - if field_type.lower() in ["object", "record", "struct"]: - nested_fields = [] - for nested_field_name, nested_field in field.fields.items(): - nested_field_type = convert_type_to_bigquery(nested_field) - nested_fields.append(f"{nested_field_name} {nested_field_type}") - return f"STRUCT<{', '.join(nested_fields)}>" - - return map_type_to_bigquery(field) - - -def get_type_config(field: Field, config_attr: str) -> dict[str, str] | None: - """Retrieve type configuration if provided in datacontract.""" - if not field.config: - return None - return field.config.get(config_attr, None) - - -def convert_type_to_trino(field: Field) -> None | str: - """Convert from supported datacontract types to equivalent trino types""" - if field.config and "trinoType" in field.config: - return field.config["trinoType"] - - field_type = field.type.lower() - if field_type in ["string", "text", "varchar"]: - return "varchar" - # tinyint, smallint not supported by data contract - if field_type in ["number", "decimal", "numeric"]: - # precision and scale not supported by data contract - return "decimal" - if field_type in ["int", "integer"]: - return "integer" - if field_type in ["long", "bigint"]: - return "bigint" - if field_type in ["float"]: - return "real" - if field_type in ["timestamp", "timestamp_tz"]: - return "timestamp(3) with time zone" - if field_type in ["timestamp_ntz"]: - return "timestamp(3)" - if field_type in ["bytes"]: - return "varbinary" - if field_type in ["object", "record", "struct"]: - return "json" diff --git a/datacontract-cli/datacontract/export/sqlalchemy_converter.py b/datacontract-cli/datacontract/export/sqlalchemy_converter.py deleted file mode 100644 index 71d116aaa..000000000 --- a/datacontract-cli/datacontract/export/sqlalchemy_converter.py +++ /dev/null @@ -1,170 +0,0 @@ -import ast -import typing - -import datacontract.model.data_contract_specification as spec -from datacontract.export.exporter import Exporter, _determine_sql_server_type - - -class SQLAlchemyExporter(Exporter): - def export( - self, data_contract: spec.DataContractSpecification, model, server, sql_server_type, export_args - ) -> dict: - sql_server_type = _determine_sql_server_type(data_contract, sql_server_type, server) - return to_sqlalchemy_model_str(data_contract, sql_server_type, server) - - -DECLARATIVE_BASE = "Base" - - -def to_sqlalchemy_model_str(contract: spec.DataContractSpecification, sql_server_type: str = "", server=None) -> str: - server_obj = contract.servers.get(server) - classdefs = [ - generate_model_class(model_name, model, server_obj, sql_server_type) - for (model_name, model) in contract.models.items() - ] - documentation = ( - [ast.Expr(ast.Constant(contract.info.description))] if (contract.info and contract.info.description) else [] - ) - - declarative_base = ast.ClassDef( - name=DECLARATIVE_BASE, - bases=[ast.Name(id="DeclarativeBase", ctx=ast.Load())], - body=[ast.Pass()], - keywords=[], - decorator_list=[], - ) - - databricks_timestamp = ast.ImportFrom( - module="databricks.sqlalchemy", names=[ast.alias("TIMESTAMP"), ast.alias("TIMESTAMP_NTZ")] - ) - timestamp = ast.ImportFrom(module="sqlalchemy", names=[ast.alias(name="TIMESTAMP")]) - result = ast.Module( - body=[ - ast.ImportFrom(module="sqlalchemy.orm", names=[ast.alias(name="DeclarativeBase")]), - ast.ImportFrom( - module="sqlalchemy", - names=[ - ast.alias("Column"), - ast.alias("Date"), - ast.alias("Integer"), - ast.alias("Numeric"), - ast.alias("String"), - ast.alias("Text"), - ast.alias("VARCHAR"), - ast.alias("BigInteger"), - ast.alias("Float"), - ast.alias("Double"), - ast.alias("Boolean"), - ast.alias("Date"), - ast.alias("ARRAY"), - ast.alias("LargeBinary"), - ], - ), - databricks_timestamp if sql_server_type == "databricks" else timestamp, - *documentation, - declarative_base, - *classdefs, - ], - type_ignores=[], - ) - return ast.unparse(result) - - -def Call(name, *args, **kwargs) -> ast.Call: - return ast.Call( - ast.Name(name), - args=[v for v in args], - keywords=[ast.keyword(arg=f"{k}", value=ast.Constant(v)) for (k, v) in kwargs.items()], - ) - - -def Column(predicate, **kwargs) -> ast.Call: - return Call("Column", predicate, **kwargs) - - -def sqlalchemy_primitive(field: spec.Field): - sqlalchemy_name = { - "string": Call("String", ast.Constant(field.maxLength)), - "text": Call("Text", ast.Constant(field.maxLength)), - "varchar": Call("VARCHAR", ast.Constant(field.maxLength)), - "number": Call("Numeric", ast.Constant(field.precision), ast.Constant(field.scale)), - "decimal": Call("Numeric", ast.Constant(field.precision), ast.Constant(field.scale)), - "numeric": Call("Numeric", ast.Constant(field.precision), ast.Constant(field.scale)), - "int": ast.Name("Integer"), - "integer": ast.Name("Integer"), - "long": ast.Name("BigInteger"), - "bigint": ast.Name("BigInteger"), - "float": ast.Name("Float"), - "double": ast.Name("Double"), - "boolean": ast.Name("Boolean"), - "timestamp": ast.Name("TIMESTAMP"), - "timestamp_tz": Call("TIMESTAMP", ast.Constant(True)), - "timestamp_ntz": ast.Name("TIMESTAMP_NTZ"), - "date": ast.Name("Date"), - "bytes": Call("LargeBinary", ast.Constant(field.maxLength)), - } - return sqlalchemy_name.get(field.type) - - -def constant_field_value(field_name: str, field: spec.Field) -> tuple[ast.Call, typing.Optional[ast.ClassDef]]: - new_type = sqlalchemy_primitive(field) - match field.type: - case "array": - new_type = Call("ARRAY", sqlalchemy_primitive(field.items)) - if new_type is None: - raise RuntimeError(f"Unsupported field type {field.type}.") - - return Column( - new_type, nullable=not field.required, comment=field.description, primary_key=field.primaryKey or field.primary - ), None - - -def column_assignment(field_name: str, field: spec.Field) -> tuple[ast.Call, typing.Optional[ast.ClassDef]]: - return constant_field_value(field_name, field) - - -def is_simple_field(field: spec.Field) -> bool: - return field.type not in set(["object", "record", "struct"]) - - -def field_definitions(fields: dict[str, spec.Field]) -> tuple[list[ast.Expr], list[ast.ClassDef]]: - annotations: list[ast.Expr] = [] - classes: list[typing.Any] = [] - for field_name, field in fields.items(): - (ann, new_class) = column_assignment(field_name, field) - annotations.append(ast.Assign(targets=[ast.Name(id=field_name, ctx=ast.Store())], value=ann, lineno=0)) - return (annotations, classes) - - -def generate_model_class( - name: str, model_definition: spec.Model, server=None, sql_server_type: str = "" -) -> ast.ClassDef: - (field_assignments, nested_classes) = field_definitions(model_definition.fields) - documentation = [ast.Expr(ast.Constant(model_definition.description))] if model_definition.description else [] - - schema = None if server is None else server.schema_ - table_name = ast.Constant(name) - if sql_server_type == "databricks": - table_name = ast.Constant(name.lower()) - - result = ast.ClassDef( - name=name.capitalize(), - bases=[ast.Name(id=DECLARATIVE_BASE, ctx=ast.Load())], - body=[ - *documentation, - ast.Assign(targets=[ast.Name("__tablename__")], value=table_name, lineno=0), - ast.Assign( - targets=[ast.Name("__table_args__")], - value=ast.Dict( - keys=[ast.Constant("comment"), ast.Constant("schema")], - values=[ast.Constant(model_definition.description), ast.Constant(schema)], - ), - lineno=0, - ), - *nested_classes, - *field_assignments, - ], - keywords=[], - decorator_list=[], - ) - return result diff --git a/datacontract-cli/datacontract/export/terraform_converter.py b/datacontract-cli/datacontract/export/terraform_converter.py deleted file mode 100644 index 850442d77..000000000 --- a/datacontract-cli/datacontract/export/terraform_converter.py +++ /dev/null @@ -1,76 +0,0 @@ -import re - -from datacontract.export.exporter import Exporter -from datacontract.model.data_contract_specification import DataContractSpecification, Server - - -class TerraformExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> dict: - return to_terraform(data_contract) - - -def to_terraform(data_contract_spec: DataContractSpecification, server_id: str = None) -> str: - if data_contract_spec is None: - return "" - if data_contract_spec.servers is None or len(data_contract_spec.servers) == 0: - return "" - - result = "" - for server_name, server in iter(data_contract_spec.servers.items()): - if server_id is not None and server_name != server_id: - continue - result = server_to_terraform_resource(data_contract_spec, result, server, server_name) - - return result.strip() - - -def server_to_terraform_resource(data_contract_spec, result, server: Server, server_name): - tag_data_contract = data_contract_spec.id - tag_name = data_contract_spec.info.title - tag_server = server_name - bucket_name = extract_bucket_name(server) - resource_id = f"{data_contract_spec.id}_{server_name}" - data_product_id = server.dataProductId - - if data_product_id is not None: - result += f""" -resource "aws_s3_bucket" "{resource_id}" {{ - bucket = "{bucket_name}" - - tags = {{ - Name = "{tag_name}" - DataContract = "{tag_data_contract}" - Server = "{tag_server}" - DataProduct = "{data_product_id}" - }} -}} - -""" - else: - result += f""" -resource "aws_s3_bucket" "{resource_id}" {{ - bucket = "{bucket_name}" - - tags = {{ - Name = "{tag_name}" - DataContract = "{tag_data_contract}" - Server = "{tag_server}" - }} -}} - -""" - return result - - -def extract_bucket_name(server) -> str | None: - if server.type == "s3": - s3_url = server.location - # Regular expression to match the S3 bucket name - match = re.search(r"s3://([^/]+)/", s3_url) - if match: - # Return the first group (bucket name) - return match.group(1) - else: - return "" - - return "" diff --git a/datacontract-cli/datacontract/imports/avro_importer.py b/datacontract-cli/datacontract/imports/avro_importer.py deleted file mode 100644 index 94d7873ab..000000000 --- a/datacontract-cli/datacontract/imports/avro_importer.py +++ /dev/null @@ -1,300 +0,0 @@ -from typing import Dict, List - -import avro.schema - -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model -from datacontract.model.exceptions import DataContractException - - -class AvroImporter(Importer): - """Class to import Avro Schema file""" - - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - """ - Import Avro schema from a source file. - - Args: - data_contract_specification: The data contract specification to update. - source: The path to the Avro schema file. - import_args: Additional import arguments. - - Returns: - The updated data contract specification. - """ - return import_avro(data_contract_specification, source) - - -def import_avro(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: - """ - Import an Avro schema from a file and update the data contract specification. - - Args: - data_contract_specification: The data contract specification to update. - source: The path to the Avro schema file. - - Returns: - DataContractSpecification: The updated data contract specification. - - Raises: - DataContractException: If there's an error parsing the Avro schema. - """ - if data_contract_specification.models is None: - data_contract_specification.models = {} - - try: - with open(source, "r") as file: - avro_schema = avro.schema.parse(file.read()) - except Exception as e: - raise DataContractException( - type="schema", - name="Parse avro schema", - reason=f"Failed to parse avro schema from {source}", - engine="datacontract", - original_exception=e, - ) - - # type record is being used for both the table and the object types in data contract - # -> CONSTRAINT: one table per .avsc input, all nested records are interpreted as objects - fields = import_record_fields(avro_schema.fields) - - data_contract_specification.models[avro_schema.name] = Model( - fields=fields, - ) - - if avro_schema.get_prop("doc") is not None: - data_contract_specification.models[avro_schema.name].description = avro_schema.get_prop("doc") - - if avro_schema.get_prop("namespace") is not None: - data_contract_specification.models[avro_schema.name].namespace = avro_schema.get_prop("namespace") - - return data_contract_specification - - -def handle_config_avro_custom_properties(field: avro.schema.Field, imported_field: Field) -> None: - """ - Handle custom Avro properties and add them to the imported field's config. - - Args: - field: The Avro field. - imported_field: The imported field to update. - """ - if field.get_prop("logicalType") is not None: - if imported_field.config is None: - imported_field.config = {} - imported_field.config["avroLogicalType"] = field.get_prop("logicalType") - - if field.default is not None: - if imported_field.config is None: - imported_field.config = {} - imported_field.config["avroDefault"] = field.default - - -def import_record_fields(record_fields: List[avro.schema.Field]) -> Dict[str, Field]: - """ - Import Avro record fields and convert them to data contract fields. - - Args: - record_fields: List of Avro record fields. - - Returns: - A dictionary of imported fields. - """ - imported_fields = {} - for field in record_fields: - imported_field = Field() - imported_field.required = True - imported_field.description = field.doc - - handle_config_avro_custom_properties(field, imported_field) - - # Determine field type and handle nested structures - if field.type.type == "record": - imported_field.type = "object" - imported_field.description = field.type.doc - imported_field.fields = import_record_fields(field.type.fields) - elif field.type.type == "union": - imported_field.required = False - type = import_type_of_optional_field(field) - imported_field.type = type - if type == "record": - imported_field.fields = import_record_fields(get_record_from_union_field(field).fields) - elif type == "array": - imported_field.type = "array" - imported_field.items = import_avro_array_items(get_array_from_union_field(field)) - elif field.type.type == "array": - imported_field.type = "array" - imported_field.items = import_avro_array_items(field.type) - elif field.type.type == "map": - imported_field.type = "map" - imported_field.values = import_avro_map_values(field.type) - elif field.type.type == "enum": - imported_field.type = "string" - imported_field.enum = field.type.symbols - imported_field.title = field.type.name - if not imported_field.config: - imported_field.config = {} - imported_field.config["avroType"] = "enum" - else: # primitive type - imported_field.type = map_type_from_avro(field.type.type) - - imported_fields[field.name] = imported_field - - return imported_fields - - -def import_avro_array_items(array_schema: avro.schema.ArraySchema) -> Field: - """ - Import Avro array items and convert them to a data contract field. - - Args: - array_schema: The Avro array schema. - - Returns: - Field: The imported field representing the array items. - """ - items = Field() - for prop in array_schema.other_props: - items.__setattr__(prop, array_schema.other_props[prop]) - - if array_schema.items.type == "record": - items.type = "object" - items.fields = import_record_fields(array_schema.items.fields) - elif array_schema.items.type == "array": - items.type = "array" - items.items = import_avro_array_items(array_schema.items) - else: # primitive type - items.type = map_type_from_avro(array_schema.items.type) - - return items - - -def import_avro_map_values(map_schema: avro.schema.MapSchema) -> Field: - """ - Import Avro map values and convert them to a data contract field. - - Args: - map_schema: The Avro map schema. - - Returns: - Field: The imported field representing the map values. - """ - values = Field() - for prop in map_schema.other_props: - values.__setattr__(prop, map_schema.other_props[prop]) - - if map_schema.values.type == "record": - values.type = "object" - values.fields = import_record_fields(map_schema.values.fields) - elif map_schema.values.type == "array": - values.type = "array" - values.items = import_avro_array_items(map_schema.values) - else: # primitive type - values.type = map_type_from_avro(map_schema.values.type) - - return values - - -def import_type_of_optional_field(field: avro.schema.Field) -> str: - """ - Determine the type of optional field in an Avro union. - - Args: - field: The Avro field with a union type. - - Returns: - str: The mapped type of the non-null field in the union. - - Raises: - DataContractException: If no non-null type is found in the union. - """ - for field_type in field.type.schemas: - if field_type.type != "null": - return map_type_from_avro(field_type.type) - raise DataContractException( - type="schema", - result="failed", - name="Map avro type to data contract type", - reason="Could not import optional field: union type does not contain a non-null type", - engine="datacontract", - ) - - -def get_record_from_union_field(field: avro.schema.Field) -> avro.schema.RecordSchema | None: - """ - Get the record schema from a union field. - - Args: - field: The Avro field with a union type. - - Returns: - The record schema if found, None otherwise. - """ - for field_type in field.type.schemas: - if field_type.type == "record": - return field_type - return None - - -def get_array_from_union_field(field: avro.schema.Field) -> avro.schema.ArraySchema | None: - """ - Get the array schema from a union field. - - Args: - field: The Avro field with a union type. - - Returns: - The array schema if found, None otherwise. - """ - for field_type in field.type.schemas: - if field_type.type == "array": - return field_type - return None - - -def map_type_from_avro(avro_type_str: str) -> str: - """ - Map Avro type strings to data contract type strings. - - Args: - avro_type_str (str): The Avro type string. - - Returns: - str: The corresponding data contract type string. - - Raises: - DataContractException: If the Avro type is unsupported. - """ - # TODO: ambiguous mapping in the export - if avro_type_str == "null": - return "null" - elif avro_type_str == "string": - return "string" - elif avro_type_str == "bytes": - return "binary" - elif avro_type_str == "double": - return "double" - elif avro_type_str == "int": - return "int" - elif avro_type_str == "long": - return "long" - elif avro_type_str == "boolean": - return "boolean" - elif avro_type_str == "record": - return "record" - elif avro_type_str == "array": - return "array" - elif avro_type_str == "map": - return "map" - elif avro_type_str == "enum": - return "string" - else: - raise DataContractException( - type="schema", - result="failed", - name="Map avro type to data contract type", - reason=f"Unsupported type {avro_type_str} in avro schema.", - engine="datacontract", - ) diff --git a/datacontract-cli/datacontract/imports/bigquery_importer.py b/datacontract-cli/datacontract/imports/bigquery_importer.py deleted file mode 100644 index e07904c91..000000000 --- a/datacontract-cli/datacontract/imports/bigquery_importer.py +++ /dev/null @@ -1,221 +0,0 @@ -import json -import logging -from typing import List - -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model -from datacontract.model.exceptions import DataContractException - - -class BigQueryImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - if source is not None: - data_contract_specification = import_bigquery_from_json(data_contract_specification, source) - else: - data_contract_specification = import_bigquery_from_api( - data_contract_specification, - import_args.get("bigquery_table"), - import_args.get("bigquery_project"), - import_args.get("bigquery_dataset"), - ) - return data_contract_specification - - -def import_bigquery_from_json( - data_contract_specification: DataContractSpecification, source: str -) -> DataContractSpecification: - try: - with open(source, "r") as file: - bigquery_schema = json.loads(file.read()) - except json.JSONDecodeError as e: - raise DataContractException( - type="schema", - name="Parse bigquery schema", - reason=f"Failed to parse bigquery schema from {source}", - engine="datacontract", - original_exception=e, - ) - return convert_bigquery_schema(data_contract_specification, bigquery_schema) - - -def import_bigquery_from_api( - data_contract_specification: DataContractSpecification, - bigquery_tables: List[str], - bigquery_project: str, - bigquery_dataset: str, -) -> DataContractSpecification: - try: - from google.cloud import bigquery - except ImportError as e: - raise DataContractException( - type="schema", - result="failed", - name="bigquery extra missing", - reason="Install the extra datacontract-cli[bigquery] to use bigquery", - engine="datacontract", - original_exception=e, - ) - - client = bigquery.Client(project=bigquery_project) - - if bigquery_tables is None: - bigquery_tables = fetch_table_names(client, bigquery_dataset) - - for table in bigquery_tables: - try: - api_table = client.get_table("{}.{}.{}".format(bigquery_project, bigquery_dataset, table)) - - except ValueError as e: - raise DataContractException( - type="schema", - result="failed", - name="Invalid table name for bigquery API", - reason=f"Tablename {table} is invalid for the bigquery API", - original_exception=e, - engine="datacontract", - ) - - if api_table is None: - raise DataContractException( - type="request", - result="failed", - name="Query bigtable Schema from API", - reason=f"Table {table} bnot found on bigtable schema Project {bigquery_project}, dataset {bigquery_dataset}.", - engine="datacontract", - ) - - convert_bigquery_schema(data_contract_specification, api_table.to_api_repr()) - - return data_contract_specification - - -def fetch_table_names(client, dataset: str) -> List[str]: - table_names = [] - api_tables = client.list_tables(dataset) - for api_table in api_tables: - table_names.append(api_table.table_id) - - return table_names - - -def convert_bigquery_schema( - data_contract_specification: DataContractSpecification, bigquery_schema: dict -) -> DataContractSpecification: - if data_contract_specification.models is None: - data_contract_specification.models = {} - - fields = import_table_fields(bigquery_schema.get("schema").get("fields")) - - # Looking at actual export data, I guess this is always set and friendlyName isn't, though I couldn't say - # what exactly leads to friendlyName being set - table_id = bigquery_schema.get("tableReference").get("tableId") - - data_contract_specification.models[table_id] = Model( - fields=fields, type=map_bigquery_type(bigquery_schema.get("type")) - ) - - # Copy the description, if it exists - if bigquery_schema.get("description") is not None: - data_contract_specification.models[table_id].description = bigquery_schema.get("description") - - # Set the title from friendlyName if it exists - if bigquery_schema.get("friendlyName") is not None: - data_contract_specification.models[table_id].title = bigquery_schema.get("friendlyName") - - return data_contract_specification - - -def import_table_fields(table_fields): - imported_fields = {} - for field in table_fields: - field_name = field.get("name") - imported_fields[field_name] = Field() - imported_fields[field_name].required = field.get("mode") == "REQUIRED" - imported_fields[field_name].description = field.get("description") - - if field.get("type") == "RECORD": - imported_fields[field_name].type = "object" - imported_fields[field_name].fields = import_table_fields(field.get("fields")) - elif field.get("type") == "STRUCT": - imported_fields[field_name].type = "struct" - imported_fields[field_name].fields = import_table_fields(field.get("fields")) - elif field.get("type") == "RANGE": - # This is a range of date/datetime/timestamp but multiple values - # So we map it to an array - imported_fields[field_name].type = "array" - imported_fields[field_name].items = Field( - type=map_type_from_bigquery(field["rangeElementType"].get("type")) - ) - else: # primitive type - imported_fields[field_name].type = map_type_from_bigquery(field.get("type")) - - if field.get("type") == "STRING": - # in bigquery both string and bytes have maxLength but in the datacontracts - # spec it is only valid for strings - if field.get("maxLength") is not None: - imported_fields[field_name].maxLength = int(field.get("maxLength")) - - if field.get("type") == "NUMERIC" or field.get("type") == "BIGNUMERIC": - if field.get("precision") is not None: - imported_fields[field_name].precision = int(field.get("precision")) - - if field.get("scale") is not None: - imported_fields[field_name].scale = int(field.get("scale")) - - return imported_fields - - -def map_type_from_bigquery(bigquery_type_str: str): - if bigquery_type_str == "STRING": - return "string" - elif bigquery_type_str == "BYTES": - return "bytes" - elif bigquery_type_str == "INTEGER": - return "int" - elif bigquery_type_str == "INT64": - return "bigint" - elif bigquery_type_str == "FLOAT": - return "float" - elif bigquery_type_str == "FLOAT64": - return "double" - elif bigquery_type_str == "BOOLEAN" or bigquery_type_str == "BOOL": - return "boolean" - elif bigquery_type_str == "TIMESTAMP": - return "timestamp" - elif bigquery_type_str == "DATE": - return "date" - elif bigquery_type_str == "TIME": - return "timestamp_ntz" - elif bigquery_type_str == "DATETIME": - return "timestamp" - elif bigquery_type_str == "NUMERIC": - return "numeric" - elif bigquery_type_str == "BIGNUMERIC": - return "double" - elif bigquery_type_str == "GEOGRAPHY": - return "object" - elif bigquery_type_str == "JSON": - return "object" - else: - raise DataContractException( - type="schema", - result="failed", - name="Map bigquery type to data contract type", - reason=f"Unsupported type {bigquery_type_str} in bigquery json definition.", - engine="datacontract", - ) - - -def map_bigquery_type(bigquery_type: str) -> str: - if bigquery_type == "TABLE" or bigquery_type == "EXTERNAL" or bigquery_type == "SNAPSHOT": - return "table" - elif bigquery_type == "VIEW" or bigquery_type == "MATERIALIZED_VIEW": - return "view" - else: - logger = logging.getLogger(__name__) - logger.info( - f"Can't properly map bigquery table type '{bigquery_type}' to datacontracts model types. Mapping it to table." - ) - return "table" diff --git a/datacontract-cli/datacontract/imports/csv_importer.py b/datacontract-cli/datacontract/imports/csv_importer.py deleted file mode 100644 index 485c1130f..000000000 --- a/datacontract-cli/datacontract/imports/csv_importer.py +++ /dev/null @@ -1,89 +0,0 @@ -import os - -import clevercsv - -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import DataContractSpecification, Example, Field, Model, Server - - -class CsvImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - return import_csv(data_contract_specification, self.import_format, source) - - -def import_csv(data_contract_specification: DataContractSpecification, format: str, source: str): - include_example = False - - # detect encoding and dialect - encoding = clevercsv.encoding.get_encoding(source) - with open(source, "r", newline="") as fp: - dialect = clevercsv.Sniffer().sniff(fp.read(10000)) - - # using auto detecting of the format and encoding - df = clevercsv.read_dataframe(source) - - if data_contract_specification.models is None: - data_contract_specification.models = {} - - # use the file name as table name - table_name = os.path.splitext(os.path.basename(source))[0] - - if data_contract_specification.servers is None: - data_contract_specification.servers = {} - - data_contract_specification.servers["production"] = Server( - type="local", path=source, format="csv", delimiter=dialect.delimiter - ) - - fields = {} - for column, dtype in df.dtypes.items(): - field = Field() - field.type = map_type_from_pandas(dtype.name) - fields[column] = field - - data_contract_specification.models[table_name] = Model( - type="table", - description=f"Csv file with encoding {encoding}", - fields=fields, - ) - - # multiline data is not correctly handled by yaml dump - if include_example: - if data_contract_specification.examples is None: - data_contract_specification.examples = [] - - # read first 10 lines with the detected encoding - with open(source, "r", encoding=encoding) as csvfile: - lines = csvfile.readlines()[:10] - - data_contract_specification.examples.append(Example(type="csv", model=table_name, data="".join(lines))) - - return data_contract_specification - - -def map_type_from_pandas(sql_type: str): - if sql_type is None: - return None - - sql_type_normed = sql_type.lower().strip() - - if sql_type_normed == "object": - return "string" - elif sql_type_normed.startswith("str"): - return "string" - elif sql_type_normed.startswith("int"): - return "integer" - elif sql_type_normed.startswith("float"): - return "float" - elif sql_type_normed.startswith("bool"): - return "boolean" - elif sql_type_normed.startswith("timestamp"): - return "timestamp" - elif sql_type_normed == "datetime64": - return "date" - elif sql_type_normed == "timedelta[ns]": - return "timestamp_ntz" - else: - return "variant" diff --git a/datacontract-cli/datacontract/imports/dbml_importer.py b/datacontract-cli/datacontract/imports/dbml_importer.py deleted file mode 100644 index 6ee3864f7..000000000 --- a/datacontract-cli/datacontract/imports/dbml_importer.py +++ /dev/null @@ -1,112 +0,0 @@ -from typing import List - -from pydbml import Database, PyDBML -from pyparsing import ParseException - -from datacontract.imports.importer import Importer -from datacontract.imports.sql_importer import map_type_from_sql -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model -from datacontract.model.exceptions import DataContractException - - -class DBMLImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - data_contract_specification = import_dbml_from_source( - data_contract_specification, - source, - import_args.get("dbml_schema"), - import_args.get("dbml_table"), - ) - return data_contract_specification - - -def import_dbml_from_source( - data_contract_specification: DataContractSpecification, - source: str, - import_schemas: List[str], - import_tables: List[str], -) -> DataContractSpecification: - try: - with open(source, "r") as file: - dbml_schema = PyDBML(file) - except ParseException as e: - raise DataContractException( - type="schema", - name="Parse DBML schema", - reason=f"Failed to parse DBML schema from {source}", - engine="datacontract", - original_exception=e, - ) - - return convert_dbml(data_contract_specification, dbml_schema, import_schemas, import_tables) - - -def convert_dbml( - data_contract_specification: DataContractSpecification, - dbml_schema: Database, - import_schemas: List[str], - import_tables: List[str], -) -> DataContractSpecification: - if dbml_schema.project is not None: - data_contract_specification.info.title = dbml_schema.project.name - - if data_contract_specification.models is None: - data_contract_specification.models = {} - - for table in dbml_schema.tables: - schema_name = table.schema - table_name = table.name - - # Skip if import schemas or table names are defined - # and the current table doesn't match - # if empty no filtering is done - if import_schemas and schema_name not in import_schemas: - continue - - if import_tables and table_name not in import_tables: - continue - - fields = import_table_fields(table, dbml_schema.refs) - - data_contract_specification.models[table_name] = Model( - fields=fields, namespace=schema_name, description=table.note.text - ) - - return data_contract_specification - - -def import_table_fields(table, references) -> dict[str, Field]: - imported_fields = {} - for field in table.columns: - field_name = field.name - imported_fields[field_name] = Field() - imported_fields[field_name].required = field.not_null - imported_fields[field_name].description = field.note.text - imported_fields[field_name].primaryKey = field.pk - imported_fields[field_name].unique = field.unique - # This is an assumption, that these might be valid SQL Types, since - # DBML doesn't really enforce anything other than 'no spaces' in column types - imported_fields[field_name].type = map_type_from_sql(field.type) - - ref = get_reference(field, references) - if ref is not None: - imported_fields[field_name].references = ref - - return imported_fields - - -def get_reference(field, references): - result = None - for ref in references: - ref_table_name = ref.col1[0].table.name - ref_col_name = ref.col1[0].name - field_table_name = field.table.name - field_name = field.name - - if ref_table_name == field_table_name and ref_col_name == field_name: - result = f"{ref.col2[0].table.name}.{ref.col2[0].name}" - return result - - return result diff --git a/datacontract-cli/datacontract/imports/dbt_importer.py b/datacontract-cli/datacontract/imports/dbt_importer.py deleted file mode 100644 index 2214eb77d..000000000 --- a/datacontract-cli/datacontract/imports/dbt_importer.py +++ /dev/null @@ -1,240 +0,0 @@ -import json -from typing import TypedDict - -from dbt.artifacts.resources.v1.components import ColumnInfo -from dbt.contracts.graph.manifest import Manifest -from dbt.contracts.graph.nodes import GenericTestNode, ManifestNode, ModelNode -from dbt_common.contracts.constraints import ConstraintType - -from datacontract.imports.bigquery_importer import map_type_from_bigquery -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model - - -class DBTImportArgs(TypedDict, total=False): - """ - A dictionary representing arguments for importing DBT models. - Makes the DBT Importer more customizable by allowing for flexible filtering - of models and their properties, through wrapping or extending. - - Attributes: - dbt_models: The keys of models to be used in contract. All as default. - resource_types: Nodes listed in resource_types are kept while importing. model as default. - """ - - dbt_nodes: list[str] - resource_types: list[str] - - -class DbtManifestImporter(Importer): - def import_source( - self, - data_contract_specification: DataContractSpecification, - source: str, - import_args: DBTImportArgs, - ) -> DataContractSpecification: - manifest = read_dbt_manifest(manifest_path=source) - return import_dbt_manifest( - data_contract_specification=data_contract_specification, - manifest=manifest, - dbt_nodes=import_args.get("dbt_model", []), - resource_types=import_args.get("resource_types", ["model"]), - ) - - -def read_dbt_manifest(manifest_path: str) -> Manifest: - """Read a manifest from file.""" - with open(file=manifest_path, mode="r", encoding="utf-8") as f: - manifest_dict: dict = json.load(f) - manifest = Manifest.from_dict(manifest_dict) - manifest.build_parent_and_child_maps() - return manifest - - -def _get_primary_keys(manifest: Manifest, node: ManifestNode) -> list[str]: - node_unique_id = node.unique_id - if isinstance(node, ModelNode): - test_nodes = [] - for node_id in manifest.child_map.get(node_unique_id, []): - test_node = manifest.nodes.get(node_id) - if not test_node or test_node.resource_type != "test": - continue - if not isinstance(test_node, GenericTestNode): - continue - if test_node.config.where is not None: - continue - test_nodes.append(test_node) - return node.infer_primary_key(test_nodes) - return [] - - -def _get_references(manifest: Manifest, node: ManifestNode) -> dict[str, str]: - node_unique_id = node.unique_id - references = {} - for node_id in manifest.child_map.get(node_unique_id, []): - test_node = manifest.nodes.get(node_id) - if not test_node or test_node.resource_type != "test": - continue - if not isinstance(test_node, GenericTestNode): - continue - if test_node.test_metadata.name != "relationships": - continue - if test_node.config.where is not None: - continue - if test_node.attached_node != node_unique_id: - continue - relationship_target_node_id = [n for n in test_node.depends_on.nodes if n != node_unique_id][0] - relationship_target_node = manifest.nodes.get(relationship_target_node_id) - references[f"{node.name}.{test_node.column_name}"] = ( - f"""{relationship_target_node.name}.{test_node.test_metadata.kwargs["field"]}""" - ) - return references - - -def import_dbt_manifest( - data_contract_specification: DataContractSpecification, - manifest: Manifest, - dbt_nodes: list[str], - resource_types: list[str], -) -> DataContractSpecification: - """ - Extracts all relevant information from the manifest, - and puts it in a data contract specification. - """ - data_contract_specification.info.title = manifest.metadata.project_name - data_contract_specification.info.dbt_version = manifest.metadata.dbt_version - adapter_type = manifest.metadata.adapter_type - data_contract_specification.models = data_contract_specification.models or {} - for node in manifest.nodes.values(): - # Only intressted in processing models. - if node.resource_type not in resource_types: - continue - - # To allow args stored in dbt_models to filter relevant models. - # If dbt_models is empty, use all models. - if dbt_nodes and node.name not in dbt_nodes: - continue - - model_unique_id = node.unique_id - primary_keys = _get_primary_keys(manifest, node) - references = _get_references(manifest, node) - - primary_key = None - if len(primary_keys) == 1: - primary_key = primary_keys[0] - - dc_model = Model( - description=node.description, - tags=node.tags, - fields=create_fields( - manifest, - model_unique_id=model_unique_id, - columns=node.columns, - primary_key_name=primary_key, - references=references, - adapter_type=adapter_type, - ), - ) - if len(primary_keys) > 1: - dc_model.primaryKey = primary_keys - - data_contract_specification.models[node.name] = dc_model - - return data_contract_specification - - -def convert_data_type_by_adapter_type(data_type: str, adapter_type: str) -> str: - if adapter_type == "bigquery": - return map_type_from_bigquery(data_type) - return data_type - - -def create_fields( - manifest: Manifest, - model_unique_id: str, - columns: dict[str, ColumnInfo], - primary_key_name: str, - references: dict[str, str], - adapter_type: str, -) -> dict[str, Field]: - fields = { - column.name: create_field(manifest, model_unique_id, column, primary_key_name, references, adapter_type) - for column in columns.values() - } - return fields - - -def get_column_tests(manifest: Manifest, model_name: str, column_name: str) -> list[dict[str, str]]: - column_tests = [] - model_node = manifest.nodes.get(model_name) - if not model_node: - raise ValueError(f"Model {model_name} not found in manifest.") - - model_unique_id = model_node.unique_id - test_ids = manifest.child_map.get(model_unique_id, []) - - for test_id in test_ids: - test_node = manifest.nodes.get(test_id) - if not test_node or test_node.resource_type != "test": - continue - - if not isinstance(test_node, GenericTestNode): - continue - - if test_node.column_name != column_name: - continue - - if test_node.config.where is not None: - continue - - column_tests.append( - { - "test_name": test_node.name, - "test_type": test_node.test_metadata.name, - "column": test_node.column_name, - } - ) - return column_tests - - -def create_field( - manifest: Manifest, - model_unique_id: str, - column: ColumnInfo, - primary_key_name: str, - references: dict[str, str], - adapter_type: str, -) -> Field: - column_type = convert_data_type_by_adapter_type(column.data_type, adapter_type) if column.data_type else "" - field = Field( - description=column.description, - type=column_type, - tags=column.tags, - ) - - all_tests = get_column_tests(manifest, model_unique_id, column.name) - - required = False - if any(constraint.type == ConstraintType.not_null for constraint in column.constraints): - required = True - if [test for test in all_tests if test["test_type"] == "not_null"]: - required = True - if required: - field.required = required - - unique = False - if any(constraint.type == ConstraintType.unique for constraint in column.constraints): - unique = True - if [test for test in all_tests if test["test_type"] == "unique"]: - unique = True - if unique: - field.unique = unique - - if column.name == primary_key_name: - field.primaryKey = True - - references_key = f"{manifest.nodes[model_unique_id].name}.{column.name}" - if references_key in references: - field.references = references[references_key] - - return field diff --git a/datacontract-cli/datacontract/imports/glue_importer.py b/datacontract-cli/datacontract/imports/glue_importer.py deleted file mode 100644 index b3063be08..000000000 --- a/datacontract-cli/datacontract/imports/glue_importer.py +++ /dev/null @@ -1,288 +0,0 @@ -import re -from typing import Dict, Generator, List - -import boto3 - -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Field, - Model, - Server, -) - - -class GlueImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - return import_glue(data_contract_specification, source, import_args.get("glue_table")) - - -def get_glue_database(database_name: str): - """Get the details Glue database. - - Args: - database_name (str): glue database to request. - - Returns: - set: catalogid and locationUri - """ - glue = boto3.client("glue") - try: - response = glue.get_database(Name=database_name) - except glue.exceptions.EntityNotFoundException: - print(f"Database not found {database_name}.") - return (None, None) - except Exception as e: - # todo catch all - print(f"Error: {e}") - return (None, None) - - return ( - response["Database"]["CatalogId"], - response["Database"].get("LocationUri"), - ) - - -def get_glue_tables(database_name: str) -> List[str]: - """Get the list of tables in a Glue database. - - Args: - database_name (str): Glue database to request. - - Returns: - List[str]: List of table names - """ - glue = boto3.client("glue") - - # Set the paginator - paginator = glue.get_paginator("get_tables") - - # Initialize an empty list to store the table names - table_names = [] - try: - # Paginate through the tables - for page in paginator.paginate(DatabaseName=database_name, PaginationConfig={"PageSize": 100}): - # Add the tables from the current page to the list - table_names.extend([table["Name"] for table in page["TableList"] if "Name" in table]) - except glue.exceptions.EntityNotFoundException: - print(f"Database {database_name} not found.") - return [] - except Exception as e: - # todo catch all - print(f"Error: {e}") - return [] - - return table_names - - -def get_glue_table_schema(database_name: str, table_name: str) -> List[Dict]: - """Get the schema of a Glue table. - - Args: - database_name (str): Glue database name. - table_name (str): Glue table name. - - Returns: - dict: Table schema - """ - - glue = boto3.client("glue") - - # Get the table schema - try: - response = glue.get_table(DatabaseName=database_name, Name=table_name) - except glue.exceptions.EntityNotFoundException: - print(f"Table {table_name} not found in database {database_name}.") - return [] - except Exception as e: - # todo catch all - print(f"Error: {e}") - return [] - - table_schema = response["Table"]["StorageDescriptor"]["Columns"] - - # when using hive partition keys, the schema is stored in the PartitionKeys field - if response["Table"].get("PartitionKeys") is not None: - for pk in response["Table"]["PartitionKeys"]: - table_schema.append( - { - "Name": pk["Name"], - "Type": pk["Type"], - "Hive": True, - "Comment": pk.get("Comment"), - } - ) - return table_schema - - -def import_glue( - data_contract_specification: DataContractSpecification, - source: str, - table_names: List[str], -) -> DataContractSpecification: - """Import the schema of a Glue database. - - Args: - data_contract_specification (DataContractSpecification): The data contract specification to update. - source (str): The name of the Glue database. - table_names (List[str]): List of table names to import. If None, all tables in the database are imported. - - Returns: - DataContractSpecification: The updated data contract specification. - """ - catalogid, location_uri = get_glue_database(source) - - # something went wrong - if catalogid is None: - return data_contract_specification - - if table_names is None: - table_names = get_glue_tables(source) - - server_kwargs = {"type": "glue", "account": catalogid, "database": source} - - if location_uri: - server_kwargs["location"] = location_uri - - data_contract_specification.servers = { - "production": Server(**server_kwargs), - } - - for table_name in table_names: - if data_contract_specification.models is None: - data_contract_specification.models = {} - - table_schema = get_glue_table_schema(source, table_name) - - fields = {} - for column in table_schema: - field = create_typed_field(column["Type"]) - - # hive partitions are required, but are not primary keys - if column.get("Hive"): - field.required = True - - field.description = column.get("Comment") - fields[column["Name"]] = field - - data_contract_specification.models[table_name] = Model( - type="table", - fields=fields, - ) - - return data_contract_specification - - -def create_typed_field(dtype: str) -> Field: - """Create a typed field based on the given data type. - - Args: - dtype (str): The data type of the field. - - Returns: - Field: The created field with the appropriate type. - """ - field = Field() - dtype = dtype.strip().lower().replace(" ", "") - # Example: array - if dtype.startswith("array"): - field.type = "array" - field.items = create_typed_field(dtype[6:-1]) - # Example: struct - elif dtype.startswith("struct"): - field.type = "struct" - for f in split_struct(dtype[7:-1]): - field_name, field_key = f.split(":", 1) - field.fields[field_name] = create_typed_field(field_key) - # Example: map - elif dtype.startswith("map"): - field.type = "map" - map_match = re.match(r"map<(.+?),\s*(.+)>", dtype) - if map_match: - key_type = map_match.group(1) - value_type = map_match.group(2) - field.keys = create_typed_field(key_type) - field.values = create_typed_field(value_type) - # Example: decimal(38, 6) or decimal - elif dtype.startswith("decimal"): - field.type = "decimal" - decimal_match = re.match(r"decimal\((\d+),\s*(\d+)\)", dtype) - if decimal_match: # if precision specified - field.precision = int(decimal_match.group(1)) - field.scale = int(decimal_match.group(2)) - # Example: varchar(255) or varchar - elif dtype.startswith("varchar"): - field.type = "varchar" - if len(dtype) > 7: - field.maxLength = int(dtype[8:-1]) - else: - field.type = map_type_from_sql(dtype) - return field - - -def split_fields(s: str) -> Generator[str, None, None]: - """Split a string of fields considering nested structures. - - Args: - s (str): The string to split. - - Yields: - str: The next field in the string. - """ - counter: int = 0 - last: int = 0 - for i, x in enumerate(s): - if x in ("<", "("): - counter += 1 - elif x in (">", ")"): - counter -= 1 - elif x == "," and counter == 0: - yield s[last:i] - last = i + 1 - yield s[last:] - - -def split_struct(s: str) -> List[str]: - """Split a struct string into individual fields. - - Args: - s (str): The struct string to split. - - Returns: - List[str]: List of individual fields in the struct. - """ - return list(split_fields(s=s)) - - -def map_type_from_sql(sql_type: str) -> str: - """Map an SQL type to a corresponding field type. - - Args: - sql_type (str): The SQL type to map. - - Returns: - str: The corresponding field type. - """ - if sql_type is None: - return None - - sql_type = sql_type.lower() - - type_mapping = { - "string": "string", - "int": "int", - "bigint": "bigint", - "float": "float", - "double": "double", - "boolean": "boolean", - "timestamp": "timestamp", - "date": "date", - } - - for prefix, mapped_type in type_mapping.items(): - if sql_type.startswith(prefix): - return mapped_type - - return "unknown" diff --git a/datacontract-cli/datacontract/imports/iceberg_importer.py b/datacontract-cli/datacontract/imports/iceberg_importer.py deleted file mode 100644 index f63db25fa..000000000 --- a/datacontract-cli/datacontract/imports/iceberg_importer.py +++ /dev/null @@ -1,172 +0,0 @@ -from typing import Any, Dict - -from pydantic import ValidationError -from pyiceberg import types as iceberg_types -from pyiceberg.schema import Schema - -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model -from datacontract.model.exceptions import DataContractException - - -class IcebergImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - schema = load_and_validate_iceberg_schema(source) - return import_iceberg( - data_contract_specification, - schema, - import_args.get("iceberg_table"), - ) - - -def load_and_validate_iceberg_schema(source: str) -> Schema: - with open(source, "r") as file: - try: - return Schema.model_validate_json(file.read()) - except ValidationError as e: - raise DataContractException( - type="schema", - name="Parse iceberg schema", - reason=f"Failed to validate iceberg schema from {source}: {e}", - engine="datacontract", - ) - - -def import_iceberg( - data_contract_specification: DataContractSpecification, schema: Schema, table_name: str -) -> DataContractSpecification: - if data_contract_specification.models is None: - data_contract_specification.models = {} - - model = Model(type="table", title=table_name) - - # Iceberg identifier_fields aren't technically primary keys since Iceberg doesn't support primary keys, - # but they are close enough that we can probably treat them as primary keys on the conversion. - # ref: https://iceberg.apache.org/spec/#identifier-field-ids - # this code WILL NOT support finding nested primary key fields. - identifier_fields_ids = schema.identifier_field_ids - - for field in schema.fields: - model_field = _field_from_nested_field(field) - - if field.field_id in identifier_fields_ids: - model_field.primaryKey = True - - model.fields[field.name] = model_field - - data_contract_specification.models[table_name] = model - return data_contract_specification - - -def _field_from_nested_field(nested_field: iceberg_types.NestedField) -> Field: - """ - Converts an Iceberg NestedField into a Field object for the data contract. - - Args: - nested_field: The Iceberg NestedField to convert. - - Returns: - Field: The generated Field object. - """ - field = Field( - title=nested_field.name, - required=nested_field.required, - config=build_field_config(nested_field), - ) - - if nested_field.doc is not None: - field.description = nested_field.doc - - return _type_from_iceberg_type(field, nested_field.field_type) - - -def _type_from_iceberg_type(field: Field, iceberg_type: iceberg_types.IcebergType) -> Field: - """ - Maps Iceberg data types to the Data Contract type system and updates the field. - - Args: - field: The Field object to update. - iceberg_type: The Iceberg data type to map. - - Returns: - Field: The updated Field object. - """ - field.type = _data_type_from_iceberg(iceberg_type) - - if field.type == "array": - field.items = _type_from_iceberg_type(Field(required=iceberg_type.element_required), iceberg_type.element_type) - - elif field.type == "map": - field.keys = _type_from_iceberg_type(Field(required=True), iceberg_type.key_type) - field.values = _type_from_iceberg_type(Field(required=iceberg_type.value_required), iceberg_type.value_type) - - elif field.type == "object": - field.fields = {nf.name: _field_from_nested_field(nf) for nf in iceberg_type.fields} - - return field - - -def build_field_config(iceberg_field: iceberg_types.NestedField) -> Dict[str, Any]: - config = {} - - if iceberg_field.field_id > 0: - config["icebergFieldId"] = iceberg_field.field_id - - if iceberg_field.initial_default is not None: - config["icebergInitialDefault"] = iceberg_field.initial_default - - if iceberg_field.write_default is not None: - config["icebergWriteDefault"] = iceberg_field.write_default - - return config - - -def _data_type_from_iceberg(type: iceberg_types.IcebergType) -> str: - """ - Convert an Iceberg field type to a datacontract field type - - Args: - type: The Iceberg field type - - Returns: - str: The datacontract field type - """ - if isinstance(type, iceberg_types.BooleanType): - return "boolean" - if isinstance(type, iceberg_types.IntegerType): - return "integer" - if isinstance(type, iceberg_types.LongType): - return "long" - if isinstance(type, iceberg_types.FloatType): - return "float" - if isinstance(type, iceberg_types.DoubleType): - return "double" - if isinstance(type, iceberg_types.DecimalType): - return "decimal" - if isinstance(type, iceberg_types.DateType): - return "date" - if isinstance(type, iceberg_types.TimeType): - # there isn't a great mapping for the iceberg type "time", just map to string for now - return "string" - if isinstance(type, iceberg_types.TimestampType): - return "timestamp_ntz" - if isinstance(type, iceberg_types.TimestamptzType): - return "timestamp_tz" - if isinstance(type, iceberg_types.StringType): - return "string" - if isinstance(type, iceberg_types.UUIDType): - return "string" - if isinstance(type, iceberg_types.BinaryType): - return "bytes" - if isinstance(type, iceberg_types.FixedType): - return "bytes" - if isinstance(type, iceberg_types.MapType): - return "map" - if isinstance(type, iceberg_types.ListType): - return "array" - if isinstance(type, iceberg_types.StructType): - return "object" - - raise ValueError(f"Unknown Iceberg type: {type}") diff --git a/datacontract-cli/datacontract/imports/importer.py b/datacontract-cli/datacontract/imports/importer.py deleted file mode 100644 index 453b08294..000000000 --- a/datacontract-cli/datacontract/imports/importer.py +++ /dev/null @@ -1,38 +0,0 @@ -from abc import ABC, abstractmethod -from enum import Enum - -from datacontract.model.data_contract_specification import DataContractSpecification - - -class Importer(ABC): - def __init__(self, import_format) -> None: - self.import_format = import_format - - @abstractmethod - def import_source( - self, - data_contract_specification: DataContractSpecification, - source: str, - import_args: dict, - ) -> DataContractSpecification: - pass - - -class ImportFormat(str, Enum): - sql = "sql" - avro = "avro" - dbt = "dbt" - dbml = "dbml" - glue = "glue" - jsonschema = "jsonschema" - bigquery = "bigquery" - odcs = "odcs" - unity = "unity" - spark = "spark" - iceberg = "iceberg" - parquet = "parquet" - csv = "csv" - - @classmethod - def get_supported_formats(cls): - return list(map(lambda c: c.value, cls)) diff --git a/datacontract-cli/datacontract/imports/importer_factory.py b/datacontract-cli/datacontract/imports/importer_factory.py deleted file mode 100644 index c8297205d..000000000 --- a/datacontract-cli/datacontract/imports/importer_factory.py +++ /dev/null @@ -1,111 +0,0 @@ -import importlib.util -import sys - -from datacontract.imports.importer import Importer, ImportFormat - - -class ImporterFactory: - def __init__(self): - self.dict_importer = {} - self.dict_lazy_importer = {} - - def register_importer(self, name, importer: Importer): - self.dict_importer.update({name: importer}) - - def register_lazy_importer(self, name: str, module_path: str, class_name: str): - self.dict_lazy_importer.update({name: (module_path, class_name)}) - - def create(self, name) -> Importer: - importers = self.dict_importer.copy() - importers.update(self.dict_lazy_importer.copy()) - if name not in importers.keys(): - raise ValueError(f"The '{name}' format is not supported.") - importer_class = importers[name] - if type(importers[name]) is tuple: - importer_class = load_module_class(module_path=importers[name][0], class_name=importers[name][1]) - if not importer_class: - raise ValueError(f"Module {name} could not be loaded.") - return importer_class(name) - - -def import_module(module_path): - if importlib.util.find_spec(module_path) is not None: - try: - module = importlib.import_module(module_path) - except ModuleNotFoundError: - return None - sys.modules[module_path] = module - return module - - -def load_module_class(module_path, class_name): - module = import_module(module_path) - if not module: - return None - return getattr(module, class_name) - - -importer_factory = ImporterFactory() -importer_factory.register_lazy_importer( - name=ImportFormat.avro, - module_path="datacontract.imports.avro_importer", - class_name="AvroImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.bigquery, - module_path="datacontract.imports.bigquery_importer", - class_name="BigQueryImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.glue, - module_path="datacontract.imports.glue_importer", - class_name="GlueImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.jsonschema, - module_path="datacontract.imports.jsonschema_importer", - class_name="JsonSchemaImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.odcs, - module_path="datacontract.imports.odcs_importer", - class_name="OdcsImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.sql, - module_path="datacontract.imports.sql_importer", - class_name="SqlImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.unity, - module_path="datacontract.imports.unity_importer", - class_name="UnityImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.spark, - module_path="datacontract.imports.spark_importer", - class_name="SparkImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.dbt, module_path="datacontract.imports.dbt_importer", class_name="DbtManifestImporter" -) -importer_factory.register_lazy_importer( - name=ImportFormat.dbml, - module_path="datacontract.imports.dbml_importer", - class_name="DBMLImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.iceberg, - module_path="datacontract.imports.iceberg_importer", - class_name="IcebergImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.parquet, - module_path="datacontract.imports.parquet_importer", - class_name="ParquetImporter", -) -importer_factory.register_lazy_importer( - name=ImportFormat.csv, - module_path="datacontract.imports.csv_importer", - class_name="CsvImporter", -) diff --git a/datacontract-cli/datacontract/imports/jsonschema_importer.py b/datacontract-cli/datacontract/imports/jsonschema_importer.py deleted file mode 100644 index eb93c2e83..000000000 --- a/datacontract-cli/datacontract/imports/jsonschema_importer.py +++ /dev/null @@ -1,146 +0,0 @@ -import json - -import fastjsonschema - -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import DataContractSpecification, Definition, Field, Model -from datacontract.model.exceptions import DataContractException - - -class JsonSchemaImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - return import_jsonschema(data_contract_specification, source) - - -def import_jsonschema(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: - if data_contract_specification.models is None: - data_contract_specification.models = {} - - json_schema = load_and_validate_json_schema(source) - - title = json_schema.get("title", "default_model") - description = json_schema.get("description") - type_ = json_schema.get("type") - properties = json_schema.get("properties", {}) - required_properties = json_schema.get("required", []) - - fields_kwargs = jsonschema_to_args(properties, required_properties) - fields = {name: Field(**kwargs) for name, kwargs in fields_kwargs.items()} - - model = Model(description=description, type=type_, title=title, fields=fields) - data_contract_specification.models[title] = model - - definitions = json_schema.get("definitions", {}) - for name, schema in definitions.items(): - kwargs = schema_to_args(schema) - data_contract_specification.definitions[name] = Definition(name=name, **kwargs) - - return data_contract_specification - - -def load_and_validate_json_schema(source): - try: - with open(source, "r") as file: - json_schema = json.loads(file.read()) - - validator = fastjsonschema.compile({}) - validator(json_schema) - - except fastjsonschema.JsonSchemaException as e: - raise DataContractException( - type="schema", - name="Parse json schema", - reason=f"Failed to validate json schema from {source}: {e}", - engine="datacontract", - ) - - except Exception as e: - raise DataContractException( - type="schema", - name="Parse json schema", - reason=f"Failed to parse json schema from {source}", - engine="datacontract", - original_exception=e, - ) - return json_schema - - -def jsonschema_to_args(properties, required_properties): - args = {} - for property, property_schema in properties.items(): - is_required = property in required_properties - args[property] = schema_to_args(property_schema, is_required) - - return args - - -def schema_to_args(property_schema, is_required: bool = None) -> dict: - direct_mappings = { - "title", - "description", - "format", - "pattern", - "enum", - "tags", - "pii", - "minLength", - "maxLength", - "minimum", - "exclusiveMinimum", - "maximum", - "exclusiveMaximum", - } - - field_kwargs = {key: value for key, value in property_schema.items() if key in direct_mappings} - - if is_required is not None: - field_kwargs["required"] = is_required - - property_type = determine_type(property_schema) - if property_type is not None: - field_kwargs["type"] = property_type - - if property_type == "array": - nested_item_type, nested_items = determine_nested_item_type(property_schema) - - if nested_items is not None: - field_kwargs["items"] = schema_to_args(nested_item_type) - - nested_properties = property_schema.get("properties") - if nested_properties is not None: - # recursive call for complex nested properties - required = property_schema.get("required", []) - field_kwargs["fields"] = jsonschema_to_args(nested_properties, required) - - return field_kwargs - - -def determine_nested_item_type(property_schema): - nested_items = property_schema.get("items") - nested_items_is_list = isinstance(nested_items, list) - if nested_items_is_list and len(nested_items) != 1: - raise DataContractException( - type="schema", - name="Parse json schema", - reason=f"Union types for arrays are currently not supported ({nested_items})", - engine="datacontract", - ) - if nested_items_is_list and len(nested_items) == 1: - nested_item_type = nested_items[0] - elif not nested_items_is_list and nested_items is not None: - nested_item_type = nested_items - return nested_item_type, nested_items - - -def determine_type(property_schema): - property_type = property_schema.get("type") - type_is_list = isinstance(property_type, list) - if type_is_list: - non_null_types = [t for t in property_type if t != "null"] - if non_null_types: - property_type = non_null_types[0] - else: - property_type = None - return property_type diff --git a/datacontract-cli/datacontract/imports/odcs_importer.py b/datacontract-cli/datacontract/imports/odcs_importer.py deleted file mode 100644 index f189ef74e..000000000 --- a/datacontract-cli/datacontract/imports/odcs_importer.py +++ /dev/null @@ -1,60 +0,0 @@ -import yaml - -from datacontract.imports.importer import Importer -from datacontract.lint.resources import read_resource -from datacontract.model.data_contract_specification import ( - DataContractSpecification, -) -from datacontract.model.exceptions import DataContractException - - -class OdcsImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - return import_odcs(data_contract_specification, source) - - -def import_odcs(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: - try: - odcs_contract = yaml.safe_load(read_resource(source)) - - except Exception as e: - raise DataContractException( - type="schema", - name="Parse ODCS contract", - reason=f"Failed to parse odcs contract from {source}", - engine="datacontract", - original_exception=e, - ) - - odcs_kind = odcs_contract.get("kind") - odcs_api_version = odcs_contract.get("apiVersion") - - # if odcs_kind is not DataContract throw exception - if odcs_kind != "DataContract": - raise DataContractException( - type="schema", - name="Importing ODCS contract", - reason=f"Unsupported ODCS kind: {odcs_kind}. Is this a valid ODCS data contract?", - engine="datacontract", - ) - - if odcs_api_version.startswith("v2."): - raise DataContractException( - type="schema", - name="Importing ODCS contract", - reason=f"Unsupported ODCS API version: {odcs_api_version}", - engine="datacontract", - ) - elif odcs_api_version.startswith("v3."): - from datacontract.imports.odcs_v3_importer import import_odcs_v3 - - return import_odcs_v3(data_contract_specification, source) - else: - raise DataContractException( - type="schema", - name="Importing ODCS contract", - reason=f"Unsupported ODCS API version: {odcs_api_version}", - engine="datacontract", - ) diff --git a/datacontract-cli/datacontract/imports/odcs_v3_importer.py b/datacontract-cli/datacontract/imports/odcs_v3_importer.py deleted file mode 100644 index 56e9998c7..000000000 --- a/datacontract-cli/datacontract/imports/odcs_v3_importer.py +++ /dev/null @@ -1,316 +0,0 @@ -import datetime -import logging -from typing import Any, Dict, List -from venv import logger - -import yaml - -from datacontract.imports.importer import Importer -from datacontract.lint.resources import read_resource -from datacontract.model.data_contract_specification import ( - DATACONTRACT_TYPES, - Availability, - DataContractSpecification, - Field, - Info, - Model, - Quality, - Retention, - Server, - ServiceLevel, - Terms, -) -from datacontract.model.exceptions import DataContractException - - -class OdcsImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - return import_odcs_v3(data_contract_specification, source) - - -def import_odcs_v3(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: - source_str = read_resource(source) - return import_odcs_v3_from_str(data_contract_specification, source_str) - - -def import_odcs_v3_from_str( - data_contract_specification: DataContractSpecification, source_str: str -) -> DataContractSpecification: - try: - odcs_contract = yaml.safe_load(source_str) - except Exception as e: - raise DataContractException( - type="schema", - name="Parse ODCS contract", - reason=f"Failed to parse odcs contract from {source_str}", - engine="datacontract", - original_exception=e, - ) - - data_contract_specification.id = odcs_contract["id"] - data_contract_specification.info = import_info(odcs_contract) - data_contract_specification.servers = import_servers(odcs_contract) - data_contract_specification.terms = import_terms(odcs_contract) - data_contract_specification.servicelevels = import_servicelevels(odcs_contract) - data_contract_specification.models = import_models(odcs_contract) - data_contract_specification.tags = import_tags(odcs_contract) - - return data_contract_specification - - -def import_info(odcs_contract: Dict[str, Any]) -> Info: - info = Info() - - info.title = odcs_contract.get("name") if odcs_contract.get("name") is not None else "" - - if odcs_contract.get("version") is not None: - info.version = odcs_contract.get("version") - - # odcs.description.purpose => datacontract.description - if odcs_contract.get("description") is not None and odcs_contract.get("description").get("purpose") is not None: - info.description = odcs_contract.get("description").get("purpose") - - # odcs.domain => datacontract.owner - if odcs_contract.get("domain") is not None: - info.owner = odcs_contract.get("domain") - - # add dataProduct as custom property - if odcs_contract.get("dataProduct") is not None: - info.dataProduct = odcs_contract.get("dataProduct") - - # add tenant as custom property - if odcs_contract.get("tenant") is not None: - info.tenant = odcs_contract.get("tenant") - - return info - - -def import_servers(odcs_contract: Dict[str, Any]) -> Dict[str, Server] | None: - if odcs_contract.get("servers") is None: - return None - servers = {} - for odcs_server in odcs_contract.get("servers"): - server_name = odcs_server.get("server") - if server_name is None: - logger.warning("Server name is missing, skipping server") - continue - - server = Server() - server.type = odcs_server.get("type") - server.description = odcs_server.get("description") - server.environment = odcs_server.get("environment") - server.format = odcs_server.get("format") - server.project = odcs_server.get("project") - server.dataset = odcs_server.get("dataset") - server.path = odcs_server.get("path") - server.delimiter = odcs_server.get("delimiter") - server.endpointUrl = odcs_server.get("endpointUrl") - server.location = odcs_server.get("location") - server.account = odcs_server.get("account") - server.database = odcs_server.get("database") - server.schema_ = odcs_server.get("schema") - server.host = odcs_server.get("host") - server.port = odcs_server.get("port") - server.catalog = odcs_server.get("catalog") - server.topic = odcs_server.get("topic") - server.http_path = odcs_server.get("http_path") - server.token = odcs_server.get("token") - server.dataProductId = odcs_server.get("dataProductId") - server.outputPortId = odcs_server.get("outputPortId") - server.driver = odcs_server.get("driver") - server.roles = odcs_server.get("roles") - - servers[server_name] = server - return servers - - -def import_terms(odcs_contract: Dict[str, Any]) -> Terms | None: - if odcs_contract.get("description") is None: - return None - if ( - odcs_contract.get("description").get("usage") is not None - or odcs_contract.get("description").get("limitations") is not None - or odcs_contract.get("price") is not None - ): - terms = Terms() - if odcs_contract.get("description").get("usage") is not None: - terms.usage = odcs_contract.get("description").get("usage") - if odcs_contract.get("description").get("limitations") is not None: - terms.limitations = odcs_contract.get("description").get("limitations") - if odcs_contract.get("price") is not None: - terms.billing = f"{odcs_contract.get('price').get('priceAmount')} {odcs_contract.get('price').get('priceCurrency')} / {odcs_contract.get('price').get('priceUnit')}" - - return terms - else: - return None - - -def import_servicelevels(odcs_contract: Dict[str, Any]) -> ServiceLevel: - # find the two properties we can map (based on the examples) - sla_properties = odcs_contract.get("slaProperties") if odcs_contract.get("slaProperties") is not None else [] - availability = next((p for p in sla_properties if p["property"] == "generalAvailability"), None) - retention = next((p for p in sla_properties if p["property"] == "retention"), None) - - if availability is not None or retention is not None: - servicelevel = ServiceLevel() - - if availability is not None: - value = availability.get("value") - if isinstance(value, datetime.datetime): - value = value.isoformat() - servicelevel.availability = Availability(description=value) - - if retention is not None: - servicelevel.retention = Retention(period=f"{retention.get('value')}{retention.get('unit')}") - - return servicelevel - else: - return None - - -def get_server_type(odcs_contract: Dict[str, Any]) -> str | None: - servers = import_servers(odcs_contract) - if servers is None or len(servers) == 0: - return None - # get first server from map - server = next(iter(servers.values())) - return server.type - - -def import_models(odcs_contract: Dict[str, Any]) -> Dict[str, Model]: - custom_type_mappings = get_custom_type_mappings(odcs_contract.get("customProperties")) - - odcs_schemas = odcs_contract.get("schema") if odcs_contract.get("schema") is not None else [] - result = {} - - for odcs_schema in odcs_schemas: - schema_name = odcs_schema.get("name") - schema_physical_name = odcs_schema.get("physicalName") - schema_description = odcs_schema.get("description") if odcs_schema.get("description") is not None else "" - model_name = schema_physical_name if schema_physical_name is not None else schema_name - model = Model(description=" ".join(schema_description.splitlines()), type="table") - model.fields = import_fields( - odcs_schema.get("properties"), custom_type_mappings, server_type=get_server_type(odcs_contract) - ) - if odcs_schema.get("quality") is not None: - # convert dict to pydantic model - - model.quality = [Quality.model_validate(q) for q in odcs_schema.get("quality")] - model.title = schema_name - if odcs_schema.get("dataGranularityDescription") is not None: - model.config = {"dataGranularityDescription": odcs_schema.get("dataGranularityDescription")} - result[model_name] = model - - return result - - -def import_field_config(odcs_property: Dict[str, Any], server_type=None) -> Dict[str, Any]: - config = {} - if odcs_property.get("criticalDataElement") is not None: - config["criticalDataElement"] = odcs_property.get("criticalDataElement") - if odcs_property.get("encryptedName") is not None: - config["encryptedName"] = odcs_property.get("encryptedName") - if odcs_property.get("partitionKeyPosition") is not None: - config["partitionKeyPosition"] = odcs_property.get("partitionKeyPosition") - if odcs_property.get("partitioned") is not None: - config["partitioned"] = odcs_property.get("partitioned") - - if odcs_property.get("customProperties") is not None and isinstance(odcs_property.get("customProperties"), list): - for item in odcs_property.get("customProperties"): - config[item["property"]] = item["value"] - - physical_type = odcs_property.get("physicalType") - if physical_type is not None: - if server_type == "postgres" or server_type == "postgresql": - config["postgresType"] = physical_type - elif server_type == "bigquery": - config["bigqueryType"] = physical_type - elif server_type == "snowflake": - config["snowflakeType"] = physical_type - elif server_type == "redshift": - config["redshiftType"] = physical_type - elif server_type == "sqlserver": - config["sqlserverType"] = physical_type - elif server_type == "databricksType": - config["databricksType"] = physical_type - else: - config["physicalType"] = physical_type - - return config - - -def has_composite_primary_key(odcs_properties) -> bool: - primary_keys = [prop for prop in odcs_properties if prop.get("primaryKey") is not None and prop.get("primaryKey")] - return len(primary_keys) > 1 - - -def import_fields( - odcs_properties: Dict[str, Any], custom_type_mappings: Dict[str, str], server_type -) -> Dict[str, Field]: - logger = logging.getLogger(__name__) - result = {} - - if odcs_properties is None: - return result - - for odcs_property in odcs_properties: - mapped_type = map_type(odcs_property.get("logicalType"), custom_type_mappings) - if mapped_type is not None: - property_name = odcs_property["name"] - description = odcs_property.get("description") if odcs_property.get("description") is not None else None - field = Field( - description=" ".join(description.splitlines()) if description is not None else None, - type=mapped_type, - title=odcs_property.get("businessName"), - required=not odcs_property.get("nullable") if odcs_property.get("nullable") is not None else False, - primaryKey=odcs_property.get("primaryKey") - if not has_composite_primary_key(odcs_properties) and odcs_property.get("primaryKey") is not None - else False, - unique=odcs_property.get("unique"), - examples=odcs_property.get("examples") if odcs_property.get("examples") is not None else None, - classification=odcs_property.get("classification") - if odcs_property.get("classification") is not None - else "", - tags=odcs_property.get("tags") if odcs_property.get("tags") is not None else None, - quality=odcs_property.get("quality") if odcs_property.get("quality") is not None else [], - config=import_field_config(odcs_property, server_type), - ) - result[property_name] = field - else: - logger.info( - f"Can't map {odcs_property.get('column')} to the Datacontract Mapping types, as there is no equivalent or special mapping. Consider introducing a customProperty 'dc_mapping_{odcs_property.get('logicalName')}' that defines your expected type as the 'value'" - ) - - return result - - -def map_type(odcs_type: str, custom_mappings: Dict[str, str]) -> str | None: - if odcs_type is None: - return None - t = odcs_type.lower() - if t in DATACONTRACT_TYPES: - return t - elif custom_mappings.get(t) is not None: - return custom_mappings.get(t) - else: - return None - - -def get_custom_type_mappings(odcs_custom_properties: List[Any]) -> Dict[str, str]: - result = {} - if odcs_custom_properties is not None: - for prop in odcs_custom_properties: - if prop["property"].startswith("dc_mapping_"): - odcs_type_name = prop["property"].substring(11) - datacontract_type = prop["value"] - result[odcs_type_name] = datacontract_type - - return result - - -def import_tags(odcs_contract) -> List[str] | None: - if odcs_contract.get("tags") is None: - return None - return odcs_contract.get("tags") diff --git a/datacontract-cli/datacontract/imports/parquet_importer.py b/datacontract-cli/datacontract/imports/parquet_importer.py deleted file mode 100644 index b19c79ab2..000000000 --- a/datacontract-cli/datacontract/imports/parquet_importer.py +++ /dev/null @@ -1,81 +0,0 @@ -import os.path - -import pyarrow -from pyarrow import parquet - -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Field, - Model, -) -from datacontract.model.exceptions import DataContractException - - -class ParquetImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - return import_parquet(data_contract_specification, source) - - -def import_parquet(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: - # use filename as schema name, remove .parquet suffix, avoid breaking the yaml output by replacing dots - schema_name = os.path.basename(source).removesuffix(".parquet").replace(".", "_") - - fields: dict[str, Field] = {} - - arrow_schema = parquet.read_schema(source) - for field_name in arrow_schema.names: - parquet_field = arrow_schema.field(field_name) - - field = map_pyarrow_field_to_specification_field(parquet_field, "parquet") - - if not parquet_field.nullable: - field.required = True - - fields[field_name] = field - - data_contract_specification.models[schema_name] = Model(fields=fields) - - return data_contract_specification - - -def map_pyarrow_field_to_specification_field(pyarrow_field: pyarrow.Field, file_format: str) -> Field: - if pyarrow.types.is_boolean(pyarrow_field.type): - return Field(type="boolean") - if pyarrow.types.is_int32(pyarrow_field.type): - return Field(type="int") - if pyarrow.types.is_int64(pyarrow_field.type): - return Field(type="long") - if pyarrow.types.is_integer(pyarrow_field.type): - return Field(type="number") - if pyarrow.types.is_float32(pyarrow_field.type): - return Field(type="float") - if pyarrow.types.is_float64(pyarrow_field.type): - return Field(type="double") - if pyarrow.types.is_decimal(pyarrow_field.type): - return Field(type="decimal", precision=pyarrow_field.type.precision, scale=pyarrow_field.type.scale) - if pyarrow.types.is_timestamp(pyarrow_field.type): - return Field(type="timestamp") - if pyarrow.types.is_date(pyarrow_field.type): - return Field(type="date") - if pyarrow.types.is_null(pyarrow_field.type): - return Field(type="null") - if pyarrow.types.is_binary(pyarrow_field.type): - return Field(type="bytes") - if pyarrow.types.is_string(pyarrow_field.type): - return Field(type="string") - if pyarrow.types.is_map(pyarrow_field.type) or pyarrow.types.is_dictionary(pyarrow_field.type): - return Field(type="map") - if pyarrow.types.is_struct(pyarrow_field.type): - return Field(type="struct") - if pyarrow.types.is_list(pyarrow_field.type): - return Field(type="array") - - raise DataContractException( - type="schema", - name=f"Parse {file_format} schema", - reason=f"{pyarrow_field.type} currently not supported.", - engine="datacontract", - ) diff --git a/datacontract-cli/datacontract/imports/spark_importer.py b/datacontract-cli/datacontract/imports/spark_importer.py deleted file mode 100644 index bca3f0aae..000000000 --- a/datacontract-cli/datacontract/imports/spark_importer.py +++ /dev/null @@ -1,158 +0,0 @@ -from pyspark.sql import DataFrame, SparkSession, types - -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Field, - Model, - Server, -) - - -class SparkImporter(Importer): - def import_source( - self, - data_contract_specification: DataContractSpecification, - source: str, - import_args: dict, - ) -> DataContractSpecification: - """ - Imports data from a Spark source into the data contract specification. - - Args: - data_contract_specification: The data contract specification object. - source: The source string indicating the Spark tables to read. - import_args: Additional arguments for the import process. - - Returns: - dict: The updated data contract specification. - """ - return import_spark(data_contract_specification, source) - - -def import_spark(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification: - """ - Reads Spark tables and updates the data contract specification with their schemas. - - Args: - data_contract_specification: The data contract specification to update. - source: A comma-separated string of Spark temporary views to read. - - Returns: - DataContractSpecification: The updated data contract specification. - """ - spark = SparkSession.builder.getOrCreate() - data_contract_specification.servers["local"] = Server(type="dataframe") - for temp_view in source.split(","): - temp_view = temp_view.strip() - df = spark.read.table(temp_view) - data_contract_specification.models[temp_view] = import_from_spark_df(df) - return data_contract_specification - - -def import_from_spark_df(df: DataFrame) -> Model: - """ - Converts a Spark DataFrame into a Model. - - Args: - df: The Spark DataFrame to convert. - - Returns: - Model: The generated data contract model. - """ - model = Model() - schema = df.schema - - for field in schema: - model.fields[field.name] = _field_from_struct_type(field) - - return model - - -def _field_from_struct_type(spark_field: types.StructField) -> Field: - """ - Converts a Spark StructField into a Field object for the data contract. - - Args: - spark_field: The Spark StructField to convert. - - Returns: - Field: The generated Field object. - """ - field = Field() - field.required = not spark_field.nullable - field.description = spark_field.metadata.get("comment") - - return _type_from_data_type(field, spark_field.dataType) - - -def _type_from_data_type(field: Field, spark_type: types.DataType) -> Field: - """ - Maps Spark data types to the Data Contract type system and updates the field. - - Args: - field: The Field object to update. - spark_type: The Spark data type to map. - - Returns: - Field: The updated Field object. - """ - field.type = _data_type_from_spark(spark_type) - - if field.type == "array": - field.items = _type_from_data_type(Field(required=not spark_type.containsNull), spark_type.elementType) - - elif field.type == "map": - field.keys = _type_from_data_type(Field(required=True), spark_type.keyType) - field.values = _type_from_data_type(Field(required=not spark_type.valueContainsNull), spark_type.valueType) - - elif field.type == "struct": - field.fields = {sf.name: _field_from_struct_type(sf) for sf in spark_type.fields} - - return field - - -def _data_type_from_spark(spark_type: types.DataType) -> str: - """ - Maps Spark data types to the Data Contract type system. - - Args: - spark_type: The Spark data type to map. - - Returns: - str: The corresponding Data Contract type. - """ - if isinstance(spark_type, types.StringType): - return "string" - elif isinstance(spark_type, (types.IntegerType, types.ShortType)): - return "integer" - elif isinstance(spark_type, types.LongType): - return "long" - elif isinstance(spark_type, types.FloatType): - return "float" - elif isinstance(spark_type, types.DoubleType): - return "double" - elif isinstance(spark_type, types.StructType): - return "struct" - elif isinstance(spark_type, types.ArrayType): - return "array" - elif isinstance(spark_type, types.MapType): - return "map" - elif isinstance(spark_type, types.TimestampType): - return "timestamp" - elif isinstance(spark_type, types.TimestampNTZType): - return "timestamp_ntz" - elif isinstance(spark_type, types.DateType): - return "date" - elif isinstance(spark_type, types.BooleanType): - return "boolean" - elif isinstance(spark_type, types.BinaryType): - return "bytes" - elif isinstance(spark_type, types.DecimalType): - return "decimal" - elif isinstance(spark_type, types.NullType): - return "null" - elif isinstance(spark_type, types.VarcharType): - return "varchar" - else: - raise ValueError(f"Unsupported Spark type: {spark_type}") diff --git a/datacontract-cli/datacontract/imports/sql_importer.py b/datacontract-cli/datacontract/imports/sql_importer.py deleted file mode 100644 index c51e4272c..000000000 --- a/datacontract-cli/datacontract/imports/sql_importer.py +++ /dev/null @@ -1,286 +0,0 @@ -import logging -import os - -import sqlglot -from sqlglot.dialects.dialect import Dialects - -from datacontract.imports.importer import Importer -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model, Server -from datacontract.model.exceptions import DataContractException -from datacontract.model.run import ResultEnum - - -class SqlImporter(Importer): - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - return import_sql(data_contract_specification, self.import_format, source, import_args) - - -def import_sql( - data_contract_specification: DataContractSpecification, format: str, source: str, import_args: dict = None -) -> DataContractSpecification: - sql = read_file(source) - - dialect = to_dialect(import_args) - - try: - parsed = sqlglot.parse_one(sql=sql, read=dialect) - except Exception as e: - logging.error(f"Error parsing SQL: {str(e)}") - raise DataContractException( - type="import", - name=f"Reading source from {source}", - reason=f"Error parsing SQL: {str(e)}", - engine="datacontract", - result=ResultEnum.error, - ) - - server_type: str | None = to_server_type(source, dialect) - if server_type is not None: - data_contract_specification.servers[server_type] = Server(type=server_type) - - tables = parsed.find_all(sqlglot.expressions.Table) - - for table in tables: - if data_contract_specification.models is None: - data_contract_specification.models = {} - - table_name = table.this.name - - fields = {} - for column in parsed.find_all(sqlglot.exp.ColumnDef): - if column.parent.this.name != table_name: - continue - - field = Field() - col_name = column.this.name - col_type = to_col_type(column, dialect) - field.type = map_type_from_sql(col_type) - col_description = get_description(column) - field.description = col_description - field.maxLength = get_max_length(column) - precision, scale = get_precision_scale(column) - field.precision = precision - field.scale = scale - field.primaryKey = get_primary_key(column) - field.required = column.find(sqlglot.exp.NotNullColumnConstraint) is not None or None - physical_type_key = to_physical_type_key(dialect) - field.config = { - physical_type_key: col_type, - } - - fields[col_name] = field - - data_contract_specification.models[table_name] = Model( - type="table", - fields=fields, - ) - - return data_contract_specification - - -def get_primary_key(column) -> bool | None: - if column.find(sqlglot.exp.PrimaryKeyColumnConstraint) is not None: - return True - if column.find(sqlglot.exp.PrimaryKey) is not None: - return True - return None - - -def to_dialect(import_args: dict) -> Dialects | None: - if import_args is None: - return None - if "dialect" not in import_args: - return None - dialect = import_args.get("dialect") - if dialect is None: - return None - if dialect == "sqlserver": - return Dialects.TSQL - if dialect.upper() in Dialects.__members__: - return Dialects[dialect.upper()] - if dialect == "sqlserver": - return Dialects.TSQL - return None - - -def to_physical_type_key(dialect: Dialects | None) -> str: - dialect_map = { - Dialects.TSQL: "sqlserverType", - Dialects.POSTGRES: "postgresType", - Dialects.BIGQUERY: "bigqueryType", - Dialects.SNOWFLAKE: "snowflakeType", - Dialects.REDSHIFT: "redshiftType", - Dialects.ORACLE: "oracleType", - Dialects.MYSQL: "mysqlType", - Dialects.DATABRICKS: "databricksType", - } - return dialect_map.get(dialect, "physicalType") - - -def to_server_type(source, dialect: Dialects | None) -> str | None: - if dialect is None: - return None - dialect_map = { - Dialects.TSQL: "sqlserver", - Dialects.POSTGRES: "postgres", - Dialects.BIGQUERY: "bigquery", - Dialects.SNOWFLAKE: "snowflake", - Dialects.REDSHIFT: "redshift", - Dialects.ORACLE: "oracle", - Dialects.MYSQL: "mysql", - Dialects.DATABRICKS: "databricks", - } - return dialect_map.get(dialect, None) - - -def to_col_type(column, dialect): - col_type_kind = column.args["kind"] - if col_type_kind is None: - return None - - return col_type_kind.sql(dialect) - - -def to_col_type_normalized(column): - col_type = column.args["kind"].this.name - if col_type is None: - return None - return col_type.lower() - - -def get_description(column: sqlglot.expressions.ColumnDef) -> str | None: - if column.comments is None: - return None - return " ".join(comment.strip() for comment in column.comments) - - -def get_max_length(column: sqlglot.expressions.ColumnDef) -> int | None: - col_type = to_col_type_normalized(column) - if col_type is None: - return None - if col_type not in ["varchar", "char", "nvarchar", "nchar"]: - return None - col_params = list(column.args["kind"].find_all(sqlglot.expressions.DataTypeParam)) - max_length_str = None - if len(col_params) == 0: - return None - if len(col_params) == 1: - max_length_str = col_params[0].name - if len(col_params) == 2: - max_length_str = col_params[1].name - if max_length_str is not None: - return int(max_length_str) if max_length_str.isdigit() else None - - -def get_precision_scale(column): - col_type = to_col_type_normalized(column) - if col_type is None: - return None, None - if col_type not in ["decimal", "numeric", "float", "number"]: - return None, None - col_params = list(column.args["kind"].find_all(sqlglot.expressions.DataTypeParam)) - if len(col_params) == 0: - return None, None - if len(col_params) == 1: - if not col_params[0].name.isdigit(): - return None, None - precision = int(col_params[0].name) - scale = 0 - return precision, scale - if len(col_params) == 2: - if not col_params[0].name.isdigit() or not col_params[1].name.isdigit(): - return None, None - precision = int(col_params[0].name) - scale = int(col_params[1].name) - return precision, scale - return None, None - - -def map_type_from_sql(sql_type: str): - if sql_type is None: - return None - - sql_type_normed = sql_type.lower().strip() - - if sql_type_normed.startswith("varchar"): - return "string" - elif sql_type_normed.startswith("char"): - return "string" - elif sql_type_normed.startswith("string"): - return "string" - elif sql_type_normed.startswith("nchar"): - return "string" - elif sql_type_normed.startswith("text"): - return "string" - elif sql_type_normed.startswith("nvarchar"): - return "string" - elif sql_type_normed.startswith("ntext"): - return "string" - elif sql_type_normed.startswith("int"): - return "int" - elif sql_type_normed.startswith("bigint"): - return "long" - elif sql_type_normed.startswith("tinyint"): - return "int" - elif sql_type_normed.startswith("smallint"): - return "int" - elif sql_type_normed.startswith("float"): - return "float" - elif sql_type_normed.startswith("decimal"): - return "decimal" - elif sql_type_normed.startswith("numeric"): - return "decimal" - elif sql_type_normed.startswith("bool"): - return "boolean" - elif sql_type_normed.startswith("bit"): - return "boolean" - elif sql_type_normed.startswith("binary"): - return "bytes" - elif sql_type_normed.startswith("varbinary"): - return "bytes" - elif sql_type_normed == "date": - return "date" - elif sql_type_normed == "time": - return "string" - elif sql_type_normed == "timestamp": - return "timestamp_ntz" - elif ( - sql_type_normed == "timestamptz" - or sql_type_normed == "timestamp_tz" - or sql_type_normed == "timestamp with time zone" - ): - return "timestamp_tz" - elif sql_type_normed == "timestampntz" or sql_type_normed == "timestamp_ntz": - return "timestamp_ntz" - elif sql_type_normed == "smalldatetime": - return "timestamp_ntz" - elif sql_type_normed == "datetime": - return "timestamp_ntz" - elif sql_type_normed == "datetime2": - return "timestamp_ntz" - elif sql_type_normed == "datetimeoffset": - return "timestamp_tz" - elif sql_type_normed == "uniqueidentifier": # tsql - return "string" - elif sql_type_normed == "json": - return "string" - elif sql_type_normed == "xml": # tsql - return "string" - else: - return "variant" - - -def read_file(path): - if not os.path.exists(path): - raise DataContractException( - type="import", - name=f"Reading source from {path}", - reason=f"The file '{path}' does not exist.", - engine="datacontract", - result=ResultEnum.error, - ) - with open(path, "r") as file: - file_content = file.read() - return file_content diff --git a/datacontract-cli/datacontract/imports/unity_importer.py b/datacontract-cli/datacontract/imports/unity_importer.py deleted file mode 100644 index 403438cb6..000000000 --- a/datacontract-cli/datacontract/imports/unity_importer.py +++ /dev/null @@ -1,173 +0,0 @@ -import json -import os -from typing import List, Optional - -from databricks.sdk import WorkspaceClient -from databricks.sdk.service.catalog import ColumnInfo, TableInfo -from pyspark.sql import types - -from datacontract.imports.importer import Importer -from datacontract.imports.spark_importer import _field_from_struct_type -from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model -from datacontract.model.exceptions import DataContractException - - -class UnityImporter(Importer): - """ - UnityImporter class for importing data contract specifications from Unity Catalog. - """ - - def import_source( - self, data_contract_specification: DataContractSpecification, source: str, import_args: dict - ) -> DataContractSpecification: - """ - Import data contract specification from a source. - - :param data_contract_specification: The data contract specification to be imported. - :type data_contract_specification: DataContractSpecification - :param source: The source from which to import the data contract specification. - :type source: str - :param import_args: Additional arguments for the import process. - :type import_args: dict - :return: The imported data contract specification. - :rtype: DataContractSpecification - """ - if source is not None: - data_contract_specification = import_unity_from_json(data_contract_specification, source) - else: - data_contract_specification = import_unity_from_api( - data_contract_specification, import_args.get("unity_table_full_name") - ) - return data_contract_specification - - -def import_unity_from_json( - data_contract_specification: DataContractSpecification, source: str -) -> DataContractSpecification: - """ - Import data contract specification from a JSON file. - - :param data_contract_specification: The data contract specification to be imported. - :type data_contract_specification: DataContractSpecification - :param source: The path to the JSON file. - :type source: str - :return: The imported data contract specification. - :rtype: DataContractSpecification - :raises DataContractException: If there is an error parsing the JSON file. - """ - try: - with open(source, "r") as file: - json_contents = json.loads(file.read()) - unity_schema = TableInfo.from_dict(json_contents) - except json.JSONDecodeError as e: - raise DataContractException( - type="schema", - name="Parse unity schema", - reason=f"Failed to parse unity schema from {source}", - engine="datacontract", - original_exception=e, - ) - return convert_unity_schema(data_contract_specification, unity_schema) - - -def import_unity_from_api( - data_contract_specification: DataContractSpecification, unity_table_full_name: Optional[str] = None -) -> DataContractSpecification: - """ - Import data contract specification from Unity Catalog API. - - :param data_contract_specification: The data contract specification to be imported. - :type data_contract_specification: DataContractSpecification - :param unity_table_full_name: The full name of the Unity table. - :type unity_table_full_name: Optional[str] - :return: The imported data contract specification. - :rtype: DataContractSpecification - :raises DataContractException: If there is an error retrieving the schema from the API. - """ - try: - workspace_client = WorkspaceClient() - unity_schema: TableInfo = workspace_client.tables.get(unity_table_full_name) - except Exception as e: - raise DataContractException( - type="schema", - name="Retrieve unity catalog schema", - reason=f"Failed to retrieve unity catalog schema from databricks profile: {os.getenv('DATABRICKS_CONFIG_PROFILE')}", - engine="datacontract", - original_exception=e, - ) - - convert_unity_schema(data_contract_specification, unity_schema) - - return data_contract_specification - - -def convert_unity_schema( - data_contract_specification: DataContractSpecification, unity_schema: TableInfo -) -> DataContractSpecification: - """ - Convert Unity schema to data contract specification. - - :param data_contract_specification: The data contract specification to be converted. - :type data_contract_specification: DataContractSpecification - :param unity_schema: The Unity schema to be converted. - :type unity_schema: TableInfo - :return: The converted data contract specification. - :rtype: DataContractSpecification - """ - if data_contract_specification.models is None: - data_contract_specification.models = {} - - fields = import_table_fields(unity_schema.columns) - - table_id = unity_schema.name or unity_schema.table_id - - data_contract_specification.models[table_id] = Model(fields=fields, type="table") - - if unity_schema.name: - data_contract_specification.models[table_id].title = unity_schema.name - - if unity_schema.comment: - data_contract_specification.models[table_id].description = unity_schema.comment - - return data_contract_specification - - -def import_table_fields(columns: List[ColumnInfo]) -> dict[str, Field]: - """ - Import table fields from Unity schema columns. - - Here we are first converting the `ColumnInfo.type_json` to a Spark StructField object - so we can leave the complexity of the Spark field types to the Spark JSON schema parser, - then re-use the logic in `datacontract.imports.spark_importer` to convert the StructField - into a Field object. - - :param columns: The list of Unity schema columns. - :type columns: List[ColumnInfo] - :return: A dictionary of imported fields. - :rtype: dict[str, Field] - """ - imported_fields = {} - - for column in columns: - struct_field: types.StructField = _type_json_to_spark_field(column.type_json) - imported_fields[column.name] = _field_from_struct_type(struct_field) - - return imported_fields - - -def _type_json_to_spark_field(type_json: str) -> types.StructField: - """ - Parses a JSON string representing a Spark field and returns a StructField object. - - The reason we do this is to leverage the Spark JSON schema parser to handle the - complexity of the Spark field types. The field `type_json` in the Unity API is - the output of a `StructField.jsonValue()` call. - - :param type_json: The JSON string representing the Spark field. - :type type_json: str - - :return: The StructField object. - :rtype: types.StructField - """ - type_dict = json.loads(type_json) - return types.StructField.fromJson(type_dict) diff --git a/datacontract-cli/datacontract/init/init_template.py b/datacontract-cli/datacontract/init/init_template.py deleted file mode 100644 index 4328e6826..000000000 --- a/datacontract-cli/datacontract/init/init_template.py +++ /dev/null @@ -1,20 +0,0 @@ -import importlib.resources as resources -import logging - -import requests - -DEFAULT_DATA_CONTRACT_INIT_TEMPLATE = "datacontract-1.1.0.init.yaml" - - -def get_init_template(location: str = None) -> str: - if location is None: - logging.info("Use default bundled template " + DEFAULT_DATA_CONTRACT_INIT_TEMPLATE) - schemas = resources.files("datacontract") - template = schemas.joinpath("schemas", DEFAULT_DATA_CONTRACT_INIT_TEMPLATE) - with template.open("r") as file: - return file.read() - elif location.startswith("http://") or location.startswith("https://"): - return requests.get(location).text - else: - with open(location, "r") as file: - return file.read() diff --git a/datacontract-cli/datacontract/integration/datamesh_manager.py b/datacontract-cli/datacontract/integration/datamesh_manager.py deleted file mode 100644 index f314f1570..000000000 --- a/datacontract-cli/datacontract/integration/datamesh_manager.py +++ /dev/null @@ -1,72 +0,0 @@ -import os - -import requests - -from datacontract.model.run import Run - - -def publish_test_results_to_datamesh_manager(run: Run, publish_url: str, ssl_verification: bool): - try: - if publish_url is None: - # this url supports Data Mesh Manager and Data Contract Manager - url = "https://api.datamesh-manager.com/api/test-results" - else: - url = publish_url - - api_key = os.getenv("DATAMESH_MANAGER_API_KEY") - if api_key is None: - api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY") - if api_key is None: - raise Exception( - "Cannot publish run results, as DATAMESH_MANAGER_API_KEY nor DATACONTRACT_MANAGER_API_KEY are not set" - ) - - if run.dataContractId is None: - raise Exception("Cannot publish run results for unknown data contract ID") - - headers = {"Content-Type": "application/json", "x-api-key": api_key} - request_body = run.model_dump_json() - # print("Request Body:", request_body) - response = requests.post( - url, - data=request_body, - headers=headers, - verify=ssl_verification, - ) - # print("Status Code:", response.status_code) - # print("Response Body:", response.text) - if response.status_code != 200: - run.log_error(f"Error publishing test results to Data Mesh Manager: {response.text}") - return - run.log_info(f"Published test results to {url}") - except Exception as e: - run.log_error(f"Failed publishing test results. Error: {str(e)}") - - -def publish_data_contract_to_datamesh_manager(data_contract_dict: dict, ssl_verification: bool): - try: - api_key = os.getenv("DATAMESH_MANAGER_API_KEY") - host = "https://api.datamesh-manager.com" - if os.getenv("DATAMESH_MANAGER_HOST") is not None: - host = os.getenv("DATAMESH_MANAGER_HOST") - if api_key is None: - api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY") - if api_key is None: - raise Exception( - "Cannot publish data contract, as neither DATAMESH_MANAGER_API_KEY nor DATACONTRACT_MANAGER_API_KEY is set" - ) - headers = {"Content-Type": "application/json", "x-api-key": api_key} - id = data_contract_dict["id"] - url = f"{host}/api/datacontracts/{id}" - response = requests.put( - url=url, - json=data_contract_dict, - headers=headers, - verify=ssl_verification, - ) - if response.status_code != 200: - print(f"Error publishing data contract to Data Mesh Manager: {response.text}") - exit(1) - print(f"Published data contract to {url}") - except Exception as e: - print(f"Failed publishing data contract. Error: {str(e)}") diff --git a/datacontract-cli/datacontract/lint/files.py b/datacontract-cli/datacontract/lint/files.py deleted file mode 100644 index 572231402..000000000 --- a/datacontract-cli/datacontract/lint/files.py +++ /dev/null @@ -1,17 +0,0 @@ -import os - -from datacontract.model.exceptions import DataContractException - - -def read_file(path): - if not os.path.exists(path): - raise DataContractException( - type="lint", - name=f"Reading data contract from {path}", - reason=f"The file '{path}' does not exist.", - engine="datacontract", - result="error", - ) - with open(path, "r") as file: - file_content = file.read() - return file_content diff --git a/datacontract-cli/datacontract/lint/lint.py b/datacontract-cli/datacontract/lint/lint.py deleted file mode 100644 index 9c10bf602..000000000 --- a/datacontract-cli/datacontract/lint/lint.py +++ /dev/null @@ -1,142 +0,0 @@ -import abc -from dataclasses import dataclass, field -from enum import Enum -from typing import Any, Sequence, cast - -from datacontract.model.run import Check - -from ..model.data_contract_specification import DataContractSpecification - -"""This module contains linter definitions for linting a data contract. - -Lints are quality checks that can succeed, fail, or warn. They are -distinct from checks such as "valid yaml" or "file not found", which -will cause the processing of the data contract to stop. Lints can be -ignored, and are high-level requirements on the format of a data -contract.""" - - -class LintSeverity(Enum): - """The severity of a lint message. Generally, lint messages should be - emitted with a severity of ERROR. WARNING should be used when the linter - cannot determine a lint result, for example, when an unsupported model - type is used. - """ - - ERROR = 2 - WARNING = 1 - - -@dataclass -class LinterMessage: - """A single linter message with attached severity and optional "model" that - caused the message. - - Attributes: - outcome: The outcome of the linting, either ERROR or WARNING. Linting outcomes with level WARNING are discarded for now. - message: A message describing the error or warning in more detail. - model: The model that caused the lint to fail. Is optional. - - """ - - outcome: LintSeverity - message: str - model: Any = None - - @classmethod - def error(cls, message: str, model=None): - return LinterMessage(LintSeverity.ERROR, message, model) - - @classmethod - def warning(cls, message: str, model=None): - return LinterMessage(LintSeverity.WARNING, message, model) - - -@dataclass -class LinterResult: - """Result of linting a contract. Contains multiple LinterResults from - the same linter or lint phase. - - Attributes: - linter: The linter that produced these results - results: A list of linting results. Multiple identical linting - results can be present in the list. An empty list means that - the linter ran without producing warnings or errors. - """ - - results: Sequence[LinterMessage] = field(default_factory=list) - - @classmethod - def erroneous(cls, message, model=None): - return cls([LinterMessage.error(message, model)]) - - @classmethod - def cautious(cls, message, model=None): - return cls([LinterMessage.warning(message, model)]) - - def with_warning(self, message, model=None): - result = LinterMessage.warning(message, model) - return LinterResult(cast(list[LinterMessage], self.results) + [result]) - - def with_error(self, message, model=None): - result = LinterMessage.error(message, model) - return LinterResult(cast(list[LinterMessage], self.results) + [result]) - - def has_errors(self) -> bool: - return any(map(lambda result: result.outcome == LintSeverity.ERROR, self.results)) - - def has_warnings(self) -> bool: - return any(map(lambda result: result.outcome == LintSeverity.WARNING, self.results)) - - def error_results(self) -> Sequence[LinterMessage]: - return [result for result in self.results if result.outcome == LintSeverity.ERROR] - - def warning_results(self) -> Sequence[LinterMessage]: - return [result for result in self.results if result.outcome == LintSeverity.WARNING] - - def no_errors_or_warnings(self) -> bool: - return len(self.results) == 0 - - def combine(self, other: "LinterResult") -> "LinterResult": - return LinterResult(cast(list[Any], self.results) + cast(list[Any], other.results)) - - -class Linter(abc.ABC): - @property - @abc.abstractmethod - def name(self) -> str: - """Human-readable name of the linter.""" - pass - - @property - @abc.abstractmethod - def id(self) -> str: - """A linter ID for configuration (i.e. enabling and disabling).""" - pass - - @abc.abstractmethod - def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: - pass - - def lint(self, contract: DataContractSpecification) -> list[Check]: - """Call with a data contract to get a list of check results from the linter.""" - result = self.lint_implementation(contract) - checks = [] - if not result.error_results(): - checks.append(Check(type="lint", name=f"Linter '{self.name}'", result="passed", engine="datacontract")) - else: - # All linter messages are treated as warnings. Severity is - # currently ignored, but could be used in filtering in the future - # Linter messages with level WARNING are currently ignored, but might - # be logged or printed in the future. - for lint_error in result.error_results(): - checks.append( - Check( - type="lint", - name=f"Linter '{self.name}'", - result="warning", - engine="datacontract", - reason=lint_error.message, - ) - ) - return checks diff --git a/datacontract-cli/datacontract/lint/linters/__init__.py b/datacontract-cli/datacontract/lint/linters/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/datacontract-cli/datacontract/lint/linters/description_linter.py b/datacontract-cli/datacontract/lint/linters/description_linter.py deleted file mode 100644 index 615dd3edc..000000000 --- a/datacontract-cli/datacontract/lint/linters/description_linter.py +++ /dev/null @@ -1,35 +0,0 @@ -from datacontract.model.data_contract_specification import DataContractSpecification - -from ..lint import Linter, LinterResult - - -class DescriptionLinter(Linter): - """Check for a description on contracts, models, model fields, definitions and examples.""" - - @property - def name(self) -> str: - return "Objects have descriptions" - - @property - def id(self) -> str: - return "description" - - def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: - result = LinterResult() - if not contract.info or not contract.info.description: - result = result.with_error("Contract has empty description.") - for model_name, model in contract.models.items(): - if not model.description: - result = result.with_error(f"Model '{model_name}' has empty description.") - for field_name, field in model.fields.items(): - if not field.description: - result = result.with_error( - f"Field '{field_name}' in model '{model_name}'" f" has empty description." - ) - for definition_name, definition in contract.definitions.items(): - if not definition.description: - result = result.with_error(f"Definition '{definition_name}' has empty description.") - for index, example in enumerate(contract.examples): - if not example.description: - result = result.with_error(f"Example {index + 1} has empty description.") - return result diff --git a/datacontract-cli/datacontract/lint/linters/field_pattern_linter.py b/datacontract-cli/datacontract/lint/linters/field_pattern_linter.py deleted file mode 100644 index b9add00ef..000000000 --- a/datacontract-cli/datacontract/lint/linters/field_pattern_linter.py +++ /dev/null @@ -1,34 +0,0 @@ -import re - -from datacontract.model.data_contract_specification import DataContractSpecification - -from ..lint import Linter, LinterResult - - -class FieldPatternLinter(Linter): - """Checks that all patterns defined for fields are correct Python regex - syntax. - - """ - - @property - def name(self): - return "Field pattern is correct regex" - - @property - def id(self) -> str: - return "field-pattern" - - def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: - result = LinterResult() - for model_name, model in contract.models.items(): - for field_name, field in model.fields.items(): - if field.pattern: - try: - re.compile(field.pattern) - except re.error as e: - result = result.with_error( - f"Failed to compile pattern regex '{field.pattern}' for " - f"field '{field_name}' in model '{model_name}': {e.msg}" - ) - return result diff --git a/datacontract-cli/datacontract/lint/linters/field_reference_linter.py b/datacontract-cli/datacontract/lint/linters/field_reference_linter.py deleted file mode 100644 index 97213cd72..000000000 --- a/datacontract-cli/datacontract/lint/linters/field_reference_linter.py +++ /dev/null @@ -1,48 +0,0 @@ -from datacontract.model.data_contract_specification import DataContractSpecification - -from ..lint import Linter, LinterResult - - -class FieldReferenceLinter(Linter): - """Checks that all references definitions in fields refer to existing - fields. - - """ - - @property - def name(self): - return "Field references existing field" - - @property - def id(self) -> str: - return "field-reference" - - def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: - result = LinterResult() - for model_name, model in contract.models.items(): - for field_name, field in model.fields.items(): - if field.references: - reference_hierarchy = field.references.split(".") - if len(reference_hierarchy) != 2: - result = result.with_error( - f"Field '{field_name}' in model '{model_name}'" - f" references must follow the model.field syntax and refer to a field in a model in this data contract." - ) - continue - ref_model = reference_hierarchy[0] - ref_field = reference_hierarchy[1] - - if ref_model not in contract.models: - result = result.with_error( - f"Field '{field_name}' in model '{model_name}'" - f" references non-existing model '{ref_model}'." - ) - else: - ref_model_obj = contract.models[ref_model] - if ref_field not in ref_model_obj.fields: - result = result.with_error( - f"Field '{field_name}' in model '{model_name}'" - f" references non-existing field '{ref_field}'" - f" in model '{ref_model}'." - ) - return result diff --git a/datacontract-cli/datacontract/lint/linters/notice_period_linter.py b/datacontract-cli/datacontract/lint/linters/notice_period_linter.py deleted file mode 100644 index bb09703e1..000000000 --- a/datacontract-cli/datacontract/lint/linters/notice_period_linter.py +++ /dev/null @@ -1,55 +0,0 @@ -import re - -from datacontract.model.data_contract_specification import DataContractSpecification - -from ..lint import Linter, LinterResult - - -class NoticePeriodLinter(Linter): - @property - def name(self) -> str: - return "noticePeriod in ISO8601 format" - - @property - def id(self) -> str: - return "notice-period" - - # Regex matching the "simple" ISO8601 duration format - simple = re.compile( - r"""P # Introduces period - (:?[0-9\.,]+Y)? # Number of years - (:?[0-9\.,]+M)? # Number of months - (:?[0-9\.,]+W)? # Number of weeks - (:?[0-9\.,]+D)? # Number of days - (:? # Time part (optional) - T # Always starts with T - (:?[0-9\.,]+H)? # Number of hours - (:?[0-9\.,]+M)? # Number of minutes - (:?[0-9\.,]+S)? # Number of seconds - )? - """, - re.VERBOSE, - ) - datetime_basic = re.compile(r"P\d{8}T\d{6}") - datetime_extended = re.compile(r"P\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}") - - def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: - """Check whether the notice period is specified using ISO8601 duration syntax.""" - if not contract.terms: - return LinterResult.cautious("No terms defined.") - period = contract.terms.noticePeriod - if not period: - return LinterResult.cautious("No notice period defined.") - if not period.startswith("P"): - return LinterResult.erroneous(f"Notice period '{period}' is not a valid" "ISO8601 duration.") - if period == "P": - return LinterResult.erroneous( - "Notice period 'P' is not a valid" "ISO8601 duration, requires at least one" "duration to be specified." - ) - if ( - not self.simple.fullmatch(period) - and not self.datetime_basic.fullmatch(period) - and not self.datetime_extended.fullmatch(period) - ): - return LinterResult.erroneous(f"Notice period '{period}' is not a valid ISO8601 duration.") - return LinterResult() diff --git a/datacontract-cli/datacontract/lint/linters/quality_schema_linter.py b/datacontract-cli/datacontract/lint/linters/quality_schema_linter.py deleted file mode 100644 index a2c17de3c..000000000 --- a/datacontract-cli/datacontract/lint/linters/quality_schema_linter.py +++ /dev/null @@ -1,52 +0,0 @@ -import yaml - -from datacontract.model.data_contract_specification import DataContractSpecification, Model - -from ..lint import Linter, LinterResult - - -class QualityUsesSchemaLinter(Linter): - @property - def name(self) -> str: - return "Quality check(s) use model" - - @property - def id(self) -> str: - return "quality-schema" - - def lint_sodacl(self, check, models: dict[str, Model]) -> LinterResult: - result = LinterResult() - for sodacl_check in check.keys(): - table_name = sodacl_check[len("checks for ") :] - if table_name not in models: - result = result.with_error(f"Quality check on unknown model '{table_name}'") - return result - - def lint_montecarlo(self, check, models: dict[str, Model]) -> LinterResult: - return LinterResult().with_warning("Linting montecarlo checks is not currently implemented") - - def lint_great_expectations(self, check, models: dict[str, Model]) -> LinterResult: - return LinterResult().with_warning("Linting great expectations checks is not currently implemented") - - def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: - result = LinterResult() - models = contract.models - check = contract.quality - if not check: - return LinterResult() - if not check.specification: - return LinterResult.cautious("Quality check without specification.") - if isinstance(check.specification, str): - check_specification = yaml.safe_load(check.specification) - else: - check_specification = check.specification - match check.type: - case "SodaCL": - result = result.combine(self.lint_sodacl(check_specification, models)) - case "montecarlo": - result = result.combine(self.lint_montecarlo(check_specification, models)) - case "great-expectations": - result = result.combine(self.lint_great_expectations(check_specification, models)) - case _: - result = result.with_warning("Can't lint quality check " f"with type '{check.type}'") - return result diff --git a/datacontract-cli/datacontract/lint/linters/valid_constraints_linter.py b/datacontract-cli/datacontract/lint/linters/valid_constraints_linter.py deleted file mode 100644 index c1f764787..000000000 --- a/datacontract-cli/datacontract/lint/linters/valid_constraints_linter.py +++ /dev/null @@ -1,100 +0,0 @@ -from datacontract.model.data_contract_specification import DataContractSpecification, Field - -from ..lint import Linter, LinterResult - - -class ValidFieldConstraintsLinter(Linter): - """Check validity of field constraints. - - More precisely, check that only numeric constraints are specified on - fields of numeric type and string constraints on fields of string type. - Additionally, the linter checks that defined constraints make sense. - Minimum values should not be greater than maximum values, exclusive and - non-exclusive minimum and maximum should not be combined and string - pattern and format should not be combined. - - """ - - valid_types_for_constraint = { - "pattern": set(["string", "text", "varchar"]), - "format": set(["string", "text", "varchar"]), - "minLength": set(["string", "text", "varchar"]), - "maxLength": set(["string", "text", "varchar"]), - "minimum": set(["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"]), - "exclusiveMinimum": set( - ["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"] - ), - "maximum": set(["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"]), - "exclusiveMaximum": set( - ["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"] - ), - } - - def check_minimum_maximum(self, field: Field, field_name: str, model_name: str) -> LinterResult: - (min, max, xmin, xmax) = (field.minimum, field.maximum, field.exclusiveMinimum, field.exclusiveMaximum) - match ( - "minimum" in field.model_fields_set, - "maximum" in field.model_fields_set, - "exclusiveMinimum" in field.model_fields_set, - "exclusiveMaximum" in field.model_fields_set, - ): - case (True, True, _, _) if min > max: - return LinterResult.erroneous( - f"Minimum {min} is greater than maximum {max} on " f"field '{field_name}' in model '{model_name}'." - ) - case (_, _, True, True) if xmin >= xmax: - return LinterResult.erroneous( - f"Exclusive minimum {xmin} is greater than exclusive" - f" maximum {xmax} on field '{field_name}' in model '{model_name}'." - ) - case (True, True, True, True): - return LinterResult.erroneous( - f"Both exclusive and non-exclusive minimum and maximum are " - f"defined on field '{field_name}' in model '{model_name}'." - ) - case (True, _, True, _): - return LinterResult.erroneous( - f"Both exclusive and non-exclusive minimum are " - f"defined on field '{field_name}' in model '{model_name}'." - ) - case (_, True, _, True): - return LinterResult.erroneous( - f"Both exclusive and non-exclusive maximum are " - f"defined on field '{field_name}' in model '{model_name}'." - ) - return LinterResult() - - def check_string_constraints(self, field: Field, field_name: str, model_name: str) -> LinterResult: - result = LinterResult() - if field.minLength and field.maxLength and field.minLength > field.maxLength: - result = result.with_error( - f"Minimum length is greater that maximum length on" f" field '{field_name}' in model '{model_name}'." - ) - if field.pattern and field.format: - result = result.with_error( - f"Both a pattern and a format are defined for field" f" '{field_name}' in model '{model_name}'." - ) - return result - - @property - def name(self): - return "Fields use valid constraints" - - @property - def id(self): - return "field-constraints" - - def lint_implementation(self, contract: DataContractSpecification) -> LinterResult: - result = LinterResult() - for model_name, model in contract.models.items(): - for field_name, field in model.fields.items(): - for _property, allowed_types in self.valid_types_for_constraint.items(): - if _property in field.model_fields_set and field.type not in allowed_types: - result = result.with_error( - f"Forbidden constraint '{_property}' defined on field " - f"'{field_name}' in model '{model_name}'. Field type " - f"is '{field.type}'." - ) - result = result.combine(self.check_minimum_maximum(field, field_name, model_name)) - result = result.combine(self.check_string_constraints(field, field_name, model_name)) - return result diff --git a/datacontract-cli/datacontract/lint/resolve.py b/datacontract-cli/datacontract/lint/resolve.py deleted file mode 100644 index ab95a3b91..000000000 --- a/datacontract-cli/datacontract/lint/resolve.py +++ /dev/null @@ -1,292 +0,0 @@ -import logging -import os - -import fastjsonschema -import yaml -from fastjsonschema import JsonSchemaValueException - -from datacontract.imports.odcs_v3_importer import import_odcs_v3_from_str -from datacontract.lint.resources import read_resource -from datacontract.lint.schema import fetch_schema -from datacontract.lint.urls import fetch_resource -from datacontract.model.data_contract_specification import ( - DataContractSpecification, - Definition, - DeprecatedQuality, -) -from datacontract.model.exceptions import DataContractException -from datacontract.model.odcs import is_open_data_contract_standard - - -def resolve_data_contract( - data_contract_location: str = None, - data_contract_str: str = None, - data_contract: DataContractSpecification = None, - schema_location: str = None, - inline_definitions: bool = False, - inline_quality: bool = False, -) -> DataContractSpecification: - if data_contract_location is not None: - return resolve_data_contract_from_location( - data_contract_location, schema_location, inline_definitions, inline_quality - ) - elif data_contract_str is not None: - return _resolve_data_contract_from_str(data_contract_str, schema_location, inline_definitions, inline_quality) - elif data_contract is not None: - return data_contract - else: - raise DataContractException( - type="lint", - result="failed", - name="Check that data contract YAML is valid", - reason="Data contract needs to be provided", - engine="datacontract", - ) - - -def resolve_data_contract_dict( - data_contract_location: str = None, - data_contract_str: str = None, - data_contract: DataContractSpecification = None, -) -> dict: - if data_contract_location is not None: - return _to_yaml(read_resource(data_contract_location)) - elif data_contract_str is not None: - return _to_yaml(data_contract_str) - elif data_contract is not None: - return data_contract.model_dump() - else: - raise DataContractException( - type="lint", - result="failed", - name="Check that data contract YAML is valid", - reason="Data contract needs to be provided", - engine="datacontract", - ) - - -def resolve_data_contract_from_location( - location, schema_location: str = None, inline_definitions: bool = False, inline_quality: bool = False -) -> DataContractSpecification: - data_contract_str = read_resource(location) - return _resolve_data_contract_from_str(data_contract_str, schema_location, inline_definitions, inline_quality) - - -def inline_definitions_into_data_contract(spec: DataContractSpecification): - for model in spec.models.values(): - for field in model.fields.values(): - inline_definition_into_field(field, spec) - - -def inline_definition_into_field(field, spec): - # iterate recursively over arrays - if field.items is not None: - inline_definition_into_field(field.items, spec) - - # iterate recursively over nested fields - if field.fields is not None: - for nested_field_name, nested_field in field.fields.items(): - inline_definition_into_field(nested_field, spec) - - if not field.ref: - return - - definition = _resolve_definition_ref(field.ref, spec) - for field_name in field.model_fields.keys(): - if field_name in definition.model_fields_set and field_name not in field.model_fields_set: - setattr(field, field_name, getattr(definition, field_name)) - # extras - for extra_field_name, extra_field_value in definition.model_extra.items(): - if extra_field_name not in field.model_extra.keys(): - setattr(field, extra_field_name, extra_field_value) - - -def _resolve_definition_ref(ref, spec) -> Definition: - logging.info(f"Resolving definition ref {ref}") - - if "#" in ref: - path, definition_path = ref.split("#") - else: - path, definition_path = ref, None - - if path.startswith("http://") or path.startswith("https://"): - logging.info(f"Resolving definition url {path}") - - definition_str = fetch_resource(path) - definition_dict = _to_yaml(definition_str) - definition = Definition(**definition_dict) - if definition_path is not None: - return _find_by_path_in_definition(definition_path, definition) - else: - return definition - elif path.startswith("file://"): - logging.info(f"Resolving definition file path {path}") - - path = path.replace("file://", "") - definition_str = _fetch_file(path) - definition_dict = _to_yaml(definition_str) - definition = Definition(**definition_dict) - if definition_path is not None: - return _find_by_path_in_definition(definition_path, definition) - else: - return definition - elif ref.startswith("#"): - logging.info(f"Resolving definition local path {path}") - - definition_path = ref[1:] - - return _find_by_path_in_spec(definition_path, spec) - else: - raise DataContractException( - type="lint", - result="failed", - name="Check that data contract YAML is valid", - reason=f"Cannot resolve reference {ref}", - engine="datacontract", - ) - - -def _find_by_path_in_spec(definition_path: str, spec: DataContractSpecification): - path_elements = definition_path.split("/") - definition_key = path_elements[2] - if definition_key not in spec.definitions: - raise DataContractException( - type="lint", - result="failed", - name="Check that data contract YAML is valid", - reason=f"Cannot resolve definition {definition_key}", - engine="datacontract", - ) - definition = spec.definitions[definition_key] - definition = _find_subfield_in_definition(definition, path_elements[3:]) - return definition - - -def _find_by_path_in_definition(definition_path: str, definition: Definition): - if definition_path == "" or definition_path == "/": - return definition - - path_elements = definition_path.split("/") - return _find_subfield_in_definition(definition, path_elements[1:]) - - -def _find_subfield_in_definition(definition: Definition, path_elements): - while len(path_elements) > 0 and path_elements[0] == "fields": - definition = definition.fields[path_elements[1]] - path_elements = path_elements[2:] - - return definition - - -def _fetch_file(path) -> str: - if not os.path.exists(path): - raise DataContractException( - type="export", - result="failed", - name="Check that data contract definition is valid", - reason=f"Cannot resolve reference {path}", - engine="datacontract", - ) - with open(path, "r") as file: - return file.read() - - -def _resolve_quality_ref(quality: DeprecatedQuality): - """ - Return the content of a ref file path - @param quality data contract quality specification - """ - if isinstance(quality.specification, dict): - specification = quality.specification - if quality.type == "great-expectations": - for model, model_quality in specification.items(): - specification[model] = _get_quality_ref_file(model_quality) - else: - if "$ref" in specification: - quality.specification = _get_quality_ref_file(specification) - - -def _get_quality_ref_file(quality_spec: str | object) -> str | object: - """ - Get the file associated with a quality reference - @param quality_spec quality specification - @returns: the content of the quality file - """ - if isinstance(quality_spec, dict) and "$ref" in quality_spec: - ref = quality_spec["$ref"] - if not os.path.exists(ref): - raise DataContractException( - type="export", - result="failed", - name="Check that data contract quality is valid", - reason=f"Cannot resolve reference {ref}", - engine="datacontract", - ) - with open(ref, "r") as file: - quality_spec = file.read() - return quality_spec - - -def _resolve_data_contract_from_str( - data_contract_str, schema_location: str = None, inline_definitions: bool = False, inline_quality: bool = False -) -> DataContractSpecification: - yaml_dict = _to_yaml(data_contract_str) - - if is_open_data_contract_standard(yaml_dict): - logging.info("Importing ODCS v3") - # if ODCS, then validate the ODCS schema and import to DataContractSpecification directly - data_contract_specification = DataContractSpecification(dataContractSpecification="1.1.0") - return import_odcs_v3_from_str(data_contract_specification, source_str=data_contract_str) - else: - logging.info("Importing DCS") - - _validate_data_contract_specification_schema(yaml_dict, schema_location) - data_contract_specification = yaml_dict - spec = DataContractSpecification(**data_contract_specification) - - if inline_definitions: - inline_definitions_into_data_contract(spec) - if spec.quality and inline_quality: - _resolve_quality_ref(spec.quality) - - return spec - - -def _to_yaml(data_contract_str) -> dict: - try: - yaml_dict = yaml.safe_load(data_contract_str) - return yaml_dict - except Exception as e: - logging.warning(f"Cannot parse YAML. Error: {str(e)}") - raise DataContractException( - type="lint", - result="failed", - name="Check that data contract YAML is valid", - reason=f"Cannot parse YAML. Error: {str(e)}", - engine="datacontract", - ) - - -def _validate_data_contract_specification_schema(data_contract_yaml, schema_location: str = None): - schema = fetch_schema(schema_location) - try: - fastjsonschema.validate(schema, data_contract_yaml, use_default=False) - logging.debug("YAML data is valid.") - except JsonSchemaValueException as e: - logging.warning(f"Data Contract YAML is invalid. Validation error: {e.message}") - raise DataContractException( - type="lint", - result="failed", - name="Check that data contract YAML is valid", - reason=e.message, - engine="datacontract", - ) - except Exception as e: - logging.warning(f"Data Contract YAML is invalid. Validation error: {str(e)}") - raise DataContractException( - type="lint", - result="failed", - name="Check that data contract YAML is valid", - reason=str(e), - engine="datacontract", - ) diff --git a/datacontract-cli/datacontract/lint/resources.py b/datacontract-cli/datacontract/lint/resources.py deleted file mode 100644 index c7d416cc4..000000000 --- a/datacontract-cli/datacontract/lint/resources.py +++ /dev/null @@ -1,21 +0,0 @@ -from datacontract.lint.files import read_file -from datacontract.lint.urls import fetch_resource - - -def read_resource(location: str) -> str: - """ - Read a resource from a given location. - - If the location is a URL, fetch the resource from the web. API-Keys are supported. - Otherwise, read the resource from a local file. - - Args: - location (str): The location of the resource, either a URL or a file path. - - Returns: - str: The content of the resource. - """ - if location.startswith("http://") or location.startswith("https://"): - return fetch_resource(location) - else: - return read_file(location) diff --git a/datacontract-cli/datacontract/lint/schema.py b/datacontract-cli/datacontract/lint/schema.py deleted file mode 100644 index ab3518031..000000000 --- a/datacontract-cli/datacontract/lint/schema.py +++ /dev/null @@ -1,54 +0,0 @@ -import importlib.resources as resources -import json -import logging -import os -from typing import Any, Dict - -import requests - -from datacontract.model.exceptions import DataContractException - -DEFAULT_DATA_CONTRACT_SCHEMA = "datacontract-1.1.0.schema.json" - - -def fetch_schema(location: str = None) -> Dict[str, Any]: - """ - Fetch and return a JSON schema from a given location. - - This function retrieves a JSON schema either from a URL or a local file path. - If no location is provided, it defaults to the DataContract schema URL. - - Args: - location: The URL or file path of the schema. - - Returns: - The JSON schema as a dictionary. - - Raises: - DataContractException: If the specified local file does not exist. - requests.RequestException: If there's an error fetching the schema from a URL. - json.JSONDecodeError: If there's an error decoding the JSON schema. - - """ - if location is None: - logging.info("Use default bundled schema " + DEFAULT_DATA_CONTRACT_SCHEMA) - schemas = resources.files("datacontract") - schema_file = schemas.joinpath("schemas", DEFAULT_DATA_CONTRACT_SCHEMA) - with schema_file.open("r") as file: - schema = json.load(file) - elif location.startswith("http://") or location.startswith("https://"): - response = requests.get(location) - schema = response.json() - else: - if not os.path.exists(location): - raise DataContractException( - type="lint", - name=f"Reading schema from {location}", - reason=f"The file '{location}' does not exist.", - engine="datacontract", - result="error", - ) - with open(location, "r") as file: - schema = json.load(file) - - return schema diff --git a/datacontract-cli/datacontract/lint/urls.py b/datacontract-cli/datacontract/lint/urls.py deleted file mode 100644 index 6279e6187..000000000 --- a/datacontract-cli/datacontract/lint/urls.py +++ /dev/null @@ -1,60 +0,0 @@ -import os -from urllib.parse import urlparse - -import requests - -from datacontract.model.exceptions import DataContractException - - -def fetch_resource(url: str): - headers = { - "accept": "application/yaml", - } - - _set_api_key(headers, url) - response = requests.get(url, headers=headers) - if response.status_code == 200: - return response.text - else: - raise DataContractException( - type="lint", - name=f"Reading data contract from {url}", - reason=f"Cannot read resource from URL {url}. Response status is {response.status_code}", - engine="datacontract", - result="error", - ) - - -def _set_api_key(headers, url): - hostname = urlparse(url).hostname - - datamesh_manager_api_key = os.getenv("DATAMESH_MANAGER_API_KEY") - datacontract_manager_api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY") - - if hostname == "datamesh-manager.com" or hostname.endswith(".datamesh-manager.com"): - if datamesh_manager_api_key is None or datamesh_manager_api_key == "": - print("Error: Data Mesh Manager API key is not set. Set env variable DATAMESH_MANAGER_API_KEY.") - raise DataContractException( - type="lint", - name=f"Reading data contract from {url}", - reason="Error: Data Mesh Manager API key is not set. Set env variable DATAMESH_MANAGER_API_KEY.", - engine="datacontract", - result="error", - ) - headers["x-api-key"] = datamesh_manager_api_key - elif hostname == "datacontract-manager.com" or hostname.endswith(".datacontract-manager.com"): - if datacontract_manager_api_key is None or datacontract_manager_api_key == "": - print("Error: Data Contract Manager API key is not set. Set env variable DATACONTRACT_MANAGER_API_KEY.") - raise DataContractException( - type="lint", - name=f"Reading data contract from {url}", - reason="Error: Data Contract Manager API key is not set. Set env variable DATACONTRACT_MANAGER_API_KEY.", - engine="datacontract", - result="error", - ) - headers["x-api-key"] = datacontract_manager_api_key - - if datamesh_manager_api_key is not None and datamesh_manager_api_key != "": - headers["x-api-key"] = datamesh_manager_api_key - if datacontract_manager_api_key is not None and datacontract_manager_api_key != "": - headers["x-api-key"] = datacontract_manager_api_key diff --git a/datacontract-cli/datacontract/model/data_contract_specification.py b/datacontract-cli/datacontract/model/data_contract_specification.py deleted file mode 100644 index dcfdd94ec..000000000 --- a/datacontract-cli/datacontract/model/data_contract_specification.py +++ /dev/null @@ -1,327 +0,0 @@ -import os -from typing import Any, Dict, List - -import pydantic as pyd -import yaml - -DATACONTRACT_TYPES = [ - "string", - "text", - "varchar", - "number", - "decimal", - "numeric", - "int", - "integer", - "long", - "bigint", - "float", - "double", - "boolean", - "timestamp", - "timestamp_tz", - "timestamp_ntz", - "date", - "array", - "bytes", - "object", - "record", - "struct", - "null", -] - - -class Contact(pyd.BaseModel): - name: str | None = None - url: str | None = None - email: str | None = None - - model_config = pyd.ConfigDict( - extra="allow", - ) - - -class ServerRole(pyd.BaseModel): - name: str | None = None - description: str | None = None - model_config = pyd.ConfigDict( - extra="allow", - ) - - -class Server(pyd.BaseModel): - type: str | None = None - description: str | None = None - environment: str | None = None - format: str | None = None - project: str | None = None - dataset: str | None = None - path: str | None = None - delimiter: str | None = None - endpointUrl: str | None = None - location: str | None = None - account: str | None = None - database: str | None = None - schema_: str | None = pyd.Field(default=None, alias="schema") - host: str | None = None - port: int | None = None - catalog: str | None = None - topic: str | None = None - http_path: str | None = None # Use ENV variable - token: str | None = None # Use ENV variable - dataProductId: str | None = None - outputPortId: str | None = None - driver: str | None = None - storageAccount: str | None = None - roles: List[ServerRole] = None - - model_config = pyd.ConfigDict( - extra="allow", - ) - - -class Terms(pyd.BaseModel): - usage: str | None = None - limitations: str | None = None - billing: str | None = None - noticePeriod: str | None = None - description: str | None = None - - model_config = pyd.ConfigDict( - extra="allow", - ) - - -class Definition(pyd.BaseModel): - domain: str | None = None - name: str | None = None - title: str | None = None - description: str | None = None - type: str | None = None - enum: List[str] = [] - format: str | None = None - minLength: int | None = None - maxLength: int | None = None - pattern: str | None = None - minimum: int | None = None - exclusiveMinimum: int | None = None - maximum: int | None = None - exclusiveMaximum: int | None = None - pii: bool | None = None - classification: str | None = None - fields: Dict[str, "Field"] = {} - items: "Field" = None - tags: List[str] = [] - links: Dict[str, str] = {} - example: str | None = None - examples: List[Any] | None = None - - model_config = pyd.ConfigDict( - extra="allow", - ) - - -class Quality(pyd.BaseModel): - type: str | None = None - description: str | None = None - query: str | None = None - dialect: str | None = None - mustBe: int | None = None - mustNotBe: int | None = None - mustBeGreaterThan: int | None = None - mustBeGreaterThanOrEqualTo: int | None = None - mustBeLessThan: int | None = None - mustBeLessThanOrEqualTo: int | None = None - mustBeBetween: List[int] = None - mustNotBeBetween: List[int] = None - engine: str | None = None - implementation: str | Dict[str, Any] | None = None - - model_config = pyd.ConfigDict( - extra="allow", - ) - - -class Field(pyd.BaseModel): - ref: str = pyd.Field(default=None, alias="$ref") - title: str | None = None - type: str | None = None - format: str | None = None - required: bool | None = None - primary: bool = pyd.Field( - default=None, - deprecated="Removed in Data Contract Specification v1.1.0. Use primaryKey instead.", - ) - primaryKey: bool | None = None - unique: bool | None = None - references: str | None = None - description: str | None = None - pii: bool | None = None - classification: str | None = None - pattern: str | None = None - minLength: int | None = None - maxLength: int | None = None - minimum: int | None = None - exclusiveMinimum: int | None = None - maximum: int | None = None - exclusiveMaximum: int | None = None - enum: List[str] | None = [] - tags: List[str] | None = [] - links: Dict[str, str] = {} - fields: Dict[str, "Field"] = {} - items: "Field" = None - keys: "Field" = None - values: "Field" = None - precision: int | None = None - scale: int | None = None - example: Any | None = pyd.Field( - default=None, - deprecated="Removed in Data Contract Specification v1.1.0. Use examples instead.", - ) - examples: List[Any] | None = None - quality: List[Quality] | None = [] - config: Dict[str, Any] | None = None - - model_config = pyd.ConfigDict( - extra="allow", - ) - - -class Model(pyd.BaseModel): - description: str | None = None - type: str | None = None - namespace: str | None = None - title: str | None = None - fields: Dict[str, Field] = {} - quality: List[Quality] | None = [] - primaryKey: List[str] | None = [] - examples: List[Any] | None = None - config: Dict[str, Any] = None - tags: List[str] | None = None - - model_config = pyd.ConfigDict( - extra="allow", - ) - - -class Info(pyd.BaseModel): - title: str | None = None - version: str | None = None - status: str | None = None - description: str | None = None - owner: str | None = None - contact: Contact | None = None - - model_config = pyd.ConfigDict( - extra="allow", - ) - - -class Example(pyd.BaseModel): - type: str | None = None - description: str | None = None - model: str | None = None - data: str | object = None - - -# Deprecated Quality class -class DeprecatedQuality(pyd.BaseModel): - type: str | None = None - specification: str | object = None - - -class Availability(pyd.BaseModel): - description: str | None = None - percentage: str | None = None - - -class Retention(pyd.BaseModel): - description: str | None = None - period: str | None = None - unlimited: bool | None = None - timestampField: str | None = None - - -class Latency(pyd.BaseModel): - description: str | None = None - threshold: str | None = None - sourceTimestampField: str | None = None - processedTimestampField: str | None = None - - -class Freshness(pyd.BaseModel): - description: str | None = None - threshold: str | None = None - timestampField: str | None = None - - -class Frequency(pyd.BaseModel): - description: str | None = None - type: str | None = None - interval: str | None = None - cron: str | None = None - - -class Support(pyd.BaseModel): - description: str | None = None - time: str | None = None - responseTime: str | None = None - - -class Backup(pyd.BaseModel): - description: str | None = None - interval: str | None = None - cron: str | None = None - recoveryTime: str | None = None - recoveryPoint: str | None = None - - -class ServiceLevel(pyd.BaseModel): - availability: Availability | None = None - retention: Retention | None = None - latency: Latency | None = None - freshness: Freshness | None = None - frequency: Frequency | None = None - support: Support | None = None - backup: Backup | None = None - - -class DataContractSpecification(pyd.BaseModel): - dataContractSpecification: str | None = None - id: str | None = None - info: Info | None = None - servers: Dict[str, Server] = {} - terms: Terms | None = None - models: Dict[str, Model] = {} - definitions: Dict[str, Definition] = {} - examples: List[Example] = pyd.Field( - default_factory=list, - deprecated="Removed in Data Contract Specification " "v1.1.0. Use models.examples instead.", - ) - quality: DeprecatedQuality | None = pyd.Field( - default=None, - deprecated="Removed in Data Contract Specification v1.1.0. Use " "model-level and field-level quality instead.", - ) - servicelevels: ServiceLevel | None = None - links: Dict[str, str] = {} - tags: List[str] = [] - - @classmethod - def from_file(cls, file): - if not os.path.exists(file): - raise FileNotFoundError(f"The file '{file}' does not exist.") - with open(file, "r") as file: - file_content = file.read() - return DataContractSpecification.from_string(file_content) - - @classmethod - def from_string(cls, data_contract_str): - data = yaml.safe_load(data_contract_str) - return DataContractSpecification(**data) - - def to_yaml(self): - return yaml.dump( - self.model_dump(exclude_defaults=True, exclude_none=True, by_alias=True), - sort_keys=False, - allow_unicode=True, - ) diff --git a/datacontract-cli/datacontract/model/exceptions.py b/datacontract-cli/datacontract/model/exceptions.py deleted file mode 100644 index 9c9a47358..000000000 --- a/datacontract-cli/datacontract/model/exceptions.py +++ /dev/null @@ -1,38 +0,0 @@ -from datacontract.model.run import ResultEnum - - -class DataContractException(Exception): - """Exception raised for errors in the execution of a run. - - Attributes: - type (str): The type of the error. - name (str): The name associated with the error. - model (str): The model involved in the error. - reason (str): Explanation of the error. - engine (str): The engine where the error occurred. - original_exception (Exception, optional): Original exception that led to this error. - message (str): General message for the error. - """ - - def __init__( - self, - type, - name, - reason, - engine="datacontract", - model=None, - original_exception=None, - result: ResultEnum = ResultEnum.failed, - message="Run operation failed", - ): - self.type = type - self.name = name - self.model = model - self.reason = reason - self.result = result - self.engine = engine - self.original_exception = original_exception - self.message = message - super().__init__( - f"{self.message}: [{self.type}] {self.name} - {self.model} - {self.result} - {self.reason} - {self.engine}" - ) diff --git a/datacontract-cli/datacontract/model/odcs.py b/datacontract-cli/datacontract/model/odcs.py deleted file mode 100644 index 3b040918e..000000000 --- a/datacontract-cli/datacontract/model/odcs.py +++ /dev/null @@ -1,11 +0,0 @@ -def is_open_data_contract_standard(odcs: dict) -> bool: - """ - Check if the given dictionary is an OpenDataContractStandard. - - Args: - odcs (dict): The dictionary to check. - - Returns: - bool: True if the dictionary is an OpenDataContractStandard, False otherwise. - """ - return odcs.get("kind") == "DataContract" and odcs.get("apiVersion", "").startswith("v3") diff --git a/datacontract-cli/datacontract/model/run.py b/datacontract-cli/datacontract/model/run.py deleted file mode 100644 index 6cb879407..000000000 --- a/datacontract-cli/datacontract/model/run.py +++ /dev/null @@ -1,107 +0,0 @@ -import logging -from datetime import datetime, timezone -from enum import Enum -from typing import List -from uuid import UUID, uuid4 - -from pydantic import BaseModel - - -class ResultEnum(str, Enum): - passed = "passed" - warning = "warning" - failed = "failed" - error = "error" - info = "info" - unknown = "unknown" - - -class Check(BaseModel): - id: str | None = None - key: str | None = None - category: str | None = None - type: str - name: str | None = None - model: str | None = None - field: str | None = None - - engine: str | None = None - language: str | None = None - implementation: str | None = None - - result: ResultEnum | None = None - reason: str | None = None - details: str | None = None - diagnostics: dict | None = None - - -class Log(BaseModel): - level: str - message: str - timestamp: datetime - - -class Run(BaseModel): - runId: UUID - dataContractId: str | None = None - dataContractVersion: str | None = None - dataProductId: str | None = None - outputPortId: str | None = None - server: str | None = None - timestampStart: datetime | None - timestampEnd: datetime | None - result: ResultEnum = ResultEnum.unknown - checks: List[Check] | None - logs: List[Log] | None - - def has_passed(self): - self.calculate_result() - return self.result == ResultEnum.passed - - def finish(self): - self.timestampEnd = datetime.now(timezone.utc) - self.calculate_result() - - def calculate_result(self): - if any(check.result == ResultEnum.error for check in self.checks): - self.result = ResultEnum.error - elif any(check.result == ResultEnum.failed for check in self.checks): - self.result = ResultEnum.failed - elif any(check.result == ResultEnum.warning for check in self.checks): - self.result = ResultEnum.warning - elif any(check.result == ResultEnum.passed for check in self.checks): - self.result = ResultEnum.passed - else: - self.result = ResultEnum.unknown - - def log_info(self, message: str): - logging.info(message) - self.logs.append(Log(level="INFO", message=message, timestamp=datetime.now(timezone.utc))) - - def log_warn(self, message: str): - logging.warning(message) - self.logs.append(Log(level="WARN", message=message, timestamp=datetime.now(timezone.utc))) - - def log_error(self, message: str): - logging.error(message) - self.logs.append(Log(level="ERROR", message=message, timestamp=datetime.now(timezone.utc))) - - def pretty(self): - return self.model_dump_json(indent=2) - - @staticmethod - def create_run(): - """ - Factory method to create a new Run instance. - - :return: An instance of Run. - """ - run_id = uuid4() - now = datetime.now(timezone.utc) - return Run( - runId=run_id, - timestampStart=now, - timestampEnd=now, - checks=[], - logs=[], - ) diff --git a/datacontract-cli/datacontract/output/junit_test_results.py b/datacontract-cli/datacontract/output/junit_test_results.py deleted file mode 100644 index c06d6232f..000000000 --- a/datacontract-cli/datacontract/output/junit_test_results.py +++ /dev/null @@ -1,135 +0,0 @@ -import xml.etree.ElementTree as ET -from pathlib import Path -from xml.dom import minidom - -import yaml - -from datacontract.model.run import ResultEnum, Run - - -def write_junit_test_results(run: Run, console, output_path: Path): - if not output_path: - console.print("No output path specified for JUnit test results. Skip writing JUnit test results.") - return - - testsuite = ET.Element( - "testsuite", - id=str(run.runId), - name=run.dataContractId if run.dataContractId else "Data Contract", - tests=str(len(run.checks)), - errors=str(count_errors(run)), - failures=str(count_failed(run)), - skipped=str(count_skipped(run)), - timestamp=run.timestampStart.replace(tzinfo=None).isoformat(), - time=str((run.timestampEnd - run.timestampStart).total_seconds()), - ) - - testsuiteProperties = ET.SubElement(testsuite, "properties") - if run.dataContractId is not None: - ET.SubElement(testsuiteProperties, "property", name="dataContractId", value=run.dataContractId) - if run.dataContractVersion is not None: - ET.SubElement(testsuiteProperties, "property", name="dataContractVersion", value=run.dataContractVersion) - if run.dataProductId is not None: - ET.SubElement(testsuiteProperties, "property", name="dataProductId", value=run.dataProductId) - if run.outputPortId is not None: - ET.SubElement(testsuiteProperties, "property", name="outputPortId", value=run.outputPortId) - if run.server is not None: - ET.SubElement(testsuiteProperties, "property", name="server", value=run.server) - - for check in run.checks: - testcase = ET.SubElement(testsuite, "testcase", classname=to_class_name(check), name=to_testcase_name(check)) - if check.result == ResultEnum.passed: - pass - elif check.result == ResultEnum.failed: - failure = ET.SubElement( - testcase, - "failure", - message=check.reason if check.reason else "Failed", - type=check.category if check.category else "General", - ) - failure.text = to_failure_text(check) - elif check.result == ResultEnum.error: - error = ET.SubElement( - testcase, - "error", - message=check.reason if check.reason else "Error", - type=check.category if check.category else "General", - ) - error.text = to_failure_text(check) - elif check.result is ResultEnum.warning: - skipped = ET.SubElement( - testcase, - "skipped", - message=check.reason if check.reason else "Warning", - type=check.category if check.category else "General", - ) - skipped.skipped = to_failure_text(check) - else: - ET.SubElement( - testcase, - "skipped", - message=check.reason if check.reason else "None", - type=check.category if check.category else "General", - ) - - if run.logs: - system_out = ET.SubElement(testsuite, "system-out") - system_out.text = logs_to_system_out(run) - - xml_str: str = ET.tostring(testsuite, xml_declaration=True, encoding="utf-8") - xml_str_pretty = minidom.parseString(xml_str).toprettyxml(indent=" ") - output_path.parent.mkdir(parents=True, exist_ok=True) - with open(output_path, "w", encoding="utf-8") as f: - f.write(xml_str_pretty) - console.print(f"JUnit test results written to {output_path}") - - -def to_testcase_name(check): - if check.key: - return check.key - if check.name: - return check.name - else: - return "unknown" - - -def logs_to_system_out(run): - result = "" - for log in run.logs: - result += f"{log.timestamp} {log.level}: {log.message}\n" - return result - - -def to_class_name(check): - if check.model and check.field: - return f"{check.model}.{check.field}" - elif check.model: - return check.model - elif check.field: - return check.field - else: - return "general" - - -def to_failure_text(check): - return ( - f"Name: {check.name}\n" - f"Engine: {check.engine}\n" - f"Implementation:\n{check.implementation}\n\n" - f"Result: {check.result.value if check.result is not None else ''}\n" - f"Reason: {check.reason}\n" - f"Details: {check.details}\n" - f"Diagnostics:\n{yaml.dump(check.diagnostics, default_flow_style=False)}" - ) - - -def count_errors(run): - return sum(1 for check in run.checks if check.result == ResultEnum.error) - - -def count_failed(run): - return sum(1 for check in run.checks if check.result == ResultEnum.failed) - - -def count_skipped(run): - return sum(1 for check in run.checks if check.result is None) diff --git a/datacontract-cli/datacontract/output/output_format.py b/datacontract-cli/datacontract/output/output_format.py deleted file mode 100644 index 0d9ea9040..000000000 --- a/datacontract-cli/datacontract/output/output_format.py +++ /dev/null @@ -1,10 +0,0 @@ -from enum import Enum - - -class OutputFormat(str, Enum): - # json = "json" # coming soon - junit = "junit" - - @classmethod - def get_supported_formats(cls): - return list(map(lambda c: c.value, cls)) diff --git a/datacontract-cli/datacontract/output/test_results_writer.py b/datacontract-cli/datacontract/output/test_results_writer.py deleted file mode 100644 index 56d9f3379..000000000 --- a/datacontract-cli/datacontract/output/test_results_writer.py +++ /dev/null @@ -1,79 +0,0 @@ -from pathlib import Path - -import typer -from rich import box -from rich.console import Console -from rich.table import Table - -from datacontract.model.run import Run -from datacontract.output.junit_test_results import write_junit_test_results -from datacontract.output.output_format import OutputFormat - - -def write_test_result(run: Run, console: Console, output_format: OutputFormat, output_path: Path): - if output_format == OutputFormat.junit: - write_junit_test_results(run, console, output_path) - - _print_table(run, console) - if run.result == "passed": - console.print( - f"🟢 data contract is valid. Run {len(run.checks)} checks. Took {(run.timestampEnd - run.timestampStart).total_seconds()} seconds." - ) - elif run.result == "warning": - console.print("🟠 data contract has warnings. Found the following warnings:") - i = 1 - for check in run.checks: - if check.result != "passed": - field = to_field(run, check) - if field: - field = field + " " - else: - field = "" - console.print(f"{i}) {field}{check.name}: {check.reason}") - i += 1 - else: - console.print("🔴 data contract is invalid, found the following errors:") - i = 1 - for check in run.checks: - if check.result != "passed": - field = to_field(run, check) - if field: - field = field + " " - else: - field = "" - console.print(f"{i}) {field}{check.name}: {check.reason}") - i += 1 - raise typer.Exit(code=1) - - -def _print_table(run, console): - table = Table(box=box.ROUNDED) - table.add_column("Result", no_wrap=True) - table.add_column("Check", max_width=100) - table.add_column("Field", max_width=32) - table.add_column("Details", max_width=50) - for check in sorted(run.checks, key=lambda c: (c.result or "", c.model or "", c.field or "")): - table.add_row(with_markup(check.result), check.name, to_field(run, check), check.reason) - console.print(table) - - -def to_field(run, check): - models = [c.model for c in run.checks] - if len(set(models)) > 1: - if check.field is None: - return check.model - return check.model + "." + check.field - else: - return check.field - - -def with_markup(result): - if result == "passed": - return "[green]passed[/green]" - if result == "warning": - return "[yellow]warning[/yellow]" - if result == "failed": - return "[red]failed[/red]" - if result == "error": - return "[red]error[/red]" - return result diff --git a/datacontract-cli/datacontract/py.typed b/datacontract-cli/datacontract/py.typed deleted file mode 100644 index e69de29bb..000000000 diff --git a/datacontract-cli/datacontract/schemas/datacontract-1.1.0.init.yaml b/datacontract-cli/datacontract/schemas/datacontract-1.1.0.init.yaml deleted file mode 100644 index 81d1c7d03..000000000 --- a/datacontract-cli/datacontract/schemas/datacontract-1.1.0.init.yaml +++ /dev/null @@ -1,91 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -# description: -# owner: -# contact: -# name: -# url: -# email: - - -### servers - -#servers: -# production: -# type: s3 -# location: s3:// -# format: parquet -# delimiter: new_line - -### terms - -#terms: -# usage: -# limitations: -# billing: -# noticePeriod: - - -### models - -# models: -# my_model: -# description: -# type: -# fields: -# my_field: -# type: -# description: - - -### definitions - -# definitions: -# my_field: -# domain: -# name: -# title: -# type: -# description: -# example: -# pii: -# classification: - - -### servicelevels - -#servicelevels: -# availability: -# description: The server is available during support hours -# percentage: 99.9% -# retention: -# description: Data is retained for one year because! -# period: P1Y -# unlimited: false -# latency: -# description: Data is available within 25 hours after the order was placed -# threshold: 25h -# sourceTimestampField: orders.order_timestamp -# processedTimestampField: orders.processed_timestamp -# freshness: -# description: The age of the youngest row in a table. -# threshold: 25h -# timestampField: orders.order_timestamp -# frequency: -# description: Data is delivered once a day -# type: batch # or streaming -# interval: daily # for batch, either or cron -# cron: 0 0 * * * # for batch, either or interval -# support: -# description: The data is available during typical business hours at headquarters -# time: 9am to 5pm in EST on business days -# responseTime: 1h -# backup: -# description: Data is backed up once a week, every Sunday at 0:00 UTC. -# interval: weekly -# cron: 0 0 * * 0 -# recoveryTime: 24 hours -# recoveryPoint: 1 week diff --git a/datacontract-cli/datacontract/schemas/datacontract-1.1.0.schema.json b/datacontract-cli/datacontract/schemas/datacontract-1.1.0.schema.json deleted file mode 100644 index 29b933e14..000000000 --- a/datacontract-cli/datacontract/schemas/datacontract-1.1.0.schema.json +++ /dev/null @@ -1,1975 +0,0 @@ -{ - "$schema": "http://json-schema.org/draft-07/schema#", - "type": "object", - "title": "DataContractSpecification", - "properties": { - "dataContractSpecification": { - "type": "string", - "title": "DataContractSpecificationVersion", - "enum": [ - "1.1.0", - "0.9.3", - "0.9.2", - "0.9.1", - "0.9.0" - ], - "description": "Specifies the Data Contract Specification being used." - }, - "id": { - "type": "string", - "description": "Specifies the identifier of the data contract." - }, - "info": { - "type": "object", - "properties": { - "title": { - "type": "string", - "description": "The title of the data contract." - }, - "version": { - "type": "string", - "description": "The version of the data contract document (which is distinct from the Data Contract Specification version or the Data Product implementation version)." - }, - "status": { - "type": "string", - "description": "The status of the data contract. Can be proposed, in development, active, retired.", - "examples": [ - "proposed", - "in development", - "active", - "deprecated", - "retired" - ] - }, - "description": { - "type": "string", - "description": "A description of the data contract." - }, - "owner": { - "type": "string", - "description": "The owner or team responsible for managing the data contract and providing the data." - }, - "contact": { - "type": "object", - "properties": { - "name": { - "type": "string", - "description": "The identifying name of the contact person/organization." - }, - "url": { - "type": "string", - "format": "uri", - "description": "The URL pointing to the contact information. This MUST be in the form of a URL." - }, - "email": { - "type": "string", - "format": "email", - "description": "The email address of the contact person/organization. This MUST be in the form of an email address." - } - }, - "description": "Contact information for the data contract.", - "additionalProperties": true - } - }, - "additionalProperties": true, - "required": [ - "title", - "version" - ], - "description": "Metadata and life cycle information about the data contract." - }, - "servers": { - "type": "object", - "description": "Information about the servers.", - "additionalProperties": { - "$ref": "#/$defs/BaseServer", - "allOf": [ - { - "if": { - "properties": { - "type": { - "const": "bigquery" - } - } - }, - "then": { - "$ref": "#/$defs/BigQueryServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "postgres" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/PostgresServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "s3" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/S3Server" - } - }, - { - "if": { - "properties": { - "type": { - "const": "sftp" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/SftpServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "redshift" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/RedshiftServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "azure" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/AzureServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "sqlserver" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/SqlserverServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "snowflake" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/SnowflakeServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "databricks" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/DatabricksServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "dataframe" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/DataframeServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "glue" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/GlueServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "postgres" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/PostgresServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "oracle" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/OracleServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "kafka" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/KafkaServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "pubsub" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/PubSubServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "kinesis" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/KinesisDataStreamsServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "trino" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/TrinoServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "local" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/LocalServer" - } - } - ] - } - }, - "terms": { - "type": "object", - "description": "The terms and conditions of the data contract.", - "properties": { - "usage": { - "type": "string", - "description": "The usage describes the way the data is expected to be used. Can contain business and technical information." - }, - "limitations": { - "type": "string", - "description": "The limitations describe the restrictions on how the data can be used, can be technical or restrictions on what the data may not be used for." - }, - "policies": { - "type": "array", - "items": { - "type": "object", - "properties": { - "type": { - "type": "string", - "description": "The type of the policy.", - "examples": [ - "privacy", - "security", - "retention", - "compliance" - ] - }, - "description": { - "type": "string", - "description": "A description of the policy." - }, - "url": { - "type": "string", - "format": "uri", - "description": "A URL to the policy document." - } - }, - "additionalProperties": true - }, - "description": "The limitations describe the restrictions on how the data can be used, can be technical or restrictions on what the data may not be used for." - }, - "billing": { - "type": "string", - "description": "The billing describes the pricing model for using the data, such as whether it's free, having a monthly fee, or metered pay-per-use." - }, - "noticePeriod": { - "type": "string", - "description": "The period of time that must be given by either party to terminate or modify a data usage agreement. Uses ISO-8601 period format, e.g., 'P3M' for a period of three months." - } - }, - "additionalProperties": true - }, - "models": { - "description": "Specifies the logical data model. Use the models name (e.g., the table name) as the key.", - "type": "object", - "minProperties": 1, - "propertyNames": { - "pattern": "^[a-zA-Z0-9_-]+$" - }, - "additionalProperties": { - "type": "object", - "title": "Model", - "properties": { - "description": { - "type": "string" - }, - "type": { - "description": "The type of the model. Examples: table, view, object. Default: table.", - "type": "string", - "title": "ModelType", - "default": "table", - "enum": [ - "table", - "view", - "object" - ] - }, - "title": { - "type": "string", - "description": "An optional string providing a human readable name for the model. Especially useful if the model name is cryptic or contains abbreviations.", - "examples": [ - "Purchase Orders", - "Air Shipments" - ] - }, - "fields": { - "description": "Specifies a field in the data model. Use the field name (e.g., the column name) as the key.", - "type": "object", - "additionalProperties": { - "type": "object", - "title": "Field", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the semantic of the data in this field." - }, - "title": { - "type": "string", - "description": "An optional string providing a human readable name for the field. Especially useful if the field name is cryptic or contains abbreviations." - }, - "type": { - "$ref": "#/$defs/FieldType" - }, - "required": { - "type": "boolean", - "default": false, - "description": "An indication, if this field must contain a value and may not be null." - }, - "fields": { - "description": "The nested fields (e.g. columns) of the object, record, or struct.", - "type": "object", - "additionalProperties": { - "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" - } - }, - "items": { - "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" - }, - "keys": { - "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" - }, - "values": { - "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" - }, - "primary": { - "type": "boolean", - "deprecationMessage": "Use the primaryKey field instead." - }, - "primaryKey": { - "type": "boolean", - "default": false, - "description": "If this field is a primary key." - }, - "references": { - "type": "string", - "description": "The reference to a field in another model. E.g. use 'orders.order_id' to reference the order_id field of the model orders. Think of defining a foreign key relationship.", - "examples": [ - "orders.order_id", - "model.nested_field.field" - ] - }, - "unique": { - "type": "boolean", - "default": false, - "description": "An indication, if the value must be unique within the model." - }, - "enum": { - "type": "array", - "items": { - "type": "string" - }, - "uniqueItems": true, - "description": "A value must be equal to one of the elements in this array value. Only evaluated if the value is not null." - }, - "minLength": { - "type": "integer", - "description": "A value must greater than, or equal to, the value of this. Only applies to string types." - }, - "maxLength": { - "type": "integer", - "description": "A value must less than, or equal to, the value of this. Only applies to string types." - }, - "format": { - "type": "string", - "description": "A specific format the value must comply with (e.g., 'email', 'uri', 'uuid').", - "examples": [ - "email", - "uri", - "uuid" - ] - }, - "precision": { - "type": "number", - "examples": [ - 38 - ], - "description": "The maximum number of digits in a number. Only applies to numeric values. Defaults to 38." - }, - "scale": { - "type": "number", - "examples": [ - 0 - ], - "description": "The maximum number of decimal places in a number. Only applies to numeric values. Defaults to 0." - }, - "pattern": { - "type": "string", - "description": "A regular expression the value must match. Only applies to string types.", - "examples": [ - "^[a-zA-Z0-9_-]+$" - ] - }, - "minimum": { - "type": "number", - "description": "A value of a number must greater than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "exclusiveMinimum": { - "type": "number", - "description": "A value of a number must greater than the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "maximum": { - "type": "number", - "description": "A value of a number must less than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "exclusiveMaximum": { - "type": "number", - "description": "A value of a number must less than the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "example": { - "type": "string", - "description": "An example value for this field.", - "deprecationMessage": "Use the examples field instead." - }, - "examples": { - "type": "array", - "description": "A examples value for this field." - }, - "pii": { - "type": "boolean", - "description": "An indication, if this field contains Personal Identifiable Information (PII)." - }, - "classification": { - "type": "string", - "description": "The data class defining the sensitivity level for this field, according to the organization's classification scheme.", - "examples": [ - "sensitive", - "restricted", - "internal", - "public" - ] - }, - "tags": { - "type": "array", - "items": { - "type": "string" - }, - "description": "Custom metadata to provide additional context." - }, - "links": { - "type": "object", - "description": "Links to external resources.", - "minProperties": 1, - "propertyNames": { - "pattern": "^[a-zA-Z0-9_-]+$" - }, - "additionalProperties": { - "type": "string", - "title": "Link", - "description": "A URL to an external resource.", - "format": "uri", - "examples": [ - "https://example.com" - ] - } - }, - "$ref": { - "type": "string", - "description": "A reference URI to a definition in the specification, internally or externally. Properties will be inherited from the definition." - }, - "quality": { - "type": "array", - "items": { - "$ref": "#/$defs/Quality" - } - }, - "lineage": { - "$ref": "#/$defs/Lineage" - }, - "config": { - "type": "object", - "description": "Additional metadata for field configuration.", - "additionalProperties": { - "type": [ - "string", - "number", - "boolean", - "object", - "array", - "null" - ] - }, - "properties": { - "avroType": { - "type": "string", - "description": "Specify the field type to use when exporting the data model to Apache Avro." - }, - "avroLogicalType": { - "type": "string", - "description": "Specify the logical field type to use when exporting the data model to Apache Avro." - }, - "bigqueryType": { - "type": "string", - "description": "Specify the physical column type that is used in a BigQuery table, e.g., `NUMERIC(5, 2)`." - }, - "snowflakeType": { - "type": "string", - "description": "Specify the physical column type that is used in a Snowflake table, e.g., `TIMESTAMP_LTZ`." - }, - "redshiftType": { - "type": "string", - "description": "Specify the physical column type that is used in a Redshift table, e.g., `SMALLINT`." - }, - "sqlserverType": { - "type": "string", - "description": "Specify the physical column type that is used in a SQL Server table, e.g., `DATETIME2`." - }, - "databricksType": { - "type": "string", - "description": "Specify the physical column type that is used in a Databricks Unity Catalog table." - }, - "glueType": { - "type": "string", - "description": "Specify the physical column type that is used in an AWS Glue Data Catalog table." - } - } - } - } - } - }, - "primaryKey": { - "type": "array", - "items": { - "type": "string" - }, - "description": "The compound primary key of the model." - }, - "quality": { - "type": "array", - "items": { - "$ref": "#/$defs/Quality" - } - }, - "examples": { - "type": "array" - }, - "config": { - "type": "object", - "description": "Additional metadata for model configuration.", - "additionalProperties": { - "type": [ - "string", - "number", - "boolean", - "object", - "array", - "null" - ] - }, - "properties": { - "avroNamespace": { - "type": "string", - "description": "The namespace to use when importing and exporting the data model from / to Apache Avro." - } - } - } - } - } - }, - "definitions": { - "description": "Clear and concise explanations of syntax, semantic, and classification of business objects in a given domain.", - "type": "object", - "propertyNames": { - "pattern": "^[a-zA-Z0-9/_-]+$" - }, - "additionalProperties": { - "type": "object", - "title": "Definition", - "properties": { - "domain": { - "type": "string", - "description": "The domain in which this definition is valid.", - "default": "global", - "deprecationMessage": "This field is deprecated. Encode the domain into the ID using slashes." - }, - "name": { - "type": "string", - "description": "The technical name of this definition.", - "deprecationMessage": "This field is deprecated. Encode the name into the ID using slashes." - }, - "title": { - "type": "string", - "description": "The business name of this definition." - }, - "description": { - "type": "string", - "description": "Clear and concise explanations related to the domain." - }, - "type": { - "$ref": "#/$defs/FieldType" - }, - "fields": { - "description": "The nested fields (e.g. columns) of the object, record, or struct.", - "type": "object", - "additionalProperties": { - "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" - } - }, - "items": { - "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" - }, - "keys": { - "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" - }, - "values": { - "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties" - }, - "minLength": { - "type": "integer", - "description": "A value must be greater than or equal to this value. Applies only to string types." - }, - "maxLength": { - "type": "integer", - "description": "A value must be less than or equal to this value. Applies only to string types." - }, - "format": { - "type": "string", - "description": "Specific format requirements for the value (e.g., 'email', 'uri', 'uuid')." - }, - "precision": { - "type": "integer", - "examples": [ - 38 - ], - "description": "The maximum number of digits in a number. Only applies to numeric values. Defaults to 38." - }, - "scale": { - "type": "integer", - "examples": [ - 0 - ], - "description": "The maximum number of decimal places in a number. Only applies to numeric values. Defaults to 0." - }, - "pattern": { - "type": "string", - "description": "A regular expression pattern the value must match. Applies only to string types." - }, - "minimum": { - "type": "number", - "description": "A value of a number must greater than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "exclusiveMinimum": { - "type": "number", - "description": "A value of a number must greater than the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "maximum": { - "type": "number", - "description": "A value of a number must less than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "exclusiveMaximum": { - "type": "number", - "description": "A value of a number must less than the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "example": { - "type": "string", - "description": "An example value.", - "deprecationMessage": "Use the examples field instead." - }, - "examples": { - "type": "array", - "description": "Example value." - }, - "pii": { - "type": "boolean", - "description": "Indicates if the field contains Personal Identifiable Information (PII)." - }, - "classification": { - "type": "string", - "description": "The data class defining the sensitivity level for this field." - }, - "tags": { - "type": "array", - "items": { - "type": "string" - }, - "description": "Custom metadata to provide additional context." - }, - "links": { - "type": "object", - "description": "Links to external resources.", - "minProperties": 1, - "propertyNames": { - "pattern": "^[a-zA-Z0-9_-]+$" - }, - "additionalProperties": { - "type": "string", - "title": "Link", - "description": "A URL to an external resource.", - "format": "uri", - "examples": [ - "https://example.com" - ] - } - } - }, - "required": [ - "type" - ] - } - }, - "servicelevels": { - "type": "object", - "description": "Specifies the service level agreements for the provided data, including availability, data retention policies, latency requirements, data freshness, update frequency, support availability, and backup policies.", - "properties": { - "availability": { - "type": "object", - "description": "Availability refers to the promise or guarantee by the service provider about the uptime of the system that provides the data.", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the availability service level.", - "example": "The server is available during support hours" - }, - "percentage": { - "type": "string", - "description": "An optional string describing the guaranteed uptime in percent (e.g., `99.9%`)", - "pattern": "^\\d+(\\.\\d+)?%$", - "example": "99.9%" - } - } - }, - "retention": { - "type": "object", - "description": "Retention covers the period how long data will be available.", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the retention service level.", - "example": "Data is retained for one year." - }, - "period": { - "type": "string", - "description": "An optional period of time, how long data is available. Supported formats: Simple duration (e.g., `1 year`, `30d`) and ISO 8601 duration (e.g, `P1Y`).", - "example": "P1Y" - }, - "unlimited": { - "type": "boolean", - "description": "An optional indicator that data is kept forever.", - "example": false - }, - "timestampField": { - "type": "string", - "description": "An optional reference to the field that contains the timestamp that the period refers to.", - "example": "orders.order_timestamp" - } - } - }, - "latency": { - "type": "object", - "description": "Latency refers to the maximum amount of time from the source to its destination.", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the latency service level.", - "example": "Data is available within 25 hours after the order was placed." - }, - "threshold": { - "type": "string", - "description": "An optional maximum duration between the source timestamp and the processed timestamp. Supported formats: Simple duration (e.g., `24 hours`, `5s`) and ISO 8601 duration (e.g, `PT24H`).", - "example": "25h" - }, - "sourceTimestampField": { - "type": "string", - "description": "An optional reference to the field that contains the timestamp when the data was provided at the source.", - "example": "orders.order_timestamp" - }, - "processedTimestampField": { - "type": "string", - "description": "An optional reference to the field that contains the processing timestamp, which denotes when the data is made available to consumers of this data contract.", - "example": "orders.processed_timestamp" - } - } - }, - "freshness": { - "type": "object", - "description": "The maximum age of the youngest row in a table.", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the freshness service level.", - "example": "The age of the youngest row in a table is within 25 hours." - }, - "threshold": { - "type": "string", - "description": "An optional maximum age of the youngest entry. Supported formats: Simple duration (e.g., `24 hours`, `5s`) and ISO 8601 duration (e.g., `PT24H`).", - "example": "25h" - }, - "timestampField": { - "type": "string", - "description": "An optional reference to the field that contains the timestamp that the threshold refers to.", - "example": "orders.order_timestamp" - } - } - }, - "frequency": { - "type": "object", - "description": "Frequency describes how often data is updated.", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the frequency service level.", - "example": "Data is delivered once a day." - }, - "type": { - "type": "string", - "enum": [ - "batch", - "micro-batching", - "streaming", - "manual" - ], - "description": "The method of data processing.", - "example": "batch" - }, - "interval": { - "type": "string", - "description": "Optional. Only for batch: How often the pipeline is triggered, e.g., `daily`.", - "example": "daily" - }, - "cron": { - "type": "string", - "description": "Optional. Only for batch: A cron expression when the pipelines is triggered. E.g., `0 0 * * *`.", - "example": "0 0 * * *" - } - } - }, - "support": { - "type": "object", - "description": "Support describes the times when support will be available for contact.", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the support service level.", - "example": "The data is available during typical business hours at headquarters." - }, - "time": { - "type": "string", - "description": "An optional string describing the times when support will be available for contact such as `24/7` or `business hours only`.", - "example": "9am to 5pm in EST on business days" - }, - "responseTime": { - "type": "string", - "description": "An optional string describing the time it takes for the support team to acknowledge a request. This does not mean the issue will be resolved immediately, but it assures users that their request has been received and will be dealt with.", - "example": "24 hours" - } - } - }, - "backup": { - "type": "object", - "description": "Backup specifies details about data backup procedures.", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the backup service level.", - "example": "Data is backed up once a week, every Sunday at 0:00 UTC." - }, - "interval": { - "type": "string", - "description": "An optional interval that defines how often data will be backed up, e.g., `daily`.", - "example": "weekly" - }, - "cron": { - "type": "string", - "description": "An optional cron expression when data will be backed up, e.g., `0 0 * * *`.", - "example": "0 0 * * 0" - }, - "recoveryTime": { - "type": "string", - "description": "An optional Recovery Time Objective (RTO) specifies the maximum amount of time allowed to restore data from a backup after a failure or loss event (e.g., 4 hours, 24 hours).", - "example": "24 hours" - }, - "recoveryPoint": { - "type": "string", - "description": "An optional Recovery Point Objective (RPO) defines the maximum acceptable age of files that must be recovered from backup storage for normal operations to resume after a disaster or data loss event. This essentially measures how much data you can afford to lose, measured in time (e.g., 4 hours, 24 hours).", - "example": "1 week" - } - } - } - } - }, - "links": { - "type": "object", - "description": "Links to external resources.", - "minProperties": 1, - "propertyNames": { - "pattern": "^[a-zA-Z0-9_-]+$" - }, - "additionalProperties": { - "type": "string", - "title": "Link", - "description": "A URL to an external resource.", - "format": "uri", - "examples": [ - "https://example.com" - ] - } - }, - "tags": { - "type": "array", - "items": { - "type": "string", - "description": "Tags to facilitate searching and filtering.", - "examples": [ - "databricks", - "pii", - "sensitive" - ] - }, - "description": "Tags to facilitate searching and filtering." - } - }, - "required": [ - "dataContractSpecification", - "id", - "info" - ], - "$defs": { - "FieldType": { - "type": "string", - "title": "FieldType", - "description": "The logical data type of the field.", - "enum": [ - "number", - "decimal", - "numeric", - "int", - "integer", - "long", - "bigint", - "float", - "double", - "string", - "text", - "varchar", - "boolean", - "timestamp", - "timestamp_tz", - "timestamp_ntz", - "date", - "array", - "map", - "object", - "record", - "struct", - "bytes", - "null" - ] - }, - "BaseServer": { - "type": "object", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the servers." - }, - "environment": { - "type": "string", - "description": "The environment in which the servers are running. Examples: prod, sit, stg." - }, - "type": { - "type": "string", - "description": "The type of the data product technology that implements the data contract.", - "enum": [ - "bigquery", - "BigQuery", - "s3", - "sftp", - "redshift", - "azure", - "sqlserver", - "snowflake", - "databricks", - "dataframe", - "glue", - "postgres", - "oracle", - "kafka", - "pubsub", - "kinesis", - "trino", - "local" - ] - }, - "roles": { - "description": " An optional array of roles that are available and can be requested to access the server for role-based access control. E.g. separate roles for different regions or sensitive data.", - "type": "array", - "items": { - "type": "object", - "properties": { - "name": { - "type": "string", - "description": "The name of the role." - }, - "description": { - "type": "string", - "description": "A description of the role and what access the role provides." - } - }, - "required": [ - "name" - ] - } - } - }, - "additionalProperties": true, - "required": [ - "type" - ] - }, - "BigQueryServer": { - "type": "object", - "title": "BigQueryServer", - "properties": { - "project": { - "type": "string", - "description": "The GCP project name." - }, - "dataset": { - "type": "string", - "description": "The GCP dataset name." - } - }, - "required": [ - "project", - "dataset" - ] - }, - "S3Server": { - "type": "object", - "title": "S3Server", - "properties": { - "location": { - "type": "string", - "format": "uri", - "description": "S3 URL, starting with `s3://`", - "examples": [ - "s3://datacontract-example-orders-latest/data/{model}/*.json" - ] - }, - "endpointUrl": { - "type": "string", - "format": "uri", - "description": "The server endpoint for S3-compatible servers.", - "examples": [ - "https://minio.example.com" - ] - }, - "format": { - "type": "string", - "enum": [ - "parquet", - "delta", - "json", - "csv" - ], - "description": "File format." - }, - "delimiter": { - "type": "string", - "enum": [ - "new_line", - "array" - ], - "description": "Only for format = json. How multiple json documents are delimited within one file" - } - }, - "required": [ - "location" - ] - }, - "SftpServer": { - "type": "object", - "title": "SftpServer", - "properties": { - "location": { - "type": "string", - "format": "uri", - "pattern": "^sftp://.*", - "description": "SFTP URL, starting with `sftp://`", - "examples": [ - "sftp://123.123.12.123/{model}/*.json" - ] - }, - "format": { - "type": "string", - "enum": [ - "parquet", - "delta", - "json", - "csv" - ], - "description": "File format." - }, - "delimiter": { - "type": "string", - "enum": [ - "new_line", - "array" - ], - "description": "Only for format = json. How multiple json documents are delimited within one file" - } - }, - "required": [ - "location" - ] - }, - "RedshiftServer": { - "type": "object", - "title": "RedshiftServer", - "properties": { - "account": { - "type": "string", - "description": "An optional string describing the server." - }, - "host": { - "type": "string", - "description": "An optional string describing the host name." - }, - "database": { - "type": "string", - "description": "An optional string describing the server." - }, - "schema": { - "type": "string", - "description": "An optional string describing the server." - }, - "clusterIdentifier": { - "type": "string", - "description": "An optional string describing the cluster's identifier.", - "examples": [ - "redshift-prod-eu", - "analytics-cluster" - ] - }, - "port": { - "type": "integer", - "description": "An optional string describing the cluster's port.", - "examples": [ - 5439 - ] - }, - "endpoint": { - "type": "string", - "description": "An optional string describing the cluster's endpoint.", - "examples": [ - "analytics-cluster.example.eu-west-1.redshift.amazonaws.com:5439/analytics" - ] - } - }, - "additionalProperties": true, - "required": [ - "account", - "database", - "schema" - ] - }, - "AzureServer": { - "type": "object", - "title": "AzureServer", - "properties": { - "location": { - "type": "string", - "format": "uri", - "description": "Path to Azure Blob Storage or Azure Data Lake Storage (ADLS), supports globs. Recommended pattern is 'abfss:///'", - "examples": [ - "abfss://my_container_name/path", - "abfss://my_container_name/path/*.json", - "az://my_storage_account_name.blob.core.windows.net/my_container/path/*.parquet", - "abfss://my_storage_account_name.dfs.core.windows.net/my_container_name/path/*.parquet" - ] - }, - "format": { - "type": "string", - "enum": [ - "parquet", - "delta", - "json", - "csv" - ], - "description": "File format." - }, - "delimiter": { - "type": "string", - "enum": [ - "new_line", - "array" - ], - "description": "Only for format = json. How multiple json documents are delimited within one file" - } - }, - "required": [ - "location", - "format" - ] - }, - "SqlserverServer": { - "type": "object", - "title": "SqlserverServer", - "properties": { - "host": { - "type": "string", - "description": "The host to the database server", - "examples": [ - "localhost" - ] - }, - "port": { - "type": "integer", - "description": "The port to the database server.", - "default": 1433, - "examples": [ - 1433 - ] - }, - "database": { - "type": "string", - "description": "The name of the database.", - "examples": [ - "database" - ] - }, - "schema": { - "type": "string", - "description": "The name of the schema in the database.", - "examples": [ - "dbo" - ] - } - }, - "required": [ - "host", - "database", - "schema" - ] - }, - "SnowflakeServer": { - "type": "object", - "title": "SnowflakeServer", - "properties": { - "account": { - "type": "string", - "description": "An optional string describing the server." - }, - "database": { - "type": "string", - "description": "An optional string describing the server." - }, - "schema": { - "type": "string", - "description": "An optional string describing the server." - } - }, - "required": [ - "account", - "database", - "schema" - ] - }, - "DatabricksServer": { - "type": "object", - "title": "DatabricksServer", - "properties": { - "host": { - "type": "string", - "description": "The Databricks host", - "examples": [ - "dbc-abcdefgh-1234.cloud.databricks.com" - ] - }, - "catalog": { - "type": "string", - "description": "The name of the Hive or Unity catalog" - }, - "schema": { - "type": "string", - "description": "The schema name in the catalog" - } - }, - "required": [ - "catalog", - "schema" - ] - }, - "DataframeServer": { - "type": "object", - "title": "DataframeServer", - "required": [ - "type" - ] - }, - "GlueServer": { - "type": "object", - "title": "GlueServer", - "properties": { - "account": { - "type": "string", - "description": "The AWS Glue account", - "examples": [ - "1234-5678-9012" - ] - }, - "database": { - "type": "string", - "description": "The AWS Glue database name", - "examples": [ - "my_database" - ] - }, - "location": { - "type": "string", - "format": "uri", - "description": "The AWS S3 path. Must be in the form of a URL.", - "examples": [ - "s3://datacontract-example-orders-latest/data/{model}" - ] - }, - "format": { - "type": "string", - "description": "The format of the files", - "examples": [ - "parquet", - "csv", - "json", - "delta" - ] - } - }, - "required": [ - "account", - "database" - ] - }, - "PostgresServer": { - "type": "object", - "title": "PostgresServer", - "properties": { - "host": { - "type": "string", - "description": "The host to the database server", - "examples": [ - "localhost" - ] - }, - "port": { - "type": "integer", - "description": "The port to the database server." - }, - "database": { - "type": "string", - "description": "The name of the database.", - "examples": [ - "postgres" - ] - }, - "schema": { - "type": "string", - "description": "The name of the schema in the database.", - "examples": [ - "public" - ] - } - }, - "required": [ - "host", - "port", - "database", - "schema" - ] - }, - "OracleServer": { - "type": "object", - "title": "OracleServer", - "properties": { - "host": { - "type": "string", - "description": "The host to the oracle server", - "examples": [ - "localhost" - ] - }, - "port": { - "type": "integer", - "description": "The port to the oracle server.", - "examples": [ - 1523 - ] - }, - "serviceName": { - "type": "string", - "description": "The name of the service.", - "examples": [ - "service" - ] - } - }, - "required": [ - "host", - "port", - "serviceName" - ] - }, - "KafkaServer": { - "type": "object", - "title": "KafkaServer", - "description": "Kafka Server", - "properties": { - "host": { - "type": "string", - "description": "The bootstrap server of the kafka cluster." - }, - "topic": { - "type": "string", - "description": "The topic name." - }, - "format": { - "type": "string", - "description": "The format of the message. Examples: json, avro, protobuf.", - "default": "json" - } - }, - "required": [ - "host", - "topic" - ] - }, - "PubSubServer": { - "type": "object", - "title": "PubSubServer", - "properties": { - "project": { - "type": "string", - "description": "The GCP project name." - }, - "topic": { - "type": "string", - "description": "The topic name." - } - }, - "required": [ - "project", - "topic" - ] - }, - "KinesisDataStreamsServer": { - "type": "object", - "title": "KinesisDataStreamsServer", - "description": "Kinesis Data Streams Server", - "properties": { - "stream": { - "type": "string", - "description": "The name of the Kinesis data stream." - }, - "region": { - "type": "string", - "description": "AWS region.", - "examples": [ - "eu-west-1" - ] - }, - "format": { - "type": "string", - "description": "The format of the record", - "examples": [ - "json", - "avro", - "protobuf" - ] - } - }, - "required": [ - "stream" - ] - }, - "TrinoServer": { - "type": "object", - "title": "TrinoServer", - "properties": { - "host": { - "type": "string", - "description": "The Trino host URL.", - "examples": [ - "localhost" - ] - }, - "port": { - "type": "integer", - "description": "The Trino port." - }, - "catalog": { - "type": "string", - "description": "The name of the catalog.", - "examples": [ - "hive" - ] - }, - "schema": { - "type": "string", - "description": "The name of the schema in the database.", - "examples": [ - "my_schema" - ] - } - }, - "required": [ - "host", - "port", - "catalog", - "schema" - ] - }, - "LocalServer": { - "type": "object", - "title": "LocalServer", - "properties": { - "path": { - "type": "string", - "description": "The relative or absolute path to the data file(s).", - "examples": [ - "./folder/data.parquet", - "./folder/*.parquet" - ] - }, - "format": { - "type": "string", - "description": "The format of the file(s)", - "examples": [ - "json", - "parquet", - "delta", - "csv" - ] - } - }, - "required": [ - "path", - "format" - ] - }, - "Quality": { - "allOf": [ - { - "type": "object", - "properties": { - "type": { - "type": "string", - "description": "The type of quality check", - "enum": [ - "text", - "library", - "sql", - "custom" - ] - }, - "description": { - "type": "string", - "description": "A plain text describing the quality attribute in natural language." - } - } - }, - { - "if": { - "properties": { - "type": { - "const": "text" - } - } - }, - "then": { - "required": [ - "description" - ] - } - }, - { - "if": { - "properties": { - "type": { - "const": "sql" - } - } - }, - "then": { - "properties": { - "query": { - "type": "string", - "description": "A SQL query that returns a single number to compare with the threshold." - }, - "dialect": { - "type": "string", - "description": "The SQL dialect that is used for the query. Should be compatible to the server.type.", - "examples": [ - "athena", - "bigquery", - "redshift", - "snowflake", - "trino", - "postgres", - "oracle" - ] - }, - "mustBe": { - "type": "integer" - }, - "mustNotBe": { - "type": "integer" - }, - "mustBeGreaterThan": { - "type": "integer" - }, - "mustBeGreaterThanOrEqualTo": { - "type": "integer" - }, - "mustBeLessThan": { - "type": "integer" - }, - "mustBeLessThanOrEqualTo": { - "type": "integer" - }, - "mustBeBetween": { - "type": "array", - "items": { - "type": "integer" - }, - "minItems": 2, - "maxItems": 2 - }, - "mustNotBeBetween": { - "type": "array", - "items": { - "type": "integer" - }, - "minItems": 2, - "maxItems": 2 - } - }, - "required": [ - "query" - ] - } - }, - { - "if": { - "properties": { - "type": { - "const": "library" - } - } - }, - "then": { - "properties": { - "rule": { - "type": "string", - "description": "Define a data quality check based on the predefined rules as per ODCS.", - "examples": [ - "duplicateCount", - "validValues", - "rowCount" - ] - }, - "mustBe": { - "description": "Must be equal to the value to be valid. When using numbers, it is equivalent to '='." - }, - "mustNotBe": { - "description": "Must not be equal to the value to be valid. When using numbers, it is equivalent to '!='." - }, - "mustBeGreaterThan": { - "type": "number", - "description": "Must be greater than the value to be valid. It is equivalent to '>'." - }, - "mustBeGreaterOrEqualTo": { - "type": "number", - "description": "Must be greater than or equal to the value to be valid. It is equivalent to '>='." - }, - "mustBeLessThan": { - "type": "number", - "description": "Must be less than the value to be valid. It is equivalent to '<'." - }, - "mustBeLessOrEqualTo": { - "type": "number", - "description": "Must be less than or equal to the value to be valid. It is equivalent to '<='." - }, - "mustBeBetween": { - "type": "array", - "description": "Must be between the two numbers to be valid. Smallest number first in the array.", - "minItems": 2, - "maxItems": 2, - "uniqueItems": true, - "items": { - "type": "number" - } - }, - "mustNotBeBetween": { - "type": "array", - "description": "Must not be between the two numbers to be valid. Smallest number first in the array.", - "minItems": 2, - "maxItems": 2, - "uniqueItems": true, - "items": { - "type": "number" - } - } - }, - "required": [ - "rule" - ] - } - }, - { - "if": { - "properties": { - "type": { - "const": "custom" - } - } - }, - "then": { - "properties": { - "description": { - "type": "string", - "description": "A plain text describing the quality attribute in natural language." - }, - "engine": { - "type": "string", - "examples": [ - "soda", - "great-expectations" - ], - "description": "The engine used for custom quality checks." - }, - "implementation": { - "type": [ - "object", - "array", - "string" - ], - "description": "Engine-specific quality checks and expectations." - } - }, - "required": [ - "engine" - ] - } - } - ] - }, - "Lineage": { - "type": "object", - "properties": { - "inputFields": { - "type": "array", - "items": { - "type": "object", - "properties": { - "namespace": { - "type": "string", - "description": "The input dataset namespace" - }, - "name": { - "type": "string", - "description": "The input dataset name" - }, - "field": { - "type": "string", - "description": "The input field" - }, - "transformations": { - "type": "array", - "items": { - "type": "object", - "properties": { - "type": { - "description": "The type of the transformation. Allowed values are: DIRECT, INDIRECT", - "type": "string" - }, - "subtype": { - "type": "string", - "description": "The subtype of the transformation" - }, - "description": { - "type": "string", - "description": "a string representation of the transformation applied" - }, - "masking": { - "type": "boolean", - "description": "is transformation masking the data or not" - } - }, - "required": [ - "type" - ], - "additionalProperties": true - } - } - }, - "additionalProperties": true, - "required": [ - "namespace", - "name", - "field" - ] - } - }, - "transformationDescription": { - "type": "string", - "description": "a string representation of the transformation applied", - "deprecated": true - }, - "transformationType": { - "type": "string", - "description": "IDENTITY|MASKED reflects a clearly defined behavior. IDENTITY: exact same as input; MASKED: no original data available (like a hash of PII for example)", - "deprecated": true - } - }, - "additionalProperties": true, - "required": [ - "inputFields" - ] - } - } -} diff --git a/datacontract-cli/datacontract/schemas/download b/datacontract-cli/datacontract/schemas/download deleted file mode 100644 index 7f5fd6d2f..000000000 --- a/datacontract-cli/datacontract/schemas/download +++ /dev/null @@ -1,7 +0,0 @@ -#!/bin/bash -set -e - -curl -o datacontract-1.1.0.init.yaml https://datacontract.com/datacontract.init.yaml -curl -o datacontract-1.1.0.schema.json https://datacontract.com/datacontract.schema.json -curl -o odcs-3.0.1.schema.json https://raw.githubusercontent.com/bitol-io/open-data-contract-standard/refs/heads/main/schema/odcs-json-schema-v3.0.1.json - diff --git a/datacontract-cli/datacontract/schemas/odcs-3.0.1.schema.json b/datacontract-cli/datacontract/schemas/odcs-3.0.1.schema.json deleted file mode 100644 index e501aad32..000000000 --- a/datacontract-cli/datacontract/schemas/odcs-3.0.1.schema.json +++ /dev/null @@ -1,2634 +0,0 @@ -{ - "$schema": "https://json-schema.org/draft/2019-09/schema", - "title": "Open Data Contract Standard (ODCS)", - "description": "An open data contract specification to establish agreement between data producers and consumers.", - "type": "object", - "properties": { - "version": { - "type": "string", - "description": "Current version of the data contract." - }, - "kind": { - "type": "string", - "default": "DataContract", - "description": "The kind of file this is. Valid value is `DataContract`.", - "enum": [ - "DataContract" - ] - }, - "apiVersion": { - "type": "string", - "default": "v3.0.1", - "description": "Version of the standard used to build data contract. Default value is v3.0.1.", - "enum": [ - "v3.0.1", - "v3.0.0", - "v2.2.2", - "v2.2.1", - "v2.2.0" - ] - }, - "id": { - "type": "string", - "description": "A unique identifier used to reduce the risk of dataset name collisions, such as a UUID." - }, - "name": { - "type": "string", - "description": "Name of the data contract." - }, - "tenant": { - "type": "string", - "description": "Indicates the property the data is primarily associated with. Value is case insensitive." - }, - "tags": { - "$ref": "#/$defs/Tags" - }, - "status": { - "type": "string", - "description": "Current status of the dataset.", - "examples": [ - "proposed", - "draft", - "active", - "deprecated", - "retired" - ] - }, - "servers": { - "type": "array", - "description": "List of servers where the datasets reside.", - "items": { - "$ref": "#/$defs/Server" - } - }, - "dataProduct": { - "type": "string", - "description": "The name of the data product." - }, - "description": { - "type": "object", - "description": "High level description of the dataset.", - "properties": { - "usage": { - "type": "string", - "description": "Intended usage of the dataset." - }, - "purpose": { - "type": "string", - "description": "Purpose of the dataset." - }, - "limitations": { - "type": "string", - "description": "Limitations of the dataset." - }, - "authoritativeDefinitions": { - "$ref": "#/$defs/AuthoritativeDefinitions" - }, - "customProperties": { - "$ref": "#/$defs/CustomProperties" - } - } - }, - "domain": { - "type": "string", - "description": "Name of the logical data domain.", - "examples": [ - "imdb_ds_aggregate", - "receiver_profile_out", - "transaction_profile_out" - ] - }, - "schema": { - "type": "array", - "description": "A list of elements within the schema to be cataloged.", - "items": { - "$ref": "#/$defs/SchemaObject" - } - }, - "support": { - "$ref": "#/$defs/Support" - }, - "price": { - "$ref": "#/$defs/Pricing" - }, - "team": { - "type": "array", - "items": { - "$ref": "#/$defs/Team" - } - }, - "roles": { - "type": "array", - "description": "A list of roles that will provide user access to the dataset.", - "items": { - "$ref": "#/$defs/Role" - } - }, - "slaDefaultElement": { - "type": "string", - "description": "Element (using the element path notation) to do the checks on." - }, - "slaProperties": { - "type": "array", - "description": "A list of key/value pairs for SLA specific properties. There is no limit on the type of properties (more details to come).", - "items": { - "$ref": "#/$defs/ServiceLevelAgreementProperty" - } - }, - "authoritativeDefinitions": { - "$ref": "#/$defs/AuthoritativeDefinitions" - }, - "customProperties": { - "$ref": "#/$defs/CustomProperties" - }, - "contractCreatedTs": { - "type": "string", - "format": "date-time", - "description": "Timestamp in UTC of when the data contract was created." - } - }, - "required": [ - "version", - "apiVersion", - "kind", - "id", - "status" - ], - "additionalProperties": false, - "$defs": { - "Server": { - "type": "object", - "description": "Data source details of where data is physically stored.", - "properties": { - "server": { - "type": "string", - "description": "Identifier of the server." - }, - "type": { - "type": "string", - "description": "Type of the server.", - "enum": [ - "api", - "athena", - "azure", - "bigquery", - "clickhouse", - "databricks", - "denodo", - "dremio", - "duckdb", - "glue", - "cloudsql", - "db2", - "informix", - "kafka", - "kinesis", - "local", - "mysql", - "oracle", - "postgresql", - "postgres", - "presto", - "pubsub", - "redshift", - "s3", - "sftp", - "snowflake", - "sqlserver", - "synapse", - "trino", - "vertica", - "custom" - ] - }, - "description": { - "type": "string", - "description": "Description of the server." - }, - "environment": { - "type": "string", - "description": "Environment of the server.", - "examples": [ - "prod", - "preprod", - "dev", - "uat" - ] - }, - "roles": { - "type": "array", - "description": "List of roles that have access to the server.", - "items": { - "$ref": "#/$defs/Role" - } - }, - "customProperties": { - "$ref": "#/$defs/CustomProperties" - } - }, - "allOf": [ - { - "if": { - "properties": { - "type": { - "const": "api" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/ApiServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "athena" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/AthenaServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "azure" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/AzureServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "bigquery" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/BigQueryServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "clickhouse" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/ClickHouseServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "databricks" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/DatabricksServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "denodo" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/DenodoServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "dremio" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/DremioServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "duckdb" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/DuckdbServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "glue" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/GlueServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "cloudsql" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/GoogleCloudSqlServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "db2" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/IBMDB2Server" - } - }, - { - "if": { - "properties": { - "type": { - "const": "informix" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/InformixServer" - } - }, - - { - "if": { - "properties": { - "type": { - "const": "custom" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/CustomServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "kafka" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/KafkaServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "kinesis" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/KinesisServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "local" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/LocalServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "mysql" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/MySqlServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "oracle" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/OracleServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "postgresql" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/PostgresServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "postgres" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/PostgresServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "presto" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/PrestoServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "pubsub" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/PubSubServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "redshift" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/RedshiftServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "s3" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/S3Server" - } - }, - { - "if": { - "properties": { - "type": { - "const": "sftp" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/SftpServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "snowflake" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/SnowflakeServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "sqlserver" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/SqlserverServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "synapse" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/SynapseServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "trino" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/TrinoServer" - } - }, - { - "if": { - "properties": { - "type": { - "const": "vertica" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/ServerSource/VerticaServer" - } - } - ], - "required": [ - "server", - "type" - ] - }, - "ServerSource": { - "ApiServer": { - "type": "object", - "title": "AthenaServer", - "properties": { - "location": { - "type": "string", - "format": "uri", - "description": "The url to the API.", - "examples": [ - "https://api.example.com/v1" - ] - } - }, - "required": [ - "location" - ] - }, - "AthenaServer": { - "type": "object", - "title": "AthenaServer", - "properties": { - "stagingDir": { - "type": "string", - "format": "uri", - "description": "Amazon Athena automatically stores query results and metadata information for each query that runs in a query result location that you can specify in Amazon S3.", - "examples": [ - "s3://my_storage_account_name/my_container/path" - ] - }, - "schema": { - "type": "string", - "description": "Identify the schema in the data source in which your tables exist." - }, - "catalog": { - "type": "string", - "description": "Identify the name of the Data Source, also referred to as a Catalog.", - "default": "awsdatacatalog" - }, - "regionName": { - "type": "string", - "description": "The region your AWS account uses.", - "examples": [ - "eu-west-1" - ] - } - }, - "required": [ - "staging_dir", - "schema" - ] - }, - "AzureServer": { - "type": "object", - "title": "AzureServer", - "properties": { - "location": { - "type": "string", - "format": "uri", - "description": "Fully qualified path to Azure Blob Storage or Azure Data Lake Storage (ADLS), supports globs.", - "examples": [ - "az://my_storage_account_name.blob.core.windows.net/my_container/path/*.parquet", - "abfss://my_storage_account_name.dfs.core.windows.net/my_container_name/path/*.parquet" - ] - }, - "format": { - "type": "string", - "enum": [ - "parquet", - "delta", - "json", - "csv" - ], - "description": "File format." - }, - "delimiter": { - "type": "string", - "enum": [ - "new_line", - "array" - ], - "description": "Only for format = json. How multiple json documents are delimited within one file" - } - }, - "required": [ - "location", - "format" - ] - }, - "BigQueryServer": { - "type": "object", - "title": "BigQueryServer", - "properties": { - "project": { - "type": "string", - "description": "The GCP project name." - }, - "dataset": { - "type": "string", - "description": "The GCP dataset name." - } - }, - "required": [ - "project", - "dataset" - ] - }, - "ClickHouseServer": { - "type": "object", - "title": "ClickHouseServer", - "properties": { - "host": { - "type": "string", - "description": "The host of the ClickHouse server." - }, - "port": { - "type": "integer", - "description": "The port to the ClickHouse server." - }, - "database": { - "type": "string", - "description": "The name of the database." - } - }, - "required": [ - "host", - "port", - "database" - ] - }, - "DatabricksServer": { - "type": "object", - "title": "DatabricksServer", - "properties": { - "host": { - "type": "string", - "description": "The Databricks host", - "examples": [ - "dbc-abcdefgh-1234.cloud.databricks.com" - ] - }, - "catalog": { - "type": "string", - "description": "The name of the Hive or Unity catalog" - }, - "schema": { - "type": "string", - "description": "The schema name in the catalog" - } - }, - "required": [ - "catalog", - "schema" - ] - }, - "DenodoServer": { - "type": "object", - "title": "DenodoServer", - "properties": { - "host": { - "type": "string", - "description": "The host of the Denodo server." - }, - "port": { - "type": "integer", - "description": "The port of the Denodo server." - }, - "database": { - "type": "string", - "description": "The name of the database." - } - }, - "required": [ - "host", - "port" - ] - }, - "DremioServer": { - "type": "object", - "title": "DremioServer", - "properties": { - "host": { - "type": "string", - "description": "The host of the Dremio server." - }, - "port": { - "type": "integer", - "description": "The port of the Dremio server." - }, - "schema": { - "type": "string", - "description": "The name of the schema." - } - }, - "required": [ - "host", - "port" - ] - }, - "DuckdbServer": { - "type": "object", - "title": "DuckdbServer", - "properties": { - "database": { - "type": "string", - "description": "Path to duckdb database file." - }, - "schema": { - "type": "integer", - "description": "The name of the schema." - } - }, - "required": [ - "database" - ] - }, - "GlueServer": { - "type": "object", - "title": "GlueServer", - "properties": { - "account": { - "type": "string", - "description": "The AWS Glue account", - "examples": [ - "1234-5678-9012" - ] - }, - "database": { - "type": "string", - "description": "The AWS Glue database name", - "examples": [ - "my_database" - ] - }, - "location": { - "type": "string", - "format": "uri", - "description": "The AWS S3 path. Must be in the form of a URL.", - "examples": [ - "s3://datacontract-example-orders-latest/data/{model}" - ] - }, - "format": { - "type": "string", - "description": "The format of the files", - "examples": [ - "parquet", - "csv", - "json", - "delta" - ] - } - }, - "required": [ - "account", - "database" - ] - }, - "GoogleCloudSqlServer": { - "type": "object", - "title": "GoogleCloudSqlServer", - "properties": { - "host": { - "type": "string", - "description": "The host of the Google Cloud Sql server." - }, - "port": { - "type": "integer", - "description": "The port of the Google Cloud Sql server." - }, - "database": { - "type": "string", - "description": "The name of the database." - }, - "schema": { - "type": "string", - "description": "The name of the schema." - } - }, - "required": [ - "host", - "port", - "database", - "schema" - ] - }, - "IBMDB2Server": { - "type": "object", - "title": "IBMDB2Server", - "properties": { - "host": { - "type": "string", - "description": "The host of the IBM DB2 server." - }, - "port": { - "type": "integer", - "description": "The port of the IBM DB2 server." - }, - "database": { - "type": "string", - "description": "The name of the database." - }, - "schema": { - "type": "string", - "description": "The name of the schema." - } - }, - "required": [ - "host", - "port", - "database" - ] - }, - "InformixServer": { - "type": "object", - "title": "InformixServer", - "properties": { - "host": { - "type": "string", - "description": "The host to the Informix server. " - }, - "port": { - "type": "integer", - "description": "The port to the Informix server. Defaults to 9088." - }, - "database": { - "type": "string", - "description": "The name of the database." - } - }, - "required": [ - "host", - "database" - ] - }, - "CustomServer": { - "type": "object", - "title": "CustomServer", - "properties": { - "account": { - "type": "string", - "description": "Account used by the server." - }, - "catalog": { - "type": "string", - "description": "Name of the catalog." - }, - "database": { - "type": "string", - "description": "Name of the database." - }, - "dataset": { - "type": "string", - "description": "Name of the dataset." - }, - "delimiter": { - "type": "string", - "description": "Delimiter." - }, - "endpointUrl": { - "type": "string", - "description": "Server endpoint.", - "format": "uri" - }, - "format": { - "type": "string", - "description": "File format." - }, - "host": { - "type": "string", - "description": "Host name or IP address." - }, - "location": { - "type": "string", - "description": "A URL to a location.", - "format": "uri" - }, - "path": { - "type": "string", - "description": "Relative or absolute path to the data file(s)." - }, - "port": { - "type": "integer", - "description": "Port to the server. No default value is assumed for custom servers." - }, - "project": { - "type": "string", - "description": "Project name." - }, - "region": { - "type": "string", - "description": "Cloud region." - }, - "regionName": { - "type": "string", - "description": "Region name." - }, - "schema": { - "type": "string", - "description": "Name of the schema." - }, - "serviceName": { - "type": "string", - "description": "Name of the service." - }, - "stagingDir": { - "type": "string", - "description": "Staging directory." - }, - "warehouse": { - "type": "string", - "description": "Name of the cluster or warehouse." - } - } - }, - "KafkaServer": { - "type": "object", - "title": "KafkaServer", - "description": "Kafka Server", - "properties": { - "host": { - "type": "string", - "description": "The bootstrap server of the kafka cluster." - }, - "format": { - "type": "string", - "description": "The format of the messages.", - "examples": [ - "json", - "avro", - "protobuf", - "xml" - ], - "default": "json" - } - }, - "required": [ - "host" - ] - }, - "KinesisServer": { - "type": "object", - "title": "KinesisDataStreamsServer", - "description": "Kinesis Data Streams Server", - "properties": { - "region": { - "type": "string", - "description": "AWS region.", - "examples": [ - "eu-west-1" - ] - }, - "format": { - "type": "string", - "description": "The format of the record", - "examples": [ - "json", - "avro", - "protobuf" - ] - } - } - }, - "LocalServer": { - "type": "object", - "title": "LocalServer", - "properties": { - "path": { - "type": "string", - "description": "The relative or absolute path to the data file(s).", - "examples": [ - "./folder/data.parquet", - "./folder/*.parquet" - ] - }, - "format": { - "type": "string", - "description": "The format of the file(s)", - "examples": [ - "json", - "parquet", - "delta", - "csv" - ] - } - }, - "required": [ - "path", - "format" - ] - }, - "MySqlServer": { - "type": "object", - "title": "MySqlServer", - "properties": { - "host": { - "type": "string", - "description": "The host of the MySql server." - }, - "port": { - "type": "integer", - "description": "The port of the MySql server." - }, - "database": { - "type": "string", - "description": "The name of the database." - } - }, - "required": [ - "host", - "port", - "database" - ] - }, - "OracleServer": { - "type": "object", - "title": "OracleServer", - "properties": { - "host": { - "type": "string", - "description": "The host to the oracle server", - "examples": [ - "localhost" - ] - }, - "port": { - "type": "integer", - "description": "The port to the oracle server.", - "examples": [ - 1523 - ] - }, - "serviceName": { - "type": "string", - "description": "The name of the service.", - "examples": [ - "service" - ] - } - }, - "required": [ - "host", - "port", - "serviceName" - ] - }, - "PostgresServer": { - "type": "object", - "title": "PostgresServer", - "properties": { - "host": { - "type": "string", - "description": "The host to the Postgres server" - }, - "port": { - "type": "integer", - "description": "The port to the Postgres server." - }, - "database": { - "type": "string", - "description": "The name of the database." - }, - "schema": { - "type": "string", - "description": "The name of the schema in the database." - } - }, - "required": [ - "host", - "port", - "database", - "schema" - ] - }, - "PrestoServer": { - "type": "object", - "title": "PrestoServer", - "properties": { - "host": { - "type": "string", - "description": "The host to the Presto server", - "examples": [ - "localhost:8080" - ] - }, - "catalog": { - "type": "string", - "description": "The name of the catalog.", - "examples": [ - "postgres" - ] - }, - "schema": { - "type": "string", - "description": "The name of the schema.", - "examples": [ - "public" - ] - } - }, - "required": [ - "host" - ] - }, - "PubSubServer": { - "type": "object", - "title": "PubSubServer", - "properties": { - "project": { - "type": "string", - "description": "The GCP project name." - } - }, - "required": [ - "project" - ] - }, - "RedshiftServer": { - "type": "object", - "title": "RedshiftServer", - "properties": { - "host": { - "type": "string", - "description": "An optional string describing the server." - }, - "database": { - "type": "string", - "description": "The name of the database." - }, - "schema": { - "type": "string", - "description": "The name of the schema." - }, - "region": { - "type": "string", - "description": "AWS region of Redshift server.", - "examples": [ - "us-east-1" - ] - }, - "account": { - "type": "string", - "description": "The account used by the server." - } - }, - "required": [ - "database", - "schema" - ] - }, - "S3Server": { - "type": "object", - "title": "S3Server", - "properties": { - "location": { - "type": "string", - "format": "uri", - "description": "S3 URL, starting with `s3://`", - "examples": [ - "s3://datacontract-example-orders-latest/data/{model}/*.json" - ] - }, - "endpointUrl": { - "type": "string", - "format": "uri", - "description": "The server endpoint for S3-compatible servers.", - "examples": [ - "https://minio.example.com" - ] - }, - "format": { - "type": "string", - "enum": [ - "parquet", - "delta", - "json", - "csv" - ], - "description": "File format." - }, - "delimiter": { - "type": "string", - "enum": [ - "new_line", - "array" - ], - "description": "Only for format = json. How multiple json documents are delimited within one file" - } - }, - "required": [ - "location" - ] - }, - "SftpServer": { - "type": "object", - "title": "SftpServer", - "properties": { - "location": { - "type": "string", - "format": "uri", - "pattern": "^sftp://.*", - "description": "SFTP URL, starting with `sftp://`", - "examples": [ - "sftp://123.123.12.123/{model}/*.json" - ] - }, - "format": { - "type": "string", - "enum": [ - "parquet", - "delta", - "json", - "csv" - ], - "description": "File format." - }, - "delimiter": { - "type": "string", - "enum": [ - "new_line", - "array" - ], - "description": "Only for format = json. How multiple json documents are delimited within one file" - } - }, - "required": [ - "location" - ] - }, - "SnowflakeServer": { - "type": "object", - "title": "SnowflakeServer", - "properties": { - "host": { - "type": "string", - "description": "The host to the Snowflake server" - }, - "port": { - "type": "integer", - "description": "The port to the Snowflake server." - }, - "account": { - "type": "string", - "description": "The Snowflake account used by the server." - }, - "database": { - "type": "string", - "description": "The name of the database." - }, - "schema": { - "type": "string", - "description": "The name of the schema." - }, - "warehouse": { - "type": "string", - "description": "The name of the cluster of resources that is a Snowflake virtual warehouse." - } - }, - "required": [ - "account", - "database", - "schema" - ] - }, - "SqlserverServer": { - "type": "object", - "title": "SqlserverServer", - "properties": { - "host": { - "type": "string", - "description": "The host to the database server", - "examples": [ - "localhost" - ] - }, - "port": { - "type": "integer", - "description": "The port to the database server.", - "default": 1433, - "examples": [ - 1433 - ] - }, - "database": { - "type": "string", - "description": "The name of the database.", - "examples": [ - "database" - ] - }, - "schema": { - "type": "string", - "description": "The name of the schema in the database.", - "examples": [ - "dbo" - ] - } - }, - "required": [ - "host", - "database", - "schema" - ] - }, - "SynapseServer": { - "type": "object", - "title": "SynapseServer", - "properties": { - "host": { - "type": "string", - "description": "The host of the Synapse server." - }, - "port": { - "type": "integer", - "description": "The port of the Synapse server." - }, - "database": { - "type": "string", - "description": "The name of the database." - } - }, - "required": [ - "host", - "port", - "database" - ] - }, - "TrinoServer": { - "type": "object", - "title": "TrinoServer", - "properties": { - "host": { - "type": "string", - "description": "The Trino host URL.", - "examples": [ - "localhost" - ] - }, - "port": { - "type": "integer", - "description": "The Trino port." - }, - "catalog": { - "type": "string", - "description": "The name of the catalog.", - "examples": [ - "hive" - ] - }, - "schema": { - "type": "string", - "description": "The name of the schema in the database.", - "examples": [ - "my_schema" - ] - } - }, - "required": [ - "host", - "port", - "catalog", - "schema" - ] - }, - "VerticaServer": { - "type": "object", - "title": "VerticaServer", - "properties": { - "host": { - "type": "string", - "description": "The host of the Vertica server." - }, - "port": { - "type": "integer", - "description": "The port of the Vertica server." - }, - "database": { - "type": "string", - "description": "The name of the database." - }, - "schema": { - "type": "string", - "description": "The name of the schema." - } - }, - "required": [ - "host", - "port", - "database", - "schema" - ] - } - }, - "SchemaElement": { - "type": "object", - "properties": { - "name": { - "type": "string", - "description": "Name of the element." - }, - "physicalType": { - "type": "string", - "description": "The physical element data type in the data source.", - "examples": [ - "table", - "view", - "topic", - "file" - ] - }, - "description": { - "type": "string", - "description": "Description of the element." - }, - "businessName": { - "type": "string", - "description": "The business name of the element." - }, - "authoritativeDefinitions": { - "$ref": "#/$defs/AuthoritativeDefinitions" - }, - "tags": { - "$ref": "#/$defs/Tags" - }, - "customProperties": { - "$ref": "#/$defs/CustomProperties" - } - } - }, - "SchemaObject": { - "type": "object", - "properties": { - "logicalType": { - "type": "string", - "description": "The logical element data type.", - "enum": [ - "object" - ] - }, - "physicalName": { - "type": "string", - "description": "Physical name.", - "examples": [ - "table_1_2_0" - ] - }, - "dataGranularityDescription": { - "type": "string", - "description": "Granular level of the data in the object.", - "examples": [ - "Aggregation by country" - ] - }, - "properties": { - "type": "array", - "description": "A list of properties for the object.", - "items": { - "$ref": "#/$defs/SchemaProperty" - } - }, - "quality": { - "$ref": "#/$defs/DataQualityChecks" - } - }, - "allOf": [ - { - "$ref": "#/$defs/SchemaElement" - } - ], - "required": [ - "name" - ], - "unevaluatedProperties": false - }, - "SchemaBaseProperty": { - "type": "object", - "properties": { - "primaryKey": { - "type": "boolean", - "description": "Boolean value specifying whether the element is primary or not. Default is false." - }, - "primaryKeyPosition": { - "type": "integer", - "default": -1, - "description": "If element is a primary key, the position of the primary key element. Starts from 1. Example of `account_id, name` being primary key columns, `account_id` has primaryKeyPosition 1 and `name` primaryKeyPosition 2. Default to -1." - }, - "logicalType": { - "type": "string", - "description": "The logical element data type.", - "enum": [ - "string", - "date", - "number", - "integer", - "object", - "array", - "boolean" - ] - }, - "logicalTypeOptions": { - "type": "object", - "description": "Additional optional metadata to describe the logical type." - }, - "physicalType": { - "type": "string", - "description": "The physical element data type in the data source. For example, VARCHAR(2), DOUBLE, INT." - }, - "required": { - "type": "boolean", - "default": false, - "description": "Indicates if the element may contain Null values; possible values are true and false. Default is false." - }, - "unique": { - "type": "boolean", - "default": false, - "description": "Indicates if the element contains unique values; possible values are true and false. Default is false." - }, - "partitioned": { - "type": "boolean", - "default": false, - "description": "Indicates if the element is partitioned; possible values are true and false." - }, - "partitionKeyPosition": { - "type": "integer", - "default": -1, - "description": "If element is used for partitioning, the position of the partition element. Starts from 1. Example of `country, year` being partition columns, `country` has partitionKeyPosition 1 and `year` partitionKeyPosition 2. Default to -1." - }, - "classification": { - "type": "string", - "description": "Can be anything, like confidential, restricted, and public to more advanced categorization. Some companies like PayPal, use data classification indicating the class of data in the element; expected values are 1, 2, 3, 4, or 5.", - "examples": [ - "confidential", - "restricted", - "public" - ] - }, - "encryptedName": { - "type": "string", - "description": "The element name within the dataset that contains the encrypted element value. For example, unencrypted element `email_address` might have an encryptedName of `email_address_encrypt`." - }, - "transformSourceObjects": { - "type": "array", - "description": "List of objects in the data source used in the transformation.", - "items": { - "type": "string" - } - }, - "transformLogic": { - "type": "string", - "description": "Logic used in the element transformation." - }, - "transformDescription": { - "type": "string", - "description": "Describes the transform logic in very simple terms." - }, - "examples": { - "type": "array", - "description": "List of sample element values.", - "items": { - "$ref": "#/$defs/AnyType" - } - }, - "criticalDataElement": { - "type": "boolean", - "default": false, - "description": "True or false indicator; If element is considered a critical data element (CDE) then true else false." - }, - "quality": { - "$ref": "#/$defs/DataQualityChecks" - } - }, - "allOf": [ - { - "$ref": "#/$defs/SchemaElement" - }, - { - "if": { - "properties": { - "logicalType": { - "const": "string" - } - } - }, - "then": { - "properties": { - "logicalTypeOptions": { - "type": "object", - "properties": { - "minLength": { - "type": "integer", - "minimum": 0, - "description": "Minimum length of the string." - }, - "maxLength": { - "type": "integer", - "minimum": 0, - "description": "Maximum length of the string." - }, - "pattern": { - "type": "string", - "description": "Regular expression pattern to define valid value. Follows regular expression syntax from ECMA-262 (https://262.ecma-international.org/5.1/#sec-15.10.1)." - }, - "format": { - "type": "string", - "examples": [ - "password", - "byte", - "binary", - "email", - "uuid", - "uri", - "hostname", - "ipv4", - "ipv6" - ], - "description": "Provides extra context about what format the string follows." - } - }, - "additionalProperties": false - } - } - } - }, - { - "if": { - "properties": { - "logicalType": { - "const": "date" - } - } - }, - "then": { - "properties": { - "logicalTypeOptions": { - "type": "object", - "properties": { - "format": { - "type": "string", - "examples": [ - "yyyy-MM-dd", - "yyyy-MM-dd HH:mm:ss", - "HH:mm:ss" - ], - "description": "Format of the date. Follows the format as prescribed by [JDK DateTimeFormatter](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html). For example, format 'yyyy-MM-dd'." - }, - "exclusiveMaximum": { - "type": "boolean", - "default": false, - "description": "If set to true, all values are strictly less than the maximum value (values < maximum). Otherwise, less than or equal to the maximum value (values <= maximum)." - }, - "maximum": { - "type": "string", - "description": "All date values are less than or equal to this value (values <= maximum)." - }, - "exclusiveMinimum": { - "type": "boolean", - "default": false, - "description": "If set to true, all values are strictly greater than the minimum value (values > minimum). Otherwise, greater than or equal to the minimum value (values >= minimum)." - }, - "minimum": { - "type": "string", - "description": "All date values are greater than or equal to this value (values >= minimum)." - } - }, - "additionalProperties": false - } - } - } - }, - { - "if": { - "anyOf": [ - { - "properties": { - "logicalType": { - "const": "integer" - } - } - } - ] - }, - "then": { - "properties": { - "logicalTypeOptions": { - "type": "object", - "properties": { - "multipleOf": { - "type": "number", - "exclusiveMinimum": 0, - "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5." - }, - "maximum": { - "type": "number", - "description": "All values are less than or equal to this value (values <= maximum)." - }, - "exclusiveMaximum": { - "type": "boolean", - "default": false, - "description": "If set to true, all values are strictly less than the maximum value (values < maximum). Otherwise, less than or equal to the maximum value (values <= maximum)." - }, - "minimum": { - "type": "number", - "description": "All values are greater than or equal to this value (values >= minimum)." - }, - "exclusiveMinimum": { - "type": "boolean", - "default": false, - "description": "If set to true, all values are strictly greater than the minimum value (values > minimum). Otherwise, greater than or equal to the minimum value (values >= minimum)." - }, - "format": { - "type": "string", - "default": "i32", - "description": "Format of the value in terms of how many bits of space it can use and whether it is signed or unsigned (follows the Rust integer types).", - "enum": [ - "i8", - "i16", - "i32", - "i64", - "i128", - "u8", - "u16", - "u32", - "u64", - "u128" - ] - } - }, - "additionalProperties": false - } - } - } - }, - { - "if": { - "anyOf": [ - { - "properties": { - "logicalType": { - "const": "number" - } - } - } - ] - }, - "then": { - "properties": { - "logicalTypeOptions": { - "type": "object", - "properties": { - "multipleOf": { - "type": "number", - "exclusiveMinimum": 0, - "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5." - }, - "maximum": { - "type": "number", - "description": "All values are less than or equal to this value (values <= maximum)." - }, - "exclusiveMaximum": { - "type": "boolean", - "default": false, - "description": "If set to true, all values are strictly less than the maximum value (values < maximum). Otherwise, less than or equal to the maximum value (values <= maximum)." - }, - "minimum": { - "type": "number", - "description": "All values are greater than or equal to this value (values >= minimum)." - }, - "exclusiveMinimum": { - "type": "boolean", - "default": false, - "description": "If set to true, all values are strictly greater than the minimum value (values > minimum). Otherwise, greater than or equal to the minimum value (values >= minimum)." - }, - "format": { - "type": "string", - "default": "i32", - "description": "Format of the value in terms of how many bits of space it can use (follows the Rust float types).", - "enum": [ - "f32", - "f64" - ] - } - }, - "additionalProperties": false - } - } - } - }, - { - "if": { - "properties": { - "logicalType": { - "const": "object" - } - } - }, - "then": { - "properties": { - "logicalTypeOptions": { - "type": "object", - "properties": { - "maxProperties": { - "type": "integer", - "minimum": 0, - "description": "Maximum number of properties." - }, - "minProperties": { - "type": "integer", - "minimum": 0, - "default": 0, - "description": "Minimum number of properties." - }, - "required": { - "type": "array", - "items": { - "type": "string" - }, - "minItems": 1, - "uniqueItems": true, - "description": "Property names that are required to exist in the object." - } - }, - "additionalProperties": false - }, - "properties": { - "type": "array", - "description": "A list of properties for the object.", - "items": { - "$ref": "#/$defs/SchemaProperty" - } - } - } - } - }, - { - "if": { - "properties": { - "logicalType": { - "const": "array" - } - } - }, - "then": { - "properties": { - "logicalTypeOptions": { - "type": "object", - "properties": { - "maxItems": { - "type": "integer", - "minimum": 0, - "description": "Maximum number of items." - }, - "minItems": { - "type": "integer", - "minimum": 0, - "default": 0, - "description": "Minimum number of items" - }, - "uniqueItems": { - "type": "boolean", - "default": false, - "description": "If set to true, all items in the array are unique." - } - }, - "additionalProperties": false - }, - "items": { - "$ref": "#/$defs/SchemaItemProperty", - "description": "List of items in an array (only applicable when `logicalType: array`)." - } - } - } - } - ] - }, - "SchemaProperty": { - "type": "object", - "$ref": "#/$defs/SchemaBaseProperty", - "required": [ - "name" - ], - "unevaluatedProperties": false - }, - "SchemaItemProperty": { - "type": "object", - "$ref": "#/$defs/SchemaBaseProperty", - "properties": { - "properties": { - "type": "array", - "description": "A list of properties for the object.", - "items": { - "$ref": "#/$defs/SchemaProperty" - } - } - }, - "unevaluatedProperties": false - }, - "Tags": { - "type": "array", - "description": "A list of tags that may be assigned to the elements (object or property); the tags keyword may appear at any level. Tags may be used to better categorize an element. For example, `finance`, `sensitive`, `employee_record`.", - "examples": [ - "finance", - "sensitive", - "employee_record" - ], - "items": { - "type": "string" - } - }, - "DataQuality": { - "type": "object", - "properties": { - "authoritativeDefinitions": { - "$ref": "#/$defs/AuthoritativeDefinitions" - }, - "businessImpact": { - "type": "string", - "description": "Consequences of the rule failure.", - "examples": [ - "operational", - "regulatory" - ] - }, - "customProperties": { - "type": "array", - "description": "Additional properties required for rule execution.", - "items": { - "$ref": "#/$defs/CustomProperty" - } - }, - "description": { - "type": "string", - "description": "Describe the quality check to be completed." - }, - "dimension": { - "type": "string", - "description": "The key performance indicator (KPI) or dimension for data quality.", - "enum": [ - "accuracy", - "completeness", - "conformity", - "consistency", - "coverage", - "timeliness", - "uniqueness" - ] - }, - "method": { - "type": "string", - "examples": [ - "reconciliation" - ] - }, - "name": { - "type": "string", - "description": "Name of the data quality check." - }, - "schedule": { - "type": "string", - "description": "Rule execution schedule details.", - "examples": [ - "0 20 * * *" - ] - }, - "scheduler": { - "type": "string", - "description": "The name or type of scheduler used to start the data quality check.", - "examples": [ - "cron" - ] - }, - "severity": { - "type": "string", - "description": "The severance of the quality rule.", - "examples": [ - "info", - "warning", - "error" - ] - }, - "tags": { - "$ref": "#/$defs/Tags" - }, - "type": { - "type": "string", - "description": "The type of quality check. 'text' is human-readable text that describes the quality of the data. 'library' is a set of maintained predefined quality attributes such as row count or unique. 'sql' is an individual SQL query that returns a value that can be compared. 'custom' is quality attributes that are vendor-specific, such as Soda or Great Expectations.", - "enum": [ - "text", - "library", - "sql", - "custom" - ], - "default": "library" - }, - "unit": { - "type": "string", - "description": "Unit the rule is using, popular values are `rows` or `percent`, but any value is allowed.", - "examples": [ - "rows", - "percent" - ] - } - }, - "allOf": [ - { - "if": { - "properties": { - "type": { - "const": "library" - } - } - }, - "then": { - "$ref": "#/$defs/DataQualityLibrary" - } - }, - { - "if": { - "properties": { - "type": { - "const": "sql" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/DataQualitySql" - } - }, - { - "if": { - "properties": { - "type": { - "const": "custom" - } - }, - "required": [ - "type" - ] - }, - "then": { - "$ref": "#/$defs/DataQualityCustom" - } - } - ] - }, - "DataQualityChecks": { - "type": "array", - "description": "Data quality rules with all the relevant information for rule setup and execution.", - "items": { - "$ref": "#/$defs/DataQuality" - } - }, - "DataQualityLibrary": { - "type": "object", - "properties": { - "rule": { - "type": "string", - "description": "Define a data quality check based on the predefined rules as per ODCS.", - "examples": [ - "duplicateCount", - "validValues", - "rowCount" - ] - }, - "mustBe": { - "description": "Must be equal to the value to be valid. When using numbers, it is equivalent to '='." - }, - "mustNotBe": { - "description": "Must not be equal to the value to be valid. When using numbers, it is equivalent to '!='." - }, - "mustBeGreaterThan": { - "type": "number", - "description": "Must be greater than the value to be valid. It is equivalent to '>'." - }, - "mustBeGreaterOrEqualTo": { - "type": "number", - "description": "Must be greater than or equal to the value to be valid. It is equivalent to '>='." - }, - "mustBeLessThan": { - "type": "number", - "description": "Must be less than the value to be valid. It is equivalent to '<'." - }, - "mustBeLessOrEqualTo": { - "type": "number", - "description": "Must be less than or equal to the value to be valid. It is equivalent to '<='." - }, - "mustBeBetween": { - "type": "array", - "description": "Must be between the two numbers to be valid. Smallest number first in the array.", - "minItems": 2, - "maxItems": 2, - "uniqueItems": true, - "items": { - "type": "number" - } - }, - "mustNotBeBetween": { - "type": "array", - "description": "Must not be between the two numbers to be valid. Smallest number first in the array.", - "minItems": 2, - "maxItems": 2, - "uniqueItems": true, - "items": { - "type": "number" - } - } - }, - "required": [ - "rule" - ] - }, - "DataQualitySql": { - "type": "object", - "properties": { - "query": { - "type": "string", - "description": "Query string that adheres to the dialect of the provided server.", - "examples": [ - "SELECT COUNT(*) FROM ${table} WHERE ${column} IS NOT NULL" - ] - } - }, - "required": [ - "query" - ] - }, - "DataQualityCustom": { - "type": "object", - "properties": { - "engine": { - "type": "string", - "description": "Name of the engine which executes the data quality checks.", - "examples": [ - "soda", - "great-expectations", - "monte-carlo", - "dbt" - ] - }, - "implementation": { - "oneOf": [ - { - "type": "string" - }, - { - "type": "object" - } - ] - } - }, - "required": [ - "engine", - "implementation" - ] - }, - "AuthoritativeDefinitions": { - "type": "array", - "description": "List of links to sources that provide more details on the dataset; examples would be a link to an external definition, a training video, a git repo, data catalog, or another tool. Authoritative definitions follow the same structure in the standard.", - "items": { - "type": "object", - "properties": { - "url": { - "type": "string", - "description": "URL to the authority." - }, - "type": { - "type": "string", - "description": "Type of definition for authority: v2.3 adds standard values: `businessDefinition`, `transformationImplementation`, `videoTutorial`, `tutorial`, and `implementation`.", - "examples": [ - "businessDefinition", - "transformationImplementation", - "videoTutorial", - "tutorial", - "implementation" - ] - } - }, - "required": [ - "url", - "type" - ] - } - }, - "Support": { - "type": "array", - "description": "Top level for support channels.", - "items": { - "$ref": "#/$defs/SupportItem" - } - }, - "SupportItem": { - "type": "object", - "properties": { - "channel": { - "type": "string", - "description": "Channel name or identifier." - }, - "url": { - "type": "string", - "description": "Access URL using normal [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax) (https, mailto, etc.)." - }, - "description": { - "type": "string", - "description": "Description of the channel, free text." - }, - "tool": { - "type": "string", - "description": "Name of the tool, value can be `email`, `slack`, `teams`, `discord`, `ticket`, or `other`.", - "examples": [ - "email", - "slack", - "teams", - "discord", - "ticket", - "other" - ] - }, - "scope": { - "type": "string", - "description": "Scope can be: `interactive`, `announcements`, `issues`.", - "examples": [ - "interactive", - "announcements", - "issues" - ] - }, - "invitationUrl": { - "type": "string", - "description": "Some tools uses invitation URL for requesting or subscribing. Follows the [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax)." - } - }, - "required": [ - "channel", - "url" - ] - }, - "Pricing": { - "type": "object", - "properties": { - "priceAmount": { - "type": "number", - "description": "Subscription price per unit of measure in `priceUnit`." - }, - "priceCurrency": { - "type": "string", - "description": "Currency of the subscription price in `price.priceAmount`." - }, - "priceUnit": { - "type": "string", - "description": "The unit of measure for calculating cost. Examples megabyte, gigabyte." - } - } - }, - "Team": { - "type": "object", - "properties": { - "username": { - "type": "string", - "description": "The user's username or email." - }, - "role": { - "type": "string", - "description": "The user's job role; Examples might be owner, data steward. There is no limit on the role." - }, - "dateIn": { - "type": "string", - "format": "date", - "description": "The date when the user joined the team." - }, - "dateOut": { - "type": "string", - "format": "date", - "description": "The date when the user ceased to be part of the team." - }, - "replacedByUsername": { - "type": "string", - "description": "The username of the user who replaced the previous user." - } - } - }, - "Role": { - "type": "object", - "properties": { - "role": { - "type": "string", - "description": "Name of the IAM role that provides access to the dataset." - }, - "description": { - "type": "string", - "description": "Description of the IAM role and its permissions." - }, - "access": { - "type": "string", - "description": "The type of access provided by the IAM role." - }, - "firstLevelApprovers": { - "type": "string", - "description": "The name(s) of the first-level approver(s) of the role." - }, - "secondLevelApprovers": { - "type": "string", - "description": "The name(s) of the second-level approver(s) of the role." - }, - "customProperties": { - "$ref": "#/$defs/CustomProperties" - } - }, - "required": [ - "role" - ] - }, - "ServiceLevelAgreementProperty": { - "type": "object", - "properties": { - "property": { - "type": "string", - "description": "Specific property in SLA, check the periodic table. May requires units (more details to come)." - }, - "value": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "number" - }, - { - "type": "integer" - }, - { - "type": "boolean" - }, - { - "type": "null" - } - ], - "description": "Agreement value. The label will change based on the property itself." - }, - "valueExt": { - "$ref": "#/$defs/AnyNonCollectionType", - "description": "Extended agreement value. The label will change based on the property itself." - }, - "unit": { - "type": "string", - "description": "**d**, day, days for days; **y**, yr, years for years, etc. Units use the ISO standard." - }, - "element": { - "type": "string", - "description": "Element(s) to check on. Multiple elements should be extremely rare and, if so, separated by commas." - }, - "driver": { - "type": "string", - "description": "Describes the importance of the SLA from the list of: `regulatory`, `analytics`, or `operational`.", - "examples": [ - "regulatory", - "analytics", - "operational" - ] - } - }, - "required": [ - "property", - "value" - ] - }, - "CustomProperties": { - "type": "array", - "description": "A list of key/value pairs for custom properties.", - "items": { - "$ref": "#/$defs/CustomProperty" - } - }, - "CustomProperty": { - "type": "object", - "properties": { - "property": { - "type": "string", - "description": "The name of the key. Names should be in camel case–the same as if they were permanent properties in the contract." - }, - "value": { - "$ref": "#/$defs/AnyType", - "description": "The value of the key." - } - } - }, - "AnyType": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "number" - }, - { - "type": "integer" - }, - { - "type": "boolean" - }, - { - "type": "null" - }, - { - "type": "array" - }, - { - "type": "object" - } - ] - }, - "AnyNonCollectionType": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "number" - }, - { - "type": "integer" - }, - { - "type": "boolean" - }, - { - "type": "null" - } - ] - } - } -} diff --git a/datacontract-cli/datacontract/templates/datacontract.html b/datacontract-cli/datacontract/templates/datacontract.html deleted file mode 100644 index 4bd126906..000000000 --- a/datacontract-cli/datacontract/templates/datacontract.html +++ /dev/null @@ -1,296 +0,0 @@ - - - - Data Contract - - - {# #} - - - - -
    - - - -
    - -
    -
    -
    -
    -

    - Data Contract

    -
    - {{ datacontract.id }} -
    -
    - {% if datacontract.tags %} -
    - - - - - {% for tag in datacontract.tags %} - - {{ tag }} - - {% endfor %} -
    - {% endif %} -
    -
    -
    - -
    -
    -
    - -
    -
    -
    - {{ render_partial('partials/datacontract_information.html', datacontract = datacontract) }} -
    - - - {% if datacontract.servers %} -
    -
    -

    Servers

    -

    Servers of the data contract

    -
    - -
      - - {% for server_name, server in datacontract.servers.items() %} - {{ render_partial('partials/server.html', server_name = server_name, server = server) }} - {% endfor %} - -
    - -
    - {% endif %} - - - {% if datacontract.terms %} -
    - {{ render_partial('partials/datacontract_terms.html', datacontract = datacontract) }} -
    - {% endif %} - - -
    -
    -
    -

    - Data Model -

    -

    The logical data model

    -
    -
    - - {% for model_name, model in datacontract.models.items() %} - -
    -
    -
    -
    - - - - - - - - - - {% for field_name, field in model.fields.items() %} - {{ render_partial('partials/model_field.html', nested = False, field_name=field_name, field = field, level = 0) }} - {% endfor %} - - {% if model.primaryKey or model.quality %} - - {% if model.quality %} - {% for quality in model.quality %} - - - - {% endfor %} - {% endif %} - - {% if model.primaryKey %} - - - - {% endif %} - - - {% endif %} -
    - {% if model.title %} - {{ model.title }} - {% endif %} - {% if model.title != model_name %} - {{ model_name }} - {% endif %} - {{ model.type }} -
    {{ model.description }}
    - {% for key, value in model.model_extra.items() %} - {{ key }}: {{ value }} - {% endfor %} -
    - {{ render_partial('partials/quality.html', quality = quality)}} -
    - Primary Key: {{ model.primaryKey }} -
    -
    -
    -
    -
    - {% endfor %} -
    - - {% if datacontract.definitions %} -
    -
    -

    Definitions

    -

    Domain specific definitions in the data contract

    -
    - - {% for definition_name, definition in datacontract.definitions.items() %} - {{ render_partial('partials/definition.html', definition_name = definition_name, definition = definition)}} - {% endfor %} -
    - {% endif %} - - {% if datacontract.examples %} -
    -
    -

    Examples

    -

    Examples for models in the data contract

    -
    - {% for example in datacontract.examples %} - {{ render_partial('partials/example.html', example = example) }} - {% endfor %} -
    - {% endif %} - - {% if datacontract.servicelevels %} -
    - {{ render_partial('partials/datacontract_servicelevels.html', datacontract = datacontract ) }} -
    - {% endif %} - - {% if quality_specification %} -
    -
    -

    - Quality -

    -

    - {{ datacontract.quality.type }} -

    -
    -
    -
    -
    - 
    {{ quality_specification }}
    -
    -
    -
    -
    - {% endif %} - -
    -
    - -
    - Created at {{formatted_date}} with Data Contract CLI v{{datacontract_cli_version}} -
    - -
    -
    - - -
    - -
    -
    -
    -
    - -
    -
    -
    - -

    Data Contract YAML

    -
    - 
    {{datacontract_yaml}}
    -
    -
    - -
    -
    -
    -
    -     - - - - -
    - - - diff --git a/datacontract-cli/datacontract/templates/index.html b/datacontract-cli/datacontract/templates/index.html deleted file mode 100644 index 8c15c221d..000000000 --- a/datacontract-cli/datacontract/templates/index.html +++ /dev/null @@ -1,233 +0,0 @@ - - - - Data Contract - - - {# #} - - - - -
    - - - -
    - -
    -
    -
    -
    -

    - Data Contract Catalog

    -
    -
    - - -
    - -
    - -
    - -
    - - {% if contracts_size > 0 %} - -
    -

    Filters

    -
    -
    -
    -
    -
    - -
    - -
    -
    -
    -
    -
    - {% endif %} - - - - - {% if contracts_size == 0 %} -

    The data contract catalog is empty.

    -

    - Learn more on data contracts on http://datacontract.com. -

    - {% endif %} - - - - -
    - -
    - -
    - -
    - Created at {{formatted_date}} with Data Contract CLI v{{datacontract_cli_version}} -
    - -
    -
    - - -
    - -
    -
    -
    -
    - -
    -
    -
    - -

    Data Contract YAML

    -
    - 
    {{datacontract_yaml}}
    -
    -
    - -
    -
    -
    -
    -     - - - - -
    - - - - - diff --git a/datacontract-cli/datacontract/templates/partials/datacontract_information.html b/datacontract-cli/datacontract/templates/partials/datacontract_information.html deleted file mode 100644 index a96231451..000000000 --- a/datacontract-cli/datacontract/templates/partials/datacontract_information.html +++ /dev/null @@ -1,86 +0,0 @@ -
    -

    Info

    -

    Information about the data contract

    -
    -
    - -
    - - {% if datacontract.links %} -
    - {% for name, href in datacontract.links.items() %} - -
    - -
    -
    {{ name }}
    -     - {% endfor %} -
    - {% endif %} - -
    -
    -
    Title
    -
    {{ datacontract.info.title }}
    -
    - -
    -
    Version
    -
    {{ datacontract.info.version }}
    -
    - - {% if datacontract.info.status %} -
    -
    Status
    -
    {{ datacontract.info.status }}
    -
    - {% endif %} - - {% if datacontract.info.description %} -
    -
    Description
    -
    - {{ datacontract.info.description }} -
    -
    - {% endif %} - - {% if datacontract.info.owner %} -
    -
    Owner
    -
    - {{ datacontract.info.owner }} -
    -
    - {% endif %} - - {% for key, value in datacontract.info.model_extra.items() %} -
    -
    {{ key }}
    -
    {{ value }}
    -
    - {% endfor %} - - {% if datacontract.info.contact %} -
    -
    Contact
    -
    - {% if datacontract.info.contact.name %} - {{ datacontract.info.contact.name }} - {% endif %} - {% if datacontract.info.contact.email %} - {{ datacontract.info.contact.email }} - {% endif %} - {% if datacontract.info.contact.url %} - - {% endif %} -
    -
    - {% endif %} - -
    -
    -
    \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/datacontract_servicelevels.html b/datacontract-cli/datacontract/templates/partials/datacontract_servicelevels.html deleted file mode 100644 index fab0579a3..000000000 --- a/datacontract-cli/datacontract/templates/partials/datacontract_servicelevels.html +++ /dev/null @@ -1,253 +0,0 @@ -
    -

    Service Levels

    -

    Service levels of the data contract

    -
    -
    -
    -
    - {% if datacontract.servicelevels.availability %} -
    -

    - Availability -

    - {% if datacontract.servicelevels.availability.description %} -
    -
    Description
    -
    - {{ datacontract.servicelevels.availability.description }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.availability.percentage %} -
    -
    Percentage
    -
    - {{ datacontract.servicelevels.availability.percentage }} -
    -
    - {% endif %} -
    - {% endif %} - {% if datacontract.servicelevels.retention %} -
    -

    - Retention -

    - {% if datacontract.servicelevels.retention.description %} -
    -
    Description
    -
    - {{ datacontract.servicelevels.retention.description }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.retention.period %} -
    -
    Period
    -
    - {{ datacontract.servicelevels.retention.period }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.retention.unlimited %} -
    -
    Unlimited
    -
    - {{ datacontract.servicelevels.retention.unlimited }} -
    -
    - {% endif %} -
    - {% endif %} - {% if datacontract.servicelevels.latency %} -
    -

    - Latency -

    - {% if datacontract.servicelevels.latency.description %} -
    -
    Description
    -
    - {{ datacontract.servicelevels.latency.description }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.latency.threshold %} -
    -
    Threshold
    -
    - {{ datacontract.servicelevels.latency.threshold }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.latency.sourceTimestampField %} -
    -
    Source Timestamp field
    -
    - {{ datacontract.servicelevels.latency.sourceTimestampField - }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.latency.processedTimestampField %} -
    -
    Processed Timestamp field
    -
    - {{ datacontract.servicelevels.latency.processedTimestampField - }} -
    -
    - {% endif %} -
    - {% endif %} - {% if datacontract.servicelevels.freshness %} -
    -

    - Freshness -

    - {% if datacontract.servicelevels.freshness.description %} -
    -
    Description
    -
    - {{ datacontract.servicelevels.freshness.description }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.freshness.threshold %} -
    -
    Threshold
    -
    - {{ datacontract.servicelevels.freshness.threshold }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.freshness.timestampField %} -
    -
    Timestamp field
    -
    - {{ datacontract.servicelevels.freshness.timestampField }} -
    -
    - {% endif %} -
    - {% endif %} - {% if datacontract.servicelevels.frequency %} -
    -

    - Frequency -

    - {% if datacontract.servicelevels.frequency.description %} -
    -
    Description
    -
    - {{ datacontract.servicelevels.frequency.description }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.frequency.type %} -
    -
    Type
    -
    - {{ datacontract.servicelevels.frequency.type }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.frequency.interval %} -
    -
    Interval
    -
    - {{ datacontract.servicelevels.frequency.interval }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.frequency.cron %} -
    -
    Cron
    -
    - {{ datacontract.servicelevels.frequency.cron }} -
    -
    - {% endif %} -
    - {% endif %} - {% if datacontract.servicelevels.support %} -
    -

    - Support -

    - {% if datacontract.servicelevels.support.description %} -
    -
    Description
    -
    - {{ datacontract.servicelevels.support.description }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.support.time %} -
    -
    Time
    -
    - {{ datacontract.servicelevels.support.time }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.support.responseTime %} -
    -
    Response Time
    -
    - {{ datacontract.servicelevels.support.responseTime }} -
    -
    - {% endif %} -
    - {% endif %} - {% if datacontract.servicelevels.backup %} -
    -

    - Backup -

    - {% if datacontract.servicelevels.backup.description %} -
    -
    Description
    -
    - {{ datacontract.servicelevels.backup.description }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.backup.internal %} -
    -
    Interval
    -
    - {{ datacontract.servicelevels.backup.interval }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.backup.cron %} -
    -
    Cron
    -
    - {{ datacontract.servicelevels.backup.cron }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.backup.recoveryTime %} -
    -
    Recovery Time
    -
    - {{ datacontract.servicelevels.backup.recoveryTime }} -
    -
    - {% endif %} - {% if datacontract.servicelevels.backup.recoveryPoint %} -
    -
    Recovery Point
    -
    - {{ datacontract.servicelevels.backup.recoveryPoint }} -
    -
    - {% endif %} -
    - {% endif %} -
    -
    -
    \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/datacontract_terms.html b/datacontract-cli/datacontract/templates/partials/datacontract_terms.html deleted file mode 100644 index 3ca524d54..000000000 --- a/datacontract-cli/datacontract/templates/partials/datacontract_terms.html +++ /dev/null @@ -1,51 +0,0 @@ -
    -

    Terms

    -

    Terms and conditions of the data contract

    -
    -
    - -
    - -
    -
    -
    Usage
    -
    - {{ datacontract.terms.usage }} -
    -
    - -
    -
    Limitations
    -
    - {{ datacontract.terms.limitations }} -
    -
    - - {% if datacontract.terms.billing %} -
    -
    Billing
    -
    - {{ datacontract.terms.billing }} -
    -
    - {% endif %} - - {% if datacontract.terms.noticePeriod %} -
    -
    Notice Period
    -
    - {{ datacontract.terms.noticePeriod }} -
    -
    - {% endif %} - - {% for key, value in datacontract.terms.model_extra.items() %} -
    -
    {{ key }}
    -
    {{ value }}
    -
    - {% endfor %} - -
    -
    -
    \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/definition.html b/datacontract-cli/datacontract/templates/partials/definition.html deleted file mode 100644 index 6f5f3894e..000000000 --- a/datacontract-cli/datacontract/templates/partials/definition.html +++ /dev/null @@ -1,25 +0,0 @@ -
    -
    -
    -
    - - - - - - - - - - {{ render_partial('partials/model_field.html', nested = False, field_name=definition_name, - field = definition, level = 0) }} - - -
    - {{ definition_name }} -
    {{ definition.description }}
    -
    -
    -
    -
    -
    \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/example.html b/datacontract-cli/datacontract/templates/partials/example.html deleted file mode 100644 index ce423f5a2..000000000 --- a/datacontract-cli/datacontract/templates/partials/example.html +++ /dev/null @@ -1,27 +0,0 @@ -
    -
    -
    -
    - - - - - - - - - - - - -
    - {{ example.model }} - {{ example.type }} -
    {{ example.description }}
    -
    - 
    {{ example.data }}
    -
    -
    -
    -
    -
    \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/model_field.html b/datacontract-cli/datacontract/templates/partials/model_field.html deleted file mode 100644 index 38a026867..000000000 --- a/datacontract-cli/datacontract/templates/partials/model_field.html +++ /dev/null @@ -1,144 +0,0 @@ -{% if nested %} - - - {# poor mans approach to indenting things a bit #} - {% for i in range(0,level)%} -
     
    - {% endfor %} -
    - ↳ -
    -{% else %} - - -{% endif %} -
    - {% if field.title %} - {{ field.title }}
    - {% endif %} - {{ field_name }}{% if field.ref %} - - {% endif %} -
    - - - {% if field.type %} - {{ field.type }} - {% endif %} - - - {% if field.description %} -
    {{ field.description }}
    - {% else %} -
    No description
    - {% endif %} - - {% if field.example %} -
    - Example: {{ field.example }} -
    - {% endif %} - - {% if field.examples %} -
    - Examples: - {% for example in field.examples %} - {{ example }}{% if not loop.last %}, {% endif %} - {% endfor %} -
    - {% endif %} - - {% if field.enum %} -
    - Enum: - {% for enum_value in field.enum %} - {{ enum_value }}{% if not loop.last %}, {% endif %} - {% endfor %} -
    - {% endif %} -
    - {% if field.primaryKey or field.primary %} - primary - {% endif %} - {% if field.required %} - required - {% endif %} - {% if field.unique %} - unique - {% endif %} - {% if field.format %} - format:{{ field.format }} - {% endif %} - {% if field.minLength %} - minLength:{{ field.minLength }} - {% endif %} - {% if field.maxLength %} - maxLength:{{ field.maxLength }} - {% endif %} - {% if field.pattern %} - pattern:{{ field.pattern }} - {% endif %} - {% if field.precision %} - precision:{{ field.precision }} - {% endif %} - {% if field.scale %} - scale:{{ field.scale }} - {% endif %} - {% if field.minimum %} - minimum:{{ field.minimum }} - {% endif %} - {% if field.exclusiveMinimum %} - exclusiveMinimum:{{ field.exclusiveMinimum }} - {% endif %} - {% if field.maximum %} - maximum:{{ field.maximum }} - {% endif %} - {% if field.exclusiveMaximum %} - exclusiveMaximum:{{ field.exclusiveMaximum }} - {% endif %} - {% if field.classification %} - {{ field.classification }} - {% endif %} - {% if field.pii %} - PII - {% endif %} - {% for key, value in field.model_extra.items() %} - {{ key }}:{{ value }} - {% endfor %} - {% if field.links %} - {% for name,href in field.links.items() %} - {{ name }} - {% endfor %} - {% endif %} -
    - {% if field.quality %} - {% for quality in field.quality %} - {{ render_partial('partials/quality.html', quality = quality) }} - {% endfor %} - {% endif %} - - - -{% macro render_nested_partial(field_name, field, level) %} -{{ render_partial('partials/model_field.html', nested=True, field_name=field_name, field=field, level=level + 1) }} - - -{% endmacro %} - -{% if field.fields %} -{% for field_name, field in field.fields.items() %} -{{ render_nested_partial(field_name, field, level) }} -{% endfor %} -{% endif %} - -{% if field.items %} -{{ render_nested_partial("items", field.items, level) }} -{% endif %} - -{% if field.keys %} -{{ render_nested_partial("keys", field.keys, level) }} -{% endif %} - -{% if field.values %} -{{ render_nested_partial("values", field.values, level) }} -{% endif %} diff --git a/datacontract-cli/datacontract/templates/partials/quality.html b/datacontract-cli/datacontract/templates/partials/quality.html deleted file mode 100644 index e94a24ff8..000000000 --- a/datacontract-cli/datacontract/templates/partials/quality.html +++ /dev/null @@ -1,49 +0,0 @@ -
    - Quality | {{quality.type|upper}}: {{ quality.description }} - {% if quality.type == 'sql' and quality.query %} -
    - Query: - 
    {{ quality.query }}
    - {% if quality.mustBe != None %} -
    - Must Be: {{quality.mustBe}} -
    - {% endif %} - {% if quality.mustNotBe != None %} -
    - Must Not Be: {{quality.mustNotBe}} -
    - {% endif %} - {% if quality.mustBeGreaterThan != None %} -
    - Must Be Greater Than: {{quality.mustBeGreaterThan}} -
    - {% endif %} - {% if quality.mustBeGreaterThanOrEqualTo != None %} -
    - Must Be Greater Than Or Equal To: {{quality.mustBeGreaterThanOrEqualTo}} -
    - {% endif %} - {% if quality.mustBeLessThan != None %} -
    - Must Be Less Than: {{quality.mustBeLessThan}} -
    - {% endif %} - {% if quality.mustBeLessThanOrEqualTo != None %} -
    - Must Be Less Than Or Equal To: {{quality.mustBeLessThanOrEqualTo}} -
    - {% endif %} - {% if quality.mustBeBetween %} -
    - Must Be Between: {{quality.mustBeBetween|join(' and ')}} -
    - {% endif %} - {% if quality.mustNotBeBetween %} -
    - Must Not Be Between: {{quality.mustNotBeBetween}} -
    - {% endif %} -
    - {% endif %} -
    \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/partials/server.html b/datacontract-cli/datacontract/templates/partials/server.html deleted file mode 100644 index dc49cfc6f..000000000 --- a/datacontract-cli/datacontract/templates/partials/server.html +++ /dev/null @@ -1,209 +0,0 @@ -
  • -
    -
    -
    -
    Server
    -
    {{server_name}}
    -
    -
    -
    - - {% if server.environment %} -
    -
    -
    -
    Environment
    -
    {{server.environment}}
    -
    -
    -
    - {% endif %} - - {% if server.type %} -
    -
    -
    -
    Type
    -
    {{server.type}}
    -
    -
    -
    - {% endif %} - - {% if server.project %} -
    -
    -
    -
    Project
    -
    {{server.project}}
    -
    -
    -
    - {% endif %} - - {% if server.dataset %} -
    -
    -
    -
    Dataset
    -
    {{server.dataset}}
    -
    -
    -
    - {% endif %} - - {% if server.location %} -
    -
    -
    -
    Location
    -
    {{server.location}}
    -
    -
    -
    - {% endif %} - - {% if server.endpointUrl %} -
    -
    -
    -
    Endpoint URL
    -
    {{server.endpointUrl}}
    -
    -
    -
    - {% endif %} - - {% if server.account %} -
    -
    -
    -
    Account
    -
    {{server.account}}
    -
    -
    -
    - {% endif %} - - {% if server.host %} -
    -
    -
    -
    Host
    -
    {{server.host}}
    -
    -
    -
    - {% endif %} - - {% if server.port %} -
    -
    -
    -
    Port
    -
    {{server.port}}
    -
    -
    -
    - {% endif %} - - {% if server.catalog %} -
    -
    -
    -
    Catalog
    -
    {{server.catalog}}
    -
    -
    -
    - {% endif %} - - {% if server.database %} -
    -
    -
    -
    Database
    -
    {{server.database}}
    -
    -
    -
    - {% endif %} - - {% if server.schema_ %} -
    -
    -
    -
    Schema
    -
    {{server.schema_}}
    -
    -
    -
    - {% endif %} - - {% if server.topic %} -
    -
    -
    -
    Topic
    -
    {{server.topic}}
    -
    -
    -
    - {% endif %} - - {% if server.path %} -
    -
    -
    -
    Path
    -
    {{server.path}}
    -
    -
    -
    - {% endif %} - - {% if server.format %} -
    -
    -
    -
    Format
    -
    {{server.format}}
    -
    -
    -
    - {% endif %} - - {% if server.delimiter %} -
    -
    -
    -
    Delimiter
    -
    {{server.delimiter}}
    -
    -
    -
    - {% endif %} - - {% if server.description %} -
    -
    -
    -
    Description
    -
    {{server.description}}
    -
    -
    -
    - {% endif %} - - {% for key, value in server.model_extra.items() %} -
    -
    -
    -
    {{ key }}
    -
    {{ value }}
    -
    -
    -
    - {% endfor %} - -
    • \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/style/generate-style b/datacontract-cli/datacontract/templates/style/generate-style deleted file mode 100644 index 5e40f6cf2..000000000 --- a/datacontract-cli/datacontract/templates/style/generate-style +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# npm install --global tailwindcss -tailwindcss --input input.css --output output.css diff --git a/datacontract-cli/datacontract/templates/style/input.css b/datacontract-cli/datacontract/templates/style/input.css deleted file mode 100644 index bd6213e1d..000000000 --- a/datacontract-cli/datacontract/templates/style/input.css +++ /dev/null @@ -1,3 +0,0 @@ -@tailwind base; -@tailwind components; -@tailwind utilities; \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/style/output.css b/datacontract-cli/datacontract/templates/style/output.css deleted file mode 100644 index 6d1d5c70a..000000000 --- a/datacontract-cli/datacontract/templates/style/output.css +++ /dev/null @@ -1,1577 +0,0 @@ -*, ::before, ::after { - --tw-border-spacing-x: 0; - --tw-border-spacing-y: 0; - --tw-translate-x: 0; - --tw-translate-y: 0; - --tw-rotate: 0; - --tw-skew-x: 0; - --tw-skew-y: 0; - --tw-scale-x: 1; - --tw-scale-y: 1; - --tw-pan-x: ; - --tw-pan-y: ; - --tw-pinch-zoom: ; - --tw-scroll-snap-strictness: proximity; - --tw-gradient-from-position: ; - --tw-gradient-via-position: ; - --tw-gradient-to-position: ; - --tw-ordinal: ; - --tw-slashed-zero: ; - --tw-numeric-figure: ; - --tw-numeric-spacing: ; - --tw-numeric-fraction: ; - --tw-ring-inset: ; - --tw-ring-offset-width: 0px; - --tw-ring-offset-color: #fff; - --tw-ring-color: rgb(59 130 246 / 0.5); - --tw-ring-offset-shadow: 0 0 #0000; - --tw-ring-shadow: 0 0 #0000; - --tw-shadow: 0 0 #0000; - --tw-shadow-colored: 0 0 #0000; - --tw-blur: ; - --tw-brightness: ; - --tw-contrast: ; - --tw-grayscale: ; - --tw-hue-rotate: ; - --tw-invert: ; - --tw-saturate: ; - --tw-sepia: ; - --tw-drop-shadow: ; - --tw-backdrop-blur: ; - --tw-backdrop-brightness: ; - --tw-backdrop-contrast: ; - --tw-backdrop-grayscale: ; - --tw-backdrop-hue-rotate: ; - --tw-backdrop-invert: ; - --tw-backdrop-opacity: ; - --tw-backdrop-saturate: ; - --tw-backdrop-sepia: ; - --tw-contain-size: ; - --tw-contain-layout: ; - --tw-contain-paint: ; - --tw-contain-style: ; -} - -::backdrop { - --tw-border-spacing-x: 0; - --tw-border-spacing-y: 0; - --tw-translate-x: 0; - --tw-translate-y: 0; - --tw-rotate: 0; - --tw-skew-x: 0; - --tw-skew-y: 0; - --tw-scale-x: 1; - --tw-scale-y: 1; - --tw-pan-x: ; - --tw-pan-y: ; - --tw-pinch-zoom: ; - --tw-scroll-snap-strictness: proximity; - --tw-gradient-from-position: ; - --tw-gradient-via-position: ; - --tw-gradient-to-position: ; - --tw-ordinal: ; - --tw-slashed-zero: ; - --tw-numeric-figure: ; - --tw-numeric-spacing: ; - --tw-numeric-fraction: ; - --tw-ring-inset: ; - --tw-ring-offset-width: 0px; - --tw-ring-offset-color: #fff; - --tw-ring-color: rgb(59 130 246 / 0.5); - --tw-ring-offset-shadow: 0 0 #0000; - --tw-ring-shadow: 0 0 #0000; - --tw-shadow: 0 0 #0000; - --tw-shadow-colored: 0 0 #0000; - --tw-blur: ; - --tw-brightness: ; - --tw-contrast: ; - --tw-grayscale: ; - --tw-hue-rotate: ; - --tw-invert: ; - --tw-saturate: ; - --tw-sepia: ; - --tw-drop-shadow: ; - --tw-backdrop-blur: ; - --tw-backdrop-brightness: ; - --tw-backdrop-contrast: ; - --tw-backdrop-grayscale: ; - --tw-backdrop-hue-rotate: ; - --tw-backdrop-invert: ; - --tw-backdrop-opacity: ; - --tw-backdrop-saturate: ; - --tw-backdrop-sepia: ; - --tw-contain-size: ; - --tw-contain-layout: ; - --tw-contain-paint: ; - --tw-contain-style: ; -} - -/* -! tailwindcss v3.4.17 | MIT License | https://tailwindcss.com -*/ - -/* -1. Prevent padding and border from affecting element width. (https://github.com/mozdevs/cssremedy/issues/4) -2. Allow adding a border to an element by just adding a border-width. (https://github.com/tailwindcss/tailwindcss/pull/116) -*/ - -*, -::before, -::after { - box-sizing: border-box; - /* 1 */ - border-width: 0; - /* 2 */ - border-style: solid; - /* 2 */ - border-color: #e5e7eb; - /* 2 */ -} - -::before, -::after { - --tw-content: ''; -} - -/* -1. Use a consistent sensible line-height in all browsers. -2. Prevent adjustments of font size after orientation changes in iOS. -3. Use a more readable tab size. -4. Use the user's configured `sans` font-family by default. -5. Use the user's configured `sans` font-feature-settings by default. -6. Use the user's configured `sans` font-variation-settings by default. -7. Disable tap highlights on iOS -*/ - -html, -:host { - line-height: 1.5; - /* 1 */ - -webkit-text-size-adjust: 100%; - /* 2 */ - -moz-tab-size: 4; - /* 3 */ - -o-tab-size: 4; - tab-size: 4; - /* 3 */ - font-family: ui-sans-serif, system-ui, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji"; - /* 4 */ - font-feature-settings: normal; - /* 5 */ - font-variation-settings: normal; - /* 6 */ - -webkit-tap-highlight-color: transparent; - /* 7 */ -} - -/* -1. Remove the margin in all browsers. -2. Inherit line-height from `html` so users can set them as a class directly on the `html` element. -*/ - -body { - margin: 0; - /* 1 */ - line-height: inherit; - /* 2 */ -} - -/* -1. Add the correct height in Firefox. -2. Correct the inheritance of border color in Firefox. (https://bugzilla.mozilla.org/show_bug.cgi?id=190655) -3. Ensure horizontal rules are visible by default. -*/ - -hr { - height: 0; - /* 1 */ - color: inherit; - /* 2 */ - border-top-width: 1px; - /* 3 */ -} - -/* -Add the correct text decoration in Chrome, Edge, and Safari. -*/ - -abbr:where([title]) { - -webkit-text-decoration: underline dotted; - text-decoration: underline dotted; -} - -/* -Remove the default font size and weight for headings. -*/ - -h1, -h2, -h3, -h4, -h5, -h6 { - font-size: inherit; - font-weight: inherit; -} - -/* -Reset links to optimize for opt-in styling instead of opt-out. -*/ - -a { - color: inherit; - text-decoration: inherit; -} - -/* -Add the correct font weight in Edge and Safari. -*/ - -b, -strong { - font-weight: bolder; -} - -/* -1. Use the user's configured `mono` font-family by default. -2. Use the user's configured `mono` font-feature-settings by default. -3. Use the user's configured `mono` font-variation-settings by default. -4. Correct the odd `em` font sizing in all browsers. -*/ - -code, -kbd, -samp, -pre { - font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; - /* 1 */ - font-feature-settings: normal; - /* 2 */ - font-variation-settings: normal; - /* 3 */ - font-size: 1em; - /* 4 */ -} - -/* -Add the correct font size in all browsers. -*/ - -small { - font-size: 80%; -} - -/* -Prevent `sub` and `sup` elements from affecting the line height in all browsers. -*/ - -sub, -sup { - font-size: 75%; - line-height: 0; - position: relative; - vertical-align: baseline; -} - -sub { - bottom: -0.25em; -} - -sup { - top: -0.5em; -} - -/* -1. Remove text indentation from table contents in Chrome and Safari. (https://bugs.chromium.org/p/chromium/issues/detail?id=999088, https://bugs.webkit.org/show_bug.cgi?id=201297) -2. Correct table border color inheritance in all Chrome and Safari. (https://bugs.chromium.org/p/chromium/issues/detail?id=935729, https://bugs.webkit.org/show_bug.cgi?id=195016) -3. Remove gaps between table borders by default. -*/ - -table { - text-indent: 0; - /* 1 */ - border-color: inherit; - /* 2 */ - border-collapse: collapse; - /* 3 */ -} - -/* -1. Change the font styles in all browsers. -2. Remove the margin in Firefox and Safari. -3. Remove default padding in all browsers. -*/ - -button, -input, -optgroup, -select, -textarea { - font-family: inherit; - /* 1 */ - font-feature-settings: inherit; - /* 1 */ - font-variation-settings: inherit; - /* 1 */ - font-size: 100%; - /* 1 */ - font-weight: inherit; - /* 1 */ - line-height: inherit; - /* 1 */ - letter-spacing: inherit; - /* 1 */ - color: inherit; - /* 1 */ - margin: 0; - /* 2 */ - padding: 0; - /* 3 */ -} - -/* -Remove the inheritance of text transform in Edge and Firefox. -*/ - -button, -select { - text-transform: none; -} - -/* -1. Correct the inability to style clickable types in iOS and Safari. -2. Remove default button styles. -*/ - -button, -input:where([type='button']), -input:where([type='reset']), -input:where([type='submit']) { - -webkit-appearance: button; - /* 1 */ - background-color: transparent; - /* 2 */ - background-image: none; - /* 2 */ -} - -/* -Use the modern Firefox focus style for all focusable elements. -*/ - -:-moz-focusring { - outline: auto; -} - -/* -Remove the additional `:invalid` styles in Firefox. (https://github.com/mozilla/gecko-dev/blob/2f9eacd9d3d995c937b4251a5557d95d494c9be1/layout/style/res/forms.css#L728-L737) -*/ - -:-moz-ui-invalid { - box-shadow: none; -} - -/* -Add the correct vertical alignment in Chrome and Firefox. -*/ - -progress { - vertical-align: baseline; -} - -/* -Correct the cursor style of increment and decrement buttons in Safari. -*/ - -::-webkit-inner-spin-button, -::-webkit-outer-spin-button { - height: auto; -} - -/* -1. Correct the odd appearance in Chrome and Safari. -2. Correct the outline style in Safari. -*/ - -[type='search'] { - -webkit-appearance: textfield; - /* 1 */ - outline-offset: -2px; - /* 2 */ -} - -/* -Remove the inner padding in Chrome and Safari on macOS. -*/ - -::-webkit-search-decoration { - -webkit-appearance: none; -} - -/* -1. Correct the inability to style clickable types in iOS and Safari. -2. Change font properties to `inherit` in Safari. -*/ - -::-webkit-file-upload-button { - -webkit-appearance: button; - /* 1 */ - font: inherit; - /* 2 */ -} - -/* -Add the correct display in Chrome and Safari. -*/ - -summary { - display: list-item; -} - -/* -Removes the default spacing and border for appropriate elements. -*/ - -blockquote, -dl, -dd, -h1, -h2, -h3, -h4, -h5, -h6, -hr, -figure, -p, -pre { - margin: 0; -} - -fieldset { - margin: 0; - padding: 0; -} - -legend { - padding: 0; -} - -ol, -ul, -menu { - list-style: none; - margin: 0; - padding: 0; -} - -/* -Reset default styling for dialogs. -*/ - -dialog { - padding: 0; -} - -/* -Prevent resizing textareas horizontally by default. -*/ - -textarea { - resize: vertical; -} - -/* -1. Reset the default placeholder opacity in Firefox. (https://github.com/tailwindlabs/tailwindcss/issues/3300) -2. Set the default placeholder color to the user's configured gray 400 color. -*/ - -input::-moz-placeholder, textarea::-moz-placeholder { - opacity: 1; - /* 1 */ - color: #9ca3af; - /* 2 */ -} - -input::placeholder, -textarea::placeholder { - opacity: 1; - /* 1 */ - color: #9ca3af; - /* 2 */ -} - -/* -Set the default cursor for buttons. -*/ - -button, -[role="button"] { - cursor: pointer; -} - -/* -Make sure disabled buttons don't get the pointer cursor. -*/ - -:disabled { - cursor: default; -} - -/* -1. Make replaced elements `display: block` by default. (https://github.com/mozdevs/cssremedy/issues/14) -2. Add `vertical-align: middle` to align replaced elements more sensibly by default. (https://github.com/jensimmons/cssremedy/issues/14#issuecomment-634934210) - This can trigger a poorly considered lint error in some tools but is included by design. -*/ - -img, -svg, -video, -canvas, -audio, -iframe, -embed, -object { - display: block; - /* 1 */ - vertical-align: middle; - /* 2 */ -} - -/* -Constrain images and videos to the parent width and preserve their intrinsic aspect ratio. (https://github.com/mozdevs/cssremedy/issues/14) -*/ - -img, -video { - max-width: 100%; - height: auto; -} - -/* Make elements with the HTML hidden attribute stay hidden by default */ - -[hidden]:where(:not([hidden="until-found"])) { - display: none; -} - -.sr-only { - position: absolute; - width: 1px; - height: 1px; - padding: 0; - margin: -1px; - overflow: hidden; - clip: rect(0, 0, 0, 0); - white-space: nowrap; - border-width: 0; -} - -.pointer-events-none { - pointer-events: none; -} - -.visible { - visibility: visible; -} - -.fixed { - position: fixed; -} - -.absolute { - position: absolute; -} - -.relative { - position: relative; -} - -.inset-0 { - inset: 0px; -} - -.inset-y-0 { - top: 0px; - bottom: 0px; -} - -.left-0 { - left: 0px; -} - -.right-0 { - right: 0px; -} - -.top-0 { - top: 0px; -} - -.z-10 { - z-index: 10; -} - -.col-span-1 { - grid-column: span 1 / span 1; -} - -.-mx-4 { - margin-left: -1rem; - margin-right: -1rem; -} - -.-my-2 { - margin-top: -0.5rem; - margin-bottom: -0.5rem; -} - -.mx-auto { - margin-left: auto; - margin-right: auto; -} - -.my-2 { - margin-top: 0.5rem; - margin-bottom: 0.5rem; -} - -.-ml-0\.5 { - margin-left: -0.125rem; -} - -.mb-2 { - margin-bottom: 0.5rem; -} - -.mb-3 { - margin-bottom: 0.75rem; -} - -.mb-6 { - margin-bottom: 1.5rem; -} - -.mr-1 { - margin-right: 0.25rem; -} - -.mr-1\.5 { - margin-right: 0.375rem; -} - -.mr-6 { - margin-right: 1.5rem; -} - -.mt-1 { - margin-top: 0.25rem; -} - -.mt-2 { - margin-top: 0.5rem; -} - -.mt-3 { - margin-top: 0.75rem; -} - -.mt-5 { - margin-top: 1.25rem; -} - -.mt-6 { - margin-top: 1.5rem; -} - -.mt-8 { - margin-top: 2rem; -} - -.mt-auto { - margin-top: auto; -} - -.line-clamp-3 { - overflow: hidden; - display: -webkit-box; - -webkit-box-orient: vertical; - -webkit-line-clamp: 3; -} - -.block { - display: block; -} - -.inline-block { - display: inline-block; -} - -.flex { - display: flex; -} - -.inline-flex { - display: inline-flex; -} - -.table { - display: table; -} - -.flow-root { - display: flow-root; -} - -.grid { - display: grid; -} - -.hidden { - display: none; -} - -.h-10 { - height: 2.5rem; -} - -.h-16 { - height: 4rem; -} - -.h-4 { - height: 1rem; -} - -.h-5 { - height: 1.25rem; -} - -.h-6 { - height: 1.5rem; -} - -.h-8 { - height: 2rem; -} - -.h-full { - height: 100%; -} - -.min-h-full { - min-height: 100%; -} - -.w-1\/12 { - width: 8.333333%; -} - -.w-10 { - width: 2.5rem; -} - -.w-2 { - width: 0.5rem; -} - -.w-2\/12 { - width: 16.666667%; -} - -.w-4 { - width: 1rem; -} - -.w-5 { - width: 1.25rem; -} - -.w-6 { - width: 1.5rem; -} - -.w-7\/12 { - width: 58.333333%; -} - -.w-8 { - width: 2rem; -} - -.w-full { - width: 100%; -} - -.w-screen { - width: 100vw; -} - -.min-w-0 { - min-width: 0px; -} - -.min-w-full { - min-width: 100%; -} - -.max-w-7xl { - max-width: 80rem; -} - -.flex-1 { - flex: 1 1 0%; -} - -.flex-shrink-0 { - flex-shrink: 0; -} - -.transform { - transform: translate(var(--tw-translate-x), var(--tw-translate-y)) rotate(var(--tw-rotate)) skewX(var(--tw-skew-x)) skewY(var(--tw-skew-y)) scaleX(var(--tw-scale-x)) scaleY(var(--tw-scale-y)); -} - -.grid-cols-1 { - grid-template-columns: repeat(1, minmax(0, 1fr)); -} - -.flex-col { - flex-direction: column; -} - -.flex-wrap { - flex-wrap: wrap; -} - -.items-end { - align-items: flex-end; -} - -.items-center { - align-items: center; -} - -.items-baseline { - align-items: baseline; -} - -.justify-center { - justify-content: center; -} - -.justify-between { - justify-content: space-between; -} - -.gap-1 { - gap: 0.25rem; -} - -.gap-3 { - gap: 0.75rem; -} - -.gap-6 { - gap: 1.5rem; -} - -.gap-x-4 { - -moz-column-gap: 1rem; - column-gap: 1rem; -} - -.gap-x-6 { - -moz-column-gap: 1.5rem; - column-gap: 1.5rem; -} - -.gap-y-6 { - row-gap: 1.5rem; -} - -.space-x-1 > :not([hidden]) ~ :not([hidden]) { - --tw-space-x-reverse: 0; - margin-right: calc(0.25rem * var(--tw-space-x-reverse)); - margin-left: calc(0.25rem * calc(1 - var(--tw-space-x-reverse))); -} - -.space-x-3 > :not([hidden]) ~ :not([hidden]) { - --tw-space-x-reverse: 0; - margin-right: calc(0.75rem * var(--tw-space-x-reverse)); - margin-left: calc(0.75rem * calc(1 - var(--tw-space-x-reverse))); -} - -.space-x-6 > :not([hidden]) ~ :not([hidden]) { - --tw-space-x-reverse: 0; - margin-right: calc(1.5rem * var(--tw-space-x-reverse)); - margin-left: calc(1.5rem * calc(1 - var(--tw-space-x-reverse))); -} - -.space-x-8 > :not([hidden]) ~ :not([hidden]) { - --tw-space-x-reverse: 0; - margin-right: calc(2rem * var(--tw-space-x-reverse)); - margin-left: calc(2rem * calc(1 - var(--tw-space-x-reverse))); -} - -.space-y-6 > :not([hidden]) ~ :not([hidden]) { - --tw-space-y-reverse: 0; - margin-top: calc(1.5rem * calc(1 - var(--tw-space-y-reverse))); - margin-bottom: calc(1.5rem * var(--tw-space-y-reverse)); -} - -.divide-y > :not([hidden]) ~ :not([hidden]) { - --tw-divide-y-reverse: 0; - border-top-width: calc(1px * calc(1 - var(--tw-divide-y-reverse))); - border-bottom-width: calc(1px * var(--tw-divide-y-reverse)); -} - -.divide-gray-100 > :not([hidden]) ~ :not([hidden]) { - --tw-divide-opacity: 1; - border-color: rgb(243 244 246 / var(--tw-divide-opacity, 1)); -} - -.divide-gray-200 > :not([hidden]) ~ :not([hidden]) { - --tw-divide-opacity: 1; - border-color: rgb(229 231 235 / var(--tw-divide-opacity, 1)); -} - -.divide-gray-300 > :not([hidden]) ~ :not([hidden]) { - --tw-divide-opacity: 1; - border-color: rgb(209 213 219 / var(--tw-divide-opacity, 1)); -} - -.overflow-hidden { - overflow: hidden; -} - -.overflow-x-auto { - overflow-x: auto; -} - -.overflow-y-auto { - overflow-y: auto; -} - -.truncate { - overflow: hidden; - text-overflow: ellipsis; - white-space: nowrap; -} - -.whitespace-nowrap { - white-space: nowrap; -} - -.whitespace-pre-wrap { - white-space: pre-wrap; -} - -.rounded-full { - border-radius: 9999px; -} - -.rounded-lg { - border-radius: 0.5rem; -} - -.rounded-md { - border-radius: 0.375rem; -} - -.border-0 { - border-width: 0px; -} - -.bg-blue-50 { - --tw-bg-opacity: 1; - background-color: rgb(239 246 255 / var(--tw-bg-opacity, 1)); -} - -.bg-gray-100 { - --tw-bg-opacity: 1; - background-color: rgb(243 244 246 / var(--tw-bg-opacity, 1)); -} - -.bg-gray-50 { - --tw-bg-opacity: 1; - background-color: rgb(249 250 251 / var(--tw-bg-opacity, 1)); -} - -.bg-gray-500 { - --tw-bg-opacity: 1; - background-color: rgb(107 114 128 / var(--tw-bg-opacity, 1)); -} - -.bg-indigo-100 { - --tw-bg-opacity: 1; - background-color: rgb(224 231 255 / var(--tw-bg-opacity, 1)); -} - -.bg-indigo-600 { - --tw-bg-opacity: 1; - background-color: rgb(79 70 229 / var(--tw-bg-opacity, 1)); -} - -.bg-white { - --tw-bg-opacity: 1; - background-color: rgb(255 255 255 / var(--tw-bg-opacity, 1)); -} - -.bg-yellow-50 { - --tw-bg-opacity: 1; - background-color: rgb(254 252 232 / var(--tw-bg-opacity, 1)); -} - -.bg-opacity-75 { - --tw-bg-opacity: 0.75; -} - -.p-2 { - padding: 0.5rem; -} - -.p-4 { - padding: 1rem; -} - -.p-6 { - padding: 1.5rem; -} - -.px-0 { - padding-left: 0px; - padding-right: 0px; -} - -.px-1 { - padding-left: 0.25rem; - padding-right: 0.25rem; -} - -.px-2 { - padding-left: 0.5rem; - padding-right: 0.5rem; -} - -.px-2\.5 { - padding-left: 0.625rem; - padding-right: 0.625rem; -} - -.px-3 { - padding-left: 0.75rem; - padding-right: 0.75rem; -} - -.px-4 { - padding-left: 1rem; - padding-right: 1rem; -} - -.px-6 { - padding-left: 1.5rem; - padding-right: 1.5rem; -} - -.py-0\.5 { - padding-top: 0.125rem; - padding-bottom: 0.125rem; -} - -.py-1 { - padding-top: 0.25rem; - padding-bottom: 0.25rem; -} - -.py-1\.5 { - padding-top: 0.375rem; - padding-bottom: 0.375rem; -} - -.py-2 { - padding-top: 0.5rem; - padding-bottom: 0.5rem; -} - -.py-5 { - padding-top: 1.25rem; - padding-bottom: 1.25rem; -} - -.pb-4 { - padding-bottom: 1rem; -} - -.pb-6 { - padding-bottom: 1.5rem; -} - -.pb-7 { - padding-bottom: 1.75rem; -} - -.pl-10 { - padding-left: 2.5rem; -} - -.pl-3 { - padding-left: 0.75rem; -} - -.pl-4 { - padding-left: 1rem; -} - -.pr-2 { - padding-right: 0.5rem; -} - -.pr-3 { - padding-right: 0.75rem; -} - -.pr-4 { - padding-right: 1rem; -} - -.pt-4 { - padding-top: 1rem; -} - -.pt-5 { - padding-top: 1.25rem; -} - -.text-left { - text-align: left; -} - -.text-center { - text-align: center; -} - -.align-middle { - vertical-align: middle; -} - -.font-mono { - font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; -} - -.text-2xl { - font-size: 1.5rem; - line-height: 2rem; -} - -.text-base { - font-size: 1rem; - line-height: 1.5rem; -} - -.text-sm { - font-size: 0.875rem; - line-height: 1.25rem; -} - -.text-xl { - font-size: 1.25rem; - line-height: 1.75rem; -} - -.text-xs { - font-size: 0.75rem; - line-height: 1rem; -} - -.font-bold { - font-weight: 700; -} - -.font-medium { - font-weight: 500; -} - -.font-semibold { - font-weight: 600; -} - -.font-normal { - font-weight: 400; -} - -.italic { - font-style: italic; -} - -.leading-5 { - line-height: 1.25rem; -} - -.leading-6 { - line-height: 1.5rem; -} - -.leading-7 { - line-height: 1.75rem; -} - -.text-blue-600 { - --tw-text-opacity: 1; - color: rgb(37 99 235 / var(--tw-text-opacity, 1)); -} - -.text-gray-400 { - --tw-text-opacity: 1; - color: rgb(156 163 175 / var(--tw-text-opacity, 1)); -} - -.text-gray-500 { - --tw-text-opacity: 1; - color: rgb(107 114 128 / var(--tw-text-opacity, 1)); -} - -.text-gray-600 { - --tw-text-opacity: 1; - color: rgb(75 85 99 / var(--tw-text-opacity, 1)); -} - -.text-gray-800 { - --tw-text-opacity: 1; - color: rgb(31 41 55 / var(--tw-text-opacity, 1)); -} - -.text-gray-900 { - --tw-text-opacity: 1; - color: rgb(17 24 39 / var(--tw-text-opacity, 1)); -} - -.text-sky-500 { - --tw-text-opacity: 1; - color: rgb(14 165 233 / var(--tw-text-opacity, 1)); -} - -.text-white { - --tw-text-opacity: 1; - color: rgb(255 255 255 / var(--tw-text-opacity, 1)); -} - -.text-yellow-600 { - --tw-text-opacity: 1; - color: rgb(202 138 4 / var(--tw-text-opacity, 1)); -} - -.shadow { - --tw-shadow: 0 1px 3px 0 rgb(0 0 0 / 0.1), 0 1px 2px -1px rgb(0 0 0 / 0.1); - --tw-shadow-colored: 0 1px 3px 0 var(--tw-shadow-color), 0 1px 2px -1px var(--tw-shadow-color); - box-shadow: var(--tw-ring-offset-shadow, 0 0 #0000), var(--tw-ring-shadow, 0 0 #0000), var(--tw-shadow); -} - -.shadow-sm { - --tw-shadow: 0 1px 2px 0 rgb(0 0 0 / 0.05); - --tw-shadow-colored: 0 1px 2px 0 var(--tw-shadow-color); - box-shadow: var(--tw-ring-offset-shadow, 0 0 #0000), var(--tw-ring-shadow, 0 0 #0000), var(--tw-shadow); -} - -.shadow-xl { - --tw-shadow: 0 20px 25px -5px rgb(0 0 0 / 0.1), 0 8px 10px -6px rgb(0 0 0 / 0.1); - --tw-shadow-colored: 0 20px 25px -5px var(--tw-shadow-color), 0 8px 10px -6px var(--tw-shadow-color); - box-shadow: var(--tw-ring-offset-shadow, 0 0 #0000), var(--tw-ring-shadow, 0 0 #0000), var(--tw-shadow); -} - -.ring-1 { - --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); - --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(1px + var(--tw-ring-offset-width)) var(--tw-ring-color); - box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000); -} - -.ring-inset { - --tw-ring-inset: inset; -} - -.ring-black { - --tw-ring-opacity: 1; - --tw-ring-color: rgb(0 0 0 / var(--tw-ring-opacity, 1)); -} - -.ring-blue-500\/10 { - --tw-ring-color: rgb(59 130 246 / 0.1); -} - -.ring-gray-300 { - --tw-ring-opacity: 1; - --tw-ring-color: rgb(209 213 219 / var(--tw-ring-opacity, 1)); -} - -.ring-gray-500\/10 { - --tw-ring-color: rgb(107 114 128 / 0.1); -} - -.ring-gray-900\/5 { - --tw-ring-color: rgb(17 24 39 / 0.05); -} - -.ring-yellow-500\/10 { - --tw-ring-color: rgb(234 179 8 / 0.1); -} - -.ring-opacity-5 { - --tw-ring-opacity: 0.05; -} - -.transition-all { - transition-property: all; - transition-timing-function: cubic-bezier(0.4, 0, 0.2, 1); - transition-duration: 150ms; -} - -.transition-opacity { - transition-property: opacity; - transition-timing-function: cubic-bezier(0.4, 0, 0.2, 1); - transition-duration: 150ms; -} - -.placeholder\:text-gray-400::-moz-placeholder { - --tw-text-opacity: 1; - color: rgb(156 163 175 / var(--tw-text-opacity, 1)); -} - -.placeholder\:text-gray-400::placeholder { - --tw-text-opacity: 1; - color: rgb(156 163 175 / var(--tw-text-opacity, 1)); -} - -.hover\:bg-gray-50:hover { - --tw-bg-opacity: 1; - background-color: rgb(249 250 251 / var(--tw-bg-opacity, 1)); -} - -.hover\:bg-indigo-500:hover { - --tw-bg-opacity: 1; - background-color: rgb(99 102 241 / var(--tw-bg-opacity, 1)); -} - -.hover\:text-gray-500:hover { - --tw-text-opacity: 1; - color: rgb(107 114 128 / var(--tw-text-opacity, 1)); -} - -.hover\:text-gray-700:hover { - --tw-text-opacity: 1; - color: rgb(55 65 81 / var(--tw-text-opacity, 1)); -} - -.focus\:ring-2:focus { - --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); - --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); - box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000); -} - -.focus\:ring-inset:focus { - --tw-ring-inset: inset; -} - -.focus\:ring-indigo-600:focus { - --tw-ring-opacity: 1; - --tw-ring-color: rgb(79 70 229 / var(--tw-ring-opacity, 1)); -} - -.focus-visible\:outline:focus-visible { - outline-style: solid; -} - -.focus-visible\:outline-2:focus-visible { - outline-width: 2px; -} - -.focus-visible\:outline-offset-2:focus-visible { - outline-offset: 2px; -} - -.focus-visible\:outline-indigo-600:focus-visible { - outline-color: #4f46e5; -} - -@media (min-width: 640px) { - .sm\:col-span-1 { - grid-column: span 1 / span 1; - } - - .sm\:col-span-2 { - grid-column: span 2 / span 2; - } - - .sm\:-mx-6 { - margin-left: -1.5rem; - margin-right: -1.5rem; - } - - .sm\:my-8 { - margin-top: 2rem; - margin-bottom: 2rem; - } - - .sm\:ml-6 { - margin-left: 1.5rem; - } - - .sm\:mt-0 { - margin-top: 0px; - } - - .sm\:mt-5 { - margin-top: 1.25rem; - } - - .sm\:mt-6 { - margin-top: 1.5rem; - } - - .sm\:flex { - display: flex; - } - - .sm\:w-4\/5 { - width: 80%; - } - - .sm\:w-72 { - width: 18rem; - } - - .sm\:grid-cols-2 { - grid-template-columns: repeat(2, minmax(0, 1fr)); - } - - .sm\:flex-row { - flex-direction: row; - } - - .sm\:flex-col { - flex-direction: column; - } - - .sm\:flex-wrap { - flex-wrap: wrap; - } - - .sm\:items-center { - align-items: center; - } - - .sm\:space-x-6 > :not([hidden]) ~ :not([hidden]) { - --tw-space-x-reverse: 0; - margin-right: calc(1.5rem * var(--tw-space-x-reverse)); - margin-left: calc(1.5rem * calc(1 - var(--tw-space-x-reverse))); - } - - .sm\:truncate { - overflow: hidden; - text-overflow: ellipsis; - white-space: nowrap; - } - - .sm\:rounded-lg { - border-radius: 0.5rem; - } - - .sm\:p-0 { - padding: 0px; - } - - .sm\:p-6 { - padding: 1.5rem; - } - - .sm\:px-0 { - padding-left: 0px; - padding-right: 0px; - } - - .sm\:px-6 { - padding-left: 1.5rem; - padding-right: 1.5rem; - } - - .sm\:pl-6 { - padding-left: 1.5rem; - } - - .sm\:text-3xl { - font-size: 1.875rem; - line-height: 2.25rem; - } - - .sm\:text-sm { - font-size: 0.875rem; - line-height: 1.25rem; - } - - .sm\:leading-6 { - line-height: 1.5rem; - } - - .sm\:tracking-tight { - letter-spacing: -0.025em; - } -} - -@media (min-width: 768px) { - .md\:order-1 { - order: 1; - } - - .md\:order-2 { - order: 2; - } - - .md\:mt-0 { - margin-top: 0px; - } - - .md\:flex { - display: flex; - } - - .md\:items-center { - align-items: center; - } - - .md\:justify-between { - justify-content: space-between; - } -} - -@media (min-width: 1024px) { - .lg\:-mx-8 { - margin-left: -2rem; - margin-right: -2rem; - } - - .lg\:ml-4 { - margin-left: 1rem; - } - - .lg\:mt-0 { - margin-top: 0px; - } - - .lg\:flex { - display: flex; - } - - .lg\:grid-cols-3 { - grid-template-columns: repeat(3, minmax(0, 1fr)); - } - - .lg\:items-center { - align-items: center; - } - - .lg\:justify-between { - justify-content: space-between; - } - - .lg\:px-8 { - padding-left: 2rem; - padding-right: 2rem; - } -} \ No newline at end of file diff --git a/datacontract-cli/datacontract/templates/style/tailwind.config.js b/datacontract-cli/datacontract/templates/style/tailwind.config.js deleted file mode 100644 index 9e5c25588..000000000 --- a/datacontract-cli/datacontract/templates/style/tailwind.config.js +++ /dev/null @@ -1,16 +0,0 @@ -module.exports = { - content: [ - "../datacontract.html", - "../index.html", - "../partials/model_field.html", - "../partials/server.html", - "../partials/definition.html", - "../partials/datacontract_information.html", - "../partials/datacontract_servicelevels.html", - "../partials/datacontract_terms.html", - "../partials/example.html", - "../partials/quality.html", - ], - theme: { }, - plugins: [], -} \ No newline at end of file diff --git a/datacontract-cli/datacontractcli.png b/datacontract-cli/datacontractcli.png deleted file mode 100644 index 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"rich>=13.7,<13.10", - "sqlglot>=26.6.0,<27.0.0", - "duckdb>=1.0.0,<2.0.0", - "soda-core-duckdb>=3.3.20,<3.5.0", - # remove setuptools when https://github.com/sodadata/soda-core/issues/2091 is resolved - "setuptools>=60", - "python-dotenv~=1.0.0", - "boto3>=1.34.41,<1.36.12", - "Jinja2>=3.1.5", - "jinja_partials >= 0.2.1", - -] - -[project.optional-dependencies] - -avro = [ - "avro==1.12.0" -] - -bigquery = [ - "soda-core-bigquery>=3.3.20,<3.4.0", -] - -csv = [ - "clevercsv >= 0.8.2", - "pandas >= 2.0.0", -] - -databricks = [ - "soda-core-spark-df>=3.3.20,<3.4.0", - "soda-core-spark[databricks]>=3.3.20,<3.4.0", - "databricks-sql-connector>=3.7.0,<3.8.0", - "databricks-sdk<0.41.0", -] - -iceberg = [ - "pyiceberg==0.8.1" -] - -kafka = [ - "datacontract-cli[avro]", - "soda-core-spark-df>=3.3.20,<3.4.0" -] - -postgres = [ - "soda-core-postgres>=3.3.20,<3.4.0" -] - -s3 = [ - "s3fs==2024.12.0", - "aiobotocore>=2.17.0,<2.20.0", -] - -snowflake = [ - "snowflake-connector-python[pandas]>=3.6,<3.14", - "soda-core-snowflake>=3.3.20,<3.5.0" -] - -sqlserver = [ - "soda-core-sqlserver>=3.3.20,<3.4.0" -] - -trino = [ - "soda-core-trino>=3.3.20,<3.4.0" -] - -dbt = [ - "dbt-core>=1.8.0" -] - -dbml = [ - "pydbml>=1.1.1" -] - -parquet = [ - "pyarrow>=18.1.0" -] - -rdf = [ - "rdflib==7.0.0", -] - -api = [ - "fastapi==0.115.6", - "uvicorn==0.34.0", -] - -all = [ - "datacontract-cli[kafka,bigquery,csv,snowflake,postgres,databricks,sqlserver,s3,trino,dbt,dbml,iceberg,parquet,rdf,api]" -] - -dev = [ - "datacontract-cli[all]", - "httpx==0.28.1", - "kafka-python", - "moto==5.0.27", - "pandas>=2.1.0", - "pre-commit>=3.7.1,<4.1.0", - "pytest", - "pytest-xdist", - "pymssql==2.3.2", - "ruff", - "testcontainers[minio,postgres,kafka,mssql]==4.9.0", - "trino==0.332.0", -] - -[project.urls] -Homepage = "https://cli.datacontract.com" -Issues = "https://github.com/datacontract/datacontract-cli/issues" - -[project.scripts] -datacontract = "datacontract.cli:app" - -[build-system] -requires = ["setuptools", "wheel"] -build-backend = "setuptools.build_meta" - -[tool.pytest.ini_options] -#addopts = "-n 8" # run tests in parallel, you can disable parallel test execution with "pytest -n0" command -log_level = "INFO" -#log_cli = "true" # activate live logging, do not use with -n 8 xdist option for parallel test execution: https://github.com/pytest-dev/pytest-xdist/issues/402 -log_cli_level = "INFO" - -[tool.ruff] -line-length = 120 - -[tool.ruff.lint] -extend-select = [ - "I", # re-order imports in alphabetic order -] diff --git a/datacontract-cli/release b/datacontract-cli/release deleted file mode 100644 index 7c3ed60f1..000000000 --- a/datacontract-cli/release +++ /dev/null @@ -1,14 +0,0 @@ -#!/bin/bash -set -e - -# pip install toml-cli -VERSION=$(toml get --toml-path pyproject.toml project.version) -TAG_VERSION=v$VERSION - -echo "Checking that everything is committed" -git diff --exit-code -echo "Tagging $TAG_VERSION" -git tag $TAG_VERSION -echo "Pushing $TAG_VERSION" -git push origin $TAG_VERSION -echo "Pushed $TAG_VERSION" diff --git a/datacontract-cli/tests/__init__.py b/datacontract-cli/tests/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/datacontract-cli/tests/conftest.py b/datacontract-cli/tests/conftest.py deleted file mode 100644 index 5d81d1797..000000000 --- a/datacontract-cli/tests/conftest.py +++ /dev/null @@ -1,6 +0,0 @@ -import pytest - - -@pytest.fixture(autouse=True) -def change_test_dir(request, monkeypatch): - monkeypatch.chdir(request.fspath.dirname) diff --git a/datacontract-cli/tests/fixtures/avro/data/arrays.avsc b/datacontract-cli/tests/fixtures/avro/data/arrays.avsc deleted file mode 100644 index a3e1ff96c..000000000 --- a/datacontract-cli/tests/fixtures/avro/data/arrays.avsc +++ /dev/null @@ -1,64 +0,0 @@ -{ - "fields": [ - { - "name": "orderid", - "type": "int" - }, - { - "name": "addresses", - "doc": "Addresses of a customer", - "type": { - "type": "array", - "items": { - "name": "address", - "type": "record", - "fields": [ - { - "name": "city", - "type": "string" - }, - { - "name": "state", - "type": "string" - }, - { - "name": "zipcode", - "type": "long" - } - ] - } - } - }, - { - "name": "nestedArrays", - "doc": "Example schema for an array of arrays", - "type": { - "type": "array", - "items": { - "type": "array", - "items": "int" - } - } - }, - { - "name": "nationalities", - "type": [ - "null", - { - "type": "array", - "items": { - "type": "string", - "connect.parameters": { - "avro.java.string": "String" - }, - "avro.java.string": "String" - } - } - ], - "default": null - } - ], - "name": "orders", - "doc": "My Model", - "type": "record" - } \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/data/logicalTypes.avsc b/datacontract-cli/tests/fixtures/avro/data/logicalTypes.avsc deleted file mode 100644 index 5d2b5ebc3..000000000 --- a/datacontract-cli/tests/fixtures/avro/data/logicalTypes.avsc +++ /dev/null @@ -1,18 +0,0 @@ -{ - "type": "record", - "name": "Test", - "namespace": "mynamespace.com", - "fields": [ - {"name": "test_id", "type": "string", "doc": "id documentation test"}, - {"name": "device_id", "type": "int"}, - {"name": "test_value", "type": "double"}, - {"name": "num_items", "type": "int"}, - {"name": "processed_timestamp", - "type": "long", - "doc": "The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29", - "logicalType": "local-timestamp-micros"}, - {"name": "description", "type": "string"}, - {"name": "is_processed", "type": "boolean", - "default": false} - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/data/nested.avsc b/datacontract-cli/tests/fixtures/avro/data/nested.avsc deleted file mode 100644 index 85518c20c..000000000 --- a/datacontract-cli/tests/fixtures/avro/data/nested.avsc +++ /dev/null @@ -1,39 +0,0 @@ -{ - "fields": [ - { - "default": null, - "name": "fieldA", - "type": [ - "null", - "long" - ] - }, - { - "default": null, - "name": "fieldB", - "type": [ - "null", - { - "fields": [ - { - "default": null, - "name": "fieldC", - "type": [ - "null", - { - "avro.java.string": "String", - "type": "string" - } - ] - } - ], - "name": "ObjectB", - "type": "record" - } - ] - } - ], - "name": "Doc", - "namespace": "com.xxx", - "type": "record" -} diff --git a/datacontract-cli/tests/fixtures/avro/data/nested_with_arrays.avsc b/datacontract-cli/tests/fixtures/avro/data/nested_with_arrays.avsc deleted file mode 100644 index 81d059ff3..000000000 --- a/datacontract-cli/tests/fixtures/avro/data/nested_with_arrays.avsc +++ /dev/null @@ -1,121 +0,0 @@ -{ - "fields": [ - { - "name": "Entries", - "type": { - "items": { - "fields": [ - { - "name": "Identifier", - "type": { - "logicalType": "uuid", - "type": "string" - } - }, - { - "default": null, - "name": "BranchPromo", - "type": [ - "null", - { - "fields": [ - { - "name": "CodePrefix", - "type": "int" - }, - { - "name": "Criteria", - "type": { - "fields": [ - { - "default": null, - "name": "MinimumSpendThreshold", - "type": [ - "null", - "double" - ] - }, - { - "default": null, - "name": "ApplicableBranchIDs", - "type": [ - "null", - { - "items": "string", - "type": "array" - } - ] - }, - { - "default": null, - "name": "ProductGroupDetails", - "type": [ - "null", - { - "fields": [ - { - "name": "IncludesAlcohol", - "type": "boolean" - }, - { - "default": null, - "name": "ItemList", - "type": [ - "null", - { - "items": { - "fields": [ - { - "name": "ProductID", - "type": "string" - }, - { - "default": null, - "name": "IsPromoItem", - "type": [ - "null", - "boolean" - ] - } - ], - "name": "ItemRecord", - "namespace": "domain.DemoNamespace.DemoEvent.DemoRecord.CriteriaRecord.ProductGroupDetailsRecord", - "type": "record" - }, - "type": "array" - } - ] - } - ], - "name": "ProductGroupDetailsRecord", - "namespace": "domain.DemoNamespace.DemoEvent.DemoRecord.CriteriaRecord", - "type": "record" - } - ] - } - ], - "name": "CriteriaRecord", - "namespace": "domain.DemoNamespace.DemoEvent.DemoRecord", - "type": "record" - } - } - ], - "name": "DemoRecord", - "namespace": "domain.DemoNamespace.DemoEvent", - "type": "record" - } - ] - } - ], - "name": "DemoEvent", - "namespace": "domain.DemoNamespace", - "type": "record" - }, - "type": "array" - } - } - ], - "name": "MarketingLoyaltyAggregation", - "namespace": "domain.schemas", - "type": "record" -} diff --git a/datacontract-cli/tests/fixtures/avro/data/orders.avsc b/datacontract-cli/tests/fixtures/avro/data/orders.avsc deleted file mode 100644 index ac074864d..000000000 --- a/datacontract-cli/tests/fixtures/avro/data/orders.avsc +++ /dev/null @@ -1,95 +0,0 @@ -{ - "fields": [ - { - "name": "ordertime", - "doc": "My Field", - "type": "long" - }, - { - "name": "orderid", - "type": "int" - }, - { - "name": "itemid", - "type": "string" - }, - { - "name": "material", - "doc": "An optional field", - "type": [ - "null", - { - "type": "string", - "avro.java.string": "String" - } - ] - }, - { - "name": "orderunits", - "type": "double" - }, - { - "name": "emailaddresses", - "doc": "Different email addresses of a customer", - "type": { - "type": "array", - "items": "string", - "format": "email", - "pattern": "^.*@.*$" - } - }, - { - "name": "address", - "type": { - "fields": [ - { - "name": "city", - "type": "string" - }, - { - "name": "state", - "type": "string" - }, - { - "name": "zipcode", - "type": "long" - } - ], - "name": "address", - "type": "record" - } - }, - { - "name": "status", - "doc": "order status", - "type": { - "type": "enum", - "name": "Status", - "symbols": ["PLACED", "SHIPPED", "DELIVERED", "CANCELLED"] - } - }, - { - "name": "metadata", - "doc": "Additional metadata about the order", - "type": { - "type": "map", - "values": { - "type": "record", - "name": "MetadataValue", - "fields": [ - {"name": "value", "type": "string"}, - {"name": "type", "type": {"type": "enum", "name": "MetadataType", "symbols": ["STRING", "LONG", "DOUBLE"]}}, - {"name": "timestamp", "type": "long"}, - {"name": "source", "type": "string"} - ] - }, - "default": {} - } - } - - ], - "name": "orders", - "doc": "My Model", - "type": "record", - "namespace": "com.sample.schema" -} diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract.yaml deleted file mode 100644 index a48ff1b8b..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract.yaml +++ /dev/null @@ -1,50 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders -info: - title: Orders - version: 0.0.1 - description: Order messages as generated by Confluent Datagen Source Adapter -servers: - production: - type: kafka - host: pkc-7xoy1.eu-central-1.aws.confluent.cloud:9092 - topic: orders.avro.v1 - format: avro -models: - orders: - type: table - description: My Model - namespace: com.example.checkout - fields: - orderdate: - type: date - description: My Field - order_timestamp: - type: timestamp - delivery_timestamp: - type: timestamp_ntz - orderid: - type: int - itemid: - type: string - orderunits: - type: double - tags: - type: array - items: - type: string - address: - type: object - fields: - city: - type: string - state: - type: string - zipcode: - type: long -quality: - type: SodaCL - specification: - checks for orders: - - row_count >= 5000 - diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.avsc deleted file mode 100644 index d32007fb4..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.avsc +++ /dev/null @@ -1,43 +0,0 @@ -{ - "type": "record", - "name": "MySchema", - "fields": [ - { - "name": "price", - "type": { - "type": "bytes", - "logicalType": "decimal" - } - }, - { - "name": "dewey_decimal", - "type": { - "type": "bytes", - "logicalType": "decimal", - "scale": 2, - "precision": 4 - } - }, - { - "name": "reading_level", - "type": [ - "null", - { - "type": "bytes", - "logicalType": "decimal" - } - ] - }, - { - "name": "age", - "type": [ - "null", - { - "type": "bytes", - "logicalType": "decimal", - "precision": 3 - } - ] - } - ] -} diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.yaml deleted file mode 100644 index 34f062f1c..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_decimal.yaml +++ /dev/null @@ -1,23 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - MySchema: - fields: - price: - type: decimal - required: true - dewey_decimal: - type: decimal - required: true - precision: 4 - scale: 2 - reading_level: - type: decimal - required: false - age: - type: decimal - required: false - precision: 3 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.avsc deleted file mode 100644 index ccf0e9f69..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.avsc +++ /dev/null @@ -1,19 +0,0 @@ -{ -"type": "record", -"name": "MySchema", -"fields": [ - { - "name": "color", - "type": { - "type": "enum", - "name": "Color", - "symbols": [ - "RED", - "GREEN", - "BLUE", - "UNKNOWN" - ] - } - } - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.yaml deleted file mode 100644 index afdbcd39d..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_enum.yaml +++ /dev/null @@ -1,19 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - MySchema: - fields: - color: - type: string - title: Color - enum: - - RED - - GREEN - - BLUE - - UNKNOWN - config: - avroType: enum - \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.avsc deleted file mode 100644 index 501de359b..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.avsc +++ /dev/null @@ -1,21 +0,0 @@ -{ - "type": "record", - "name": "Test", - "namespace": "mynamespace.com", - "fields": [ - {"name": "test_id", "type": "string", "doc": "id documentation test"}, - {"name": "device_id", "type": "int"}, - {"name": "test_value", "type": "double"}, - {"name": "num_items", "type": "int"}, - {"name": "processed_timestamp", - "type": { - "type": "long", - "logicalType": "local-timestamp-micros" - }, - "doc": "The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29" - }, - {"name": "description", "type": "string"}, - {"name": "is_processed", "type": "boolean", - "default": false} - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.yaml deleted file mode 100644 index a4132e995..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_logicalType.yaml +++ /dev/null @@ -1,37 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - Test: - namespace: mynamespace.com - fields: - test_id: - type: string - required: true - description: id documentation test - device_id: - type: int - required: true - test_value: - type: double - required: true - num_items: - type: int - required: true - processed_timestamp: - type: long - required: true - description: 'The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29' - config: - avroType: long - avroLogicalType: local-timestamp-micros - description: - type: string - required: true - is_processed: - type: boolean - required: true - config: - avroDefault: false \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.avsc deleted file mode 100644 index 843323845..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.avsc +++ /dev/null @@ -1,24 +0,0 @@ -{ - "type": "record", - "name": "row", - "namespace": "com.example", - "fields": [ - { - "name": "field_name", - "type": - { - "type": "record", - "name": "field_name", - "namespace": "com.example", - "fields": [ - { - "name": "field", - "type": "string" - - } - ] - } - - } - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml deleted file mode 100644 index 9d319471a..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml +++ /dev/null @@ -1,17 +0,0 @@ -dataContractSpecification: 1.1.0 -id: pageviews -info: - title: Pageviews - version: 0.0.1 -models: - row: - type: table - namespace: com.example - fields: - field_name: - type: record - config: - namespace: com.example - fields: - field: - type: string diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.avsc b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.avsc deleted file mode 100644 index e3eaa018b..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.avsc +++ /dev/null @@ -1,22 +0,0 @@ -{ - "type": "record", - "name": "pageviews", - "namespace": "com.example.activity", - "fields": [ - { - "name": "event_ts", - "type": { - "type": "long", - "logicalType": "local-timestamp-millis" - } - }, - { - "name": "correlation_id", - "type": "int" - }, - { - "name": "user_guid", - "type": ["null", "string"] - } - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.yaml b/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.yaml deleted file mode 100644 index 22f3e3bb6..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/datacontract_test_required.yaml +++ /dev/null @@ -1,19 +0,0 @@ -dataContractSpecification: 1.1.0 -id: pageviews -info: - title: Pageviews - version: 0.0.1 -models: - pageviews: - type: table - namespace: com.example.activity - fields: - event_ts: - type: timestamp_ntz - correlation_id: - type: int - required: true - user_guid: - type: string - required: false - diff --git a/datacontract-cli/tests/fixtures/avro/export/orders_with_datefields.avsc b/datacontract-cli/tests/fixtures/avro/export/orders_with_datefields.avsc deleted file mode 100644 index d022d4653..000000000 --- a/datacontract-cli/tests/fixtures/avro/export/orders_with_datefields.avsc +++ /dev/null @@ -1,70 +0,0 @@ -{ - "type": "record", - "name": "orders", - "doc": "My Model", - "namespace": "com.example.checkout", - "fields": [ - { - "name": "orderdate", - "doc": "My Field", - "type": { - "type": "int", - "logicalType": "date" - } - }, - { - "name": "order_timestamp", - "type": { - "type": "long", - "logicalType": "timestamp-millis" - } - }, - { - "name": "delivery_timestamp", - "type": { - "type": "long", - "logicalType": "local-timestamp-millis" - } - }, - { - "name": "orderid", - "type": "int" - }, - { - "name": "itemid", - "type": "string" - }, - { - "name": "orderunits", - "type": "double" - }, - { - "name": "tags", - "type": { - "type": "array", - "items": "string" - } - }, - { - "name": "address", - "type": { - "type": "record", - "name": "address", - "fields": [ - { - "name": "city", - "type": "string" - }, - { - "name": "state", - "type": "string" - }, - { - "name": "zipcode", - "type": "long" - } - ] - } - } - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/azure-delta-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/azure-delta-remote/datacontract.yaml deleted file mode 100644 index 9ab0759fa..000000000 --- a/datacontract-cli/tests/fixtures/azure-delta-remote/datacontract.yaml +++ /dev/null @@ -1,23 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 -servers: - production: - type: azure - storageAccount: datameshdatabricksdemo - location: abfss://dataproducts/orders_delta/orders.delta - format: delta -models: - orders: - fields: - order_id: - type: varchar - unique: true - required: true - order_timestamp: - required: true - order_total: - type: bigint - required: true diff --git a/datacontract-cli/tests/fixtures/azure-json-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/azure-json-remote/datacontract.yaml deleted file mode 100644 index c8e553039..000000000 --- a/datacontract-cli/tests/fixtures/azure-json-remote/datacontract.yaml +++ /dev/null @@ -1,29 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 -servers: - production: - type: azure - location: abfss://datameshdatabricksdemo.dfs.core.windows.net/topics/inventory/year=2022/month=07/day=13/*/inventory+0+000000*.json - format: json - delimiter: new_line -models: - orders: - fields: - updated_at: - type: varchar - available: - type: integer - location: - type: varchar - minLength: 2 - maxLength: 2 - sku: - type: varchar -quality: - type: SodaCL - specification: - checks for orders: - - row_count >= 5000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/azure-parquet-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/azure-parquet-remote/datacontract.yaml deleted file mode 100644 index 08228ecef..000000000 --- a/datacontract-cli/tests/fixtures/azure-parquet-remote/datacontract.yaml +++ /dev/null @@ -1,24 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 -servers: - production: - type: azure - storageAccount: datameshdatabricksdemo - location: abfss://dataproducts/inventory_events/*.parquet - format: parquet -models: - orders: - fields: - updated_at: - type: varchar - available: - type: varchar # for historic reasons - location: - type: varchar - minLength: 2 - maxLength: 2 - sku: - type: varchar diff --git a/datacontract-cli/tests/fixtures/bigquery/datacontract.yaml b/datacontract-cli/tests/fixtures/bigquery/datacontract.yaml deleted file mode 100644 index 3e4293588..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/datacontract.yaml +++ /dev/null @@ -1,27 +0,0 @@ -dataContractSpecification: 1.1.0 -id: bigquery -info: - title: bigquery - version: 0.0.1 - owner: my-domain-team -servers: - my-dataproduct/bigquery: - type: bigquery - project: datameshexample-product - dataset: datacontract_cli_test_dataset - dataProductId: my-dataproduct - outputPortId: bigquery -models: - datacontract_cli_test_table: - type: table - fields: - field_one: - type: varchar - required: true - unique: true - pattern: "[A-Za-z]{2}-\\d{3}-[A-Za-z]{2}$" - field_two: - type: int - minimum: 10 - field_three: - type: timestamp diff --git a/datacontract-cli/tests/fixtures/bigquery/datacontract_complex.yaml b/datacontract-cli/tests/fixtures/bigquery/datacontract_complex.yaml deleted file mode 100644 index d959b878e..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/datacontract_complex.yaml +++ /dev/null @@ -1,45 +0,0 @@ -dataContractSpecification: 1.1.0 -id: bigquery -info: - title: bigquery - version: 0.0.1 - owner: my-domain-team -servers: - my-dataproduct/bigquery: - type: bigquery - project: datameshexample-product - dataset: datacontract_cli -models: - complex_table: - type: table - fields: - some_string: - type: string - some_record: - type: record - fields: - some_field_1: - type: string - some_field_2: - type: string - some_array_of_strings: - type: array - items: - type: string - some_array_of_records: - type: array - items: - type: record - fields: - some_other_field_1: - type: string - some_other_field_2: - type: string - some_json: - type: text - config: - bigqueryType: json - some_range_of_timestamp: - type: record - config: - bigqueryType: RANGE diff --git a/datacontract-cli/tests/fixtures/bigquery/export/bq.txt b/datacontract-cli/tests/fixtures/bigquery/export/bq.txt deleted file mode 100644 index a65dbebad..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/export/bq.txt +++ /dev/null @@ -1,8 +0,0 @@ -# When using the bq CLI tool to create a table in BigQuery, you only need the schema fields. -jq '.schema.fields' tests/fixtures/bigquery/export/bq_table_schema.json > schema_fields.json - -# set the correct project_id, dataset_id and table_id -bq mk --table project_id:dataset_id.table_id schema_fields.json - -# upload some test data -bq query --use_legacy_sql=false 'INSERT INTO `project_id:dataset_id.table_id` (string_field, required_string_field, maxlength_string_field, maxlength_required_string_field, varchar_field, text_field, bytes_field, int_field, integer_field, long_field, bigint_field, float_field, boolean_field, timestamp_field, timestamp_tz_field, timestamp_ntz_field, date_field, number_field, decimal_field, numeric_field, double_field, null_field, object_field, record_field, struct_field, string_array_field, int_array_field, complex_array_field) VALUES ("sample string", "required string", "sample maxlength string", "required maxlength string", "sample varchar", "sample text", FROM_BASE64("Ynl0ZXMgZGF0YQ=="), 123, 456, 789012345678, 987654321, 123.45, true, "2023-05-26T12:00:00Z", "2023-05-26T12:00:00Z", "12:00:00", "2023-05-26", 12.345, 12.345, 12.345, 12.345, "sample null value", STRUCT("required subfield", "optional subfield"), STRUCT(true, DATE "2023-05-26"), STRUCT(FROM_BASE64("Ynl0ZXMgZGF0YQ=="), 123), [STRUCT("sample string 1")], [STRUCT(123)], [STRUCT(true, BIGNUMERIC "12.345")]), ("another sample", "another required string", "another sample maxlength string", "another required maxlength string", "another sample varchar", "another sample text", FROM_BASE64("YW5vdGhlciBieXRlcyBkYXRh"), 789, 1011, 121314151617, 1617181920, 678.90, false, "2024-05-26T12:00:00Z", "2024-05-26T12:00:00Z", "13:00:00", "2024-05-26", 67.890, 67.890, 67.890, 67.890, "another null value", STRUCT("another required subfield", "another optional subfield"), STRUCT(false, DATE "2024-05-26"), STRUCT(FROM_BASE64("YW5vdGhlciBieXRlcyBkYXRh"), 456), [STRUCT("sample string 2")], [STRUCT(456)], [STRUCT(false, BIGNUMERIC "67.890")]);' diff --git a/datacontract-cli/tests/fixtures/bigquery/export/bq_table_schema.json b/datacontract-cli/tests/fixtures/bigquery/export/bq_table_schema.json deleted file mode 100644 index c0d9df5c1..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/export/bq_table_schema.json +++ /dev/null @@ -1,268 +0,0 @@ -{ - "kind": "bigquery#table", - "tableReference": { - "datasetId": "datacontract_cli_test_dataset", - "projectId": "datameshexample-product", - "tableId": "BQ_Example" - }, - "description": "This is a test contract containing all Datacontracts data types to check conversion to Bigquery", - "schema": { - "fields": [ - { - "name": "string_field", - "type": "STRING", - "mode": "NULLABLE", - "description": "a simple nullable string field", - "maxLength": null - }, - { - "name": "required_string_field", - "type": "STRING", - "mode": "REQUIRED", - "description": "a simple non-nullable string field", - "maxLength": null - }, - { - "name": "maxlength_string_field", - "type": "STRING", - "mode": "NULLABLE", - "description": "a string field with a maximum length", - "maxLength": 42 - }, - { - "name": "maxlength_required_string_field", - "type": "STRING", - "mode": "REQUIRED", - "description": "a required string field with a maximum length", - "maxLength": 42 - }, - { - "name": "varchar_field", - "type": "STRING", - "mode": "NULLABLE", - "description": "This is declared as varchar but should map to STRING", - "maxLength": null - }, - { - "name": "text_field", - "type": "STRING", - "mode": "NULLABLE", - "description": "This is declared as text but should map to STRING and allow a maximum length", - "maxLength": 42 - }, - { - "name": "bytes_field", - "type": "BYTES", - "mode": "REQUIRED", - "description": "a required bytes field" - }, - { - "name": "int_field", - "type": "INTEGER", - "mode": "NULLABLE", - "description": "a simple int field" - }, - { - "name": "integer_field", - "type": "INTEGER", - "mode": "NULLABLE", - "description": "a simple integer field" - }, - { - "name": "long_field", - "type": "INT64", - "mode": "NULLABLE", - "description": "a simple long field" - }, - { - "name": "bigint_field", - "type": "INT64", - "mode": "NULLABLE", - "description": "a simple bigint field" - }, - { - "name": "float_field", - "type": "FLOAT64", - "mode": "NULLABLE", - "description": "a simple float field" - }, - { - "name": "boolean_field", - "type": "BOOL", - "mode": "NULLABLE", - "description": "a simple boolean field" - }, - { - "name": "timestamp_field", - "type": "TIMESTAMP", - "mode": "NULLABLE", - "description": "a simple timestamp field" - }, - { - "name": "timestamp_tz_field", - "type": "TIMESTAMP", - "mode": "NULLABLE", - "description": "a simple timestamp_tz field" - }, - { - "name": "timestamp_ntz_field", - "type": "TIME", - "mode": "NULLABLE", - "description": "a simple timestamp_ntz field" - }, - { - "name": "date_field", - "type": "DATE", - "mode": "NULLABLE", - "description": "a simple date field" - }, - { - "name": "number_field", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "a simple number field with precision 5 and scale 3", - "precision": 5, - "scale": 3 - }, - { - "name": "decimal_field", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "a simple decimal field with precision 5 and scale 3", - "precision": 5, - "scale": 3 - }, - { - "name": "numeric_field", - "type": "NUMERIC", - "mode": "NULLABLE", - "description": "a simple numeric field with precision 5 and scale 3", - "precision": 5, - "scale": 3 - }, - { - "name": "double_field", - "type": "BIGNUMERIC", - "mode": "NULLABLE", - "description": "a simple double field with precision 5 and scale 3", - "precision": 5, - "scale": 3 - }, - { - "name": "null_field", - "type": "STRING", - "mode": "NULLABLE", - "description": "a null field that should get mapped to STRING", - "maxLength": null - }, - { - "name": "object_field", - "type": "RECORD", - "mode": "NULLABLE", - "description": "an object field with two subfields", - "fields": [ - { - "name": "subfield_1", - "type": "STRING", - "mode": "REQUIRED", - "description": "a required string field", - "maxLength": null - }, - { - "name": "subfield_2", - "type": "STRING", - "mode": "NULLABLE", - "description": "a non required string field", - "maxLength": null - } - ] - }, - { - "name": "record_field", - "type": "RECORD", - "mode": "NULLABLE", - "description": "an record field with two subfields", - "fields": [ - { - "name": "subfield_1", - "type": "BOOL", - "mode": "REQUIRED", - "description": "a required boolean field" - }, - { - "name": "subfield_2", - "type": "DATE", - "mode": "NULLABLE", - "description": "a non required date field" - } - ] - }, - { - "name": "struct_field", - "type": "STRUCT", - "mode": "NULLABLE", - "description": "an struct field with two subfields", - "fields": [ - { - "name": "subfield_1", - "type": "BYTES", - "mode": "REQUIRED", - "description": "a required bytes field" - }, - { - "name": "subfield_2", - "type": "INTEGER", - "mode": "NULLABLE", - "description": "a non required int field" - } - ] - }, - { - "name": "string_array_field", - "type": "STRING", - "mode": "REPEATED", - "description": "a string array" - }, - { - "name": "int_array_field", - "type": "INTEGER", - "mode": "REPEATED", - "description": "an int array" - }, - { - "name": "complex_array_field", - "type": "RECORD", - "mode": "REPEATED", - "description": "an array of objects that has multiple fields that should carry through", - "fields": [ - { - "name": "Field1", - "type": "BOOL", - "mode": "NULLABLE", - "description": "a boolean field" - }, - { - "name": "Field2", - "type": "BIGNUMERIC", - "mode": "REQUIRED", - "description": "a double field", - "precision": null, - "scale": null - }, - { - "name": "Field3", - "type": "STRING", - "mode": "REPEATED", - "description": "nested array." - } - ] - }, - { - "name": "custom_type_field", - "type": "DATETIME", - "mode": "NULLABLE", - "description": "Change the datacontract type to a BigQuery type." - } - ] - } -} diff --git a/datacontract-cli/tests/fixtures/bigquery/export/datacontract.yaml b/datacontract-cli/tests/fixtures/bigquery/export/datacontract.yaml deleted file mode 100644 index f4d2c68dc..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/export/datacontract.yaml +++ /dev/null @@ -1,195 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -servers: - bigquery: - type: bigquery - project: datameshexample-product - dataset: datacontract_cli_test_dataset - dataProductId: my-dataproduct - outputPortId: bigquery -models: - BQ_Example: - description: This is a test contract containing all Datacontracts data types to check conversion to Bigquery - type: table - fields: - string_field: - type: string - required: false - description: a simple nullable string field - required_string_field: - type: string - required: true - description: a simple non-nullable string field - maxlength_string_field: - type: string - required: false - description: a string field with a maximum length - maxLength: 42 - maxlength_required_string_field: - type: string - required: true - description: a required string field with a maximum length - maxLength: 42 - varchar_field: - type: varchar - required: false - description: This is declared as varchar but should map to STRING - text_field: - type: text - required: false - description: This is declared as text but should map to STRING and allow a maximum length - maxLength: 42 - bytes_field: - type: bytes - required: true - description: a required bytes field - maxLength: 42 - int_field: - type: int - required: false - description: a simple int field - integer_field: - type: integer - required: false - description: a simple integer field - long_field: - type: long - required: false - description: a simple long field - bigint_field: - type: bigint - required: false - description: a simple bigint field - float_field: - type: float - required: false - description: a simple float field - boolean_field: - type: boolean - required: false - description: a simple boolean field - timestamp_field: - type: timestamp - required: false - description: a simple timestamp field - timestamp_tz_field: - type: timestamp_tz - required: false - description: a simple timestamp_tz field - timestamp_ntz_field: - type: timestamp_ntz - required: false - description: a simple timestamp_ntz field - date_field: - type: date - required: false - description: a simple date field - number_field: - type: number - required: false - description: a simple number field with precision 5 and scale 3 - precision: 5 - scale: 3 - decimal_field: - type: decimal - required: false - description: a simple decimal field with precision 5 and scale 3 - precision: 5 - scale: 3 - numeric_field: - type: numeric - required: false - description: a simple numeric field with precision 5 and scale 3 - precision: 5 - scale: 3 - double_field: - type: double - required: false - description: a simple double field with precision 5 and scale 3 - precision: 5 - scale: 3 - null_field: - type: "null" - required: false - description: a null field that should get mapped to STRING - object_field: - type: object - required: false - description: an object field with two subfields - fields: - subfield_1: - type: string - required: true - description: a required string field - subfield_2: - type: string - required: false - description: a non required string field - record_field: - type: record - required: false - description: an record field with two subfields - fields: - subfield_1: - type: boolean - required: true - description: a required boolean field - subfield_2: - type: date - required: false - description: a non required date field - struct_field: - type: struct - required: false - description: an struct field with two subfields - fields: - subfield_1: - type: bytes - required: true - description: a required bytes field - subfield_2: - type: int - required: false - description: a non required int field - string_array_field: - type: array - required: false - description: a string array - items: - type: string - int_array_field: - type: array - required: false - description: an int array - items: - type: int - complex_array_field: - type: array - required: false - description: an array of objects that has multiple fields that should carry through - items: - type: object - fields: - Field1: - type: boolean - required: false - description: a boolean field - Field2: - type: double - required: true - description: a double field - Field3: - type: array - requiered: true - description: nested array. - items: - type: string - custom_type_field: - type: string - required: false - description: Change the datacontract type to a BigQuery type. - config: - bigqueryType: DATETIME diff --git a/datacontract-cli/tests/fixtures/bigquery/import/complete_table_schema.json b/datacontract-cli/tests/fixtures/bigquery/import/complete_table_schema.json deleted file mode 100644 index 669f176a4..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/import/complete_table_schema.json +++ /dev/null @@ -1,165 +0,0 @@ -{ - "creationTime": "1715608399201", - "description": "This is a test table that contains all the possible field types for testing", - "etag": "vv0Ksh3XakMcCTFmhM0FOA==", - "expirationTime": "1720792399201", - "id": "bigquery-test-423213:test_dataset.BQ Example Table", - "kind": "bigquery#table", - "labels": { - "label_1": "value_1", - "label_2": "value_2", - "label_3": "" - }, - "lastModifiedTime": "1715610311747", - "location": "europe-west3", - "numActiveLogicalBytes": "0", - "numBytes": "0", - "numLongTermBytes": "0", - "numLongTermLogicalBytes": "0", - "numRows": "0", - "numTotalLogicalBytes": "0", - "schema": { - "fields": [ - { - "description": "A simple String field", - "mode": "NULLABLE", - "name": "String_field", - "type": "STRING" - }, - { - "description": "A required String field", - "mode": "REQUIRED", - "name": "Nonnullable_String_field", - "type": "STRING" - }, - { - "description": "A required String field with a maximum length", - "maxLength": "42", - "mode": "REQUIRED", - "name": "Maxlength_string_field", - "type": "STRING" - }, - { - "description": "A_nullable_bytes_field", - "mode": "NULLABLE", - "name": "Bytes field", - "type": "BYTES" - }, - { - "description": "An bytes field with maxlength (which doesn't translate into datacontracts)", - "maxLength": "42", - "mode": "NULLABLE", - "name": "Bytes_field_with_maxlength", - "type": "BYTES" - }, - { - "description": "An Integer field", - "mode": "NULLABLE", - "name": "Int_field", - "type": "INTEGER" - }, - { - "description": "A float field", - "mode": "NULLABLE", - "name": "Float_field", - "type": "FLOAT" - }, - { - "description": "A boolean field", - "mode": "NULLABLE", - "name": "Boolean_field", - "type": "BOOLEAN" - }, - { - "description": "A Timestamp field", - "mode": "NULLABLE", - "name": "Timestamp_field", - "type": "TIMESTAMP" - }, - { - "description": "A Date field", - "mode": "NULLABLE", - "name": "Date_field", - "type": "DATE" - }, - { - "description": "A time field", - "mode": "NULLABLE", - "name": "Time_Field", - "type": "TIME" - }, - { - "description": "A Datetime field", - "mode": "NULLABLE", - "name": "Datetime_Field", - "type": "DATETIME" - }, - { - "description": "A Numeric field with precision 5 and scale 3", - "mode": "NULLABLE", - "name": "Numeric_Field", - "precision": "5", - "roundingMode": "ROUND_HALF_EVEN", - "scale": "3", - "type": "NUMERIC" - }, - { - "description": "A bignumeric field with precision 8 and sclae 4", - "mode": "NULLABLE", - "name": "Bignumeric_field", - "precision": "8", - "roundingMode": "ROUND_HALF_AWAY_FROM_ZERO", - "scale": "4", - "type": "BIGNUMERIC" - }, - { - "description": "A record field with two subfields", - "fields": [ - { - "description": "subfield 1 of type string", - "mode": "NULLABLE", - "name": "subfield_1", - "type": "STRING" - }, - { - "description": "Subfield 2 of type integer", - "mode": "NULLABLE", - "name": "subfield_2", - "type": "INTEGER" - } - ], - "mode": "NULLABLE", - "name": "Record_field", - "type": "RECORD" - }, - { - "description": "a datetime range", - "mode": "NULLABLE", - "name": "Range_field", - "rangeElementType": { - "type": "DATETIME" - }, - "type": "RANGE" - }, - { - "description": "a geography field", - "mode": "NULLABLE", - "name": "Geography_Field", - "type": "GEOGRAPHY" - }, - { - "description": "a json field", - "mode": "NULLABLE", - "name": "JSON_Field", - "type": "JSON" - } - ] - }, - "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", - "tableReference": { - "datasetId": "test_dataset", - "projectId": "bigquery-test-423213", - "tableId": "BQ_Example_Table" - }, - "type": "TABLE" -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/datacontract.yaml b/datacontract-cli/tests/fixtures/bigquery/import/datacontract.yaml deleted file mode 100644 index ab8e6d168..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/import/datacontract.yaml +++ /dev/null @@ -1,99 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - BQ_Example_Table: - description: This is a test table that contains all the possible field types for - testing - type: table - fields: - String_field: - type: string - required: false - description: A simple String field - Nonnullable_String_field: - type: string - required: true - description: A required String field - Maxlength_string_field: - type: string - required: true - description: A required String field with a maximum length - maxLength: 42 - Bytes field: - type: bytes - required: false - description: A_nullable_bytes_field - Bytes_field_with_maxlength: - type: bytes - required: false - description: An bytes field with maxlength (which doesn't translate into datacontracts) - Int_field: - type: int - required: false - description: An Integer field - Float_field: - type: float - required: false - description: A float field - Boolean_field: - type: boolean - required: false - description: A boolean field - Timestamp_field: - type: timestamp - required: false - description: A Timestamp field - Date_field: - type: date - required: false - description: A Date field - Time_Field: - type: timestamp_ntz - required: false - description: A time field - Datetime_Field: - type: timestamp - required: false - description: A Datetime field - Numeric_Field: - type: numeric - required: false - description: A Numeric field with precision 5 and scale 3 - precision: 5 - scale: 3 - Bignumeric_field: - type: double - required: false - description: A bignumeric field with precision 8 and sclae 4 - precision: 8 - scale: 4 - Record_field: - type: object - required: false - description: A record field with two subfields - fields: - subfield_1: - type: string - required: false - description: subfield 1 of type string - subfield_2: - type: int - required: false - description: Subfield 2 of type integer - Range_field: - type: array - required: false - description: a datetime range - items: - type: timestamp - Geography_Field: - type: object - required: false - description: a geography field - JSON_Field: - type: object - required: false - description: a json field diff --git a/datacontract-cli/tests/fixtures/bigquery/import/datacontract_multi_import.yaml b/datacontract-cli/tests/fixtures/bigquery/import/datacontract_multi_import.yaml deleted file mode 100644 index c3e9cccb9..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/import/datacontract_multi_import.yaml +++ /dev/null @@ -1,46 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - BQ_Table: - description: This is a test table - type: table - fields: - String_field: - type: string - required: false - description: A simple String field - BQ_External_Table: - description: This is a test table - type: table - fields: - String_field: - type: string - required: false - description: A simple String field - BQ_Snapshot: - description: This is a test table - type: table - fields: - String_field: - type: string - required: false - description: A simple String field - BQ_View: - description: This is a test table - type: view - fields: - String_field: - type: string - required: false - description: A simple String field - BQ_Materialized_View: - description: This is a test table - type: view - fields: - String_field: - type: string - required: false - description: A simple String field \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_external_table.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_external_table.json deleted file mode 100644 index 90ebb6d86..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_external_table.json +++ /dev/null @@ -1,33 +0,0 @@ -{ - "creationTime": "1715608399201", - "description": "This is a test table", - "etag": "vv0Ksh3XakMcCTFmhM0FOA==", - "expirationTime": "1720792399201", - "id": "bigquery-test-423213:test_dataset.BQ Example Table", - "kind": "bigquery#table", - "lastModifiedTime": "1715610311747", - "location": "europe-west3", - "numActiveLogicalBytes": "0", - "numBytes": "0", - "numLongTermBytes": "0", - "numLongTermLogicalBytes": "0", - "numRows": "0", - "numTotalLogicalBytes": "0", - "schema": { - "fields": [ - { - "description": "A simple String field", - "mode": "NULLABLE", - "name": "String_field", - "type": "STRING" - } - ] - }, - "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", - "tableReference": { - "datasetId": "test_dataset", - "projectId": "bigquery-test-423213", - "tableId": "BQ_External_Table" - }, - "type": "EXTERNAL" -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_materialized_view.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_materialized_view.json deleted file mode 100644 index 5d80077ae..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_materialized_view.json +++ /dev/null @@ -1,33 +0,0 @@ -{ - "creationTime": "1715608399201", - "description": "This is a test table", - "etag": "vv0Ksh3XakMcCTFmhM0FOA==", - "expirationTime": "1720792399201", - "id": "bigquery-test-423213:test_dataset.BQ Example Table", - "kind": "bigquery#table", - "lastModifiedTime": "1715610311747", - "location": "europe-west3", - "numActiveLogicalBytes": "0", - "numBytes": "0", - "numLongTermBytes": "0", - "numLongTermLogicalBytes": "0", - "numRows": "0", - "numTotalLogicalBytes": "0", - "schema": { - "fields": [ - { - "description": "A simple String field", - "mode": "NULLABLE", - "name": "String_field", - "type": "STRING" - } - ] - }, - "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", - "tableReference": { - "datasetId": "test_dataset", - "projectId": "bigquery-test-423213", - "tableId": "BQ_Materialized_View" - }, - "type": "MATERIALIZED_VIEW" -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_snapshot.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_snapshot.json deleted file mode 100644 index 99a7accde..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_snapshot.json +++ /dev/null @@ -1,33 +0,0 @@ -{ - "creationTime": "1715608399201", - "description": "This is a test table", - "etag": "vv0Ksh3XakMcCTFmhM0FOA==", - "expirationTime": "1720792399201", - "id": "bigquery-test-423213:test_dataset.BQ Example Table", - "kind": "bigquery#table", - "lastModifiedTime": "1715610311747", - "location": "europe-west3", - "numActiveLogicalBytes": "0", - "numBytes": "0", - "numLongTermBytes": "0", - "numLongTermLogicalBytes": "0", - "numRows": "0", - "numTotalLogicalBytes": "0", - "schema": { - "fields": [ - { - "description": "A simple String field", - "mode": "NULLABLE", - "name": "String_field", - "type": "STRING" - } - ] - }, - "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", - "tableReference": { - "datasetId": "test_dataset", - "projectId": "bigquery-test-423213", - "tableId": "BQ_Snapshot" - }, - "type": "SNAPSHOT" -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_table.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_table.json deleted file mode 100644 index 14ddef580..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_table.json +++ /dev/null @@ -1,33 +0,0 @@ -{ - "creationTime": "1715608399201", - "description": "This is a test table", - "etag": "vv0Ksh3XakMcCTFmhM0FOA==", - "expirationTime": "1720792399201", - "id": "bigquery-test-423213:test_dataset.BQ Example Table", - "kind": "bigquery#table", - "lastModifiedTime": "1715610311747", - "location": "europe-west3", - "numActiveLogicalBytes": "0", - "numBytes": "0", - "numLongTermBytes": "0", - "numLongTermLogicalBytes": "0", - "numRows": "0", - "numTotalLogicalBytes": "0", - "schema": { - "fields": [ - { - "description": "A simple String field", - "mode": "NULLABLE", - "name": "String_field", - "type": "STRING" - } - ] - }, - "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", - "tableReference": { - "datasetId": "test_dataset", - "projectId": "bigquery-test-423213", - "tableId": "BQ_Table" - }, - "type": "TABLE" -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_view.json b/datacontract-cli/tests/fixtures/bigquery/import/multi_import_view.json deleted file mode 100644 index 4d565b84f..000000000 --- a/datacontract-cli/tests/fixtures/bigquery/import/multi_import_view.json +++ /dev/null @@ -1,33 +0,0 @@ -{ - "creationTime": "1715608399201", - "description": "This is a test table", - "etag": "vv0Ksh3XakMcCTFmhM0FOA==", - "expirationTime": "1720792399201", - "id": "bigquery-test-423213:test_dataset.BQ Example Table", - "kind": "bigquery#table", - "lastModifiedTime": "1715610311747", - "location": "europe-west3", - "numActiveLogicalBytes": "0", - "numBytes": "0", - "numLongTermBytes": "0", - "numLongTermLogicalBytes": "0", - "numRows": "0", - "numTotalLogicalBytes": "0", - "schema": { - "fields": [ - { - "description": "A simple String field", - "mode": "NULLABLE", - "name": "String_field", - "type": "STRING" - } - ] - }, - "selfLink": "https://bigquery.googleapis.com/bigquery/v2/projects/bigquery-test-423213/datasets/test_dataset/tables/BQ Example Table", - "tableReference": { - "datasetId": "test_dataset", - "projectId": "bigquery-test-423213", - "tableId": "BQ_View" - }, - "type": "VIEW" -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v1.yaml deleted file mode 100644 index 392a5a260..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v1.yaml +++ /dev/null @@ -1,13 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - -models: - my_table: - type: table - fields: - my_field: - required: false diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v2.yaml deleted file mode 100644 index 1b130e08e..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v2.yaml +++ /dev/null @@ -1,36 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - -models: - my_table: - type: table - fields: - my_field: - $ref: '#/definitions/my_definition' - -definitions: - my_definition: - name: my_definition - domain: global - title: my_title - description: My Description - type: string - enum: [my_enum] - format: uuid - minLength: 8 - maxLength: 14 - pattern: .* - minimum: 8 - exclusiveMaximum: 8 - maximum: 14 - exclusiveMinimum: 14 - example: my_example - pii: false - classification: internal - tags: [my_tags] - - diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v3.yaml deleted file mode 100644 index e9c31b032..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-definitions-v3.yaml +++ /dev/null @@ -1,36 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - -models: - my_table: - type: table - fields: - my_field: - $ref: '#/definitions/my_definition_2' - -definitions: - my_definition_2: - name: my_definition_2 - domain: global - title: my_title_2 - description: My Description 2 - type: integer - enum: [my_enum_2] - format: url - minLength: 10 - maxLength: 20 - pattern: .*.* - minimum: 10 - exclusiveMaximum: 20 - maximum: 20 - exclusiveMinimum: 10 - example: my_example_2 - pii: true - classification: sensitive - tags: [my_tags_2] - - diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v1.yaml deleted file mode 100644 index ebfacc883..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v1.yaml +++ /dev/null @@ -1,64 +0,0 @@ -dataContractSpecification: 1.1.0 -id: demo-contract-id -info: - title: Test for changes in datacontracts that includes arrays - version: 0.0.1 - description: my desc - owner: owner - contact: - name: john doe - email: john.doe@example.com -models: - DataType: - namespace: dp.schemas - description: Description - type: table - fields: - Records: - type: array - required: true - description: Some fields on this complex array structure will change - items: - type: object - fields: - Field1: - type: int - required: false - description: Field1 desc - sample: 1 - pii: false - classification: Unclassified - Discount: - type: record - required: false - fields: - IsAutomatic: - type: boolean - required: true - description: Indicates if the application is automatic - sample: true - pii: false - classification: Unclassified - Conditions: - type: object - required: true - fields: - Min1: - type: double - required: false - description: Minimum test1 - sample: 50.0 - pii: false - classification: Unclassified - Hierarchy: - type: record - required: false - fields: - HasArticles: - type: string - required: true - description: Indicates if articles are included - sample: false - pii: false - classification: Unclassified - \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v2.yaml deleted file mode 100644 index 0ed3de9ba..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-array-v2.yaml +++ /dev/null @@ -1,64 +0,0 @@ -dataContractSpecification: 1.1.0 -id: demo-contract-id -info: - title: Test for changes in datacontracts that includes arrays - version: 0.0.1 - description: my desc - owner: owner - contact: - name: john doe - email: john.doe@example.com -models: - DataType: - namespace: dp.schemas - description: Description - type: table - fields: - Records: - type: array - required: true - description: Some fields on this complex array structure will change - items: - type: object - fields: - Field1: - type: int - required: false - description: CHANGING PII (THIS DESCRIPTION THROWS 0 ERRORS) - sample: 1 - pii: true - classification: Unclassified - Discount: - type: record - required: false - fields: - IsAutomatic: - type: boolean - required: true - description: Changed classification - sample: true - pii: false - classification: classified - Conditions: - type: object - required: true - fields: - Min1: - type: double - required: false - description: Minimum test1 - sample: 50.0 - pii: false - classification: Unclassified - Hierarchy: - type: record - required: false - fields: - HasArticles: - type: int - required: true - description: changing type from string to int - sample: false - pii: false - classification: Unclassified - \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v1.yaml deleted file mode 100644 index 11d15bbbd..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v1.yaml +++ /dev/null @@ -1,55 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - -models: - my_table: - type: table - fields: - field_type: - description: My Description - field_format: - type: string - field_required: - type: string - field_primaryKey: - type: string - field_references: - type: string - field_unique: - type: string - field_description: - type: string - field_pii: - type: string - field_classification: - type: string - field_pattern: - type: string - field_minLength: - type: string - field_maxLength: - type: string - field_minimum: - type: string - field_exclusiveMinimum: - type: string - field_maximum: - type: string - field_exclusiveMaximum: - type: string - field_enum: - type: string - field_tags: - type: string - field_ref: - type: string - field_fields: - fields: - nested_field_1: - type: string - field_custom_key: - type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v2.yaml deleted file mode 100644 index ab56c5206..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v2.yaml +++ /dev/null @@ -1,83 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - -models: - my_table: - type: table - fields: - field_type: - type: string - description: My Description - field_format: - type: string - format: email - field_required: - type: string - required: false - field_primaryKey: - type: string - primaryKey: false - field_references: - type: string - references: my_table.field_type - field_unique: - type: string - unique: false - field_description: - type: string - description: My Description - field_pii: - type: string - pii: true - field_classification: - type: string - classification: sensitive - field_pattern: - type: string - pattern: ^[A-Za-z0-9]{8,14}$ - field_minLength: - type: string - minLength: 8 - field_maxLength: - type: string - maxLength: 14 - field_minimum: - type: string - minimum: 8 - field_exclusiveMinimum: - type: string - exclusiveMinimum: 8 - field_maximum: - type: string - maximum: 14 - field_exclusiveMaximum: - type: string - exclusiveMaximum: 14 - field_enum: - type: string - enum: [one] - field_tags: - type: string - tags: [one] - field_ref: - type: string - $ref: '#/definitions/my_definition' - field_fields: - fields: - nested_field_1: - type: string - new_nested_field: - type: string - new_field: - type: string - field_custom_key: - type: string - custom-key: some value -definitions: - my_definition: - name: my_definition - type: string \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v3.yaml deleted file mode 100644 index 8dedd2776..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-fields-v3.yaml +++ /dev/null @@ -1,84 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - -models: - my_table: - type: table - fields: - field_type: - type: integer - description: My Description - field_format: - type: string - format: url - field_required: - type: string - required: true - field_primaryKey: - type: string - primaryKey: true - field_references: - type: string - references: my_table.field_format - field_unique: - type: string - unique: true - field_description: - type: string - description: My updated Description - field_pii: - type: string - pii: false - field_classification: - type: string - classification: restricted - field_pattern: - type: string - pattern: ^[A-Za-z0-9]$ - field_minLength: - type: string - minLength: 10 - field_maxLength: - type: string - maxLength: 20 - field_minimum: - type: string - minimum: 10 - field_exclusiveMinimum: - type: string - exclusiveMinimum: 10 - field_maximum: - type: string - maximum: 20 - field_exclusiveMaximum: - type: string - exclusiveMaximum: 20 - field_enum: - type: string - enum: [one, two] - field_tags: - type: string - tags: [one, two] - field_ref: - type: string - $ref: '#/definitions/my_definition_2' - field_fields: - fields: - nested_field_1: - type: integer - new_nested_field: - type: string - new_field: - type: string - field_custom_key: - type: string - custom-key: some other value - -definitions: - my_definition_2: - name: my_definition_2 - type: string \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-info-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-info-v1.yaml deleted file mode 100644 index 5703faa9a..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-info-v1.yaml +++ /dev/null @@ -1,10 +0,0 @@ -dataContractSpecification: 0.9.2 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - orders: - fields: - column_1: - type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-info-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-info-v2.yaml deleted file mode 100644 index d5c85d499..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-info-v2.yaml +++ /dev/null @@ -1,14 +0,0 @@ -dataContractSpecification: 0.9.2 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - owner: Data Team - some-other-key: some information - contact: - email: datateam@work.com -models: - orders: - fields: - column_1: - type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-info-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-info-v3.yaml deleted file mode 100644 index 06a4a7d48..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-info-v3.yaml +++ /dev/null @@ -1,14 +0,0 @@ -dataContractSpecification: 0.9.2 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - owner: Another Team - some-other-key: new information - contact: - email: anotherteam@work.com -models: - orders: - fields: - column_1: - type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-models-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-models-v1.yaml deleted file mode 100644 index e34e97d4d..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-models-v1.yaml +++ /dev/null @@ -1,12 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - -models: - my_table: - fields: - my_field: - description: My Description \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-models-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-models-v2.yaml deleted file mode 100644 index 85d0ddd95..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-models-v2.yaml +++ /dev/null @@ -1,20 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - -models: - my_table: - type: table - description: My Model Description - fields: - my_field: - description: My Description - another-key: original value - my_table_2: - fields: - my_field_2: - description: My Description 2 - some-other-key: some value \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-models-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-models-v3.yaml deleted file mode 100644 index 4cf1171a4..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-models-v3.yaml +++ /dev/null @@ -1,19 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - -models: - my_table: - type: object - description: My Updated Model Description - fields: - my_field: - description: My Description - another-key: updated value - my_table_2: - fields: - my_field_2: - description: My Description 2 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v1.yaml deleted file mode 100644 index da7b4dbfb..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v1.yaml +++ /dev/null @@ -1,10 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - orders: - fields: - column_1: - type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v2.yaml deleted file mode 100644 index 625b48045..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v2.yaml +++ /dev/null @@ -1,15 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - orders: - fields: - column_1: - type: string -quality: - type: SodaCL - specification: |- - checks for orders: - - freshness(column_1) < 1d diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v3.yaml deleted file mode 100644 index 2bb10f77f..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-quality-v3.yaml +++ /dev/null @@ -1,15 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - orders: - fields: - column_1: - type: string -quality: - type: custom - specification: |- - checks for orders: - - freshness(column_1) < 2d diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v1.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v1.yaml deleted file mode 100644 index 5703faa9a..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v1.yaml +++ /dev/null @@ -1,10 +0,0 @@ -dataContractSpecification: 0.9.2 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - orders: - fields: - column_1: - type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v2.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v2.yaml deleted file mode 100644 index 5c6379bb7..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v2.yaml +++ /dev/null @@ -1,20 +0,0 @@ -dataContractSpecification: 0.9.2 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -terms: - usage: | - Data can be used for reports, analytics and machine learning use cases. - Order may be linked and joined by other tables - limitations: | - Not suitable for real-time use cases. - Data may not be used to identify individual customers. - Max data processing per day: 10 TiB - billing: 5000 USD per month - noticePeriod: P3M -models: - orders: - fields: - column_1: - type: string diff --git a/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v3.yaml b/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v3.yaml deleted file mode 100644 index e9d1dcdc5..000000000 --- a/datacontract-cli/tests/fixtures/breaking/datacontract-terms-v3.yaml +++ /dev/null @@ -1,15 +0,0 @@ -dataContractSpecification: 0.9.2 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -terms: - usage: Data can be used for anything - billing: 1000000 GBP per month - noticePeriod: P1Y - someOtherTerms: must abide by policies -models: - orders: - fields: - column_1: - type: string diff --git a/datacontract-cli/tests/fixtures/catalog/datacontract-1.yaml b/datacontract-cli/tests/fixtures/catalog/datacontract-1.yaml deleted file mode 100644 index ae55ee25c..000000000 --- a/datacontract-cli/tests/fixtures/catalog/datacontract-1.yaml +++ /dev/null @@ -1,49 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 - owner: checkout - description: The orders data contract - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout -terms: - usage: This data contract serves to demo datacontract CLI export. - limitations: Not intended to use in production - billing: free - noticePeriod: P3M -servers: - production: - type: snowflake - account: my-account - database: my-database - schema: my-schema -models: - orders: - description: The orders model - fields: - order_id: - type: varchar - unique: true - required: true - minLength: 8 - maxLength: 10 - pii: true - classification: sensitive - tags: - - order_id - pattern: ^B[0-9]+$ - order_total: - type: bigint - required: true - description: The order_total field - minimum: 0 - maximum: 1000000 - order_status: - type: text - required: true - enum: - - pending - - shipped - - delivered \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/catalog/datacontract-2.yaml b/datacontract-cli/tests/fixtures/catalog/datacontract-2.yaml deleted file mode 100644 index 130e0781f..000000000 --- a/datacontract-cli/tests/fixtures/catalog/datacontract-2.yaml +++ /dev/null @@ -1,35 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:test -info: - title: Test datacontract - version: 0.0.1 - description: Test datacontract -models: - model_test: - description: A test model - type: table - fields: - user_id: - $ref: '#/definitions/user_id' - required: true - unique: true - primaryKey: true - allowed_actions: - $ref: '#/definitions/allowed_actions' - required: false -definitions: - user_id: - title: User ID - type: int - description: An internal, autoincremental ID that identifies an user ID in the metricool app. - examples: - - 883749 - allowed_actions: - type: array - description: Allowed user actions - items: - type: string - enum: - - "Add" - - "View" - - "Report" \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/csv/data/datacontract.yaml b/datacontract-cli/tests/fixtures/csv/data/datacontract.yaml deleted file mode 100644 index b0aacc22a..000000000 --- a/datacontract-cli/tests/fixtures/csv/data/datacontract.yaml +++ /dev/null @@ -1,23 +0,0 @@ -dataContractSpecification: 0.9.3 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -servers: - production: - type: local - format: csv - path: ./tests/fixtures/csv/data/sample_data.csv - delimiter: ',' -models: - sample_data: - description: Csv file with encoding ascii - type: table - fields: - field_one: - type: string - field_two: - type: integer - field_three: - type: string - diff --git a/datacontract-cli/tests/fixtures/csv/data/sample_data.csv b/datacontract-cli/tests/fixtures/csv/data/sample_data.csv deleted file mode 100644 index 4ae23e482..000000000 --- a/datacontract-cli/tests/fixtures/csv/data/sample_data.csv +++ /dev/null @@ -1,11 +0,0 @@ -field_one,field_two,field_three -CX-263-DU,50,2023-06-16 13:12:56 -IK-894-MN,47,2023-10-08 22:40:57 -ER-399-JY,22,2023-05-16 01:08:22 -MT-939-FH,63,2023-03-15 05:15:21 -LV-849-MI,33,2023-09-08 20:08:43 -VS-079-OH,85,2023-04-15 00:50:32 -DN-297-XY,79,2023-11-08 12:55:42 -ZE-172-FP,14,2023-12-03 18:38:38 -ID-840-EG,89,2023-10-02 17:17:58 -FK-230-KZ,64,2023-11-27 15:21:48 diff --git a/datacontract-cli/tests/fixtures/custom/export/datacontract.yaml b/datacontract-cli/tests/fixtures/custom/export/datacontract.yaml deleted file mode 100644 index ef251e12c..000000000 --- a/datacontract-cli/tests/fixtures/custom/export/datacontract.yaml +++ /dev/null @@ -1,216 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 2.0.0 - description: | - Successful customer orders in the webshop. - All orders since 2020-01-01. - Orders with their line items are in their current state (no history included). - owner: Checkout Team - contact: - name: John Doe (Data Product Owner) - url: https://teams.microsoft.com/l/channel/example/checkout -servers: - production: - type: s3 - environment: prod - location: s3://datacontract-example-orders-latest/v2/{model}/*.json - format: json - delimiter: new_line - description: "One folder per model. One file per day." - roles: - - name: analyst_us - description: Access to the data for US region - - name: analyst_cn - description: Access to the data for China region -terms: - usage: | - Data can be used for reports, analytics and machine learning use cases. - Order may be linked and joined by other tables - limitations: | - Not suitable for real-time use cases. - Data may not be used to identify individual customers. - Max data processing per day: 10 TiB - policies: - - name: privacy-policy - url: https://example.com/privacy-policy - - name: license - description: External data is licensed under agreement 1234. - url: https://example.com/license/1234 - billing: 5000 USD per month - noticePeriod: P3M -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - $ref: "#/definitions/order_id" - required: true - unique: true - primaryKey: true - order_timestamp: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - examples: - - "2024-09-09T08:30:00Z" - tags: ["business-timestamp"] - order_total: - description: Total amount the smallest monetary unit (e.g., cents). - type: long - required: true - examples: - - 9999 - quality: - - type: sql - description: 95% of all order total values are expected to be between 10 and 499 EUR. - query: | - SELECT quantile_cont(order_total, 0.95) AS percentile_95 - FROM orders - mustBeBetween: [1000, 49900] - customer_id: - description: Unique identifier for the customer. - type: text - minLength: 10 - maxLength: 20 - customer_email_address: - description: The email address, as entered by the customer. - type: text - format: email - required: true - pii: true - classification: sensitive - quality: - - type: text - description: The email address is not verified and may be invalid. - lineage: - inputFields: - - namespace: com.example.service.checkout - name: checkout_db.orders - field: email_address - processed_timestamp: - description: The timestamp when the record was processed by the data platform. - type: timestamp - required: true - config: - jsonType: string - jsonFormat: date-time - quality: - - type: sql - description: The maximum duration between two orders should be less that 3600 seconds - query: | - SELECT MAX(duration) AS max_duration FROM (SELECT EXTRACT(EPOCH FROM (order_timestamp - LAG(order_timestamp) - OVER (ORDER BY order_timestamp))) AS duration FROM orders) - mustBeLessThan: 3600 - - type: sql - description: Row Count - query: | - SELECT count(*) as row_count - FROM orders - mustBeGreaterThan: 5 - examples: - - | - order_id,order_timestamp,order_total,customer_id,customer_email_address,processed_timestamp - "1001","2030-09-09T08:30:00Z",2500,"1000000001","mary.taylor82@example.com","2030-09-09T08:31:00Z" - "1002","2030-09-08T15:45:00Z",1800,"1000000002","michael.miller83@example.com","2030-09-09T08:31:00Z" - "1003","2030-09-07T12:15:00Z",3200,"1000000003","michael.smith5@example.com","2030-09-09T08:31:00Z" - "1004","2030-09-06T19:20:00Z",1500,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" - "1005","2030-09-05T10:10:00Z",4200,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" - "1006","2030-09-04T14:55:00Z",2800,"1000000005","john.davis28@example.com","2030-09-09T08:31:00Z" - "1007","2030-09-03T21:05:00Z",1900,"1000000006","linda.brown67@example.com","2030-09-09T08:31:00Z" - "1008","2030-09-02T17:40:00Z",3600,"1000000007","patricia.smith40@example.com","2030-09-09T08:31:00Z" - "1009","2030-09-01T09:25:00Z",3100,"1000000008","linda.wilson43@example.com","2030-09-09T08:31:00Z" - "1010","2030-08-31T22:50:00Z",2700,"1000000009","mary.smith98@example.com","2030-09-09T08:31:00Z" - line_items: - description: A single article that is part of an order. - type: table - fields: - line_item_id: - type: text - description: Primary key of the lines_item_id table - required: true - order_id: - $ref: "#/definitions/order_id" - references: orders.order_id - sku: - description: The purchased article number - $ref: "#/definitions/sku" - primaryKey: ["order_id", "line_item_id"] - examples: - - | - line_item_id,order_id,sku - "LI-1","1001","5901234123457" - "LI-2","1001","4001234567890" - "LI-3","1002","5901234123457" - "LI-4","1002","2001234567893" - "LI-5","1003","4001234567890" - "LI-6","1003","5001234567892" - "LI-7","1004","5901234123457" - "LI-8","1005","2001234567893" - "LI-9","1005","5001234567892" - "LI-10","1005","6001234567891" -definitions: - order_id: - title: Order ID - type: text - format: uuid - description: An internal ID that identifies an order in the online shop. - examples: - - 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 - pii: true - classification: restricted - tags: - - orders - sku: - title: Stock Keeping Unit - type: text - pattern: ^[A-Za-z0-9]{8,14}$ - examples: - - "96385074" - description: | - A Stock Keeping Unit (SKU) is an internal unique identifier for an article. - It is typically associated with an article's barcode, such as the EAN/GTIN. - links: - wikipedia: https://en.wikipedia.org/wiki/Stock_keeping_unit - tags: - - inventory -servicelevels: - availability: - description: The server is available during support hours - percentage: 99.9% - retention: - description: Data is retained for one year - period: P1Y - unlimited: false - latency: - description: Data is available within 25 hours after the order was placed - threshold: 25h - sourceTimestampField: orders.order_timestamp - processedTimestampField: orders.processed_timestamp - freshness: - description: The age of the youngest row in a table. - threshold: 25h - timestampField: orders.order_timestamp - frequency: - description: Data is delivered once a day - type: batch # or streaming - interval: daily # for batch, either or cron - cron: 0 0 * * * # for batch, either or interval - support: - description: The data is available during typical business hours at headquarters - time: 9am to 5pm in EST on business days - responseTime: 1h - backup: - description: Data is backed up once a week, every Sunday at 0:00 UTC. - interval: weekly - cron: 0 0 * * 0 - recoveryTime: 24 hours - recoveryPoint: 1 week -tags: - - checkout - - orders - - s3 -links: - datacontractCli: https://cli.datacontract.com diff --git a/datacontract-cli/tests/fixtures/custom/export/expected.sql b/datacontract-cli/tests/fixtures/custom/export/expected.sql deleted file mode 100644 index dc69ddeeb..000000000 --- a/datacontract-cli/tests/fixtures/custom/export/expected.sql +++ /dev/null @@ -1,9 +0,0 @@ -SELECT - order_id AS order_id, - DATETIME(order_timestamp, "Asia/Tokyo") AS order_timestamp, - order_total AS order_total, - customer_id AS customer_id, - customer_email_address AS customer_email_address, - DATETIME(processed_timestamp, "Asia/Tokyo") AS processed_timestamp, -FROM - {{ ref('orders') }} diff --git a/datacontract-cli/tests/fixtures/custom/export/template.sql b/datacontract-cli/tests/fixtures/custom/export/template.sql deleted file mode 100644 index eede1c232..000000000 --- a/datacontract-cli/tests/fixtures/custom/export/template.sql +++ /dev/null @@ -1,16 +0,0 @@ -{%- for model_name, model in data_contract.models.items() %} -{#- Export only the first model #} -{%- if loop.first -%} -SELECT -{%- for field_name, field in model.fields.items() %} - {%- if field.type == "timestamp" %} - DATETIME({{ field_name }}, "Asia/Tokyo") AS {{ field_name }}, - {%- else %} - {{ field_name }} AS {{ field_name }}, - {%- endif %} -{%- endfor %} -FROM - {{ "{{" }} ref('{{ model_name }}') {{ "}}" }} -{%- endif %} -{%- endfor %} - diff --git a/datacontract-cli/tests/fixtures/data-caterer/export/datacontract_nested.yaml b/datacontract-cli/tests/fixtures/data-caterer/export/datacontract_nested.yaml deleted file mode 100644 index bf711e705..000000000 --- a/datacontract-cli/tests/fixtures/data-caterer/export/datacontract_nested.yaml +++ /dev/null @@ -1,92 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 - owner: checkout - description: The orders data contract - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout -terms: - usage: This data contract serves to demo datacontract CLI export. - limitations: Not intended to use in production - billing: free - noticePeriod: P3M -servers: - s3-json: - type: s3 - location: s3://covid19-lake/enigma-jhu/json/*.json - format: json - delimiter: new_line - s3-json-prod: - type: s3 - location: s3://covid19-lake-prod/enigma-jhu/json/*.json - format: json - delimiter: new_line -models: - orders: - description: The orders model - fields: - order_id: - type: varchar - unique: true - required: true - minLength: 8 - maxLength: 10 - pii: true - classification: sensitive - primaryKey: true - tags: - - order_id - pattern: ^B[0-9]+$ - order_total: - type: bigint - required: true - description: The order_total field - minimum: 0 - maximum: 1000000 - amount: - type: double - customer_id: - type: integer - customer_id_int: - type: int - customer_id_long: - type: long - customer_id_float: - type: float - customer_id_number: - type: number - customer_id_numeric: - type: numeric - created_date: - type: date - created_ts: - type: timestamp - created_ts_tz: - type: timestamp_tz - created_ts_ntz: - type: timestamp_ntz - order_status: - type: text - required: true - enum: - - pending - - shipped - - delivered - address: - type: record - fields: - street: - type: string - city: - type: string - tags: - type: array - items: - type: string - tags_int: - type: array - items: - type: integer diff --git a/datacontract-cli/tests/fixtures/databricks-sql/datacontract.yaml b/datacontract-cli/tests/fixtures/databricks-sql/datacontract.yaml deleted file mode 100644 index 0858f9a75..000000000 --- a/datacontract-cli/tests/fixtures/databricks-sql/datacontract.yaml +++ /dev/null @@ -1,147 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 1.0.0 - description: | - Successful customer orders in the webshop. - All orders since 2020-01-01. - Orders with their line items are in their current state (no history included). - owner: Checkout Team - contact: - name: John Doe (Data Product Owner) - url: https://teams.microsoft.com/l/channel/acme/checkout -servers: - production: - type: databricks - host: dbc-5829e67d-6e9e.cloud.databricks.com - catalog: datacontract_test_2 - schema: orders_latest - staging: - type: databricks - host: dbc-5829e67d-1111.cloud.databricks.com - catalog: datacontract_staging - schema: orders_latest -terms: - usage: > - Data can be used for reports, analytics and machine learning use cases. - Order may be linked and joined by other tables - limitations: > - Not suitable for real-time use cases. - Data may not be used to identify individual customers. - Max data processing per day: 10 TiB - billing: 5000 USD per month - noticePeriod: P3M -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - $ref: '#/definitions/order_id' - required: true - unique: true - order_timestamp: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - order_total: - description: Total amount the smallest monetary unit (e.g., cents). - type: long - required: true - customer_id: - description: Unique identifier for the customer. - type: string - minLength: 10 - maxLength: 20 - customer_email_address: - description: The email address, as entered by the customer. The email address was not verified. - type: string - format: email - required: true - discounts: - description: This is an array of records - type: array - items: - type: object - fields: - discount_code: - type: string - description: The discount code that was applied to the order. - discount_amount: - type: long - description: The amount of the discount in the smallest monetary unit (e.g., cents). - line_items: - description: A single article that is part of an order. - type: table - fields: - lines_item_id: - type: string - description: Primary key of the lines_item_id table - required: true - unique: true - order_id: - $ref: '#/definitions/order_id' - sku: - description: The purchased article number - $ref: '#/definitions/sku' -definitions: - order_id: - domain: checkout - name: order_id - title: Order ID - type: text - format: uuid - description: An internal ID that identifies an order in the online shop. - example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 - pii: true - classification: restricted - sku: - domain: inventory - name: sku - title: Stock Keeping Unit - type: text - pattern: ^[A-Za-z0-9]{8,14}$ - example: "96385074" - description: | - A Stock Keeping Unit (SKU) is an internal unique identifier for an article. - It is typically associated with an article's barcode, such as the EAN/GTIN. -examples: - - type: csv # csv, json, yaml, custom - model: orders - data: |- # expressed as string or inline yaml or via "$ref: data.csv" - order_id,order_timestamp,order_total - "1001","2023-09-09T08:30:00Z",2500 - "1002","2023-09-08T15:45:00Z",1800 - "1003","2023-09-07T12:15:00Z",3200 - "1004","2023-09-06T19:20:00Z",1500 - "1005","2023-09-05T10:10:00Z",4200 - "1006","2023-09-04T14:55:00Z",2800 - "1007","2023-09-03T21:05:00Z",1900 - "1008","2023-09-02T17:40:00Z",3600 - "1009","2023-09-01T09:25:00Z",3100 - "1010","2023-08-31T22:50:00Z",2700 - - type: csv - model: line_items - data: |- - lines_item_id,order_id,sku - "1","1001","5901234123457" - "2","1001","4001234567890" - "3","1002","5901234123457" - "4","1002","2001234567893" - "5","1003","4001234567890" - "6","1003","5001234567892" - "7","1004","5901234123457" - "8","1005","2001234567893" - "9","1005","5001234567892" - "10","1005","6001234567891" -quality: - type: SodaCL # data quality check format: SodaCL, montecarlo, custom - specification: # expressed as string or inline yaml or via "$ref: checks.yaml" - checks for orders: - - freshness(order_timestamp) < 24h - - row_count >= 5000 - - duplicate_count(order_id) = 0 - checks for line_items: - - values in (order_id) must exist in orders (order_id) - - row_count >= 5000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract.yaml b/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract.yaml deleted file mode 100644 index efa2039a5..000000000 --- a/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract.yaml +++ /dev/null @@ -1,33 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - test_table: - description: string - type: table - title: test_table - fields: - id: - type: integer - required: true - name: - type: varchar - required: false - age: - type: integer - required: false - salary: - type: decimal - required: false - join_date: - type: date - required: false - updated_at: - type: timestamp - required: false - is_active: - type: boolean - required: false - diff --git a/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml b/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml deleted file mode 100644 index 22c711720..000000000 --- a/datacontract-cli/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml +++ /dev/null @@ -1,93 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - test_table: - description: The 'test_table' contains various data types like strings, structures, - arrays, and maps. It includes nested structures, arrays of integers and structures, - maps with string keys and integer values, maps with integer keys and struct - values, and a JSON column. This table can be used to test and validate data - structures and their interactions in a controlled environment. It can also be - used to analyze the distribution of data types and their relationships within - the table. - type: table - title: test_table - fields: - id: - type: integer - required: true - description: Unique identifier for each test record. - name: - type: string - required: false - description: Name of the test, providing a human-readable label for identification. - nested_struct: - type: struct - required: false - description: Represents a nested structure with multiple levels of data. - fields: - field1: - type: string - required: false - field2: - type: integer - required: false - array_int: - type: array - required: false - description: An array of integers, allowing for the storage of multiple integer - values. - items: - type: integer - required: false - array_struct: - type: array - required: false - description: An array of structured data, where each element is a separate - record. - items: - type: struct - required: false - fields: - sub_field1: - type: string - required: false - sub_field2: - type: double - required: false - map_string_int: - type: map - required: false - description: A map with string keys and integer values, allowing for the storage - of key-value pairs. - keys: - type: string - required: true - values: - type: integer - required: false - map_int_struct: - type: map - required: false - description: A map with integer keys and structured data values, allowing - for the storage of key-value pairs with integer keys. - keys: - type: integer - required: true - values: - type: struct - required: false - fields: - map_struct_field1: - type: boolean - required: false - map_struct_field2: - type: float - required: false - json_column: - type: string - required: false - description: A column storing JSON data, allowing for the storage of complex, - hierarchical data structures. diff --git a/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema.json b/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema.json deleted file mode 100644 index bb330c425..000000000 --- a/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema.json +++ /dev/null @@ -1,153 +0,0 @@ -{ - "name": "test_table", - "catalog_name": "string", - "schema_name": "string", - "table_type": "MANAGED", - "data_source_format": "DELTA", - "columns": [ - { - "name": "id", - "type_text": "int", - "type_name": "INT", - "position": 0, - "type_precision": 0, - "type_scale": 0, - "type_json": "{\"name\":\"id\",\"type\":\"integer\",\"nullable\":false,\"metadata\":{}}", - "nullable": false - }, - { - "name": "name", - "type_text": "varchar(255)", - "type_name": "STRING", - "position": 1, - "type_precision": 0, - "type_scale": 0, - "type_json": "{\"name\":\"name\",\"type\":\"varchar(255)\",\"nullable\":true,\"metadata\":{}}", - "nullable": true - }, - { - "name": "age", - "type_text": "smallint", - "type_name": "SHORT", - "position": 2, - "type_precision": 0, - "type_scale": 0, - "type_json": "{\"name\":\"age\",\"type\":\"short\",\"nullable\":true,\"metadata\":{}}", - "nullable": true - }, - { - "name": "salary", - "type_text": "decimal(10,2)", - "type_name": "DECIMAL", - "position": 3, - "type_precision": 0, - "type_scale": 0, - "type_json": "{\"name\":\"salary\",\"type\":\"decimal(10,2)\",\"nullable\":true,\"metadata\":{}}", - "nullable": true - }, - { - "name": "join_date", - "type_text": "date", - "type_name": "DATE", - "position": 4, - "type_precision": 0, - "type_scale": 0, - "type_json": "{\"name\":\"join_date\",\"type\":\"date\",\"nullable\":true,\"metadata\":{}}", - "nullable": true - }, - { - "name": "updated_at", - "type_text": "timestamp", - "type_name": "TIMESTAMP", - "position": 5, - "type_precision": 0, - "type_scale": 0, - "type_json": "{\"name\":\"updated_at\",\"type\":\"timestamp\",\"nullable\":true,\"metadata\":{}}", - "nullable": true - }, - { - "name": "is_active", - "type_text": "boolean", - "type_name": "BOOLEAN", - "position": 6, - "type_precision": 0, - "type_scale": 0, - "type_json": "{\"name\":\"is_active\",\"type\":\"boolean\",\"nullable\":true,\"metadata\":{}}", - "nullable": true - } - ], - "storage_location": "string", - "view_definition": "string", - "view_dependencies": { - "dependencies": [ - { - "table": { - "table_full_name": "string" - }, - "function": { - "function_full_name": "string" - } - } - ] - }, - "sql_path": "string", - "owner": "string", - "comment": "string", - "properties": { - "property1": "string", - "property2": "string" - }, - "storage_credential_name": "string", - "table_constraints": [ - { - "primary_key_constraint": { - "name": "string", - "child_columns": [ - "string" - ] - }, - "foreign_key_constraint": { - "name": "string", - "child_columns": [ - "string" - ], - "parent_table": "string", - "parent_columns": [ - "string" - ] - }, - "named_table_constraint": { - "name": "string" - } - } - ], - "row_filter": { - "function_name": "string", - "input_column_names": [ - "string" - ] - }, - "enable_predictive_optimization": "DISABLE", - "metastore_id": "string", - "full_name": "my_catalog.my_schema.test_table", - "data_access_configuration_id": "string", - "created_at": 0, - "created_by": "string", - "updated_at": 0, - "updated_by": "string", - "deleted_at": 0, - "table_id": "test_table", - "delta_runtime_properties_kvpairs": { - "delta_runtime_properties": { - "property1": "string", - "property2": "string" - } - }, - "effective_predictive_optimization_flag": { - "value": "DISABLE", - "inherited_from_type": "CATALOG", - "inherited_from_name": "string" - }, - "pipeline_id": "string", - "browse_only": true -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema_complex_types.json b/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema_complex_types.json deleted file mode 100644 index 1e7350c33..000000000 --- a/datacontract-cli/tests/fixtures/databricks-unity/import/unity_table_schema_complex_types.json +++ /dev/null @@ -1,121 +0,0 @@ -{ - "name": "test_table", - "catalog_name": "string", - "schema_name": "string", - "table_type": "MANAGED", - "comment": "The 'test_table' contains various data types like strings, structures, arrays, and maps. It includes nested structures, arrays of integers and structures, maps with string keys and integer values, maps with integer keys and struct values, and a JSON column. This table can be used to test and validate data structures and their interactions in a controlled environment. It can also be used to analyze the distribution of data types and their relationships within the table.", - "data_source_format": "DELTA", - "columns": [ - { - "comment": "Unique identifier for each test record.", - "name": "id", - "nullable": false, - "position": 0, - "type_json": "{\"name\":\"id\",\"type\":\"integer\",\"nullable\":false,\"metadata\":{\"comment\":\"Unique identifier for each test record.\"}}", - "type_name": "INT", - "type_precision": 0, - "type_scale": 0, - "type_text": "int" - }, - { - "comment": "Name of the test, providing a human-readable label for identification.", - "name": "name", - "nullable": true, - "position": 1, - "type_json": "{\"name\":\"name\",\"type\":\"string\",\"nullable\":true,\"metadata\":{\"comment\":\"Name of the test, providing a human-readable label for identification.\"}}", - "type_name": "STRING", - "type_precision": 0, - "type_scale": 0, - "type_text": "string" - }, - { - "comment": "Represents a nested structure with multiple levels of data.", - "name": "nested_struct", - "nullable": true, - "position": 2, - "type_json": "{\"name\":\"nested_struct\",\"type\":{\"type\":\"struct\",\"fields\":[{\"name\":\"field1\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"field2\",\"type\":\"integer\",\"nullable\":true,\"metadata\":{}}]},\"nullable\":true,\"metadata\":{\"comment\":\"Represents a nested structure with multiple levels of data.\"}}", - "type_name": "STRUCT", - "type_precision": 0, - "type_scale": 0, - "type_text": "struct" - }, - { - "comment": "An array of integers, allowing for the storage of multiple integer values.", - "name": "array_int", - "nullable": true, - "position": 3, - "type_json": "{\"name\":\"array_int\",\"type\":{\"type\":\"array\",\"elementType\":\"integer\",\"containsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"An array of integers, allowing for the storage of multiple integer values.\"}}", - "type_name": "ARRAY", - "type_precision": 0, - "type_scale": 0, - "type_text": "array" - }, - { - "comment": "An array of structured data, where each element is a separate record.", - "name": "array_struct", - "nullable": true, - "position": 4, - "type_json": "{\"name\":\"array_struct\",\"type\":{\"type\":\"array\",\"elementType\":{\"type\":\"struct\",\"fields\":[{\"name\":\"sub_field1\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"sub_field2\",\"type\":\"double\",\"nullable\":true,\"metadata\":{}}]},\"containsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"An array of structured data, where each element is a separate record.\"}}", - "type_name": "ARRAY", - "type_precision": 0, - "type_scale": 0, - "type_text": "array>" - }, - { - "comment": "A map with string keys and integer values, allowing for the storage of key-value pairs.", - "name": "map_string_int", - "nullable": true, - "position": 5, - "type_json": "{\"name\":\"map_string_int\",\"type\":{\"type\":\"map\",\"keyType\":\"string\",\"valueType\":\"integer\",\"valueContainsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"A map with string keys and integer values, allowing for the storage of key-value pairs.\"}}", - "type_name": "MAP", - "type_precision": 0, - "type_scale": 0, - "type_text": "map" - }, - { - "comment": "A map with integer keys and structured data values, allowing for the storage of key-value pairs with integer keys.", - "name": "map_int_struct", - "nullable": true, - "position": 6, - "type_json": "{\"name\":\"map_int_struct\",\"type\":{\"type\":\"map\",\"keyType\":\"integer\",\"valueType\":{\"type\":\"struct\",\"fields\":[{\"name\":\"map_struct_field1\",\"type\":\"boolean\",\"nullable\":true,\"metadata\":{}},{\"name\":\"map_struct_field2\",\"type\":\"float\",\"nullable\":true,\"metadata\":{}}]},\"valueContainsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"A map with integer keys and structured data values, allowing for the storage of key-value pairs with integer keys.\"}}", - "type_name": "MAP", - "type_precision": 0, - "type_scale": 0, - "type_text": "map>" - }, - { - "comment": "A column storing JSON data, allowing for the storage of complex, hierarchical data structures.", - "name": "json_column", - "nullable": true, - "position": 7, - "type_json": "{\"name\":\"json_column\",\"type\":\"string\",\"nullable\":true,\"metadata\":{\"comment\":\"A column storing JSON data, allowing for the storage of complex, hierarchical data structures.\"}}", - "type_name": "STRING", - "type_precision": 0, - "type_scale": 0, - "type_text": "string" - } - ], - "enable_predictive_optimization": "DISABLE", - "metastore_id": "string", - "full_name": "my_catalog.my_schema.test_table", - "data_access_configuration_id": "string", - "created_at": 0, - "created_by": "string", - "updated_at": 0, - "updated_by": "string", - "deleted_at": 0, - "table_id": "test_table", - "delta_runtime_properties_kvpairs": { - "delta_runtime_properties": { - "property1": "string", - "property2": "string" - } - }, - "effective_predictive_optimization_flag": { - "value": "DISABLE", - "inherited_from_type": "CATALOG", - "inherited_from_name": "string" - }, - "pipeline_id": "string", - "browse_only": true -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dataframe/datacontract.yaml b/datacontract-cli/tests/fixtures/dataframe/datacontract.yaml deleted file mode 100644 index 003a7f906..000000000 --- a/datacontract-cli/tests/fixtures/dataframe/datacontract.yaml +++ /dev/null @@ -1,36 +0,0 @@ -dataContractSpecification: 1.1.0 -id: dataframetest -info: - title: dataframetest - version: 0.0.1 - owner: my-domain-team -servers: - unittest: - type: dataframe -models: - my_table: - type: table - fields: - field_one: - type: varchar - required: true - unique: true - pattern: "[A-Za-z]{2}-\\d{3}-[A-Za-z]{2}$" - field_two: - type: int - minimum: 10 - field_three: - type: timestamp - field_array_of_strings: - type: array - items: - type: string - field_array_of_structs: - type: array - items: - type: struct - fields: - inner_field_string: - type: varchar - inner_field_int: - type: int diff --git a/datacontract-cli/tests/fixtures/dbml/datacontract.yaml b/datacontract-cli/tests/fixtures/dbml/datacontract.yaml deleted file mode 100644 index 8854ea789..000000000 --- a/datacontract-cli/tests/fixtures/dbml/datacontract.yaml +++ /dev/null @@ -1,213 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 1.0.0 - description: | - Successful customer orders in the webshop. - All orders since 2020-01-01. - Orders with their line items are in their current state (no history included). - owner: Checkout Team - contact: - name: John Doe (Data Product Owner) - url: https://teams.microsoft.com/l/channel/example/checkout -servers: - production: - type: s3 - location: s3://datacontract-example-orders-latest/data/{model}/*.json - format: json - delimiter: new_line -terms: - usage: | - Data can be used for reports, analytics and machine learning use cases. - Order may be linked and joined by other tables - limitations: | - Not suitable for real-time use cases. - Data may not be used to identify individual customers. - Max data processing per day: 10 TiB - billing: 5000 USD per month - noticePeriod: P3M -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - $ref: '#/definitions/order_id' - required: true - unique: true - primaryKey: true - order_timestamp: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - example: "2024-09-09T08:30:00Z" - order_total: - description: Total amount the smallest monetary unit (e.g., cents). - type: record - required: true - fields: - amount: - description: The amount to pay - required: true - type: record - fields: - sum: - description: the sum to pay - required: true - type: number - currency: - description: the currency the amount is in - required: true - type: string - example: EUR - due_date: - type: date - description: the date by which the total must be paid - required: true - classification: important - discount: - type: double - description: a discount as fraction of one (for percentages), if the customer gets discount - example: "0.2" - customer_id: - description: Unique identifier for the customer. - type: text - minLength: 10 - maxLength: 20 - customer_email_address: - description: The email address, as entered by the customer. The email address was not verified. - type: text - format: email - required: true - pii: true - classification: sensitive - processed_timestamp: - description: The timestamp when the record was processed by the data platform. - type: timestamp - required: true - line_items: - description: A single article that is part of an order. - type: table - fields: - lines_item_id: - type: text - description: Primary key of the lines_item_id table - required: true - unique: true - primaryKey: true - order_id: - $ref: '#/definitions/order_id' - references: orders.order_id - sku: - description: The purchased article number - $ref: '#/definitions/sku' -definitions: - order_id: - domain: checkout - name: order_id - title: Order ID - type: text - format: uuid - description: An internal ID that identifies an order in the online shop. - example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 - pii: true - classification: restricted - sku: - domain: inventory - name: sku - title: Stock Keeping Unit - type: text - pattern: ^[A-Za-z0-9]{8,14}$ - example: "96385074" - description: | - A Stock Keeping Unit (SKU) is an internal unique identifier for an article. - It is typically associated with an article's barcode, such as the EAN/GTIN. - flags: - domain: checkout - name: flags - title: Order Flags - type: text - enum: - - PRIORITY - - NORMAL - - SLOW - example: "PRIORITY" - classification: restricted - tags: - - classification - - delivery speed - pattern: PRIORITY|NORMAL|SLOW - -examples: - - type: csv # csv, json, yaml, custom - model: orders - description: An example list of order records. - data: | # expressed as string or inline yaml or via "$ref: data.csv" - order_id,order_timestamp,order_total,customer_id,customer_email_address,processed_timestamp - "1001","2030-09-09T08:30:00Z",2500,"1000000001","[email protected]","2030-09-09T08:31:00Z" - "1002","2030-09-08T15:45:00Z",1800,"1000000002","[email protected]","2030-09-09T08:31:00Z" - "1003","2030-09-07T12:15:00Z",3200,"1000000003","[email protected]","2030-09-09T08:31:00Z" - "1004","2030-09-06T19:20:00Z",1500,"1000000004","[email protected]","2030-09-09T08:31:00Z" - "1005","2030-09-05T10:10:00Z",4200,"1000000004","[email protected]","2030-09-09T08:31:00Z" - "1006","2030-09-04T14:55:00Z",2800,"1000000005","[email protected]","2030-09-09T08:31:00Z" - "1007","2030-09-03T21:05:00Z",1900,"1000000006","[email protected]","2030-09-09T08:31:00Z" - "1008","2030-09-02T17:40:00Z",3600,"1000000007","[email protected]","2030-09-09T08:31:00Z" - "1009","2030-09-01T09:25:00Z",3100,"1000000008","[email protected]","2030-09-09T08:31:00Z" - "1010","2030-08-31T22:50:00Z",2700,"1000000009","[email protected]","2030-09-09T08:31:00Z" - - type: csv - model: line_items - description: An example list of line items. - data: | - lines_item_id,order_id,sku - "LI-1","1001","5901234123457" - "LI-2","1001","4001234567890" - "LI-3","1002","5901234123457" - "LI-4","1002","2001234567893" - "LI-5","1003","4001234567890" - "LI-6","1003","5001234567892" - "LI-7","1004","5901234123457" - "LI-8","1005","2001234567893" - "LI-9","1005","5001234567892" - "LI-10","1005","6001234567891" -servicelevels: - availability: - description: The server is available during support hours - percentage: 99.9% - retention: - description: Data is retained for one year - period: P1Y - unlimited: false - latency: - description: Data is available within 25 hours after the order was placed - threshold: 25h - sourceTimestampField: orders.order_timestamp - processedTimestampField: orders.processed_timestamp - freshness: - description: The age of the youngest row in a table. - threshold: 25h - timestampField: orders.order_timestamp - frequency: - description: Data is delivered once a day - type: batch # or streaming - interval: daily # for batch, either or cron - cron: 0 0 * * * # for batch, either or interval - support: - description: The data is available during typical business hours at headquarters - time: 9am to 5pm in EST on business days - responseTime: 1h - backup: - description: Data is backed up once a week, every Sunday at 0:00 UTC. - interval: weekly - cron: 0 0 * * 0 - recoveryTime: 24 hours - recoveryPoint: 1 week -quality: - type: SodaCL # data quality check format: SodaCL, montecarlo, custom - specification: # expressed as string or inline yaml or via "$ref: checks.yaml" - checks for orders: - - row_count >= 5 - - duplicate_count(order_id) = 0 - checks for line_items: - - values in (order_id) must exist in orders (order_id) - - row_count >= 5 diff --git a/datacontract-cli/tests/fixtures/dbml/import/datacontract.yaml b/datacontract-cli/tests/fixtures/dbml/import/datacontract.yaml deleted file mode 100644 index 00d2a4440..000000000 --- a/datacontract-cli/tests/fixtures/dbml/import/datacontract.yaml +++ /dev/null @@ -1,71 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: Orders Latest - version: 0.0.1 -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - namespace: test - fields: - order_id: - type: string - required: true - primaryKey: true - unique: true - description: An internal ID that identifies an order in the online shop. - order_timestamp: - type: timestamp_ntz - required: true - primaryKey: false - unique: false - description: The business timestamp in UTC when the order was successfully - registered in the source system and the payment was successful. - order_total: - type: variant - required: true - primaryKey: false - unique: false - description: Total amount the smallest monetary unit (e.g., cents). - customer_id: - type: string - required: false - primaryKey: false - unique: false - description: Unique identifier for the customer. - customer_email_address: - type: string - required: true - primaryKey: false - unique: false - description: The email address, as entered by the customer. The email address - was not verified. - processed_timestamp: - type: timestamp_ntz - required: true - primaryKey: false - unique: false - description: The timestamp when the record was processed by the data platform. - line_items: - description: A single article that is part of an order. - namespace: orders - fields: - lines_item_id: - type: string - required: true - primaryKey: true - unique: true - description: Primary key of the lines_item_id table - order_id: - type: string - required: false - primaryKey: false - unique: false - references: orders.order_id - description: An internal ID that identifies an order in the online shop. - sku: - type: string - required: false - primaryKey: false - unique: false - description: The purchased article number \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml b/datacontract-cli/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml deleted file mode 100644 index 5e5734e5f..000000000 --- a/datacontract-cli/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml +++ /dev/null @@ -1,29 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: Orders Latest - version: 0.0.1 -models: - line_items: - description: A single article that is part of an order. - namespace: orders - fields: - lines_item_id: - type: string - required: true - primaryKey: true - unique: true - description: Primary key of the lines_item_id table - order_id: - type: string - required: false - primaryKey: false - unique: false - references: orders.order_id - description: An internal ID that identifies an order in the online shop. - sku: - type: string - required: false - primaryKey: false - unique: false - description: The purchased article number \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dbml/import/datacontract_table_filtered.yaml b/datacontract-cli/tests/fixtures/dbml/import/datacontract_table_filtered.yaml deleted file mode 100644 index fe011d539..000000000 --- a/datacontract-cli/tests/fixtures/dbml/import/datacontract_table_filtered.yaml +++ /dev/null @@ -1,48 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: Orders Latest - version: 0.0.1 -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - namespace: test - fields: - order_id: - type: string - required: true - primaryKey: true - unique: true - description: An internal ID that identifies an order in the online shop. - order_timestamp: - type: timestamp_ntz - required: true - primaryKey: false - unique: false - description: The business timestamp in UTC when the order was successfully - registered in the source system and the payment was successful. - order_total: - type: variant - required: true - primaryKey: false - unique: false - description: Total amount the smallest monetary unit (e.g., cents). - customer_id: - type: string - required: false - primaryKey: false - unique: false - description: Unique identifier for the customer. - customer_email_address: - type: string - required: true - primaryKey: false - unique: false - description: The email address, as entered by the customer. The email address - was not verified. - processed_timestamp: - type: timestamp_ntz - required: true - primaryKey: false - unique: false - description: The timestamp when the record was processed by the data platform. \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dbml/import/dbml.txt b/datacontract-cli/tests/fixtures/dbml/import/dbml.txt deleted file mode 100644 index 1573080bc..000000000 --- a/datacontract-cli/tests/fixtures/dbml/import/dbml.txt +++ /dev/null @@ -1,26 +0,0 @@ -Project "Orders Latest" { - Note: '''Successful customer orders in the webshop. -All orders since 2020-01-01. -Orders with their line items are in their current state (no history included). -''' -} - -Table test.orders { - "order_id" "text" [pk,unique,not null,Note: "An internal ID that identifies an order in the online shop."] -"order_timestamp" "timestamp" [not null,Note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."] -"order_total" "record" [not null,Note: "Total amount the smallest monetary unit (e.g., cents)."] -"customer_id" "text" [null,Note: "Unique identifier for the customer."] -"customer_email_address" "text" [not null,Note: "The email address, as entered by the customer. The email address was not verified."] -"processed_timestamp" "timestamp" [not null,Note: "The timestamp when the record was processed by the data platform."] -Note: "One record per order. Includes cancelled and deleted orders." -} - - -Table orders.line_items { -"lines_item_id" "text" [pk,unique,not null,Note: "Primary key of the lines_item_id table"] -"order_id" "text" [null,Note: "An internal ID that identifies an order in the online shop."] -"sku" "text" [null,Note: "The purchased article number"] -Note: "A single article that is part of an order." -} - -Ref: orders.line_items.order_id > test.orders.order_id \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/dbt/export/datacontract.yaml b/datacontract-cli/tests/fixtures/dbt/export/datacontract.yaml deleted file mode 100644 index 6675f6801..000000000 --- a/datacontract-cli/tests/fixtures/dbt/export/datacontract.yaml +++ /dev/null @@ -1,83 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 - status: active - owner: checkout - description: The orders data contract - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout - otherField: otherValue -terms: - usage: This data contract serves to demo datacontract CLI export. - limitations: Not intended to use in production - billing: free - noticePeriod: P3M -servers: - production: - type: bigquery - environment: production - account: my-account - project: my-database - dataset: my-schema - roles: - - name: analyst_us - description: Access to the data for US region -models: - orders: - title: orders - type: table - description: The orders model - fields: - order_id: - title: Order ID - type: varchar - unique: true - required: true - minLength: 8 - maxLength: 10 - pii: true - classification: sensitive - tags: - - order_id - pattern: ^B[0-9]+$ - examples: - - B12345678 - - B12345679 - order_total: - type: bigint - required: true - description: The order_total field - minimum: 0 - maximum: 1000000 - quality: - - type: sql - description: 95% of all order total values are expected to be between 10 and 499 EUR. - query: | - SELECT quantile_cont(order_total, 0.95) AS percentile_95 - FROM orders - mustBeBetween: [1000, 49900] - order_status: - type: text - required: true - enum: - - pending - - shipped - - delivered - user_id: - title: User ID - type: varchar - required: true - references: users.user_id - users: - title: users - type: table - description: The users model - fields: - user_id: - title: User ID - type: varchar - unique: true - required: true diff --git a/datacontract-cli/tests/fixtures/dbt/import/manifest_empty_columns.json b/datacontract-cli/tests/fixtures/dbt/import/manifest_empty_columns.json deleted file mode 100644 index cd2238db5..000000000 --- a/datacontract-cli/tests/fixtures/dbt/import/manifest_empty_columns.json +++ /dev/null @@ -1,12383 +0,0 @@ -{ - "metadata": { - "dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v12.json", - "dbt_version": "1.8.0", - "generated_at": "2024-07-09T00:33:06.822862Z", - "invocation_id": "116abb11-be27-40b9-817f-e9debb5bd770", - "env": {}, - "project_name": "jaffle_shop", - "project_id": "06e5b98c2db46f8a72cc4f66410e9b3b", - "user_id": "a9b24267-c9cb-49bb-ac4c-ae76c1eea8ee", - "send_anonymous_usage_stats": true, - "adapter_type": "duckdb" - }, - "nodes": { - "seed.jaffle_shop.raw_customers": { - "database": "jaffle_shop", - "schema": "main", - "name": "raw_customers", - "resource_type": "seed", - "package_name": "jaffle_shop", - "path": "raw_customers.csv", - "original_file_path": "seeds/raw_customers.csv", - "unique_id": "seed.jaffle_shop.raw_customers", - "fqn": [ - "jaffle_shop", - "raw_customers" - ], - "alias": "raw_customers", - "checksum": { - "name": "sha256", - "checksum": "357d173dda65a741ad97d6683502286cc2655bb396ab5f4dfad12b8c39bd2a63" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "seed", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "delimiter": ",", - "quote_columns": null - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720483776.0257878, - "relation_name": "\"jaffle_shop\".\"main\".\"raw_customers\"", - "raw_code": "", - "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", - "depends_on": { - "macros": [] - } - }, - "seed.jaffle_shop.raw_orders": { - "database": "jaffle_shop", - "schema": "main", - "name": "raw_orders", - "resource_type": "seed", - "package_name": "jaffle_shop", - "path": "raw_orders.csv", - "original_file_path": "seeds/raw_orders.csv", - "unique_id": "seed.jaffle_shop.raw_orders", - "fqn": [ - "jaffle_shop", - "raw_orders" - ], - "alias": "raw_orders", - "checksum": { - "name": "sha256", - "checksum": "ddecd7adf70a07a88b9c302aec2a03fce615b925c2c06f2d5ef99a5c97b41250" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "seed", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "delimiter": ",", - "quote_columns": null - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720483776.027658, - "relation_name": "\"jaffle_shop\".\"main\".\"raw_orders\"", - "raw_code": "", - "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", - "depends_on": { - "macros": [] - } - }, - "seed.jaffle_shop.raw_payments": { - "database": "jaffle_shop", - "schema": "main", - "name": "raw_payments", - "resource_type": "seed", - "package_name": "jaffle_shop", - "path": "raw_payments.csv", - "original_file_path": "seeds/raw_payments.csv", - "unique_id": "seed.jaffle_shop.raw_payments", - "fqn": [ - "jaffle_shop", - "raw_payments" - ], - "alias": "raw_payments", - "checksum": { - "name": "sha256", - "checksum": "6de0626a8db9c1750eefd1b2e17fac4c2a4b9f778eb50532d8b377b90de395e6" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "seed", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "delimiter": ",", - "quote_columns": null - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720483776.029127, - "relation_name": "\"jaffle_shop\".\"main\".\"raw_payments\"", - "raw_code": "", - "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", - "depends_on": { - "macros": [] - } - }, - "model.jaffle_shop.orders": { - "database": "jaffle_shop", - "schema": "main", - "name": "orders", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "orders.sql", - "original_file_path": "models/orders.sql", - "unique_id": "model.jaffle_shop.orders", - "fqn": [ - "jaffle_shop", - "orders" - ], - "alias": "orders", - "checksum": { - "name": "sha256", - "checksum": "27f8c79aad1cfd8411ab9c3d2ce8da1d787f7f05c58bbee1d247510dc426be0f" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "table", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "This table has basic information about orders, as well as some derived facts based on payments", - "columns": { - "order_id": { - "name": "order_id", - "description": "This is a unique identifier for an order", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "customer_id": { - "name": "customer_id", - "description": "Foreign key to the customers table", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "order_date": { - "name": "order_date", - "description": "Date (UTC) that the order was placed", - "meta": {}, - "data_type": "date", - "constraints": [], - "quote": null, - "tags": [] - }, - "status": { - "name": "status", - "description": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - }, - "credit_card_amount": { - "name": "credit_card_amount", - "description": "Amount of the order (AUD) paid for by credit card", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - }, - "coupon_amount": { - "name": "coupon_amount", - "description": "Amount of the order (AUD) paid for by coupon", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - }, - "bank_transfer_amount": { - "name": "bank_transfer_amount", - "description": "Amount of the order (AUD) paid for by bank transfer", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - }, - "gift_card_amount": { - "name": "gift_card_amount", - "description": "Amount of the order (AUD) paid for by gift card", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - }, - "amount": { - "name": "amount", - "description": "Total amount (AUD) of the order", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/schema.yml", - "build_path": "target/run/jaffle_shop/models/orders.sql", - "unrendered_config": { - "materialized": "table" - }, - "created_at": 1720485033.194873, - "relation_name": "\"jaffle_shop\".\"main\".\"orders\"", - "raw_code": "{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}\n\nwith orders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n {% for payment_method in payment_methods -%}\n sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount,\n {% endfor -%}\n\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n {% for payment_method in payment_methods -%}\n\n order_payments.{{ payment_method }}_amount,\n\n {% endfor -%}\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - }, - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/orders.sql", - "compiled": true, - "compiled_code": "\n\nwith orders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n sum(case when payment_method = 'credit_card' then amount else 0 end) as credit_card_amount,\n sum(case when payment_method = 'coupon' then amount else 0 end) as coupon_amount,\n sum(case when payment_method = 'bank_transfer' then amount else 0 end) as bank_transfer_amount,\n sum(case when payment_method = 'gift_card' then amount else 0 end) as gift_card_amount,\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n order_payments.credit_card_amount,\n\n order_payments.coupon_amount,\n\n order_payments.bank_transfer_amount,\n\n order_payments.gift_card_amount,\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_order_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_order_id.cf6c17daed", - "fqn": [ - "jaffle_shop", - "not_null_orders_order_id" - ], - "alias": "not_null_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.232358, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_orders_order_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.unique_orders_order_id.fed79b3a6e", - "fqn": [ - "jaffle_shop", - "unique_orders_order_id" - ], - "alias": "unique_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.233409, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_customer_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_customer_id.c5f02694af", - "fqn": [ - "jaffle_shop", - "not_null_orders_customer_id" - ], - "alias": "not_null_orders_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.2342532, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "accepted_values_orders_status__completed__placed__return_pending__returned__shipped", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", - "fqn": [ - "jaffle_shop", - "accepted_values_orders_status__completed__placed__return_pending__returned__shipped" - ], - "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": { - "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741" - }, - "created_at": 1720485033.241823, - "relation_name": null, - "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741\") }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_accepted_values", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "status", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "accepted_values", - "kwargs": { - "values": [ - "completed", - "placed", - "return_pending", - "returned", - "shipped" - ], - "column_name": "status", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_credit_card_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_credit_card_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", - "fqn": [ - "jaffle_shop", - "not_null_orders_credit_card_amount" - ], - "alias": "not_null_orders_credit_card_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.247241, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "credit_card_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "credit_card_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_coupon_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_coupon_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", - "fqn": [ - "jaffle_shop", - "not_null_orders_coupon_amount" - ], - "alias": "not_null_orders_coupon_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.248306, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "coupon_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "coupon_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_bank_transfer_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_bank_transfer_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", - "fqn": [ - "jaffle_shop", - "not_null_orders_bank_transfer_amount" - ], - "alias": "not_null_orders_bank_transfer_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.249193, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "bank_transfer_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "bank_transfer_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_gift_card_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_gift_card_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a", - "fqn": [ - "jaffle_shop", - "not_null_orders_gift_card_amount" - ], - "alias": "not_null_orders_gift_card_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.250258, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "gift_card_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "gift_card_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_amount.106140f9fd": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_amount.106140f9fd", - "fqn": [ - "jaffle_shop", - "not_null_orders_amount" - ], - "alias": "not_null_orders_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.251141, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.stg_customers": { - "database": "jaffle_shop", - "schema": "main", - "name": "stg_customers", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "staging/stg_customers.sql", - "original_file_path": "models/staging/stg_customers.sql", - "unique_id": "model.jaffle_shop.stg_customers", - "fqn": [ - "jaffle_shop", - "staging", - "stg_customers" - ], - "alias": "stg_customers", - "checksum": { - "name": "sha256", - "checksum": "80e3223cd54387e11fa16cd0f4cbe15f8ff74dcd9900b93856b9e39416178c9d" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "view", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "", - "columns": { - "customer_id": { - "name": "customer_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "first_name": { - "name": "first_name", - "description": "", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - }, - "last_name": { - "name": "last_name", - "description": "", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/staging/schema.yml", - "build_path": "target/run/jaffle_shop/models/staging/stg_customers.sql", - "unrendered_config": { - "materialized": "view" - }, - "created_at": 1720485141.5922072, - "relation_name": "\"jaffle_shop\".\"main\".\"stg_customers\"", - "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_customers') }}\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", - "language": "sql", - "refs": [ - { - "name": "raw_customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "seed.jaffle_shop.raw_customers" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_customers.sql", - "compiled": true, - "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_customers\"\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_stg_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_stg_customers_customer_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", - "fqn": [ - "jaffle_shop", - "staging", - "not_null_stg_customers_customer_id" - ], - "alias": "not_null_stg_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485141.592731, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.stg_customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.stg_customers", - "attached_node": "model.jaffle_shop.stg_customers", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('stg_customers')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_stg_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_stg_customers_customer_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada", - "fqn": [ - "jaffle_shop", - "staging", - "unique_stg_customers_customer_id" - ], - "alias": "unique_stg_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485141.593724, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.stg_customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.stg_customers", - "attached_node": "model.jaffle_shop.stg_customers", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('stg_customers')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.stg_orders": { - "database": "jaffle_shop", - "schema": "main", - "name": "stg_orders", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "staging/stg_orders.sql", - "original_file_path": "models/staging/stg_orders.sql", - "unique_id": "model.jaffle_shop.stg_orders", - "fqn": [ - "jaffle_shop", - "staging", - "stg_orders" - ], - "alias": "stg_orders", - "checksum": { - "name": "sha256", - "checksum": "f4f881cb09d2c4162200fc331d7401df6d1abd4fed492554a7db70dede347108" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "view", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "", - "columns": { - "order_id": { - "name": "order_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "customer_id": { - "name": "customer_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "order_date": { - "name": "order_date", - "description": "", - "meta": {}, - "data_type": "date", - "constraints": [], - "quote": null, - "tags": [] - }, - "status": { - "name": "status", - "description": "", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/staging/schema.yml", - "build_path": "target/run/jaffle_shop/models/staging/stg_orders.sql", - "unrendered_config": { - "materialized": "view" - }, - "created_at": 1720485148.2909172, - "relation_name": "\"jaffle_shop\".\"main\".\"stg_orders\"", - "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_orders') }}\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", - "language": "sql", - "refs": [ - { - "name": "raw_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "seed.jaffle_shop.raw_orders" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_orders.sql", - "compiled": true, - "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_orders\"\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_stg_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_stg_orders_order_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", - "fqn": [ - "jaffle_shop", - "staging", - "not_null_stg_orders_order_id" - ], - "alias": "not_null_stg_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485148.291411, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.stg_orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.stg_orders", - "attached_node": "model.jaffle_shop.stg_orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('stg_orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_stg_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_stg_orders_order_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a", - "fqn": [ - "jaffle_shop", - "staging", - "unique_stg_orders_order_id" - ], - "alias": "unique_stg_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485148.2923388, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.stg_orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.stg_orders", - "attached_node": "model.jaffle_shop.stg_orders", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('stg_orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", - "fqn": [ - "jaffle_shop", - "staging", - "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped" - ], - "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": { - "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0" - }, - "created_at": 1720485148.293184, - "relation_name": null, - "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0\") }}", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_accepted_values", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.stg_orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "status", - "file_key_name": "models.stg_orders", - "attached_node": "model.jaffle_shop.stg_orders", - "test_metadata": { - "name": "accepted_values", - "kwargs": { - "values": [ - "completed", - "placed", - "return_pending", - "returned", - "shipped" - ], - "column_name": "status", - "model": "{{ get_where_subquery(ref('stg_orders')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.stg_payments": { - "database": "jaffle_shop", - "schema": "main", - "name": "stg_payments", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "staging/stg_payments.sql", - "original_file_path": "models/staging/stg_payments.sql", - "unique_id": "model.jaffle_shop.stg_payments", - "fqn": [ - "jaffle_shop", - "staging", - "stg_payments" - ], - "alias": "stg_payments", - "checksum": { - "name": "sha256", - "checksum": "9c1ee3bfb10e07c2dfc325d55925da0e521887136d9051768cb8acf09dc86bda" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "view", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "", - "columns": { - "payment_id": { - "name": "payment_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "order_id": { - "name": "order_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "payment_method": { - "name": "payment_method", - "description": "", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - }, - "amount": { - "name": "amount", - "description": "", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/staging/schema.yml", - "build_path": "target/run/jaffle_shop/models/staging/stg_payments.sql", - "unrendered_config": { - "materialized": "view" - }, - "created_at": 1720485154.929448, - "relation_name": "\"jaffle_shop\".\"main\".\"stg_payments\"", - "raw_code": "with source as (\n \n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_payments') }}\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", - "language": "sql", - "refs": [ - { - "name": "raw_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "seed.jaffle_shop.raw_payments" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_payments.sql", - "compiled": true, - "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_payments\"\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_stg_payments_payment_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_stg_payments_payment_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", - "fqn": [ - "jaffle_shop", - "staging", - "not_null_stg_payments_payment_id" - ], - "alias": "not_null_stg_payments_payment_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485154.929976, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "payment_id", - "file_key_name": "models.stg_payments", - "attached_node": "model.jaffle_shop.stg_payments", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "payment_id", - "model": "{{ get_where_subquery(ref('stg_payments')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_stg_payments_payment_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_stg_payments_payment_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.unique_stg_payments_payment_id.3744510712", - "fqn": [ - "jaffle_shop", - "staging", - "unique_stg_payments_payment_id" - ], - "alias": "unique_stg_payments_payment_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485154.9312499, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "payment_id", - "file_key_name": "models.stg_payments", - "attached_node": "model.jaffle_shop.stg_payments", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "payment_id", - "model": "{{ get_where_subquery(ref('stg_payments')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", - "fqn": [ - "jaffle_shop", - "staging", - "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card" - ], - "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": { - "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6" - }, - "created_at": 1720485154.932263, - "relation_name": null, - "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6\") }}", - "language": "sql", - "refs": [ - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_accepted_values", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "payment_method", - "file_key_name": "models.stg_payments", - "attached_node": "model.jaffle_shop.stg_payments", - "test_metadata": { - "name": "accepted_values", - "kwargs": { - "values": [ - "bank_transfer", - "coupon", - "credit_card", - "gift_card" - ], - "column_name": "payment_method", - "model": "{{ get_where_subquery(ref('stg_payments')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.customers": { - "database": "jaffle_shop", - "schema": "main", - "name": "customers", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "customers.sql", - "original_file_path": "models/customers.sql", - "unique_id": "model.jaffle_shop.customers", - "fqn": [ - "jaffle_shop", - "customers" - ], - "alias": "customers", - "checksum": { - "name": "sha256", - "checksum": "60bd72e33da43fff3a7e7609135c17cd4468bd22afec0735dd36018bfb5af30a" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "table", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": ["TABLE_PII"], - "description": "This table has basic information about a customer, as well as some derived facts based on a customer's orders", - "columns": { }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/schema.yml", - "build_path": "target/run/jaffle_shop/models/customers.sql", - "unrendered_config": { - "materialized": "table" - }, - "created_at": 1720485169.4153018, - "relation_name": "\"jaffle_shop\".\"main\".\"customers\"", - "raw_code": "with customers as (\n\n select * from {{ ref('stg_customers') }}\n\n),\n\norders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", - "language": "sql", - "refs": [ - { - "name": "stg_customers", - "package": null, - "version": null - }, - { - "name": "stg_orders", - "package": null, - "version": null - }, - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "model.jaffle_shop.stg_customers", - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/customers.sql", - "compiled": true, - "compiled_code": "with customers as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_customers\"\n\n),\n\norders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - } - }, - "sources": {}, - "macros": { - "macro.dbt_duckdb.duckdb__get_binding_char": { - "name": "duckdb__get_binding_char", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/seed.sql", - "original_file_path": "macros/seed.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_binding_char", - "macro_sql": "{% macro duckdb__get_binding_char() %}\n {{ return(adapter.get_binding_char()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4117608, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_batch_size": { - "name": "duckdb__get_batch_size", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/seed.sql", - "original_file_path": "macros/seed.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_batch_size", - "macro_sql": "{% macro duckdb__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.411907, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__load_csv_rows": { - "name": "duckdb__load_csv_rows", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/seed.sql", - "original_file_path": "macros/seed.sql", - "unique_id": "macro.dbt_duckdb.duckdb__load_csv_rows", - "macro_sql": "{% macro duckdb__load_csv_rows(model, agate_table) %}\n {% if config.get('fast', true) %}\n {% set seed_file_path = adapter.get_seed_file_path(model) %}\n {% set delimiter = config.get('delimiter', ',') %}\n {% set sql %}\n COPY {{ this.render() }} FROM '{{ seed_file_path }}' (FORMAT CSV, HEADER TRUE, DELIMITER '{{ delimiter }}')\n {% endset %}\n {% do adapter.add_query(sql, abridge_sql_log=True) %}\n {{ return(sql) }}\n {% endif %}\n\n {% set batch_size = get_batch_size() %}\n {% set agate_table = adapter.convert_datetimes_to_strs(agate_table) %}\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_batch_size", - "macro.dbt.get_seed_column_quoted_csv", - "macro.dbt.get_binding_char" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.414165, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__snapshot_merge_sql": { - "name": "duckdb__snapshot_merge_sql", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/snapshot_helper.sql", - "original_file_path": "macros/snapshot_helper.sql", - "unique_id": "macro.dbt_duckdb.duckdb__snapshot_merge_sql", - "macro_sql": "{% macro duckdb__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n update {{ target }} as DBT_INTERNAL_TARGET\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_scd_id::text = DBT_INTERNAL_TARGET.dbt_scd_id::text\n and DBT_INTERNAL_SOURCE.dbt_change_type::text in ('update'::text, 'delete'::text)\n and DBT_INTERNAL_TARGET.dbt_valid_to is null;\n\n insert into {{ target }} ({{ insert_cols_csv }})\n select {% for column in insert_cols -%}\n DBT_INTERNAL_SOURCE.{{ column }} {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_change_type::text = 'insert'::text;\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.415136, - "supported_languages": null - }, - "macro.dbt_duckdb.build_snapshot_staging_table": { - "name": "build_snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/snapshot_helper.sql", - "original_file_path": "macros/snapshot_helper.sql", - "unique_id": "macro.dbt_duckdb.build_snapshot_staging_table", - "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(False, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_temp_relation", - "macro.dbt.snapshot_staging_table", - "macro.dbt.statement", - "macro.dbt.create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.415675, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__post_snapshot": { - "name": "duckdb__post_snapshot", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/snapshot_helper.sql", - "original_file_path": "macros/snapshot_helper.sql", - "unique_id": "macro.dbt_duckdb.duckdb__post_snapshot", - "macro_sql": "{% macro duckdb__post_snapshot(staging_relation) %}\n {% do return(drop_relation(staging_relation)) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.drop_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.415958, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_catalog": { - "name": "duckdb__get_catalog", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/catalog.sql", - "original_file_path": "macros/catalog.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_catalog", - "macro_sql": "{% macro duckdb__get_catalog(information_schema, schemas) -%}\n {%- call statement('catalog', fetch_result=True) -%}\n with relations AS (\n select\n t.table_name\n , t.database_name\n , t.schema_name\n , 'BASE TABLE' as table_type\n , {{ adapter.catalog_comment('t') }} as table_comment\n from duckdb_tables() t\n WHERE t.database_name = '{{ database }}'\n UNION ALL\n SELECT v.view_name as table_name\n , v.database_name\n , v.schema_name\n , 'VIEW' as table_type\n , {{ adapter.catalog_comment('v') }} as table_comment\n from duckdb_views() v\n WHERE v.database_name = '{{ database }}'\n )\n select\n '{{ database }}' as table_database,\n r.schema_name as table_schema,\n r.table_name,\n r.table_type,\n r.table_comment,\n c.column_name,\n c.column_index as column_index,\n c.data_type as column_type,\n {{ adapter.catalog_comment('c') }} as column_comment,\n '' as table_owner\n FROM relations r JOIN duckdb_columns() c ON r.schema_name = c.schema_name AND r.table_name = c.table_name\n WHERE (\n {%- for schema in schemas -%}\n upper(r.schema_name) = upper('{{ schema }}'){%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n ORDER BY\n r.schema_name,\n r.table_name,\n c.column_index\n {%- endcall -%}\n {{ return(load_result('catalog').table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.417027, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__create_schema": { - "name": "duckdb__create_schema", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__create_schema", - "macro_sql": "{% macro duckdb__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n {% set sql %}\n select type from duckdb_databases()\n where database_name='{{ relation.database }}'\n and type='sqlite'\n {% endset %}\n {% set results = run_query(sql) %}\n {% if results|length == 0 %}\n create schema if not exists {{ relation.without_identifier() }}\n {% else %}\n {% if relation.schema!='main' %}\n {{ exceptions.raise_compiler_error(\n \"Schema must be 'main' when writing to sqlite \"\n ~ \"instead got \" ~ relation.schema\n )}}\n {% endif %}\n {% endif %}\n {%- endcall -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.42521, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__drop_schema": { - "name": "duckdb__drop_schema", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__drop_schema", - "macro_sql": "{% macro duckdb__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {%- endcall -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.425386, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__list_schemas": { - "name": "duckdb__list_schemas", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__list_schemas", - "macro_sql": "{% macro duckdb__list_schemas(database) -%}\n {% set sql %}\n select schema_name\n from system.information_schema.schemata\n {% if database is not none %}\n where catalog_name = '{{ database }}'\n {% endif %}\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4256341, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__check_schema_exists": { - "name": "duckdb__check_schema_exists", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__check_schema_exists", - "macro_sql": "{% macro duckdb__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from system.information_schema.schemata\n where schema_name = '{{ schema }}'\n and catalog_name = '{{ information_schema.database }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.425865, - "supported_languages": null - }, - "macro.dbt_duckdb.get_column_names": { - "name": "get_column_names", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.get_column_names", - "macro_sql": "{% macro get_column_names() %}\n {# loop through user_provided_columns to get column names #}\n {%- set user_provided_columns = model['columns'] -%}\n (\n {% for i in user_provided_columns %}\n {% set col = user_provided_columns[i] %}\n {{ col['name'] }} {{ \",\" if not loop.last }}\n {% endfor %}\n )\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4261918, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__create_table_as": { - "name": "duckdb__create_table_as", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__create_table_as", - "macro_sql": "{% macro duckdb__create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {%- if language == 'sql' -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(compiled_code) }}\n {% endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% if contract_config.enforced and not temporary %}\n {#-- DuckDB doesnt support constraints on temp tables --#}\n {{ get_table_columns_and_constraints() }} ;\n insert into {{ relation }} {{ get_column_names() }} (\n {{ get_select_subquery(compiled_code) }}\n );\n {% else %}\n as (\n {{ compiled_code }}\n );\n {% endif %}\n {%- elif language == 'python' -%}\n {{ py_write_table(temporary=temporary, relation=relation, compiled_code=compiled_code) }}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"duckdb__create_table_as macro didn't get supported language, it got %s\" % language) %}\n {%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent", - "macro.dbt.get_table_columns_and_constraints", - "macro.dbt_duckdb.get_column_names", - "macro.dbt.get_select_subquery", - "macro.dbt_duckdb.py_write_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.427795, - "supported_languages": null - }, - "macro.dbt_duckdb.py_write_table": { - "name": "py_write_table", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.py_write_table", - "macro_sql": "{% macro py_write_table(temporary, relation, compiled_code) -%}\n{{ compiled_code }}\n\ndef materialize(df, con):\n try:\n import pyarrow\n pyarrow_available = True\n except ImportError:\n pyarrow_available = False\n finally:\n if pyarrow_available and isinstance(df, pyarrow.Table):\n # https://github.com/duckdb/duckdb/issues/6584\n import pyarrow.dataset\n con.execute('create table {{ relation }} as select * from df')\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.428014, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__create_view_as": { - "name": "duckdb__create_view_as", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__create_view_as", - "macro_sql": "{% macro duckdb__create_view_as(relation, sql) -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }} as (\n {{ sql }}\n );\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4284, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_columns_in_relation": { - "name": "duckdb__get_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_columns_in_relation", - "macro_sql": "{% macro duckdb__get_columns_in_relation(relation) -%}\n {% call statement('get_columns_in_relation', fetch_result=True) %}\n select\n column_name,\n data_type,\n character_maximum_length,\n numeric_precision,\n numeric_scale\n\n from system.information_schema.columns\n where table_name = '{{ relation.identifier }}'\n {% if relation.schema %}\n and table_schema = '{{ relation.schema }}'\n {% endif %}\n {% if relation.database %}\n and table_catalog = '{{ relation.database }}'\n {% endif %}\n order by ordinal_position\n\n {% endcall %}\n {% set table = load_result('get_columns_in_relation').table %}\n {{ return(sql_convert_columns_in_relation(table)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.sql_convert_columns_in_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4288452, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__list_relations_without_caching": { - "name": "duckdb__list_relations_without_caching", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__list_relations_without_caching", - "macro_sql": "{% macro duckdb__list_relations_without_caching(schema_relation) %}\n {% call statement('list_relations_without_caching', fetch_result=True) -%}\n select\n '{{ schema_relation.database }}' as database,\n table_name as name,\n table_schema as schema,\n CASE table_type\n WHEN 'BASE TABLE' THEN 'table'\n WHEN 'VIEW' THEN 'view'\n WHEN 'LOCAL TEMPORARY' THEN 'table'\n END as type\n from system.information_schema.tables\n where table_schema = '{{ schema_relation.schema }}'\n and table_catalog = '{{ schema_relation.database }}'\n {% endcall %}\n {{ return(load_result('list_relations_without_caching').table) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429146, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__drop_relation": { - "name": "duckdb__drop_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__drop_relation", - "macro_sql": "{% macro duckdb__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429336, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__rename_relation": { - "name": "duckdb__rename_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__rename_relation", - "macro_sql": "{% macro duckdb__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter {{ to_relation.type }} {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4296021, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__make_temp_relation": { - "name": "duckdb__make_temp_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__make_temp_relation", - "macro_sql": "{% macro duckdb__make_temp_relation(base_relation, suffix) %}\n {% set tmp_identifier = base_relation.identifier ~ suffix ~ py_current_timestring() %}\n {% do return(base_relation.incorporate(\n path={\n \"identifier\": tmp_identifier,\n \"schema\": none,\n \"database\": none\n })) -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.py_current_timestring" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429921, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__current_timestamp": { - "name": "duckdb__current_timestamp", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__current_timestamp", - "macro_sql": "{% macro duckdb__current_timestamp() -%}\n now()\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429992, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__snapshot_string_as_time": { - "name": "duckdb__snapshot_string_as_time", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__snapshot_string_as_time", - "macro_sql": "{% macro duckdb__snapshot_string_as_time(timestamp) -%}\n {%- set result = \"'\" ~ timestamp ~ \"'::timestamp\" -%}\n {{ return(result) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4301498, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__snapshot_get_time": { - "name": "duckdb__snapshot_get_time", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__snapshot_get_time", - "macro_sql": "{% macro duckdb__snapshot_get_time() -%}\n {{ current_timestamp() }}::timestamp\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.430254, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_incremental_default_sql": { - "name": "duckdb__get_incremental_default_sql", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_incremental_default_sql", - "macro_sql": "{% macro duckdb__get_incremental_default_sql(arg_dict) %}\n {% do return(get_incremental_delete_insert_sql(arg_dict)) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_incremental_delete_insert_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.430387, - "supported_languages": null - }, - "macro.dbt_duckdb.location_exists": { - "name": "location_exists", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.location_exists", - "macro_sql": "{% macro location_exists(location) -%}\n {% do return(adapter.location_exists(location)) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4305222, - "supported_languages": null - }, - "macro.dbt_duckdb.write_to_file": { - "name": "write_to_file", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.write_to_file", - "macro_sql": "{% macro write_to_file(relation, location, options) -%}\n {% call statement('write_to_file') -%}\n copy {{ relation }} to '{{ location }}' ({{ options }})\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4307132, - "supported_languages": null - }, - "macro.dbt_duckdb.store_relation": { - "name": "store_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.store_relation", - "macro_sql": "{% macro store_relation(plugin, relation, location, format, config) -%}\n {%- set column_list = adapter.get_columns_in_relation(relation) -%}\n {% do adapter.store_relation(plugin, relation, column_list, location, format, config) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4310322, - "supported_languages": null - }, - "macro.dbt_duckdb.render_write_options": { - "name": "render_write_options", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.render_write_options", - "macro_sql": "{% macro render_write_options(config) -%}\n {% set options = config.get('options', {}) %}\n {% if options is not mapping %}\n {% do exceptions.raise_compiler_error(\"The options argument must be a dictionary\") %}\n {% endif %}\n\n {% for k in options %}\n {% set _ = options.update({k: render(options[k])}) %}\n {% endfor %}\n\n {# legacy top-level write options #}\n {% if config.get('format') %}\n {% set _ = options.update({'format': render(config.get('format'))}) %}\n {% endif %}\n {% if config.get('delimiter') %}\n {% set _ = options.update({'delimiter': render(config.get('delimiter'))}) %}\n {% endif %}\n\n {% do return(options) %}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4320471, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb_escape_comment": { - "name": "duckdb_escape_comment", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/persist_docs.sql", - "original_file_path": "macros/persist_docs.sql", - "unique_id": "macro.dbt_duckdb.duckdb_escape_comment", - "macro_sql": "{% macro duckdb_escape_comment(comment) -%}\n {% if comment is not string %}\n {% do exceptions.raise_compiler_error('cannot escape a non-string: ' ~ comment) %}\n {% endif %}\n {%- set magic = '$dbt_comment_literal_block$' -%}\n {%- if magic in comment -%}\n {%- do exceptions.raise_compiler_error('The string ' ~ magic ~ ' is not allowed in comments.') -%}\n {%- endif -%}\n {{ magic }}{{ comment }}{{ magic }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4335911, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__alter_relation_comment": { - "name": "duckdb__alter_relation_comment", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/persist_docs.sql", - "original_file_path": "macros/persist_docs.sql", - "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_comment", - "macro_sql": "{% macro duckdb__alter_relation_comment(relation, comment) %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on {{ relation.type }} {{ relation }} is {{ escaped_comment }};\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb_escape_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4339142, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__alter_column_comment": { - "name": "duckdb__alter_column_comment", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/persist_docs.sql", - "original_file_path": "macros/persist_docs.sql", - "unique_id": "macro.dbt_duckdb.duckdb__alter_column_comment", - "macro_sql": "{% macro duckdb__alter_column_comment(relation, column_dict) %}\n {% set existing_columns = adapter.get_columns_in_relation(relation) | map(attribute=\"name\") | list %}\n {% for column_name in column_dict if (column_name in existing_columns) %}\n {% set comment = column_dict[column_name]['description'] %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on column {{ relation }}.{{ adapter.quote(column_name) if column_dict[column_name]['quote'] else column_name }} is {{ escaped_comment }};\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb_escape_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4345129, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql": { - "name": "duckdb__get_delete_insert_merge_sql", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/incremental_helper.sql", - "original_file_path": "macros/incremental_helper.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql", - "macro_sql": "{% macro duckdb__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }} as DBT_INCREMENTAL_TARGET\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = DBT_INCREMENTAL_TARGET.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.436508, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns": { - "name": "duckdb__alter_relation_add_remove_columns", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/columns.sql", - "original_file_path": "macros/columns.sql", - "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns", - "macro_sql": "{% macro duckdb__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns %}\n {% for column in add_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} add column\n {{ column.name }} {{ column.data_type }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n {% if remove_columns %}\n {% for column in remove_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} drop column\n {{ column.name }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.437406, - "supported_languages": null - }, - "macro.dbt_duckdb.materialization_table_duckdb": { - "name": "materialization_table_duckdb", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/materializations/table.sql", - "original_file_path": "macros/materializations/table.sql", - "unique_id": "macro.dbt_duckdb.materialization_table_duckdb", - "macro_sql": "{% materialization table, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set language = model['language'] -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main', language=language) -%}\n {{- create_table_as(False, intermediate_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.create_table_as", - "macro.dbt.create_indexes", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.440376, - "supported_languages": [ - "sql", - "python" - ] - }, - "macro.dbt_duckdb.materialization_external_duckdb": { - "name": "materialization_external_duckdb", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/materializations/external.sql", - "original_file_path": "macros/materializations/external.sql", - "unique_id": "macro.dbt_duckdb.materialization_external_duckdb", - "macro_sql": "{% materialization external, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set location = render(config.get('location', default=external_location(this, config))) -%})\n {%- set rendered_options = render_write_options(config) -%}\n {%- set format = config.get('format', 'parquet') -%}\n {%- set write_options = adapter.external_write_options(location, rendered_options) -%}\n {%- set read_location = adapter.external_read_location(location, rendered_options) -%}\n\n -- set language - python or sql\n {%- set language = model['language'] -%}\n\n {%- set target_relation = this.incorporate(type='view') %}\n\n -- Continue as normal materialization\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set temp_relation = make_intermediate_relation(this.incorporate(type='table'), suffix='__dbt_tmp') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation, suffix='__dbt_int') -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_temp_relation = load_cached_relation(temp_relation) -%}\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_temp_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('create_table', language=language) -%}\n {{- create_table_as(False, temp_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- write an temp relation into file\n {{ write_to_file(temp_relation, location, write_options) }}\n -- create a view on top of the location\n {% call statement('main', language='sql') -%}\n create or replace view {{ intermediate_relation }} as (\n select * from '{{ read_location }}'\n );\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(temp_relation) }}\n\n -- register table into glue\n {%- set plugin_name = config.get('plugin') -%}\n {%- set glue_register = config.get('glue_register', default=false) -%}\n {%- set partition_columns = config.get('partition_columns', []) -%}\n {% if plugin_name is not none or glue_register is true %}\n {% if glue_register %}\n {# legacy hack to set the glue database name, deprecate this #}\n {%- set plugin_name = 'glue|' ~ config.get('glue_database', 'default') -%}\n {% endif %}\n {% do store_relation(plugin_name, target_relation, location, format, config) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.external_location", - "macro.dbt_duckdb.render_write_options", - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.create_table_as", - "macro.dbt_duckdb.write_to_file", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt_duckdb.store_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.445555, - "supported_languages": [ - "sql", - "python" - ] - }, - "macro.dbt_duckdb.materialization_incremental_duckdb": { - "name": "materialization_incremental_duckdb", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/materializations/incremental.sql", - "original_file_path": "macros/materializations/incremental.sql", - "unique_id": "macro.dbt_duckdb.materialization_incremental_duckdb", - "macro_sql": "{% materialization incremental, adapter=\"duckdb\", supported_languages=['sql', 'python'] -%}\n\n {%- set language = model['language'] -%}\n -- only create temp tables if using local duckdb, as it is not currently supported for remote databases\n {%- set temporary = not adapter.is_motherduck() -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, compiled_code, language) %}\n {% elif full_refresh_mode %}\n {% set build_sql = create_table_as(False, intermediate_relation, compiled_code, language) %}\n {% set need_swap = true %}\n {% else %}\n {% if not temporary %}\n -- if not using a temporary table we will update the temp relation to use a different temp schema (\"dbt_temp\" by default)\n {% set temp_relation = temp_relation.incorporate(path=adapter.get_temp_relation_path(this)) %}\n {% do run_query(create_schema(temp_relation)) %}\n -- then drop the temp relation after we insert the incremental data into the target relation\n {% do to_drop.append(temp_relation) %}\n {% endif %}\n {% if language == 'python' %}\n {% set build_python = create_table_as(False, temp_relation, compiled_code, language) %}\n {% call statement(\"pre\", language=language) %}\n {{- build_python }}\n {% endcall %}\n {% else %} {# SQL #}\n {% do run_query(create_table_as(temporary, temp_relation, compiled_code, language)) %}\n {% endif %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n {% set language = \"sql\" %}\n\n {% endif %}\n\n {% call statement(\"main\", language=language) %}\n {{- build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_temp_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.should_full_refresh", - "macro.dbt.incremental_validate_on_schema_change", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.create_table_as", - "macro.dbt.run_query", - "macro.dbt.create_schema", - "macro.dbt.statement", - "macro.dbt.process_schema_changes", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.452378, - "supported_languages": [ - "sql", - "python" - ] - }, - "macro.dbt_duckdb.duckdb__dateadd": { - "name": "duckdb__dateadd", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/dateadd.sql", - "original_file_path": "macros/utils/dateadd.sql", - "unique_id": "macro.dbt_duckdb.duckdb__dateadd", - "macro_sql": "{% macro duckdb__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n date_add({{ from_date_or_timestamp }}, interval ({{ interval }}) {{ datepart }})\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.452644, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__listagg": { - "name": "duckdb__listagg", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/listagg.sql", - "original_file_path": "macros/utils/listagg.sql", - "unique_id": "macro.dbt_duckdb.duckdb__listagg", - "macro_sql": "{% macro duckdb__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n {% if limit_num -%}\n list_aggr(\n (array_agg(\n {{ measure }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n ))[1:{{ limit_num }}],\n 'string_agg',\n {{ delimiter_text }}\n )\n {%- else %}\n string_agg(\n {{ measure }},\n {{ delimiter_text }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n )\n {%- endif %}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4531982, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__datediff": { - "name": "duckdb__datediff", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/datediff.sql", - "original_file_path": "macros/utils/datediff.sql", - "unique_id": "macro.dbt_duckdb.duckdb__datediff", - "macro_sql": "{% macro duckdb__datediff(first_date, second_date, datepart) -%}\n date_diff('{{ datepart }}', {{ first_date }}::timestamp, {{ second_date}}::timestamp )\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.453505, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__any_value": { - "name": "duckdb__any_value", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/any_value.sql", - "original_file_path": "macros/utils/any_value.sql", - "unique_id": "macro.dbt_duckdb.duckdb__any_value", - "macro_sql": "{% macro duckdb__any_value(expression) -%}\n\n arbitrary({{ expression }})\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.45364, - "supported_languages": null - }, - "macro.dbt_duckdb.register_upstream_external_models": { - "name": "register_upstream_external_models", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/upstream.sql", - "original_file_path": "macros/utils/upstream.sql", - "unique_id": "macro.dbt_duckdb.register_upstream_external_models", - "macro_sql": "{%- macro register_upstream_external_models() -%}\n{% if execute %}\n{% set upstream_nodes = {} %}\n{% set upstream_schemas = {} %}\n{% for node in selected_resources %}\n {% for upstream_node in graph['nodes'][node]['depends_on']['nodes'] %}\n {% if upstream_node not in upstream_nodes and upstream_node not in selected_resources %}\n {% do upstream_nodes.update({upstream_node: None}) %}\n {% set upstream = graph['nodes'].get(upstream_node) %}\n {% if upstream\n and upstream.resource_type in ('model', 'seed')\n and upstream.config.materialized=='external'\n %}\n {%- set upstream_rel = api.Relation.create(\n database=upstream['database'],\n schema=upstream['schema'],\n identifier=upstream['alias']\n ) -%}\n {%- set location = upstream.config.get('location', external_location(upstream_rel, upstream.config)) -%}\n {%- set rendered_options = render_write_options(upstream.config) -%}\n {%- set upstream_location = adapter.external_read_location(location, rendered_options) -%}\n {% if upstream_rel.schema not in upstream_schemas %}\n {% call statement('main', language='sql') -%}\n create schema if not exists {{ upstream_rel.schema }}\n {%- endcall %}\n {% do upstream_schemas.update({upstream_rel.schema: None}) %}\n {% endif %}\n {% call statement('main', language='sql') -%}\n create or replace view {{ upstream_rel }} as (\n select * from '{{ upstream_location }}'\n );\n {%- endcall %}\n {%- endif %}\n {% endif %}\n {% endfor %}\n{% endfor %}\n{% do adapter.commit() %}\n{% endif %}\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.external_location", - "macro.dbt_duckdb.render_write_options", - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.455858, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__split_part": { - "name": "duckdb__split_part", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/splitpart.sql", - "original_file_path": "macros/utils/splitpart.sql", - "unique_id": "macro.dbt_duckdb.duckdb__split_part", - "macro_sql": "{% macro duckdb__split_part(string_text, delimiter_text, part_number) %}\n string_split({{ string_text }}, {{ delimiter_text }})[ {{ part_number }} ]\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.45629, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__last_day": { - "name": "duckdb__last_day", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/lastday.sql", - "original_file_path": "macros/utils/lastday.sql", - "unique_id": "macro.dbt_duckdb.duckdb__last_day", - "macro_sql": "{% macro duckdb__last_day(date, datepart) -%}\n\n {%- if datepart == 'quarter' -%}\n -- duckdb dateadd does not support quarter interval.\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd('month', '3', dbt.date_trunc(datepart, date))\n )}}\n as date)\n {%- else -%}\n {{dbt.default_last_day(date, datepart)}}\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.dateadd", - "macro.dbt.date_trunc", - "macro.dbt.default_last_day" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.45679, - "supported_languages": null - }, - "macro.dbt_duckdb.external_location": { - "name": "external_location", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/external_location.sql", - "original_file_path": "macros/utils/external_location.sql", - "unique_id": "macro.dbt_duckdb.external_location", - "macro_sql": "{%- macro external_location(relation, config) -%}\n {%- if config.get('options', {}).get('partition_by') is none -%}\n {%- set format = config.get('format', 'parquet') -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}.{{ format }}\n {%- else -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}\n {%- endif -%}\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4574668, - "supported_languages": null - }, - "macro.dbt.run_hooks": { - "name": "run_hooks", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.run_hooks", - "macro_sql": "{% macro run_hooks(hooks, inside_transaction=True) %}\n {% for hook in hooks | selectattr('transaction', 'equalto', inside_transaction) %}\n {% if not inside_transaction and loop.first %}\n {% call statement(auto_begin=inside_transaction) %}\n commit;\n {% endcall %}\n {% endif %}\n {% set rendered = render(hook.get('sql')) | trim %}\n {% if (rendered | length) > 0 %}\n {% call statement(auto_begin=inside_transaction) %}\n {{ rendered }}\n {% endcall %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.458501, - "supported_languages": null - }, - "macro.dbt.make_hook_config": { - "name": "make_hook_config", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.make_hook_config", - "macro_sql": "{% macro make_hook_config(sql, inside_transaction) %}\n {{ tojson({\"sql\": sql, \"transaction\": inside_transaction}) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.458751, - "supported_languages": null - }, - "macro.dbt.before_begin": { - "name": "before_begin", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.before_begin", - "macro_sql": "{% macro before_begin(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_hook_config" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4589062, - "supported_languages": null - }, - "macro.dbt.in_transaction": { - "name": "in_transaction", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.in_transaction", - "macro_sql": "{% macro in_transaction(sql) %}\n {{ make_hook_config(sql, inside_transaction=True) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_hook_config" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.459146, - "supported_languages": null - }, - "macro.dbt.after_commit": { - "name": "after_commit", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.after_commit", - "macro_sql": "{% macro after_commit(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_hook_config" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.459601, - "supported_languages": null - }, - "macro.dbt.set_sql_header": { - "name": "set_sql_header", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/configs.sql", - "original_file_path": "macros/materializations/configs.sql", - "unique_id": "macro.dbt.set_sql_header", - "macro_sql": "{% macro set_sql_header(config) -%}\n {{ config.set('sql_header', caller()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.460144, - "supported_languages": null - }, - "macro.dbt.should_full_refresh": { - "name": "should_full_refresh", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/configs.sql", - "original_file_path": "macros/materializations/configs.sql", - "unique_id": "macro.dbt.should_full_refresh", - "macro_sql": "{% macro should_full_refresh() %}\n {% set config_full_refresh = config.get('full_refresh') %}\n {% if config_full_refresh is none %}\n {% set config_full_refresh = flags.FULL_REFRESH %}\n {% endif %}\n {% do return(config_full_refresh) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.460431, - "supported_languages": null - }, - "macro.dbt.should_store_failures": { - "name": "should_store_failures", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/configs.sql", - "original_file_path": "macros/materializations/configs.sql", - "unique_id": "macro.dbt.should_store_failures", - "macro_sql": "{% macro should_store_failures() %}\n {% set config_store_failures = config.get('store_failures') %}\n {% if config_store_failures is none %}\n {% set config_store_failures = flags.STORE_FAILURES %}\n {% endif %}\n {% do return(config_store_failures) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.460711, - "supported_languages": null - }, - "macro.dbt.snapshot_merge_sql": { - "name": "snapshot_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/snapshot_merge.sql", - "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", - "unique_id": "macro.dbt.snapshot_merge_sql", - "macro_sql": "{% macro snapshot_merge_sql(target, source, insert_cols) -%}\n {{ adapter.dispatch('snapshot_merge_sql', 'dbt')(target, source, insert_cols) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__snapshot_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.461129, - "supported_languages": null - }, - "macro.dbt.default__snapshot_merge_sql": { - "name": "default__snapshot_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/snapshot_merge.sql", - "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", - "unique_id": "macro.dbt.default__snapshot_merge_sql", - "macro_sql": "{% macro default__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on DBT_INTERNAL_SOURCE.dbt_scd_id = DBT_INTERNAL_DEST.dbt_scd_id\n\n when matched\n and DBT_INTERNAL_DEST.dbt_valid_to is null\n and DBT_INTERNAL_SOURCE.dbt_change_type in ('update', 'delete')\n then update\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n\n when not matched\n and DBT_INTERNAL_SOURCE.dbt_change_type = 'insert'\n then insert ({{ insert_cols_csv }})\n values ({{ insert_cols_csv }})\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.46207, - "supported_languages": null - }, - "macro.dbt.strategy_dispatch": { - "name": "strategy_dispatch", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.strategy_dispatch", - "macro_sql": "{% macro strategy_dispatch(name) -%}\n{% set original_name = name %}\n {% if '.' in name %}\n {% set package_name, name = name.split(\".\", 1) %}\n {% else %}\n {% set package_name = none %}\n {% endif %}\n\n {% if package_name is none %}\n {% set package_context = context %}\n {% elif package_name in context %}\n {% set package_context = context[package_name] %}\n {% else %}\n {% set error_msg %}\n Could not find package '{{package_name}}', called with '{{original_name}}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n\n {%- set search_name = 'snapshot_' ~ name ~ '_strategy' -%}\n\n {% if search_name not in package_context %}\n {% set error_msg %}\n The specified strategy macro '{{name}}' was not found in package '{{ package_name }}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n {{ return(package_context[search_name]) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4663649, - "supported_languages": null - }, - "macro.dbt.snapshot_hash_arguments": { - "name": "snapshot_hash_arguments", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_hash_arguments", - "macro_sql": "{% macro snapshot_hash_arguments(args) -%}\n {{ adapter.dispatch('snapshot_hash_arguments', 'dbt')(args) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__snapshot_hash_arguments" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.466774, - "supported_languages": null - }, - "macro.dbt.default__snapshot_hash_arguments": { - "name": "default__snapshot_hash_arguments", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.default__snapshot_hash_arguments", - "macro_sql": "{% macro default__snapshot_hash_arguments(args) -%}\n md5({%- for arg in args -%}\n coalesce(cast({{ arg }} as varchar ), '')\n {% if not loop.last %} || '|' || {% endif %}\n {%- endfor -%})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4670131, - "supported_languages": null - }, - "macro.dbt.snapshot_timestamp_strategy": { - "name": "snapshot_timestamp_strategy", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_timestamp_strategy", - "macro_sql": "{% macro snapshot_timestamp_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set primary_key = config['unique_key'] %}\n {% set updated_at = config['updated_at'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n\n {#/*\n The snapshot relation might not have an {{ updated_at }} value if the\n snapshot strategy is changed from `check` to `timestamp`. We\n should use a dbt-created column for the comparison in the snapshot\n table instead of assuming that the user-supplied {{ updated_at }}\n will be present in the historical data.\n\n See https://github.com/dbt-labs/dbt-core/issues/2350\n */ #}\n {% set row_changed_expr -%}\n ({{ snapshotted_rel }}.dbt_valid_from < {{ current_rel }}.{{ updated_at }})\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.snapshot_hash_arguments" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.467669, - "supported_languages": null - }, - "macro.dbt.snapshot_string_as_time": { - "name": "snapshot_string_as_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_string_as_time", - "macro_sql": "{% macro snapshot_string_as_time(timestamp) -%}\n {{ adapter.dispatch('snapshot_string_as_time', 'dbt')(timestamp) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__snapshot_string_as_time" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.467825, - "supported_languages": null - }, - "macro.dbt.default__snapshot_string_as_time": { - "name": "default__snapshot_string_as_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.default__snapshot_string_as_time", - "macro_sql": "{% macro default__snapshot_string_as_time(timestamp) %}\n {% do exceptions.raise_not_implemented(\n 'snapshot_string_as_time macro not implemented for adapter '+adapter.type()\n ) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.468062, - "supported_languages": null - }, - "macro.dbt.snapshot_check_all_get_existing_columns": { - "name": "snapshot_check_all_get_existing_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_check_all_get_existing_columns", - "macro_sql": "{% macro snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) -%}\n {%- if not target_exists -%}\n {#-- no table yet -> return whatever the query does --#}\n {{ return((false, query_columns)) }}\n {%- endif -%}\n\n {#-- handle any schema changes --#}\n {%- set target_relation = adapter.get_relation(database=node.database, schema=node.schema, identifier=node.alias) -%}\n\n {% if check_cols_config == 'all' %}\n {%- set query_columns = get_columns_in_query(node['compiled_code']) -%}\n\n {% elif check_cols_config is iterable and (check_cols_config | length) > 0 %}\n {#-- query for proper casing/quoting, to support comparison below --#}\n {%- set select_check_cols_from_target -%}\n {#-- N.B. The whitespace below is necessary to avoid edge case issue with comments --#}\n {#-- See: https://github.com/dbt-labs/dbt-core/issues/6781 --#}\n select {{ check_cols_config | join(', ') }} from (\n {{ node['compiled_code'] }}\n ) subq\n {%- endset -%}\n {% set query_columns = get_columns_in_query(select_check_cols_from_target) %}\n\n {% else %}\n {% do exceptions.raise_compiler_error(\"Invalid value for 'check_cols': \" ~ check_cols_config) %}\n {% endif %}\n\n {%- set existing_cols = adapter.get_columns_in_relation(target_relation) | map(attribute = 'name') | list -%}\n {%- set ns = namespace() -%} {#-- handle for-loop scoping with a namespace --#}\n {%- set ns.column_added = false -%}\n\n {%- set intersection = [] -%}\n {%- for col in query_columns -%}\n {%- if col in existing_cols -%}\n {%- do intersection.append(adapter.quote(col)) -%}\n {%- else -%}\n {% set ns.column_added = true %}\n {%- endif -%}\n {%- endfor -%}\n {{ return((ns.column_added, intersection)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_columns_in_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4699268, - "supported_languages": null - }, - "macro.dbt.snapshot_check_strategy": { - "name": "snapshot_check_strategy", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_check_strategy", - "macro_sql": "{% macro snapshot_check_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set check_cols_config = config['check_cols'] %}\n {% set primary_key = config['unique_key'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n {% set updated_at = config.get('updated_at', snapshot_get_time()) %}\n\n {% set column_added = false %}\n\n {% set column_added, check_cols = snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) %}\n\n {%- set row_changed_expr -%}\n (\n {%- if column_added -%}\n {{ get_true_sql() }}\n {%- else -%}\n {%- for col in check_cols -%}\n {{ snapshotted_rel }}.{{ col }} != {{ current_rel }}.{{ col }}\n or\n (\n (({{ snapshotted_rel }}.{{ col }} is null) and not ({{ current_rel }}.{{ col }} is null))\n or\n ((not {{ snapshotted_rel }}.{{ col }} is null) and ({{ current_rel }}.{{ col }} is null))\n )\n {%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n {%- endif -%}\n )\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.snapshot_get_time", - "macro.dbt.snapshot_check_all_get_existing_columns", - "macro.dbt.get_true_sql", - "macro.dbt.snapshot_hash_arguments" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.47153, - "supported_languages": null - }, - "macro.dbt.create_columns": { - "name": "create_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.create_columns", - "macro_sql": "{% macro create_columns(relation, columns) %}\n {{ adapter.dispatch('create_columns', 'dbt')(relation, columns) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4760451, - "supported_languages": null - }, - "macro.dbt.default__create_columns": { - "name": "default__create_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__create_columns", - "macro_sql": "{% macro default__create_columns(relation, columns) %}\n {% for column in columns %}\n {% call statement() %}\n alter table {{ relation }} add column \"{{ column.name }}\" {{ column.data_type }};\n {% endcall %}\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476317, - "supported_languages": null - }, - "macro.dbt.post_snapshot": { - "name": "post_snapshot", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.post_snapshot", - "macro_sql": "{% macro post_snapshot(staging_relation) %}\n {{ adapter.dispatch('post_snapshot', 'dbt')(staging_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__post_snapshot" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476471, - "supported_languages": null - }, - "macro.dbt.default__post_snapshot": { - "name": "default__post_snapshot", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__post_snapshot", - "macro_sql": "{% macro default__post_snapshot(staging_relation) %}\n {# no-op #}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476558, - "supported_languages": null - }, - "macro.dbt.get_true_sql": { - "name": "get_true_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.get_true_sql", - "macro_sql": "{% macro get_true_sql() %}\n {{ adapter.dispatch('get_true_sql', 'dbt')() }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_true_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4766889, - "supported_languages": null - }, - "macro.dbt.default__get_true_sql": { - "name": "default__get_true_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__get_true_sql", - "macro_sql": "{% macro default__get_true_sql() %}\n {{ return('TRUE') }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4767969, - "supported_languages": null - }, - "macro.dbt.snapshot_staging_table": { - "name": "snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.snapshot_staging_table", - "macro_sql": "{% macro snapshot_staging_table(strategy, source_sql, target_relation) -%}\n {{ adapter.dispatch('snapshot_staging_table', 'dbt')(strategy, source_sql, target_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__snapshot_staging_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476979, - "supported_languages": null - }, - "macro.dbt.default__snapshot_staging_table": { - "name": "default__snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__snapshot_staging_table", - "macro_sql": "{% macro default__snapshot_staging_table(strategy, source_sql, target_relation) -%}\n\n with snapshot_query as (\n\n {{ source_sql }}\n\n ),\n\n snapshotted_data as (\n\n select *,\n {{ strategy.unique_key }} as dbt_unique_key\n\n from {{ target_relation }}\n where dbt_valid_to is null\n\n ),\n\n insertions_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to,\n {{ strategy.scd_id }} as dbt_scd_id\n\n from snapshot_query\n ),\n\n updates_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n {{ strategy.updated_at }} as dbt_valid_to\n\n from snapshot_query\n ),\n\n {%- if strategy.invalidate_hard_deletes %}\n\n deletes_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key\n from snapshot_query\n ),\n {% endif %}\n\n insertions as (\n\n select\n 'insert' as dbt_change_type,\n source_data.*\n\n from insertions_source_data as source_data\n left outer join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where snapshotted_data.dbt_unique_key is null\n or (\n snapshotted_data.dbt_unique_key is not null\n and (\n {{ strategy.row_changed }}\n )\n )\n\n ),\n\n updates as (\n\n select\n 'update' as dbt_change_type,\n source_data.*,\n snapshotted_data.dbt_scd_id\n\n from updates_source_data as source_data\n join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where (\n {{ strategy.row_changed }}\n )\n )\n\n {%- if strategy.invalidate_hard_deletes -%}\n ,\n\n deletes as (\n\n select\n 'delete' as dbt_change_type,\n source_data.*,\n {{ snapshot_get_time() }} as dbt_valid_from,\n {{ snapshot_get_time() }} as dbt_updated_at,\n {{ snapshot_get_time() }} as dbt_valid_to,\n snapshotted_data.dbt_scd_id\n\n from snapshotted_data\n left join deletes_source_data as source_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where source_data.dbt_unique_key is null\n )\n {%- endif %}\n\n select * from insertions\n union all\n select * from updates\n {%- if strategy.invalidate_hard_deletes %}\n union all\n select * from deletes\n {%- endif %}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.snapshot_get_time" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.477767, - "supported_languages": null - }, - "macro.dbt.build_snapshot_table": { - "name": "build_snapshot_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.build_snapshot_table", - "macro_sql": "{% macro build_snapshot_table(strategy, sql) -%}\n {{ adapter.dispatch('build_snapshot_table', 'dbt')(strategy, sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__build_snapshot_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.477945, - "supported_languages": null - }, - "macro.dbt.default__build_snapshot_table": { - "name": "default__build_snapshot_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__build_snapshot_table", - "macro_sql": "{% macro default__build_snapshot_table(strategy, sql) %}\n\n select *,\n {{ strategy.scd_id }} as dbt_scd_id,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to\n from (\n {{ sql }}\n ) sbq\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.478165, - "supported_languages": null - }, - "macro.dbt.build_snapshot_staging_table": { - "name": "build_snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.build_snapshot_staging_table", - "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(True, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_temp_relation", - "macro.dbt.snapshot_staging_table", - "macro.dbt.statement", - "macro.dbt.create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4785438, - "supported_languages": null - }, - "macro.dbt.materialization_snapshot_default": { - "name": "materialization_snapshot_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/snapshot.sql", - "original_file_path": "macros/materializations/snapshots/snapshot.sql", - "unique_id": "macro.dbt.materialization_snapshot_default", - "macro_sql": "{% materialization snapshot, default %}\n {%- set config = model['config'] -%}\n\n {%- set target_table = model.get('alias', model.get('name')) -%}\n\n {%- set strategy_name = config.get('strategy') -%}\n {%- set unique_key = config.get('unique_key') %}\n -- grab current tables grants config for comparision later on\n {%- set grant_config = config.get('grants') -%}\n\n {% set target_relation_exists, target_relation = get_or_create_relation(\n database=model.database,\n schema=model.schema,\n identifier=target_table,\n type='table') -%}\n\n {%- if not target_relation.is_table -%}\n {% do exceptions.relation_wrong_type(target_relation, 'table') %}\n {%- endif -%}\n\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set strategy_macro = strategy_dispatch(strategy_name) %}\n {% set strategy = strategy_macro(model, \"snapshotted_data\", \"source_data\", config, target_relation_exists) %}\n\n {% if not target_relation_exists %}\n\n {% set build_sql = build_snapshot_table(strategy, model['compiled_code']) %}\n {% set final_sql = create_table_as(False, target_relation, build_sql) %}\n\n {% else %}\n\n {{ adapter.valid_snapshot_target(target_relation) }}\n\n {% set staging_table = build_snapshot_staging_table(strategy, sql, target_relation) %}\n\n -- this may no-op if the database does not require column expansion\n {% do adapter.expand_target_column_types(from_relation=staging_table,\n to_relation=target_relation) %}\n\n {% set missing_columns = adapter.get_missing_columns(staging_table, target_relation)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% do create_columns(target_relation, missing_columns) %}\n\n {% set source_columns = adapter.get_columns_in_relation(staging_table)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% set quoted_source_columns = [] %}\n {% for column in source_columns %}\n {% do quoted_source_columns.append(adapter.quote(column.name)) %}\n {% endfor %}\n\n {% set final_sql = snapshot_merge_sql(\n target = target_relation,\n source = staging_table,\n insert_cols = quoted_source_columns\n )\n %}\n\n {% endif %}\n\n {% call statement('main') %}\n {{ final_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(target_relation_exists, full_refresh_mode=False) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if not target_relation_exists %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {% if staging_table is defined %}\n {% do post_snapshot(staging_table) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.get_or_create_relation", - "macro.dbt.run_hooks", - "macro.dbt.strategy_dispatch", - "macro.dbt.build_snapshot_table", - "macro.dbt.create_table_as", - "macro.dbt.build_snapshot_staging_table", - "macro.dbt.create_columns", - "macro.dbt.snapshot_merge_sql", - "macro.dbt.statement", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes", - "macro.dbt.post_snapshot" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.48448, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_test_default": { - "name": "materialization_test_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/test.sql", - "original_file_path": "macros/materializations/tests/test.sql", - "unique_id": "macro.dbt.materialization_test_default", - "macro_sql": "{%- materialization test, default -%}\n\n {% set relations = [] %}\n\n {% if should_store_failures() %}\n\n {% set identifier = model['alias'] %}\n {% set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% set store_failures_as = config.get('store_failures_as') %}\n -- if `--store-failures` is invoked via command line and `store_failures_as` is not set,\n -- config.get('store_failures_as', 'table') returns None, not 'table'\n {% if store_failures_as == none %}{% set store_failures_as = 'table' %}{% endif %}\n {% if store_failures_as not in ['table', 'view'] %}\n {{ exceptions.raise_compiler_error(\n \"'\" ~ store_failures_as ~ \"' is not a valid value for `store_failures_as`. \"\n \"Accepted values are: ['ephemeral', 'table', 'view']\"\n ) }}\n {% endif %}\n\n {% set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database, type=store_failures_as) -%} %}\n\n {% if old_relation %}\n {% do adapter.drop_relation(old_relation) %}\n {% endif %}\n\n {% call statement(auto_begin=True) %}\n {{ get_create_sql(target_relation, sql) }}\n {% endcall %}\n\n {% do relations.append(target_relation) %}\n\n {% set main_sql %}\n select *\n from {{ target_relation }}\n {% endset %}\n\n {{ adapter.commit() }}\n\n {% else %}\n\n {% set main_sql = sql %}\n\n {% endif %}\n\n {% set limit = config.get('limit') %}\n {% set fail_calc = config.get('fail_calc') %}\n {% set warn_if = config.get('warn_if') %}\n {% set error_if = config.get('error_if') %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ get_test_sql(main_sql, fail_calc, warn_if, error_if, limit)}}\n\n {%- endcall %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.should_store_failures", - "macro.dbt.statement", - "macro.dbt.get_create_sql", - "macro.dbt.get_test_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.486943, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.get_test_sql": { - "name": "get_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.get_test_sql", - "macro_sql": "{% macro get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n {{ adapter.dispatch('get_test_sql', 'dbt')(main_sql, fail_calc, warn_if, error_if, limit) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_test_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.487975, - "supported_languages": null - }, - "macro.dbt.default__get_test_sql": { - "name": "default__get_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.default__get_test_sql", - "macro_sql": "{% macro default__get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n select\n {{ fail_calc }} as failures,\n {{ fail_calc }} {{ warn_if }} as should_warn,\n {{ fail_calc }} {{ error_if }} as should_error\n from (\n {{ main_sql }}\n {{ \"limit \" ~ limit if limit != none }}\n ) dbt_internal_test\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.488236, - "supported_languages": null - }, - "macro.dbt.get_unit_test_sql": { - "name": "get_unit_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.get_unit_test_sql", - "macro_sql": "{% macro get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n {{ adapter.dispatch('get_unit_test_sql', 'dbt')(main_sql, expected_fixture_sql, expected_column_names) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_unit_test_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.488418, - "supported_languages": null - }, - "macro.dbt.default__get_unit_test_sql": { - "name": "default__get_unit_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.default__get_unit_test_sql", - "macro_sql": "{% macro default__get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n-- Build actual result given inputs\nwith dbt_internal_unit_test_actual as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%},{% endif %}{%- endfor -%}, {{ dbt.string_literal(\"actual\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ main_sql }}\n ) _dbt_internal_unit_test_actual\n),\n-- Build expected result\ndbt_internal_unit_test_expected as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%}, {% endif %}{%- endfor -%}, {{ dbt.string_literal(\"expected\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ expected_fixture_sql }}\n ) _dbt_internal_unit_test_expected\n)\n-- Union actual and expected results\nselect * from dbt_internal_unit_test_actual\nunion all\nselect * from dbt_internal_unit_test_expected\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.string_literal" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4889312, - "supported_languages": null - }, - "macro.dbt.get_where_subquery": { - "name": "get_where_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/where_subquery.sql", - "original_file_path": "macros/materializations/tests/where_subquery.sql", - "unique_id": "macro.dbt.get_where_subquery", - "macro_sql": "{% macro get_where_subquery(relation) -%}\n {% do return(adapter.dispatch('get_where_subquery', 'dbt')(relation)) %}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_where_subquery" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.489258, - "supported_languages": null - }, - "macro.dbt.default__get_where_subquery": { - "name": "default__get_where_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/where_subquery.sql", - "original_file_path": "macros/materializations/tests/where_subquery.sql", - "unique_id": "macro.dbt.default__get_where_subquery", - "macro_sql": "{% macro default__get_where_subquery(relation) -%}\n {% set where = config.get('where', '') %}\n {% if where %}\n {%- set filtered -%}\n (select * from {{ relation }} where {{ where }}) dbt_subquery\n {%- endset -%}\n {% do return(filtered) %}\n {%- else -%}\n {% do return(relation) %}\n {%- endif -%}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.489585, - "supported_languages": null - }, - "macro.dbt.materialization_unit_default": { - "name": "materialization_unit_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/unit.sql", - "original_file_path": "macros/materializations/tests/unit.sql", - "unique_id": "macro.dbt.materialization_unit_default", - "macro_sql": "{%- materialization unit, default -%}\n\n {% set relations = [] %}\n\n {% set expected_rows = config.get('expected_rows') %}\n {% set expected_sql = config.get('expected_sql') %}\n {% set tested_expected_column_names = expected_rows[0].keys() if (expected_rows | length ) > 0 else get_columns_in_query(sql) %} %}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {% do run_query(get_create_table_as_sql(True, temp_relation, get_empty_subquery_sql(sql))) %}\n {%- set columns_in_relation = adapter.get_columns_in_relation(temp_relation) -%}\n {%- set column_name_to_data_types = {} -%}\n {%- for column in columns_in_relation -%}\n {%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n {%- endfor -%}\n\n {% if not expected_sql %}\n {% set expected_sql = get_expected_sql(expected_rows, column_name_to_data_types) %}\n {% endif %}\n {% set unit_test_sql = get_unit_test_sql(sql, expected_sql, tested_expected_column_names) %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ unit_test_sql }}\n\n {%- endcall %}\n\n {% do adapter.drop_relation(temp_relation) %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.get_columns_in_query", - "macro.dbt.make_temp_relation", - "macro.dbt.run_query", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.get_empty_subquery_sql", - "macro.dbt.get_expected_sql", - "macro.dbt.get_unit_test_sql", - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.491332, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_materialized_view_default": { - "name": "materialization_materialized_view_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialization_materialized_view_default", - "macro_sql": "{% materialization materialized_view, default %}\n {% set existing_relation = load_cached_relation(this) %}\n {% set target_relation = this.incorporate(type=this.MaterializedView) %}\n {% set intermediate_relation = make_intermediate_relation(target_relation) %}\n {% set backup_relation_type = target_relation.MaterializedView if existing_relation is none else existing_relation.type %}\n {% set backup_relation = make_backup_relation(target_relation, backup_relation_type) %}\n\n {{ materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) }}\n\n {% set build_sql = materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% if build_sql == '' %}\n {{ materialized_view_execute_no_op(target_relation) }}\n {% else %}\n {{ materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) }}\n {% endif %}\n\n {{ materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.materialized_view_setup", - "macro.dbt.materialized_view_get_build_sql", - "macro.dbt.materialized_view_execute_no_op", - "macro.dbt.materialized_view_execute_build_sql", - "macro.dbt.materialized_view_teardown" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4960058, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialized_view_setup": { - "name": "materialized_view_setup", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_setup", - "macro_sql": "{% macro materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) %}\n\n -- backup_relation and intermediate_relation should not already exist in the database\n -- it's possible these exist because of a previous run that exited unexpectedly\n {% set preexisting_backup_relation = load_cached_relation(backup_relation) %}\n {% set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4963589, - "supported_languages": null - }, - "macro.dbt.materialized_view_teardown": { - "name": "materialized_view_teardown", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_teardown", - "macro_sql": "{% macro materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) %}\n\n -- drop the temp relations if they exist to leave the database clean for the next run\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(intermediate_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.496583, - "supported_languages": null - }, - "macro.dbt.materialized_view_get_build_sql": { - "name": "materialized_view_get_build_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_get_build_sql", - "macro_sql": "{% macro materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% set full_refresh_mode = should_full_refresh() %}\n\n -- determine the scenario we're in: create, full_refresh, alter, refresh data\n {% if existing_relation is none %}\n {% set build_sql = get_create_materialized_view_as_sql(target_relation, sql) %}\n {% elif full_refresh_mode or not existing_relation.is_materialized_view %}\n {% set build_sql = get_replace_sql(existing_relation, target_relation, sql) %}\n {% else %}\n\n -- get config options\n {% set on_configuration_change = config.get('on_configuration_change') %}\n {% set configuration_changes = get_materialized_view_configuration_changes(existing_relation, config) %}\n\n {% if configuration_changes is none %}\n {% set build_sql = refresh_materialized_view(target_relation) %}\n\n {% elif on_configuration_change == 'apply' %}\n {% set build_sql = get_alter_materialized_view_as_sql(target_relation, configuration_changes, sql, existing_relation, backup_relation, intermediate_relation) %}\n {% elif on_configuration_change == 'continue' %}\n {% set build_sql = '' %}\n {{ exceptions.warn(\"Configuration changes were identified and `on_configuration_change` was set to `continue` for `\" ~ target_relation ~ \"`\") }}\n {% elif on_configuration_change == 'fail' %}\n {{ exceptions.raise_fail_fast_error(\"Configuration changes were identified and `on_configuration_change` was set to `fail` for `\" ~ target_relation ~ \"`\") }}\n\n {% else %}\n -- this only happens if the user provides a value other than `apply`, 'skip', 'fail'\n {{ exceptions.raise_compiler_error(\"Unexpected configuration scenario\") }}\n\n {% endif %}\n\n {% endif %}\n\n {% do return(build_sql) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.should_full_refresh", - "macro.dbt.get_create_materialized_view_as_sql", - "macro.dbt.get_replace_sql", - "macro.dbt.get_materialized_view_configuration_changes", - "macro.dbt.refresh_materialized_view", - "macro.dbt.get_alter_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.497895, - "supported_languages": null - }, - "macro.dbt.materialized_view_execute_no_op": { - "name": "materialized_view_execute_no_op", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_execute_no_op", - "macro_sql": "{% macro materialized_view_execute_no_op(target_relation) %}\n {% do store_raw_result(\n name=\"main\",\n message=\"skip \" ~ target_relation,\n code=\"skip\",\n rows_affected=\"-1\"\n ) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4982002, - "supported_languages": null - }, - "macro.dbt.materialized_view_execute_build_sql": { - "name": "materialized_view_execute_build_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_execute_build_sql", - "macro_sql": "{% macro materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) %}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set grant_config = config.get('grants') %}\n\n {% call statement(name=\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.498802, - "supported_languages": null - }, - "macro.dbt.materialization_view_default": { - "name": "materialization_view_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/view.sql", - "original_file_path": "macros/materializations/models/view.sql", - "unique_id": "macro.dbt.materialization_view_default", - "macro_sql": "{%- materialization view, default -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='view') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n This relation (probably) doesn't exist yet. If it does exist, it's a leftover from\n a previous run, and we're going to try to drop it immediately. At the end of this\n materialization, we're going to rename the \"existing_relation\" to this identifier,\n and then we're going to drop it. In order to make sure we run the correct one of:\n - drop view ...\n - drop table ...\n\n We need to set the type of this relation to be the type of the existing_relation, if it exists,\n or else \"view\" as a sane default if it does not. Note that if the existing_relation does not\n exist, then there is nothing to move out of the way and subsequentally drop. In that case,\n this relation will be effectively unused.\n */\n {%- set backup_relation_type = 'view' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n -- move the existing view out of the way\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.run_hooks", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.statement", - "macro.dbt.get_create_view_as_sql", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.501663, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_table_default": { - "name": "materialization_table_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/table.sql", - "original_file_path": "macros/materializations/models/table.sql", - "unique_id": "macro.dbt.materialization_table_default", - "macro_sql": "{% materialization table, default %}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_table_as_sql(False, intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.create_indexes", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5046, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.get_quoted_csv": { - "name": "get_quoted_csv", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.get_quoted_csv", - "macro_sql": "{% macro get_quoted_csv(column_names) %}\n\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote(col)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.506144, - "supported_languages": null - }, - "macro.dbt.diff_columns": { - "name": "diff_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.diff_columns", - "macro_sql": "{% macro diff_columns(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% set source_names = source_columns | map(attribute = 'column') | list %}\n {% set target_names = target_columns | map(attribute = 'column') | list %}\n\n {# --check whether the name attribute exists in the target - this does not perform a data type check #}\n {% for sc in source_columns %}\n {% if sc.name not in target_names %}\n {{ result.append(sc) }}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5066829, - "supported_languages": null - }, - "macro.dbt.diff_column_data_types": { - "name": "diff_column_data_types", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.diff_column_data_types", - "macro_sql": "{% macro diff_column_data_types(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% for sc in source_columns %}\n {% set tc = target_columns | selectattr(\"name\", \"equalto\", sc.name) | list | first %}\n {% if tc %}\n {% if sc.data_type != tc.data_type and not sc.can_expand_to(other_column=tc) %}\n {{ result.append( { 'column_name': tc.name, 'new_type': sc.data_type } ) }}\n {% endif %}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5073678, - "supported_languages": null - }, - "macro.dbt.get_merge_update_columns": { - "name": "get_merge_update_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.get_merge_update_columns", - "macro_sql": "{% macro get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {{ return(adapter.dispatch('get_merge_update_columns', 'dbt')(merge_update_columns, merge_exclude_columns, dest_columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_merge_update_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.507602, - "supported_languages": null - }, - "macro.dbt.default__get_merge_update_columns": { - "name": "default__get_merge_update_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.default__get_merge_update_columns", - "macro_sql": "{% macro default__get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {%- set default_cols = dest_columns | map(attribute=\"quoted\") | list -%}\n\n {%- if merge_update_columns and merge_exclude_columns -%}\n {{ exceptions.raise_compiler_error(\n 'Model cannot specify merge_update_columns and merge_exclude_columns. Please update model to use only one config'\n )}}\n {%- elif merge_update_columns -%}\n {%- set update_columns = merge_update_columns -%}\n {%- elif merge_exclude_columns -%}\n {%- set update_columns = [] -%}\n {%- for column in dest_columns -%}\n {% if column.column | lower not in merge_exclude_columns | map(\"lower\") | list %}\n {%- do update_columns.append(column.quoted) -%}\n {% endif %}\n {%- endfor -%}\n {%- else -%}\n {%- set update_columns = default_cols -%}\n {%- endif -%}\n\n {{ return(update_columns) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5082371, - "supported_languages": null - }, - "macro.dbt.get_merge_sql": { - "name": "get_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.get_merge_sql", - "macro_sql": "{% macro get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n -- back compat for old kwarg name\n {% set incremental_predicates = kwargs.get('predicates', incremental_predicates) %}\n {{ adapter.dispatch('get_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.514847, - "supported_languages": null - }, - "macro.dbt.default__get_merge_sql": { - "name": "default__get_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.default__get_merge_sql", - "macro_sql": "{% macro default__get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n {%- set predicates = [] if incremental_predicates is none else [] + incremental_predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set merge_update_columns = config.get('merge_update_columns') -%}\n {%- set merge_exclude_columns = config.get('merge_exclude_columns') -%}\n {%- set update_columns = get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not mapping and unique_key is not string %}\n {% for key in unique_key %}\n {% set this_key_match %}\n DBT_INTERNAL_SOURCE.{{ key }} = DBT_INTERNAL_DEST.{{ key }}\n {% endset %}\n {% do predicates.append(this_key_match) %}\n {% endfor %}\n {% else %}\n {% set unique_key_match %}\n DBT_INTERNAL_SOURCE.{{ unique_key }} = DBT_INTERNAL_DEST.{{ unique_key }}\n {% endset %}\n {% do predicates.append(unique_key_match) %}\n {% endif %}\n {% else %}\n {% do predicates.append('FALSE') %}\n {% endif %}\n\n {{ sql_header if sql_header is not none }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on {{\"(\" ~ predicates | join(\") and (\") ~ \")\"}}\n\n {% if unique_key %}\n when matched then update set\n {% for column_name in update_columns -%}\n {{ column_name }} = DBT_INTERNAL_SOURCE.{{ column_name }}\n {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n {% endif %}\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv", - "macro.dbt.get_merge_update_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5165172, - "supported_languages": null - }, - "macro.dbt.get_delete_insert_merge_sql": { - "name": "get_delete_insert_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.get_delete_insert_merge_sql", - "macro_sql": "{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n {{ adapter.dispatch('get_delete_insert_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.516791, - "supported_languages": null - }, - "macro.dbt.default__get_delete_insert_merge_sql": { - "name": "default__get_delete_insert_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.default__get_delete_insert_merge_sql", - "macro_sql": "{% macro default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }}\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = {{ target }}.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5176718, - "supported_languages": null - }, - "macro.dbt.get_insert_overwrite_merge_sql": { - "name": "get_insert_overwrite_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.get_insert_overwrite_merge_sql", - "macro_sql": "{% macro get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header=false) -%}\n {{ adapter.dispatch('get_insert_overwrite_merge_sql', 'dbt')(target, source, dest_columns, predicates, include_sql_header) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_insert_overwrite_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.517919, - "supported_languages": null - }, - "macro.dbt.default__get_insert_overwrite_merge_sql": { - "name": "default__get_insert_overwrite_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.default__get_insert_overwrite_merge_sql", - "macro_sql": "{% macro default__get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header) -%}\n {#-- The only time include_sql_header is True: --#}\n {#-- BigQuery + insert_overwrite strategy + \"static\" partitions config --#}\n {#-- We should consider including the sql header at the materialization level instead --#}\n\n {%- set predicates = [] if predicates is none else [] + predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none and include_sql_header }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on FALSE\n\n when not matched by source\n {% if predicates %} and {{ predicates | join(' and ') }} {% endif %}\n then delete\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.518493, - "supported_languages": null - }, - "macro.dbt.is_incremental": { - "name": "is_incremental", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/is_incremental.sql", - "original_file_path": "macros/materializations/models/incremental/is_incremental.sql", - "unique_id": "macro.dbt.is_incremental", - "macro_sql": "{% macro is_incremental() %}\n {#-- do not run introspective queries in parsing #}\n {% if not execute %}\n {{ return(False) }}\n {% else %}\n {% set relation = adapter.get_relation(this.database, this.schema, this.table) %}\n {{ return(relation is not none\n and relation.type == 'table'\n and model.config.materialized == 'incremental'\n and not should_full_refresh()) }}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.should_full_refresh" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.519082, - "supported_languages": null - }, - "macro.dbt.get_incremental_append_sql": { - "name": "get_incremental_append_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_append_sql", - "macro_sql": "{% macro get_incremental_append_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_append_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_append_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.519902, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_append_sql": { - "name": "default__get_incremental_append_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_append_sql", - "macro_sql": "{% macro default__get_incremental_append_sql(arg_dict) %}\n\n {% do return(get_insert_into_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_insert_into_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.520115, - "supported_languages": null - }, - "macro.dbt.get_incremental_delete_insert_sql": { - "name": "get_incremental_delete_insert_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_delete_insert_sql", - "macro_sql": "{% macro get_incremental_delete_insert_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_delete_insert_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_delete_insert_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.520279, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_delete_insert_sql": { - "name": "default__get_incremental_delete_insert_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_delete_insert_sql", - "macro_sql": "{% macro default__get_incremental_delete_insert_sql(arg_dict) %}\n\n {% do return(get_delete_insert_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_delete_insert_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5205388, - "supported_languages": null - }, - "macro.dbt.get_incremental_merge_sql": { - "name": "get_incremental_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_merge_sql", - "macro_sql": "{% macro get_incremental_merge_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_merge_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5207071, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_merge_sql": { - "name": "default__get_incremental_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_merge_sql", - "macro_sql": "{% macro default__get_incremental_merge_sql(arg_dict) %}\n\n {% do return(get_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.520973, - "supported_languages": null - }, - "macro.dbt.get_incremental_insert_overwrite_sql": { - "name": "get_incremental_insert_overwrite_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_insert_overwrite_sql", - "macro_sql": "{% macro get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_insert_overwrite_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_insert_overwrite_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.521295, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_insert_overwrite_sql": { - "name": "default__get_incremental_insert_overwrite_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_insert_overwrite_sql", - "macro_sql": "{% macro default__get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {% do return(get_insert_overwrite_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_insert_overwrite_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.522431, - "supported_languages": null - }, - "macro.dbt.get_incremental_default_sql": { - "name": "get_incremental_default_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_default_sql", - "macro_sql": "{% macro get_incremental_default_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_default_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_incremental_default_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.523007, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_default_sql": { - "name": "default__get_incremental_default_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_default_sql", - "macro_sql": "{% macro default__get_incremental_default_sql(arg_dict) %}\n\n {% do return(get_incremental_append_sql(arg_dict)) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_incremental_append_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.523458, - "supported_languages": null - }, - "macro.dbt.get_insert_into_sql": { - "name": "get_insert_into_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_insert_into_sql", - "macro_sql": "{% macro get_insert_into_sql(target_relation, temp_relation, dest_columns) %}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n insert into {{ target_relation }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ temp_relation }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.523917, - "supported_languages": null - }, - "macro.dbt.materialization_incremental_default": { - "name": "materialization_incremental_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/incremental.sql", - "original_file_path": "macros/materializations/models/incremental/incremental.sql", - "unique_id": "macro.dbt.materialization_incremental_default", - "macro_sql": "{% materialization incremental, default -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = get_create_table_as_sql(False, target_relation, sql) %}\n {% elif full_refresh_mode %}\n {% set build_sql = get_create_table_as_sql(False, intermediate_relation, sql) %}\n {% set need_swap = true %}\n {% else %}\n {% do run_query(get_create_table_as_sql(True, temp_relation, sql)) %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n\n {% endif %}\n\n {% call statement(\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_temp_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.should_full_refresh", - "macro.dbt.incremental_validate_on_schema_change", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.run_query", - "macro.dbt.process_schema_changes", - "macro.dbt.statement", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.528948, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.incremental_validate_on_schema_change": { - "name": "incremental_validate_on_schema_change", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.incremental_validate_on_schema_change", - "macro_sql": "{% macro incremental_validate_on_schema_change(on_schema_change, default='ignore') %}\n\n {% if on_schema_change not in ['sync_all_columns', 'append_new_columns', 'fail', 'ignore'] %}\n\n {% set log_message = 'Invalid value for on_schema_change (%s) specified. Setting default value of %s.' % (on_schema_change, default) %}\n {% do log(log_message) %}\n\n {{ return(default) }}\n\n {% else %}\n\n {{ return(on_schema_change) }}\n\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.534081, - "supported_languages": null - }, - "macro.dbt.check_for_schema_changes": { - "name": "check_for_schema_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.check_for_schema_changes", - "macro_sql": "{% macro check_for_schema_changes(source_relation, target_relation) %}\n\n {% set schema_changed = False %}\n\n {%- set source_columns = adapter.get_columns_in_relation(source_relation) -%}\n {%- set target_columns = adapter.get_columns_in_relation(target_relation) -%}\n {%- set source_not_in_target = diff_columns(source_columns, target_columns) -%}\n {%- set target_not_in_source = diff_columns(target_columns, source_columns) -%}\n\n {% set new_target_types = diff_column_data_types(source_columns, target_columns) %}\n\n {% if source_not_in_target != [] %}\n {% set schema_changed = True %}\n {% elif target_not_in_source != [] or new_target_types != [] %}\n {% set schema_changed = True %}\n {% elif new_target_types != [] %}\n {% set schema_changed = True %}\n {% endif %}\n\n {% set changes_dict = {\n 'schema_changed': schema_changed,\n 'source_not_in_target': source_not_in_target,\n 'target_not_in_source': target_not_in_source,\n 'source_columns': source_columns,\n 'target_columns': target_columns,\n 'new_target_types': new_target_types\n } %}\n\n {% set msg %}\n In {{ target_relation }}:\n Schema changed: {{ schema_changed }}\n Source columns not in target: {{ source_not_in_target }}\n Target columns not in source: {{ target_not_in_source }}\n New column types: {{ new_target_types }}\n {% endset %}\n\n {% do log(msg) %}\n\n {{ return(changes_dict) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.diff_columns", - "macro.dbt.diff_column_data_types" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5354052, - "supported_languages": null - }, - "macro.dbt.sync_column_schemas": { - "name": "sync_column_schemas", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.sync_column_schemas", - "macro_sql": "{% macro sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {%- set add_to_target_arr = schema_changes_dict['source_not_in_target'] -%}\n\n {%- if on_schema_change == 'append_new_columns'-%}\n {%- if add_to_target_arr | length > 0 -%}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, none) -%}\n {%- endif -%}\n\n {% elif on_schema_change == 'sync_all_columns' %}\n {%- set remove_from_target_arr = schema_changes_dict['target_not_in_source'] -%}\n {%- set new_target_types = schema_changes_dict['new_target_types'] -%}\n\n {% if add_to_target_arr | length > 0 or remove_from_target_arr | length > 0 %}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, remove_from_target_arr) -%}\n {% endif %}\n\n {% if new_target_types != [] %}\n {% for ntt in new_target_types %}\n {% set column_name = ntt['column_name'] %}\n {% set new_type = ntt['new_type'] %}\n {% do alter_column_type(target_relation, column_name, new_type) %}\n {% endfor %}\n {% endif %}\n\n {% endif %}\n\n {% set schema_change_message %}\n In {{ target_relation }}:\n Schema change approach: {{ on_schema_change }}\n Columns added: {{ add_to_target_arr }}\n Columns removed: {{ remove_from_target_arr }}\n Data types changed: {{ new_target_types }}\n {% endset %}\n\n {% do log(schema_change_message) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.alter_relation_add_remove_columns", - "macro.dbt.alter_column_type" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.536468, - "supported_languages": null - }, - "macro.dbt.process_schema_changes": { - "name": "process_schema_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.process_schema_changes", - "macro_sql": "{% macro process_schema_changes(on_schema_change, source_relation, target_relation) %}\n\n {% if on_schema_change == 'ignore' %}\n\n {{ return({}) }}\n\n {% else %}\n\n {% set schema_changes_dict = check_for_schema_changes(source_relation, target_relation) %}\n\n {% if schema_changes_dict['schema_changed'] %}\n\n {% if on_schema_change == 'fail' %}\n\n {% set fail_msg %}\n The source and target schemas on this incremental model are out of sync!\n They can be reconciled in several ways:\n - set the `on_schema_change` config to either append_new_columns or sync_all_columns, depending on your situation.\n - Re-run the incremental model with `full_refresh: True` to update the target schema.\n - update the schema manually and re-run the process.\n\n Additional troubleshooting context:\n Source columns not in target: {{ schema_changes_dict['source_not_in_target'] }}\n Target columns not in source: {{ schema_changes_dict['target_not_in_source'] }}\n New column types: {{ schema_changes_dict['new_target_types'] }}\n {% endset %}\n\n {% do exceptions.raise_compiler_error(fail_msg) %}\n\n {# -- unless we ignore, run the sync operation per the config #}\n {% else %}\n\n {% do sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {% endif %}\n\n {% endif %}\n\n {{ return(schema_changes_dict['source_columns']) }}\n\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.check_for_schema_changes", - "macro.dbt.sync_column_schemas" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.537212, - "supported_languages": null - }, - "macro.dbt.can_clone_table": { - "name": "can_clone_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/can_clone_table.sql", - "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", - "unique_id": "macro.dbt.can_clone_table", - "macro_sql": "{% macro can_clone_table() %}\n {{ return(adapter.dispatch('can_clone_table', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__can_clone_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.537436, - "supported_languages": null - }, - "macro.dbt.default__can_clone_table": { - "name": "default__can_clone_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/can_clone_table.sql", - "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", - "unique_id": "macro.dbt.default__can_clone_table", - "macro_sql": "{% macro default__can_clone_table() %}\n {{ return(False) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5375419, - "supported_languages": null - }, - "macro.dbt.create_or_replace_clone": { - "name": "create_or_replace_clone", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "unique_id": "macro.dbt.create_or_replace_clone", - "macro_sql": "{% macro create_or_replace_clone(this_relation, defer_relation) %}\n {{ return(adapter.dispatch('create_or_replace_clone', 'dbt')(this_relation, defer_relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_or_replace_clone" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.537806, - "supported_languages": null - }, - "macro.dbt.default__create_or_replace_clone": { - "name": "default__create_or_replace_clone", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "unique_id": "macro.dbt.default__create_or_replace_clone", - "macro_sql": "{% macro default__create_or_replace_clone(this_relation, defer_relation) %}\n create or replace table {{ this_relation }} clone {{ defer_relation }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5380218, - "supported_languages": null - }, - "macro.dbt.materialization_clone_default": { - "name": "materialization_clone_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/clone.sql", - "original_file_path": "macros/materializations/models/clone/clone.sql", - "unique_id": "macro.dbt.materialization_clone_default", - "macro_sql": "{%- materialization clone, default -%}\n\n {%- set relations = {'relations': []} -%}\n\n {%- if not defer_relation -%}\n -- nothing to do\n {{ log(\"No relation found in state manifest for \" ~ model.unique_id, info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n\n {%- if existing_relation and not flags.FULL_REFRESH -%}\n -- noop!\n {{ log(\"Relation \" ~ existing_relation ~ \" already exists\", info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set other_existing_relation = load_cached_relation(defer_relation) -%}\n\n -- If this is a database that can do zero-copy cloning of tables, and the other relation is a table, then this will be a table\n -- Otherwise, this will be a view\n\n {% set can_clone_table = can_clone_table() %}\n\n {%- if other_existing_relation and other_existing_relation.type == 'table' and can_clone_table -%}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {% if existing_relation is not none and not existing_relation.is_table %}\n {{ log(\"Dropping relation \" ~ existing_relation ~ \" because it is of type \" ~ existing_relation.type) }}\n {{ drop_relation_if_exists(existing_relation) }}\n {% endif %}\n\n -- as a general rule, data platforms that can clone tables can also do atomic 'create or replace'\n {% call statement('main') %}\n {% if target_relation and defer_relation and target_relation == defer_relation %}\n {{ log(\"Target relation and defer relation are the same, skipping clone for relation: \" ~ target_relation) }}\n {% else %}\n {{ create_or_replace_clone(target_relation, defer_relation) }}\n {% endif %}\n\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n {%- else -%}\n\n {%- set target_relation = this.incorporate(type='view') -%}\n\n -- reuse the view materialization\n -- TODO: support actual dispatch for materialization macros\n -- Tracking ticket: https://github.com/dbt-labs/dbt-core/issues/7799\n {% set search_name = \"materialization_view_\" ~ adapter.type() %}\n {% if not search_name in context %}\n {% set search_name = \"materialization_view_default\" %}\n {% endif %}\n {% set materialization_macro = context[search_name] %}\n {% set relations = materialization_macro() %}\n {{ return(relations) }}\n\n {%- endif -%}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.can_clone_table", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.statement", - "macro.dbt.create_or_replace_clone", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5418, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_seed_default": { - "name": "materialization_seed_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/seed.sql", - "original_file_path": "macros/materializations/seeds/seed.sql", - "unique_id": "macro.dbt.materialization_seed_default", - "macro_sql": "{% materialization seed, default %}\n\n {%- set identifier = model['alias'] -%}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n\n {%- set exists_as_table = (old_relation is not none and old_relation.is_table) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set grant_config = config.get('grants') -%}\n {%- set agate_table = load_agate_table() -%}\n -- grab current tables grants config for comparison later on\n\n {%- do store_result('agate_table', response='OK', agate_table=agate_table) -%}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% set create_table_sql = \"\" %}\n {% if exists_as_view %}\n {{ exceptions.raise_compiler_error(\"Cannot seed to '{}', it is a view\".format(old_relation)) }}\n {% elif exists_as_table %}\n {% set create_table_sql = reset_csv_table(model, full_refresh_mode, old_relation, agate_table) %}\n {% else %}\n {% set create_table_sql = create_csv_table(model, agate_table) %}\n {% endif %}\n\n {% set code = 'CREATE' if full_refresh_mode else 'INSERT' %}\n {% set rows_affected = (agate_table.rows | length) %}\n {% set sql = load_csv_rows(model, agate_table) %}\n\n {% call noop_statement('main', code ~ ' ' ~ rows_affected, code, rows_affected) %}\n {{ get_csv_sql(create_table_sql, sql) }};\n {% endcall %}\n\n {% set target_relation = this.incorporate(type='table') %}\n\n {% set should_revoke = should_revoke(old_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if full_refresh_mode or not exists_as_table %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.should_full_refresh", - "macro.dbt.run_hooks", - "macro.dbt.reset_csv_table", - "macro.dbt.create_csv_table", - "macro.dbt.load_csv_rows", - "macro.dbt.noop_statement", - "macro.dbt.get_csv_sql", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.544598, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.create_csv_table": { - "name": "create_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.create_csv_table", - "macro_sql": "{% macro create_csv_table(model, agate_table) -%}\n {{ adapter.dispatch('create_csv_table', 'dbt')(model, agate_table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_csv_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.551334, - "supported_languages": null - }, - "macro.dbt.default__create_csv_table": { - "name": "default__create_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__create_csv_table", - "macro_sql": "{% macro default__create_csv_table(model, agate_table) %}\n {%- set column_override = model['config'].get('column_types', {}) -%}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n\n {% set sql %}\n create table {{ this.render() }} (\n {%- for col_name in agate_table.column_names -%}\n {%- set inferred_type = adapter.convert_type(agate_table, loop.index0) -%}\n {%- set type = column_override.get(col_name, inferred_type) -%}\n {%- set column_name = (col_name | string) -%}\n {{ adapter.quote_seed_column(column_name, quote_seed_column) }} {{ type }} {%- if not loop.last -%}, {%- endif -%}\n {%- endfor -%}\n )\n {% endset %}\n\n {% call statement('_') -%}\n {{ sql }}\n {%- endcall %}\n\n {{ return(sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.552161, - "supported_languages": null - }, - "macro.dbt.reset_csv_table": { - "name": "reset_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.reset_csv_table", - "macro_sql": "{% macro reset_csv_table(model, full_refresh, old_relation, agate_table) -%}\n {{ adapter.dispatch('reset_csv_table', 'dbt')(model, full_refresh, old_relation, agate_table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__reset_csv_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.552511, - "supported_languages": null - }, - "macro.dbt.default__reset_csv_table": { - "name": "default__reset_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__reset_csv_table", - "macro_sql": "{% macro default__reset_csv_table(model, full_refresh, old_relation, agate_table) %}\n {% set sql = \"\" %}\n {% if full_refresh %}\n {{ adapter.drop_relation(old_relation) }}\n {% set sql = create_csv_table(model, agate_table) %}\n {% else %}\n {{ adapter.truncate_relation(old_relation) }}\n {% set sql = \"truncate table \" ~ old_relation %}\n {% endif %}\n\n {{ return(sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.create_csv_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.553061, - "supported_languages": null - }, - "macro.dbt.get_csv_sql": { - "name": "get_csv_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_csv_sql", - "macro_sql": "{% macro get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ adapter.dispatch('get_csv_sql', 'dbt')(create_or_truncate_sql, insert_sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_csv_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5538182, - "supported_languages": null - }, - "macro.dbt.default__get_csv_sql": { - "name": "default__get_csv_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__get_csv_sql", - "macro_sql": "{% macro default__get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ create_or_truncate_sql }};\n -- dbt seed --\n {{ insert_sql }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.554225, - "supported_languages": null - }, - "macro.dbt.get_binding_char": { - "name": "get_binding_char", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_binding_char", - "macro_sql": "{% macro get_binding_char() -%}\n {{ adapter.dispatch('get_binding_char', 'dbt')() }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_binding_char" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5546792, - "supported_languages": null - }, - "macro.dbt.default__get_binding_char": { - "name": "default__get_binding_char", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__get_binding_char", - "macro_sql": "{% macro default__get_binding_char() %}\n {{ return('%s') }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.554869, - "supported_languages": null - }, - "macro.dbt.get_batch_size": { - "name": "get_batch_size", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_batch_size", - "macro_sql": "{% macro get_batch_size() -%}\n {{ return(adapter.dispatch('get_batch_size', 'dbt')()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_batch_size" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.555418, - "supported_languages": null - }, - "macro.dbt.default__get_batch_size": { - "name": "default__get_batch_size", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__get_batch_size", - "macro_sql": "{% macro default__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.555837, - "supported_languages": null - }, - "macro.dbt.get_seed_column_quoted_csv": { - "name": "get_seed_column_quoted_csv", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_seed_column_quoted_csv", - "macro_sql": "{% macro get_seed_column_quoted_csv(model, column_names) %}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote_seed_column(col, quote_seed_column)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5563169, - "supported_languages": null - }, - "macro.dbt.load_csv_rows": { - "name": "load_csv_rows", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.load_csv_rows", - "macro_sql": "{% macro load_csv_rows(model, agate_table) -%}\n {{ adapter.dispatch('load_csv_rows', 'dbt')(model, agate_table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__load_csv_rows" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5564978, - "supported_languages": null - }, - "macro.dbt.default__load_csv_rows": { - "name": "default__load_csv_rows", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__load_csv_rows", - "macro_sql": "{% macro default__load_csv_rows(model, agate_table) %}\n\n {% set batch_size = get_batch_size() %}\n\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_batch_size", - "macro.dbt.get_seed_column_quoted_csv", - "macro.dbt.get_binding_char" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.557733, - "supported_languages": null - }, - "macro.dbt.generate_alias_name": { - "name": "generate_alias_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_alias.sql", - "original_file_path": "macros/get_custom_name/get_custom_alias.sql", - "unique_id": "macro.dbt.generate_alias_name", - "macro_sql": "{% macro generate_alias_name(custom_alias_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_alias_name', 'dbt')(custom_alias_name, node)) %}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_alias_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.558159, - "supported_languages": null - }, - "macro.dbt.default__generate_alias_name": { - "name": "default__generate_alias_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_alias.sql", - "original_file_path": "macros/get_custom_name/get_custom_alias.sql", - "unique_id": "macro.dbt.default__generate_alias_name", - "macro_sql": "{% macro default__generate_alias_name(custom_alias_name=none, node=none) -%}\n\n {%- if custom_alias_name -%}\n\n {{ custom_alias_name | trim }}\n\n {%- elif node.version -%}\n\n {{ return(node.name ~ \"_v\" ~ (node.version | replace(\".\", \"_\"))) }}\n\n {%- else -%}\n\n {{ node.name }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.558507, - "supported_languages": null - }, - "macro.dbt.generate_schema_name": { - "name": "generate_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_schema.sql", - "original_file_path": "macros/get_custom_name/get_custom_schema.sql", - "unique_id": "macro.dbt.generate_schema_name", - "macro_sql": "{% macro generate_schema_name(custom_schema_name=none, node=none) -%}\n {{ return(adapter.dispatch('generate_schema_name', 'dbt')(custom_schema_name, node)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_schema_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.558992, - "supported_languages": null - }, - "macro.dbt.default__generate_schema_name": { - "name": "default__generate_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_schema.sql", - "original_file_path": "macros/get_custom_name/get_custom_schema.sql", - "unique_id": "macro.dbt.default__generate_schema_name", - "macro_sql": "{% macro default__generate_schema_name(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if custom_schema_name is none -%}\n\n {{ default_schema }}\n\n {%- else -%}\n\n {{ default_schema }}_{{ custom_schema_name | trim }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5593102, - "supported_languages": null - }, - "macro.dbt.generate_schema_name_for_env": { - "name": "generate_schema_name_for_env", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_schema.sql", - "original_file_path": "macros/get_custom_name/get_custom_schema.sql", - "unique_id": "macro.dbt.generate_schema_name_for_env", - "macro_sql": "{% macro generate_schema_name_for_env(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if target.name == 'prod' and custom_schema_name is not none -%}\n\n {{ custom_schema_name | trim }}\n\n {%- else -%}\n\n {{ default_schema }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5596, - "supported_languages": null - }, - "macro.dbt.generate_database_name": { - "name": "generate_database_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_database.sql", - "original_file_path": "macros/get_custom_name/get_custom_database.sql", - "unique_id": "macro.dbt.generate_database_name", - "macro_sql": "{% macro generate_database_name(custom_database_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_database_name', 'dbt')(custom_database_name, node)) %}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_database_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.55999, - "supported_languages": null - }, - "macro.dbt.default__generate_database_name": { - "name": "default__generate_database_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_database.sql", - "original_file_path": "macros/get_custom_name/get_custom_database.sql", - "unique_id": "macro.dbt.default__generate_database_name", - "macro_sql": "{% macro default__generate_database_name(custom_database_name=none, node=none) -%}\n {%- set default_database = target.database -%}\n {%- if custom_database_name is none -%}\n\n {{ default_database }}\n\n {%- else -%}\n\n {{ custom_database_name }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.560228, - "supported_languages": null - }, - "macro.dbt.get_drop_sql": { - "name": "get_drop_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.get_drop_sql", - "macro_sql": "{%- macro get_drop_sql(relation) -%}\n {{- log('Applying DROP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_drop_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.561318, - "supported_languages": null - }, - "macro.dbt.default__get_drop_sql": { - "name": "default__get_drop_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.default__get_drop_sql", - "macro_sql": "{%- macro default__get_drop_sql(relation) -%}\n\n {%- if relation.is_view -%}\n {{ drop_view(relation) }}\n\n {%- elif relation.is_table -%}\n {{ drop_table(relation) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ drop_materialized_view(relation) }}\n\n {%- else -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.drop_view", - "macro.dbt.drop_table", - "macro.dbt.drop_materialized_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5617652, - "supported_languages": null - }, - "macro.dbt.drop_relation": { - "name": "drop_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.drop_relation", - "macro_sql": "{% macro drop_relation(relation) -%}\n {{ return(adapter.dispatch('drop_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__drop_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.561973, - "supported_languages": null - }, - "macro.dbt.default__drop_relation": { - "name": "default__drop_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.default__drop_relation", - "macro_sql": "{% macro default__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n {{ get_drop_sql(relation) }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.get_drop_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5626612, - "supported_languages": null - }, - "macro.dbt.drop_relation_if_exists": { - "name": "drop_relation_if_exists", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.drop_relation_if_exists", - "macro_sql": "{% macro drop_relation_if_exists(relation) %}\n {% if relation is not none %}\n {{ adapter.drop_relation(relation) }}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5631418, - "supported_languages": null - }, - "macro.dbt.get_replace_sql": { - "name": "get_replace_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/replace.sql", - "original_file_path": "macros/relations/replace.sql", - "unique_id": "macro.dbt.get_replace_sql", - "macro_sql": "{% macro get_replace_sql(existing_relation, target_relation, sql) %}\n {{- log('Applying REPLACE to: ' ~ existing_relation) -}}\n {{- adapter.dispatch('get_replace_sql', 'dbt')(existing_relation, target_relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.564019, - "supported_languages": null - }, - "macro.dbt.default__get_replace_sql": { - "name": "default__get_replace_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/replace.sql", - "original_file_path": "macros/relations/replace.sql", - "unique_id": "macro.dbt.default__get_replace_sql", - "macro_sql": "{% macro default__get_replace_sql(existing_relation, target_relation, sql) %}\n\n {# /* use a create or replace statement if possible */ #}\n\n {% set is_replaceable = existing_relation.type == target_relation_type and existing_relation.can_be_replaced %}\n\n {% if is_replaceable and existing_relation.is_view %}\n {{ get_replace_view_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_table %}\n {{ get_replace_table_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_materialized_view %}\n {{ get_replace_materialized_view_sql(target_relation, sql) }}\n\n {# /* a create or replace statement is not possible, so try to stage and/or backup to be safe */ #}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one using a backup */ #}\n {%- elif target_relation.can_be_renamed and existing_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one without using a backup */ #}\n {%- elif target_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_drop_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }}\n\n {# /* create target_relation in place by first backing up the existing relation */ #}\n {%- elif existing_relation.can_be_renamed -%}\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* no renaming is allowed, so just drop and create */ #}\n {%- else -%}\n {{ get_drop_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }}\n\n {%- endif -%}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_replace_view_sql", - "macro.dbt.get_replace_table_sql", - "macro.dbt.get_replace_materialized_view_sql", - "macro.dbt.get_create_intermediate_sql", - "macro.dbt.get_create_backup_sql", - "macro.dbt.get_rename_intermediate_sql", - "macro.dbt.get_drop_backup_sql", - "macro.dbt.get_drop_sql", - "macro.dbt.get_create_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.566122, - "supported_languages": null - }, - "macro.dbt.get_create_intermediate_sql": { - "name": "get_create_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_intermediate.sql", - "original_file_path": "macros/relations/create_intermediate.sql", - "unique_id": "macro.dbt.get_create_intermediate_sql", - "macro_sql": "{%- macro get_create_intermediate_sql(relation, sql) -%}\n {{- log('Applying CREATE INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_intermediate_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_intermediate_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.566592, - "supported_languages": null - }, - "macro.dbt.default__get_create_intermediate_sql": { - "name": "default__get_create_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_intermediate.sql", - "original_file_path": "macros/relations/create_intermediate.sql", - "unique_id": "macro.dbt.default__get_create_intermediate_sql", - "macro_sql": "{%- macro default__get_create_intermediate_sql(relation, sql) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n -- drop any pre-existing intermediate\n {{ get_drop_sql(intermediate_relation) }};\n\n {{ get_create_sql(intermediate_relation, sql) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_intermediate_relation", - "macro.dbt.get_drop_sql", - "macro.dbt.get_create_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.566942, - "supported_languages": null - }, - "macro.dbt.drop_schema_named": { - "name": "drop_schema_named", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/schema.sql", - "original_file_path": "macros/relations/schema.sql", - "unique_id": "macro.dbt.drop_schema_named", - "macro_sql": "{% macro drop_schema_named(schema_name) %}\n {{ return(adapter.dispatch('drop_schema_named', 'dbt') (schema_name)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_schema_named" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.56729, - "supported_languages": null - }, - "macro.dbt.default__drop_schema_named": { - "name": "default__drop_schema_named", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/schema.sql", - "original_file_path": "macros/relations/schema.sql", - "unique_id": "macro.dbt.default__drop_schema_named", - "macro_sql": "{% macro default__drop_schema_named(schema_name) %}\n {% set schema_relation = api.Relation.create(schema=schema_name) %}\n {{ adapter.drop_schema(schema_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.567498, - "supported_languages": null - }, - "macro.dbt.get_drop_backup_sql": { - "name": "get_drop_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop_backup.sql", - "original_file_path": "macros/relations/drop_backup.sql", - "unique_id": "macro.dbt.get_drop_backup_sql", - "macro_sql": "{%- macro get_drop_backup_sql(relation) -%}\n {{- log('Applying DROP BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_drop_backup_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.567807, - "supported_languages": null - }, - "macro.dbt.default__get_drop_backup_sql": { - "name": "default__get_drop_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop_backup.sql", - "original_file_path": "macros/relations/drop_backup.sql", - "unique_id": "macro.dbt.default__get_drop_backup_sql", - "macro_sql": "{%- macro default__get_drop_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n {{ get_drop_sql(backup_relation) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_backup_relation", - "macro.dbt.get_drop_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.568009, - "supported_languages": null - }, - "macro.dbt.get_rename_sql": { - "name": "get_rename_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.get_rename_sql", - "macro_sql": "{%- macro get_rename_sql(relation, new_name) -%}\n {{- log('Applying RENAME to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_sql', 'dbt')(relation, new_name) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5687559, - "supported_languages": null - }, - "macro.dbt.default__get_rename_sql": { - "name": "default__get_rename_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.default__get_rename_sql", - "macro_sql": "{%- macro default__get_rename_sql(relation, new_name) -%}\n\n {%- if relation.is_view -%}\n {{ get_rename_view_sql(relation, new_name) }}\n\n {%- elif relation.is_table -%}\n {{ get_rename_table_sql(relation, new_name) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_rename_materialized_view_sql(relation, new_name) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_rename_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.get_rename_view_sql", - "macro.dbt.get_rename_table_sql", - "macro.dbt.get_rename_materialized_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.569163, - "supported_languages": null - }, - "macro.dbt.rename_relation": { - "name": "rename_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.rename_relation", - "macro_sql": "{% macro rename_relation(from_relation, to_relation) -%}\n {{ return(adapter.dispatch('rename_relation', 'dbt')(from_relation, to_relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__rename_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.569356, - "supported_languages": null - }, - "macro.dbt.default__rename_relation": { - "name": "default__rename_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.default__rename_relation", - "macro_sql": "{% macro default__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter table {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5696042, - "supported_languages": null - }, - "macro.dbt.get_create_backup_sql": { - "name": "get_create_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_backup.sql", - "original_file_path": "macros/relations/create_backup.sql", - "unique_id": "macro.dbt.get_create_backup_sql", - "macro_sql": "{%- macro get_create_backup_sql(relation) -%}\n {{- log('Applying CREATE BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_backup_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.569935, - "supported_languages": null - }, - "macro.dbt.default__get_create_backup_sql": { - "name": "default__get_create_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_backup.sql", - "original_file_path": "macros/relations/create_backup.sql", - "unique_id": "macro.dbt.default__get_create_backup_sql", - "macro_sql": "{%- macro default__get_create_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n -- drop any pre-existing backup\n {{ get_drop_sql(backup_relation) }};\n\n {{ get_rename_sql(relation, backup_relation.identifier) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_backup_relation", - "macro.dbt.get_drop_sql", - "macro.dbt.get_rename_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.570176, - "supported_languages": null - }, - "macro.dbt.get_create_sql": { - "name": "get_create_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create.sql", - "original_file_path": "macros/relations/create.sql", - "unique_id": "macro.dbt.get_create_sql", - "macro_sql": "{%- macro get_create_sql(relation, sql) -%}\n {{- log('Applying CREATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.570603, - "supported_languages": null - }, - "macro.dbt.default__get_create_sql": { - "name": "default__get_create_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create.sql", - "original_file_path": "macros/relations/create.sql", - "unique_id": "macro.dbt.default__get_create_sql", - "macro_sql": "{%- macro default__get_create_sql(relation, sql) -%}\n\n {%- if relation.is_view -%}\n {{ get_create_view_as_sql(relation, sql) }}\n\n {%- elif relation.is_table -%}\n {{ get_create_table_as_sql(False, relation, sql) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_create_materialized_view_as_sql(relation, sql) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_create_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.get_create_view_as_sql", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.get_create_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571, - "supported_languages": null - }, - "macro.dbt.get_rename_intermediate_sql": { - "name": "get_rename_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename_intermediate.sql", - "original_file_path": "macros/relations/rename_intermediate.sql", - "unique_id": "macro.dbt.get_rename_intermediate_sql", - "macro_sql": "{%- macro get_rename_intermediate_sql(relation) -%}\n {{- log('Applying RENAME INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_intermediate_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_intermediate_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571303, - "supported_languages": null - }, - "macro.dbt.default__get_rename_intermediate_sql": { - "name": "default__get_rename_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename_intermediate.sql", - "original_file_path": "macros/relations/rename_intermediate.sql", - "unique_id": "macro.dbt.default__get_rename_intermediate_sql", - "macro_sql": "{%- macro default__get_rename_intermediate_sql(relation) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n {{ get_rename_sql(intermediate_relation, relation.identifier) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_intermediate_relation", - "macro.dbt.get_rename_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.57149, - "supported_languages": null - }, - "macro.dbt.drop_materialized_view": { - "name": "drop_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/drop.sql", - "original_file_path": "macros/relations/materialized_view/drop.sql", - "unique_id": "macro.dbt.drop_materialized_view", - "macro_sql": "{% macro drop_materialized_view(relation) -%}\n {{- adapter.dispatch('drop_materialized_view', 'dbt')(relation) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_materialized_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571809, - "supported_languages": null - }, - "macro.dbt.default__drop_materialized_view": { - "name": "default__drop_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/drop.sql", - "original_file_path": "macros/relations/materialized_view/drop.sql", - "unique_id": "macro.dbt.default__drop_materialized_view", - "macro_sql": "{% macro default__drop_materialized_view(relation) -%}\n drop materialized view if exists {{ relation }} cascade\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571914, - "supported_languages": null - }, - "macro.dbt.get_replace_materialized_view_sql": { - "name": "get_replace_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/replace.sql", - "original_file_path": "macros/relations/materialized_view/replace.sql", - "unique_id": "macro.dbt.get_replace_materialized_view_sql", - "macro_sql": "{% macro get_replace_materialized_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_materialized_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_materialized_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.572164, - "supported_languages": null - }, - "macro.dbt.default__get_replace_materialized_view_sql": { - "name": "default__get_replace_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/replace.sql", - "original_file_path": "macros/relations/materialized_view/replace.sql", - "unique_id": "macro.dbt.default__get_replace_materialized_view_sql", - "macro_sql": "{% macro default__get_replace_materialized_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.572374, - "supported_languages": null - }, - "macro.dbt.refresh_materialized_view": { - "name": "refresh_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/refresh.sql", - "original_file_path": "macros/relations/materialized_view/refresh.sql", - "unique_id": "macro.dbt.refresh_materialized_view", - "macro_sql": "{% macro refresh_materialized_view(relation) %}\n {{- log('Applying REFRESH to: ' ~ relation) -}}\n {{- adapter.dispatch('refresh_materialized_view', 'dbt')(relation) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__refresh_materialized_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5726552, - "supported_languages": null - }, - "macro.dbt.default__refresh_materialized_view": { - "name": "default__refresh_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/refresh.sql", - "original_file_path": "macros/relations/materialized_view/refresh.sql", - "unique_id": "macro.dbt.default__refresh_materialized_view", - "macro_sql": "{% macro default__refresh_materialized_view(relation) %}\n {{ exceptions.raise_compiler_error(\"`refresh_materialized_view` has not been implemented for this adapter.\") }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.572781, - "supported_languages": null - }, - "macro.dbt.get_rename_materialized_view_sql": { - "name": "get_rename_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/rename.sql", - "original_file_path": "macros/relations/materialized_view/rename.sql", - "unique_id": "macro.dbt.get_rename_materialized_view_sql", - "macro_sql": "{% macro get_rename_materialized_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_materialized_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_materialized_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.573028, - "supported_languages": null - }, - "macro.dbt.default__get_rename_materialized_view_sql": { - "name": "default__get_rename_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/rename.sql", - "original_file_path": "macros/relations/materialized_view/rename.sql", - "unique_id": "macro.dbt.default__get_rename_materialized_view_sql", - "macro_sql": "{% macro default__get_rename_materialized_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.573157, - "supported_languages": null - }, - "macro.dbt.get_alter_materialized_view_as_sql": { - "name": "get_alter_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.get_alter_materialized_view_as_sql", - "macro_sql": "{% macro get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{- log('Applying ALTER to: ' ~ relation) -}}\n {{- adapter.dispatch('get_alter_materialized_view_as_sql', 'dbt')(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n ) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_alter_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574096, - "supported_languages": null - }, - "macro.dbt.default__get_alter_materialized_view_as_sql": { - "name": "default__get_alter_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.default__get_alter_materialized_view_as_sql", - "macro_sql": "{% macro default__get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574272, - "supported_languages": null - }, - "macro.dbt.get_materialized_view_configuration_changes": { - "name": "get_materialized_view_configuration_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.get_materialized_view_configuration_changes", - "macro_sql": "{% macro get_materialized_view_configuration_changes(existing_relation, new_config) %}\n /* {#\n It's recommended that configuration changes be formatted as follows:\n {\"\": [{\"action\": \"\", \"context\": ...}]}\n\n For example:\n {\n \"indexes\": [\n {\"action\": \"drop\", \"context\": \"index_abc\"},\n {\"action\": \"create\", \"context\": {\"columns\": [\"column_1\", \"column_2\"], \"type\": \"hash\", \"unique\": True}},\n ],\n }\n\n Either way, `get_materialized_view_configuration_changes` needs to align with `get_alter_materialized_view_as_sql`.\n #} */\n {{- log('Determining configuration changes on: ' ~ existing_relation) -}}\n {%- do return(adapter.dispatch('get_materialized_view_configuration_changes', 'dbt')(existing_relation, new_config)) -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_materialized_view_configuration_changes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574531, - "supported_languages": null - }, - "macro.dbt.default__get_materialized_view_configuration_changes": { - "name": "default__get_materialized_view_configuration_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.default__get_materialized_view_configuration_changes", - "macro_sql": "{% macro default__get_materialized_view_configuration_changes(existing_relation, new_config) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574666, - "supported_languages": null - }, - "macro.dbt.get_create_materialized_view_as_sql": { - "name": "get_create_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/create.sql", - "original_file_path": "macros/relations/materialized_view/create.sql", - "unique_id": "macro.dbt.get_create_materialized_view_as_sql", - "macro_sql": "{% macro get_create_materialized_view_as_sql(relation, sql) -%}\n {{- adapter.dispatch('get_create_materialized_view_as_sql', 'dbt')(relation, sql) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5749178, - "supported_languages": null - }, - "macro.dbt.default__get_create_materialized_view_as_sql": { - "name": "default__get_create_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/create.sql", - "original_file_path": "macros/relations/materialized_view/create.sql", - "unique_id": "macro.dbt.default__get_create_materialized_view_as_sql", - "macro_sql": "{% macro default__get_create_materialized_view_as_sql(relation, sql) -%}\n {{ exceptions.raise_compiler_error(\n \"`get_create_materialized_view_as_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5750499, - "supported_languages": null - }, - "macro.dbt.get_table_columns_and_constraints": { - "name": "get_table_columns_and_constraints", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.get_table_columns_and_constraints", - "macro_sql": "{%- macro get_table_columns_and_constraints() -%}\n {{ adapter.dispatch('get_table_columns_and_constraints', 'dbt')() }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_table_columns_and_constraints" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.575975, - "supported_languages": null - }, - "macro.dbt.default__get_table_columns_and_constraints": { - "name": "default__get_table_columns_and_constraints", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.default__get_table_columns_and_constraints", - "macro_sql": "{% macro default__get_table_columns_and_constraints() -%}\n {{ return(table_columns_and_constraints()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.table_columns_and_constraints" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.576086, - "supported_languages": null - }, - "macro.dbt.table_columns_and_constraints": { - "name": "table_columns_and_constraints", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.table_columns_and_constraints", - "macro_sql": "{% macro table_columns_and_constraints() %}\n {# loop through user_provided_columns to create DDL with data types and constraints #}\n {%- set raw_column_constraints = adapter.render_raw_columns_constraints(raw_columns=model['columns']) -%}\n {%- set raw_model_constraints = adapter.render_raw_model_constraints(raw_constraints=model['constraints']) -%}\n (\n {% for c in raw_column_constraints -%}\n {{ c }}{{ \",\" if not loop.last or raw_model_constraints }}\n {% endfor %}\n {% for c in raw_model_constraints -%}\n {{ c }}{{ \",\" if not loop.last }}\n {% endfor -%}\n )\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5765572, - "supported_languages": null - }, - "macro.dbt.get_assert_columns_equivalent": { - "name": "get_assert_columns_equivalent", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.get_assert_columns_equivalent", - "macro_sql": "\n\n{%- macro get_assert_columns_equivalent(sql) -%}\n {{ adapter.dispatch('get_assert_columns_equivalent', 'dbt')(sql) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.576898, - "supported_languages": null - }, - "macro.dbt.default__get_assert_columns_equivalent": { - "name": "default__get_assert_columns_equivalent", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.default__get_assert_columns_equivalent", - "macro_sql": "{% macro default__get_assert_columns_equivalent(sql) -%}\n {{ return(assert_columns_equivalent(sql)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.577066, - "supported_languages": null - }, - "macro.dbt.assert_columns_equivalent": { - "name": "assert_columns_equivalent", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.assert_columns_equivalent", - "macro_sql": "{% macro assert_columns_equivalent(sql) %}\n\n {#-- First ensure the user has defined 'columns' in yaml specification --#}\n {%- set user_defined_columns = model['columns'] -%}\n {%- if not user_defined_columns -%}\n {{ exceptions.raise_contract_error([], []) }}\n {%- endif -%}\n\n {#-- Obtain the column schema provided by sql file. #}\n {%- set sql_file_provided_columns = get_column_schema_from_query(sql, config.get('sql_header', none)) -%}\n {#--Obtain the column schema provided by the schema file by generating an 'empty schema' query from the model's columns. #}\n {%- set schema_file_provided_columns = get_column_schema_from_query(get_empty_schema_sql(user_defined_columns)) -%}\n\n {#-- create dictionaries with name and formatted data type and strings for exception #}\n {%- set sql_columns = format_columns(sql_file_provided_columns) -%}\n {%- set yaml_columns = format_columns(schema_file_provided_columns) -%}\n\n {%- if sql_columns|length != yaml_columns|length -%}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n\n {%- for sql_col in sql_columns -%}\n {%- set yaml_col = [] -%}\n {%- for this_col in yaml_columns -%}\n {%- if this_col['name'] == sql_col['name'] -%}\n {%- do yaml_col.append(this_col) -%}\n {%- break -%}\n {%- endif -%}\n {%- endfor -%}\n {%- if not yaml_col -%}\n {#-- Column with name not found in yaml #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- if sql_col['formatted'] != yaml_col[0]['formatted'] -%}\n {#-- Column data types don't match #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- endfor -%}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_column_schema_from_query", - "macro.dbt.get_empty_schema_sql", - "macro.dbt.format_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.578506, - "supported_languages": null - }, - "macro.dbt.format_columns": { - "name": "format_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.format_columns", - "macro_sql": "{% macro format_columns(columns) %}\n {% set formatted_columns = [] %}\n {% for column in columns %}\n {%- set formatted_column = adapter.dispatch('format_column', 'dbt')(column) -%}\n {%- do formatted_columns.append(formatted_column) -%}\n {% endfor %}\n {{ return(formatted_columns) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__format_column" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5790122, - "supported_languages": null - }, - "macro.dbt.default__format_column": { - "name": "default__format_column", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.default__format_column", - "macro_sql": "{% macro default__format_column(column) -%}\n {% set data_type = column.dtype %}\n {% set formatted = column.column.lower() ~ \" \" ~ data_type %}\n {{ return({'name': column.name, 'data_type': data_type, 'formatted': formatted}) }}\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579401, - "supported_languages": null - }, - "macro.dbt.drop_table": { - "name": "drop_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/drop.sql", - "original_file_path": "macros/relations/table/drop.sql", - "unique_id": "macro.dbt.drop_table", - "macro_sql": "{% macro drop_table(relation) -%}\n {{- adapter.dispatch('drop_table', 'dbt')(relation) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579648, - "supported_languages": null - }, - "macro.dbt.default__drop_table": { - "name": "default__drop_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/drop.sql", - "original_file_path": "macros/relations/table/drop.sql", - "unique_id": "macro.dbt.default__drop_table", - "macro_sql": "{% macro default__drop_table(relation) -%}\n drop table if exists {{ relation }} cascade\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579745, - "supported_languages": null - }, - "macro.dbt.get_replace_table_sql": { - "name": "get_replace_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/replace.sql", - "original_file_path": "macros/relations/table/replace.sql", - "unique_id": "macro.dbt.get_replace_table_sql", - "macro_sql": "{% macro get_replace_table_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_table_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_table_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579995, - "supported_languages": null - }, - "macro.dbt.default__get_replace_table_sql": { - "name": "default__get_replace_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/replace.sql", - "original_file_path": "macros/relations/table/replace.sql", - "unique_id": "macro.dbt.default__get_replace_table_sql", - "macro_sql": "{% macro default__get_replace_table_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5801332, - "supported_languages": null - }, - "macro.dbt.get_rename_table_sql": { - "name": "get_rename_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/rename.sql", - "original_file_path": "macros/relations/table/rename.sql", - "unique_id": "macro.dbt.get_rename_table_sql", - "macro_sql": "{% macro get_rename_table_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_table_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_table_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.580383, - "supported_languages": null - }, - "macro.dbt.default__get_rename_table_sql": { - "name": "default__get_rename_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/rename.sql", - "original_file_path": "macros/relations/table/rename.sql", - "unique_id": "macro.dbt.default__get_rename_table_sql", - "macro_sql": "{% macro default__get_rename_table_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.580514, - "supported_languages": null - }, - "macro.dbt.get_create_table_as_sql": { - "name": "get_create_table_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.get_create_table_as_sql", - "macro_sql": "{% macro get_create_table_as_sql(temporary, relation, sql) -%}\n {{ adapter.dispatch('get_create_table_as_sql', 'dbt')(temporary, relation, sql) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_table_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5813088, - "supported_languages": null - }, - "macro.dbt.default__get_create_table_as_sql": { - "name": "default__get_create_table_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__get_create_table_as_sql", - "macro_sql": "{% macro default__get_create_table_as_sql(temporary, relation, sql) -%}\n {{ return(create_table_as(temporary, relation, sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5814779, - "supported_languages": null - }, - "macro.dbt.create_table_as": { - "name": "create_table_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.create_table_as", - "macro_sql": "{% macro create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {# backward compatibility for create_table_as that does not support language #}\n {% if language == \"sql\" %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code)}}\n {% else %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code, language) }}\n {% endif %}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5818748, - "supported_languages": null - }, - "macro.dbt.default__create_table_as": { - "name": "default__create_table_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__create_table_as", - "macro_sql": "{% macro default__create_table_as(temporary, relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced and (not temporary) %}\n {{ get_assert_columns_equivalent(sql) }}\n {{ get_table_columns_and_constraints() }}\n {%- set sql = get_select_subquery(sql) %}\n {% endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent", - "macro.dbt.get_table_columns_and_constraints", - "macro.dbt.get_select_subquery" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5825112, - "supported_languages": null - }, - "macro.dbt.default__get_column_names": { - "name": "default__get_column_names", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__get_column_names", - "macro_sql": "{% macro default__get_column_names() %}\n {#- loop through user_provided_columns to get column names -#}\n {%- set user_provided_columns = model['columns'] -%}\n {%- for i in user_provided_columns %}\n {%- set col = user_provided_columns[i] -%}\n {%- set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] -%}\n {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.582929, - "supported_languages": null - }, - "macro.dbt.get_select_subquery": { - "name": "get_select_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.get_select_subquery", - "macro_sql": "{% macro get_select_subquery(sql) %}\n {{ return(adapter.dispatch('get_select_subquery', 'dbt')(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_select_subquery" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5830982, - "supported_languages": null - }, - "macro.dbt.default__get_select_subquery": { - "name": "default__get_select_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__get_select_subquery", - "macro_sql": "{% macro default__get_select_subquery(sql) %}\n select {{ adapter.dispatch('get_column_names', 'dbt')() }}\n from (\n {{ sql }}\n ) as model_subq\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.get_column_names", - "macro.dbt.default__get_column_names" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5832698, - "supported_languages": null - }, - "macro.dbt.drop_view": { - "name": "drop_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/drop.sql", - "original_file_path": "macros/relations/view/drop.sql", - "unique_id": "macro.dbt.drop_view", - "macro_sql": "{% macro drop_view(relation) -%}\n {{- adapter.dispatch('drop_view', 'dbt')(relation) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5834901, - "supported_languages": null - }, - "macro.dbt.default__drop_view": { - "name": "default__drop_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/drop.sql", - "original_file_path": "macros/relations/view/drop.sql", - "unique_id": "macro.dbt.default__drop_view", - "macro_sql": "{% macro default__drop_view(relation) -%}\n drop view if exists {{ relation }} cascade\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.583584, - "supported_languages": null - }, - "macro.dbt.get_replace_view_sql": { - "name": "get_replace_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.get_replace_view_sql", - "macro_sql": "{% macro get_replace_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.584353, - "supported_languages": null - }, - "macro.dbt.default__get_replace_view_sql": { - "name": "default__get_replace_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.default__get_replace_view_sql", - "macro_sql": "{% macro default__get_replace_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.584754, - "supported_languages": null - }, - "macro.dbt.create_or_replace_view": { - "name": "create_or_replace_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.create_or_replace_view", - "macro_sql": "{% macro create_or_replace_view() %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks) }}\n\n -- If there's a table with the same name and we weren't told to full refresh,\n -- that's an error. If we were told to full refresh, drop it. This behavior differs\n -- for Snowflake and BigQuery, so multiple dispatch is used.\n {%- if old_relation is not none and old_relation.is_table -%}\n {{ handle_existing_table(should_full_refresh(), old_relation) }}\n {%- endif -%}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(target_relation, sql) }}\n {%- endcall %}\n\n {% set should_revoke = should_revoke(exists_as_view, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {{ run_hooks(post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_hooks", - "macro.dbt.handle_existing_table", - "macro.dbt.should_full_refresh", - "macro.dbt.statement", - "macro.dbt.get_create_view_as_sql", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.585983, - "supported_languages": null - }, - "macro.dbt.handle_existing_table": { - "name": "handle_existing_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.handle_existing_table", - "macro_sql": "{% macro handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.dispatch('handle_existing_table', 'dbt')(full_refresh, old_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__handle_existing_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.586167, - "supported_languages": null - }, - "macro.dbt.default__handle_existing_table": { - "name": "default__handle_existing_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.default__handle_existing_table", - "macro_sql": "{% macro default__handle_existing_table(full_refresh, old_relation) %}\n {{ log(\"Dropping relation \" ~ old_relation ~ \" because it is of type \" ~ old_relation.type) }}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5863621, - "supported_languages": null - }, - "macro.dbt.get_rename_view_sql": { - "name": "get_rename_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/rename.sql", - "original_file_path": "macros/relations/view/rename.sql", - "unique_id": "macro.dbt.get_rename_view_sql", - "macro_sql": "{% macro get_rename_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.586609, - "supported_languages": null - }, - "macro.dbt.default__get_rename_view_sql": { - "name": "default__get_rename_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/rename.sql", - "original_file_path": "macros/relations/view/rename.sql", - "unique_id": "macro.dbt.default__get_rename_view_sql", - "macro_sql": "{% macro default__get_rename_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.586755, - "supported_languages": null - }, - "macro.dbt.get_create_view_as_sql": { - "name": "get_create_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.get_create_view_as_sql", - "macro_sql": "{% macro get_create_view_as_sql(relation, sql) -%}\n {{ adapter.dispatch('get_create_view_as_sql', 'dbt')(relation, sql) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.587469, - "supported_languages": null - }, - "macro.dbt.default__get_create_view_as_sql": { - "name": "default__get_create_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.default__get_create_view_as_sql", - "macro_sql": "{% macro default__get_create_view_as_sql(relation, sql) -%}\n {{ return(create_view_as(relation, sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.create_view_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.587637, - "supported_languages": null - }, - "macro.dbt.create_view_as": { - "name": "create_view_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.create_view_as", - "macro_sql": "{% macro create_view_as(relation, sql) -%}\n {{ adapter.dispatch('create_view_as', 'dbt')(relation, sql) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__create_view_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.587903, - "supported_languages": null - }, - "macro.dbt.default__create_view_as": { - "name": "default__create_view_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.default__create_view_as", - "macro_sql": "{% macro default__create_view_as(relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.588358, - "supported_languages": null - }, - "macro.dbt.default__test_relationships": { - "name": "default__test_relationships", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/relationships.sql", - "original_file_path": "macros/generic_test_sql/relationships.sql", - "unique_id": "macro.dbt.default__test_relationships", - "macro_sql": "{% macro default__test_relationships(model, column_name, to, field) %}\n\nwith child as (\n select {{ column_name }} as from_field\n from {{ model }}\n where {{ column_name }} is not null\n),\n\nparent as (\n select {{ field }} as to_field\n from {{ to }}\n)\n\nselect\n from_field\n\nfrom child\nleft join parent\n on child.from_field = parent.to_field\n\nwhere parent.to_field is null\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5886998, - "supported_languages": null - }, - "macro.dbt.default__test_not_null": { - "name": "default__test_not_null", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/not_null.sql", - "original_file_path": "macros/generic_test_sql/not_null.sql", - "unique_id": "macro.dbt.default__test_not_null", - "macro_sql": "{% macro default__test_not_null(model, column_name) %}\n\n{% set column_list = '*' if should_store_failures() else column_name %}\n\nselect {{ column_list }}\nfrom {{ model }}\nwhere {{ column_name }} is null\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.should_store_failures" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.588962, - "supported_languages": null - }, - "macro.dbt.default__test_unique": { - "name": "default__test_unique", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/unique.sql", - "original_file_path": "macros/generic_test_sql/unique.sql", - "unique_id": "macro.dbt.default__test_unique", - "macro_sql": "{% macro default__test_unique(model, column_name) %}\n\nselect\n {{ column_name }} as unique_field,\n count(*) as n_records\n\nfrom {{ model }}\nwhere {{ column_name }} is not null\ngroup by {{ column_name }}\nhaving count(*) > 1\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.58918, - "supported_languages": null - }, - "macro.dbt.default__test_accepted_values": { - "name": "default__test_accepted_values", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/accepted_values.sql", - "original_file_path": "macros/generic_test_sql/accepted_values.sql", - "unique_id": "macro.dbt.default__test_accepted_values", - "macro_sql": "{% macro default__test_accepted_values(model, column_name, values, quote=True) %}\n\nwith all_values as (\n\n select\n {{ column_name }} as value_field,\n count(*) as n_records\n\n from {{ model }}\n group by {{ column_name }}\n\n)\n\nselect *\nfrom all_values\nwhere value_field not in (\n {% for value in values -%}\n {% if quote -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n)\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.589668, - "supported_languages": null - }, - "macro.dbt.statement": { - "name": "statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/statement.sql", - "original_file_path": "macros/etc/statement.sql", - "unique_id": "macro.dbt.statement", - "macro_sql": "\n{%- macro statement(name=None, fetch_result=False, auto_begin=True, language='sql') -%}\n {%- if execute: -%}\n {%- set compiled_code = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime {} for node \"{}\"'.format(language, model['unique_id'])) }}\n {{ write(compiled_code) }}\n {%- endif -%}\n {%- if language == 'sql'-%}\n {%- set res, table = adapter.execute(compiled_code, auto_begin=auto_begin, fetch=fetch_result) -%}\n {%- elif language == 'python' -%}\n {%- set res = submit_python_job(model, compiled_code) -%}\n {#-- TODO: What should table be for python models? --#}\n {%- set table = None -%}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"statement macro didn't get supported language\") %}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_result(name, response=res, agate_table=table) }}\n {%- endif -%}\n\n {%- endif -%}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5913348, - "supported_languages": null - }, - "macro.dbt.noop_statement": { - "name": "noop_statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/statement.sql", - "original_file_path": "macros/etc/statement.sql", - "unique_id": "macro.dbt.noop_statement", - "macro_sql": "{% macro noop_statement(name=None, message=None, code=None, rows_affected=None, res=None) -%}\n {%- set sql = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime SQL for node \"{}\"'.format(model['unique_id'])) }}\n {{ write(sql) }}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_raw_result(name, message=message, code=code, rows_affected=rows_affected, agate_table=res) }}\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.592107, - "supported_languages": null - }, - "macro.dbt.run_query": { - "name": "run_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/statement.sql", - "original_file_path": "macros/etc/statement.sql", - "unique_id": "macro.dbt.run_query", - "macro_sql": "{% macro run_query(sql) %}\n {% call statement(\"run_query_statement\", fetch_result=true, auto_begin=false) %}\n {{ sql }}\n {% endcall %}\n\n {% do return(load_result(\"run_query_statement\").table) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5923688, - "supported_languages": null - }, - "macro.dbt.convert_datetime": { - "name": "convert_datetime", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.convert_datetime", - "macro_sql": "{% macro convert_datetime(date_str, date_fmt) %}\n\n {% set error_msg -%}\n The provided partition date '{{ date_str }}' does not match the expected format '{{ date_fmt }}'\n {%- endset %}\n\n {% set res = try_or_compiler_error(error_msg, modules.datetime.datetime.strptime, date_str.strip(), date_fmt) %}\n {{ return(res) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.594178, - "supported_languages": null - }, - "macro.dbt.dates_in_range": { - "name": "dates_in_range", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.dates_in_range", - "macro_sql": "{% macro dates_in_range(start_date_str, end_date_str=none, in_fmt=\"%Y%m%d\", out_fmt=\"%Y%m%d\") %}\n {% set end_date_str = start_date_str if end_date_str is none else end_date_str %}\n\n {% set start_date = convert_datetime(start_date_str, in_fmt) %}\n {% set end_date = convert_datetime(end_date_str, in_fmt) %}\n\n {% set day_count = (end_date - start_date).days %}\n {% if day_count < 0 %}\n {% set msg -%}\n Partition start date is after the end date ({{ start_date }}, {{ end_date }})\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg, model) }}\n {% endif %}\n\n {% set date_list = [] %}\n {% for i in range(0, day_count + 1) %}\n {% set the_date = (modules.datetime.timedelta(days=i) + start_date) %}\n {% if not out_fmt %}\n {% set _ = date_list.append(the_date) %}\n {% else %}\n {% set _ = date_list.append(the_date.strftime(out_fmt)) %}\n {% endif %}\n {% endfor %}\n\n {{ return(date_list) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.convert_datetime" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.595413, - "supported_languages": null - }, - "macro.dbt.partition_range": { - "name": "partition_range", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.partition_range", - "macro_sql": "{% macro partition_range(raw_partition_date, date_fmt='%Y%m%d') %}\n {% set partition_range = (raw_partition_date | string).split(\",\") %}\n\n {% if (partition_range | length) == 1 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = none %}\n {% elif (partition_range | length) == 2 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = partition_range[1] %}\n {% else %}\n {{ exceptions.raise_compiler_error(\"Invalid partition time. Expected format: {Start Date}[,{End Date}]. Got: \" ~ raw_partition_date) }}\n {% endif %}\n\n {{ return(dates_in_range(start_date, end_date, in_fmt=date_fmt)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.dates_in_range" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.596152, - "supported_languages": null - }, - "macro.dbt.py_current_timestring": { - "name": "py_current_timestring", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.py_current_timestring", - "macro_sql": "{% macro py_current_timestring() %}\n {% set dt = modules.datetime.datetime.now() %}\n {% do return(dt.strftime(\"%Y%m%d%H%M%S%f\")) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5963662, - "supported_languages": null - }, - "macro.dbt.except": { - "name": "except", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/except.sql", - "original_file_path": "macros/utils/except.sql", - "unique_id": "macro.dbt.except", - "macro_sql": "{% macro except() %}\n {{ return(adapter.dispatch('except', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__except" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.596595, - "supported_languages": null - }, - "macro.dbt.default__except": { - "name": "default__except", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/except.sql", - "original_file_path": "macros/utils/except.sql", - "unique_id": "macro.dbt.default__except", - "macro_sql": "{% macro default__except() %}\n\n except\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5966668, - "supported_languages": null - }, - "macro.dbt.get_intervals_between": { - "name": "get_intervals_between", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.get_intervals_between", - "macro_sql": "{% macro get_intervals_between(start_date, end_date, datepart) -%}\n {{ return(adapter.dispatch('get_intervals_between', 'dbt')(start_date, end_date, datepart)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_intervals_between" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.597534, - "supported_languages": null - }, - "macro.dbt.default__get_intervals_between": { - "name": "default__get_intervals_between", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.default__get_intervals_between", - "macro_sql": "{% macro default__get_intervals_between(start_date, end_date, datepart) -%}\n {%- call statement('get_intervals_between', fetch_result=True) %}\n\n select {{ dbt.datediff(start_date, end_date, datepart) }}\n\n {%- endcall -%}\n\n {%- set value_list = load_result('get_intervals_between') -%}\n\n {%- if value_list and value_list['data'] -%}\n {%- set values = value_list['data'] | map(attribute=0) | list %}\n {{ return(values[0]) }}\n {%- else -%}\n {{ return(1) }}\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.datediff" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598059, - "supported_languages": null - }, - "macro.dbt.date_spine": { - "name": "date_spine", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.date_spine", - "macro_sql": "{% macro date_spine(datepart, start_date, end_date) %}\n {{ return(adapter.dispatch('date_spine', 'dbt')(datepart, start_date, end_date)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__date_spine" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598263, - "supported_languages": null - }, - "macro.dbt.default__date_spine": { - "name": "default__date_spine", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.default__date_spine", - "macro_sql": "{% macro default__date_spine(datepart, start_date, end_date) %}\n\n\n {# call as follows:\n\n date_spine(\n \"day\",\n \"to_date('01/01/2016', 'mm/dd/yyyy')\",\n \"dbt.dateadd(week, 1, current_date)\"\n ) #}\n\n\n with rawdata as (\n\n {{dbt.generate_series(\n dbt.get_intervals_between(start_date, end_date, datepart)\n )}}\n\n ),\n\n all_periods as (\n\n select (\n {{\n dbt.dateadd(\n datepart,\n \"row_number() over (order by 1) - 1\",\n start_date\n )\n }}\n ) as date_{{datepart}}\n from rawdata\n\n ),\n\n filtered as (\n\n select *\n from all_periods\n where date_{{datepart}} <= {{ end_date }}\n\n )\n\n select * from filtered\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.generate_series", - "macro.dbt.get_intervals_between", - "macro.dbt.dateadd" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598598, - "supported_languages": null - }, - "macro.dbt.date": { - "name": "date", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date.sql", - "original_file_path": "macros/utils/date.sql", - "unique_id": "macro.dbt.date", - "macro_sql": "{% macro date(year, month, day) %}\n {{ return(adapter.dispatch('date', 'dbt') (year, month, day)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__date" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598995, - "supported_languages": null - }, - "macro.dbt.default__date": { - "name": "default__date", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date.sql", - "original_file_path": "macros/utils/date.sql", - "unique_id": "macro.dbt.default__date", - "macro_sql": "{% macro default__date(year, month, day) -%}\n {%- set dt = modules.datetime.date(year, month, day) -%}\n {%- set iso_8601_formatted_date = dt.strftime('%Y-%m-%d') -%}\n to_date('{{ iso_8601_formatted_date }}', 'YYYY-MM-DD')\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.599257, - "supported_languages": null - }, - "macro.dbt.replace": { - "name": "replace", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/replace.sql", - "original_file_path": "macros/utils/replace.sql", - "unique_id": "macro.dbt.replace", - "macro_sql": "{% macro replace(field, old_chars, new_chars) -%}\n {{ return(adapter.dispatch('replace', 'dbt') (field, old_chars, new_chars)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__replace" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.599692, - "supported_languages": null - }, - "macro.dbt.default__replace": { - "name": "default__replace", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/replace.sql", - "original_file_path": "macros/utils/replace.sql", - "unique_id": "macro.dbt.default__replace", - "macro_sql": "{% macro default__replace(field, old_chars, new_chars) %}\n\n replace(\n {{ field }},\n {{ old_chars }},\n {{ new_chars }}\n )\n\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.599882, - "supported_languages": null - }, - "macro.dbt.concat": { - "name": "concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/concat.sql", - "original_file_path": "macros/utils/concat.sql", - "unique_id": "macro.dbt.concat", - "macro_sql": "{% macro concat(fields) -%}\n {{ return(adapter.dispatch('concat', 'dbt')(fields)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__concat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6001291, - "supported_languages": null - }, - "macro.dbt.default__concat": { - "name": "default__concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/concat.sql", - "original_file_path": "macros/utils/concat.sql", - "unique_id": "macro.dbt.default__concat", - "macro_sql": "{% macro default__concat(fields) -%}\n {{ fields|join(' || ') }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.600281, - "supported_languages": null - }, - "macro.dbt.get_powers_of_two": { - "name": "get_powers_of_two", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.get_powers_of_two", - "macro_sql": "{% macro get_powers_of_two(upper_bound) %}\n {{ return(adapter.dispatch('get_powers_of_two', 'dbt')(upper_bound)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_powers_of_two" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6011431, - "supported_languages": null - }, - "macro.dbt.default__get_powers_of_two": { - "name": "default__get_powers_of_two", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.default__get_powers_of_two", - "macro_sql": "{% macro default__get_powers_of_two(upper_bound) %}\n\n {% if upper_bound <= 0 %}\n {{ exceptions.raise_compiler_error(\"upper bound must be positive\") }}\n {% endif %}\n\n {% for _ in range(1, 100) %}\n {% if upper_bound <= 2 ** loop.index %}{{ return(loop.index) }}{% endif %}\n {% endfor %}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.601634, - "supported_languages": null - }, - "macro.dbt.generate_series": { - "name": "generate_series", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.generate_series", - "macro_sql": "{% macro generate_series(upper_bound) %}\n {{ return(adapter.dispatch('generate_series', 'dbt')(upper_bound)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_series" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.601803, - "supported_languages": null - }, - "macro.dbt.default__generate_series": { - "name": "default__generate_series", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.default__generate_series", - "macro_sql": "{% macro default__generate_series(upper_bound) %}\n\n {% set n = dbt.get_powers_of_two(upper_bound) %}\n\n with p as (\n select 0 as generated_number union all select 1\n ), unioned as (\n\n select\n\n {% for i in range(n) %}\n p{{i}}.generated_number * power(2, {{i}})\n {% if not loop.last %} + {% endif %}\n {% endfor %}\n + 1\n as generated_number\n\n from\n\n {% for i in range(n) %}\n p as p{{i}}\n {% if not loop.last %} cross join {% endif %}\n {% endfor %}\n\n )\n\n select *\n from unioned\n where generated_number <= {{upper_bound}}\n order by generated_number\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_powers_of_two" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602241, - "supported_languages": null - }, - "macro.dbt.length": { - "name": "length", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/length.sql", - "original_file_path": "macros/utils/length.sql", - "unique_id": "macro.dbt.length", - "macro_sql": "{% macro length(expression) -%}\n {{ return(adapter.dispatch('length', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__length" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602468, - "supported_languages": null - }, - "macro.dbt.default__length": { - "name": "default__length", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/length.sql", - "original_file_path": "macros/utils/length.sql", - "unique_id": "macro.dbt.default__length", - "macro_sql": "{% macro default__length(expression) %}\n\n length(\n {{ expression }}\n )\n\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602565, - "supported_languages": null - }, - "macro.dbt.dateadd": { - "name": "dateadd", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/dateadd.sql", - "original_file_path": "macros/utils/dateadd.sql", - "unique_id": "macro.dbt.dateadd", - "macro_sql": "{% macro dateadd(datepart, interval, from_date_or_timestamp) %}\n {{ return(adapter.dispatch('dateadd', 'dbt')(datepart, interval, from_date_or_timestamp)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__dateadd" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602869, - "supported_languages": null - }, - "macro.dbt.default__dateadd": { - "name": "default__dateadd", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/dateadd.sql", - "original_file_path": "macros/utils/dateadd.sql", - "unique_id": "macro.dbt.default__dateadd", - "macro_sql": "{% macro default__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n dateadd(\n {{ datepart }},\n {{ interval }},\n {{ from_date_or_timestamp }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60308, - "supported_languages": null - }, - "macro.dbt.intersect": { - "name": "intersect", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/intersect.sql", - "original_file_path": "macros/utils/intersect.sql", - "unique_id": "macro.dbt.intersect", - "macro_sql": "{% macro intersect() %}\n {{ return(adapter.dispatch('intersect', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__intersect" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60331, - "supported_languages": null - }, - "macro.dbt.default__intersect": { - "name": "default__intersect", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/intersect.sql", - "original_file_path": "macros/utils/intersect.sql", - "unique_id": "macro.dbt.default__intersect", - "macro_sql": "{% macro default__intersect() %}\n\n intersect\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.603382, - "supported_languages": null - }, - "macro.dbt.escape_single_quotes": { - "name": "escape_single_quotes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/escape_single_quotes.sql", - "original_file_path": "macros/utils/escape_single_quotes.sql", - "unique_id": "macro.dbt.escape_single_quotes", - "macro_sql": "{% macro escape_single_quotes(expression) %}\n {{ return(adapter.dispatch('escape_single_quotes', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__escape_single_quotes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6036139, - "supported_languages": null - }, - "macro.dbt.default__escape_single_quotes": { - "name": "default__escape_single_quotes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/escape_single_quotes.sql", - "original_file_path": "macros/utils/escape_single_quotes.sql", - "unique_id": "macro.dbt.default__escape_single_quotes", - "macro_sql": "{% macro default__escape_single_quotes(expression) -%}\n{{ expression | replace(\"'\",\"''\") }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.603744, - "supported_languages": null - }, - "macro.dbt.right": { - "name": "right", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/right.sql", - "original_file_path": "macros/utils/right.sql", - "unique_id": "macro.dbt.right", - "macro_sql": "{% macro right(string_text, length_expression) -%}\n {{ return(adapter.dispatch('right', 'dbt') (string_text, length_expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__right" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.604049, - "supported_languages": null - }, - "macro.dbt.default__right": { - "name": "default__right", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/right.sql", - "original_file_path": "macros/utils/right.sql", - "unique_id": "macro.dbt.default__right", - "macro_sql": "{% macro default__right(string_text, length_expression) %}\n\n right(\n {{ string_text }},\n {{ length_expression }}\n )\n\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.604373, - "supported_languages": null - }, - "macro.dbt.listagg": { - "name": "listagg", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/listagg.sql", - "original_file_path": "macros/utils/listagg.sql", - "unique_id": "macro.dbt.listagg", - "macro_sql": "{% macro listagg(measure, delimiter_text=\"','\", order_by_clause=none, limit_num=none) -%}\n {{ return(adapter.dispatch('listagg', 'dbt') (measure, delimiter_text, order_by_clause, limit_num)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__listagg" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.605271, - "supported_languages": null - }, - "macro.dbt.default__listagg": { - "name": "default__listagg", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/listagg.sql", - "original_file_path": "macros/utils/listagg.sql", - "unique_id": "macro.dbt.default__listagg", - "macro_sql": "{% macro default__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n\n {% if limit_num -%}\n array_to_string(\n array_slice(\n array_agg(\n {{ measure }}\n ){% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n ,0\n ,{{ limit_num }}\n ),\n {{ delimiter_text }}\n )\n {%- else %}\n listagg(\n {{ measure }},\n {{ delimiter_text }}\n )\n {% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n {%- endif %}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.605628, - "supported_languages": null - }, - "macro.dbt.datediff": { - "name": "datediff", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/datediff.sql", - "original_file_path": "macros/utils/datediff.sql", - "unique_id": "macro.dbt.datediff", - "macro_sql": "{% macro datediff(first_date, second_date, datepart) %}\n {{ return(adapter.dispatch('datediff', 'dbt')(first_date, second_date, datepart)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__datediff" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6059341, - "supported_languages": null - }, - "macro.dbt.default__datediff": { - "name": "default__datediff", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/datediff.sql", - "original_file_path": "macros/utils/datediff.sql", - "unique_id": "macro.dbt.default__datediff", - "macro_sql": "{% macro default__datediff(first_date, second_date, datepart) -%}\n\n datediff(\n {{ datepart }},\n {{ first_date }},\n {{ second_date }}\n )\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.606266, - "supported_languages": null - }, - "macro.dbt.safe_cast": { - "name": "safe_cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/safe_cast.sql", - "original_file_path": "macros/utils/safe_cast.sql", - "unique_id": "macro.dbt.safe_cast", - "macro_sql": "{% macro safe_cast(field, type) %}\n {{ return(adapter.dispatch('safe_cast', 'dbt') (field, type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__safe_cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60669, - "supported_languages": null - }, - "macro.dbt.default__safe_cast": { - "name": "default__safe_cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/safe_cast.sql", - "original_file_path": "macros/utils/safe_cast.sql", - "unique_id": "macro.dbt.default__safe_cast", - "macro_sql": "{% macro default__safe_cast(field, type) %}\n {# most databases don't support this function yet\n so we just need to use cast #}\n cast({{field}} as {{type}})\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.607027, - "supported_languages": null - }, - "macro.dbt.hash": { - "name": "hash", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/hash.sql", - "original_file_path": "macros/utils/hash.sql", - "unique_id": "macro.dbt.hash", - "macro_sql": "{% macro hash(field) -%}\n {{ return(adapter.dispatch('hash', 'dbt') (field)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__hash" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.607307, - "supported_languages": null - }, - "macro.dbt.default__hash": { - "name": "default__hash", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/hash.sql", - "original_file_path": "macros/utils/hash.sql", - "unique_id": "macro.dbt.default__hash", - "macro_sql": "{% macro default__hash(field) -%}\n md5(cast({{ field }} as {{ api.Column.translate_type('string') }}))\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.607462, - "supported_languages": null - }, - "macro.dbt.cast_bool_to_text": { - "name": "cast_bool_to_text", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast_bool_to_text.sql", - "original_file_path": "macros/utils/cast_bool_to_text.sql", - "unique_id": "macro.dbt.cast_bool_to_text", - "macro_sql": "{% macro cast_bool_to_text(field) %}\n {{ adapter.dispatch('cast_bool_to_text', 'dbt') (field) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__cast_bool_to_text" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6078038, - "supported_languages": null - }, - "macro.dbt.default__cast_bool_to_text": { - "name": "default__cast_bool_to_text", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast_bool_to_text.sql", - "original_file_path": "macros/utils/cast_bool_to_text.sql", - "unique_id": "macro.dbt.default__cast_bool_to_text", - "macro_sql": "{% macro default__cast_bool_to_text(field) %}\n cast({{ field }} as {{ api.Column.translate_type('string') }})\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6080132, - "supported_languages": null - }, - "macro.dbt.cast": { - "name": "cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast.sql", - "original_file_path": "macros/utils/cast.sql", - "unique_id": "macro.dbt.cast", - "macro_sql": "{% macro cast(field, type) %}\n {{ return(adapter.dispatch('cast', 'dbt') (field, type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6082869, - "supported_languages": null - }, - "macro.dbt.default__cast": { - "name": "default__cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast.sql", - "original_file_path": "macros/utils/cast.sql", - "unique_id": "macro.dbt.default__cast", - "macro_sql": "{% macro default__cast(field, type) %}\n cast({{field}} as {{type}})\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6084092, - "supported_languages": null - }, - "macro.dbt.any_value": { - "name": "any_value", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/any_value.sql", - "original_file_path": "macros/utils/any_value.sql", - "unique_id": "macro.dbt.any_value", - "macro_sql": "{% macro any_value(expression) -%}\n {{ return(adapter.dispatch('any_value', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__any_value" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.608633, - "supported_languages": null - }, - "macro.dbt.default__any_value": { - "name": "default__any_value", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/any_value.sql", - "original_file_path": "macros/utils/any_value.sql", - "unique_id": "macro.dbt.default__any_value", - "macro_sql": "{% macro default__any_value(expression) -%}\n\n any_value({{ expression }})\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.608732, - "supported_languages": null - }, - "macro.dbt.position": { - "name": "position", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/position.sql", - "original_file_path": "macros/utils/position.sql", - "unique_id": "macro.dbt.position", - "macro_sql": "{% macro position(substring_text, string_text) -%}\n {{ return(adapter.dispatch('position', 'dbt') (substring_text, string_text)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__position" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.608992, - "supported_languages": null - }, - "macro.dbt.default__position": { - "name": "default__position", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/position.sql", - "original_file_path": "macros/utils/position.sql", - "unique_id": "macro.dbt.default__position", - "macro_sql": "{% macro default__position(substring_text, string_text) %}\n\n position(\n {{ substring_text }} in {{ string_text }}\n )\n\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60912, - "supported_languages": null - }, - "macro.dbt.string_literal": { - "name": "string_literal", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/literal.sql", - "original_file_path": "macros/utils/literal.sql", - "unique_id": "macro.dbt.string_literal", - "macro_sql": "{%- macro string_literal(value) -%}\n {{ return(adapter.dispatch('string_literal', 'dbt') (value)) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__string_literal" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.609399, - "supported_languages": null - }, - "macro.dbt.default__string_literal": { - "name": "default__string_literal", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/literal.sql", - "original_file_path": "macros/utils/literal.sql", - "unique_id": "macro.dbt.default__string_literal", - "macro_sql": "{% macro default__string_literal(value) -%}\n '{{ value }}'\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.609611, - "supported_languages": null - }, - "macro.dbt.type_string": { - "name": "type_string", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_string", - "macro_sql": "\n\n{%- macro type_string() -%}\n {{ return(adapter.dispatch('type_string', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_string" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.610694, - "supported_languages": null - }, - "macro.dbt.default__type_string": { - "name": "default__type_string", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_string", - "macro_sql": "{% macro default__type_string() %}\n {{ return(api.Column.translate_type(\"string\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.610843, - "supported_languages": null - }, - "macro.dbt.type_timestamp": { - "name": "type_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_timestamp", - "macro_sql": "\n\n{%- macro type_timestamp() -%}\n {{ return(adapter.dispatch('type_timestamp', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.611068, - "supported_languages": null - }, - "macro.dbt.default__type_timestamp": { - "name": "default__type_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_timestamp", - "macro_sql": "{% macro default__type_timestamp() %}\n {{ return(api.Column.translate_type(\"timestamp\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6112902, - "supported_languages": null - }, - "macro.dbt.type_float": { - "name": "type_float", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_float", - "macro_sql": "\n\n{%- macro type_float() -%}\n {{ return(adapter.dispatch('type_float', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_float" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6115808, - "supported_languages": null - }, - "macro.dbt.default__type_float": { - "name": "default__type_float", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_float", - "macro_sql": "{% macro default__type_float() %}\n {{ return(api.Column.translate_type(\"float\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.611736, - "supported_languages": null - }, - "macro.dbt.type_numeric": { - "name": "type_numeric", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_numeric", - "macro_sql": "\n\n{%- macro type_numeric() -%}\n {{ return(adapter.dispatch('type_numeric', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_numeric" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.611878, - "supported_languages": null - }, - "macro.dbt.default__type_numeric": { - "name": "default__type_numeric", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_numeric", - "macro_sql": "{% macro default__type_numeric() %}\n {{ return(api.Column.numeric_type(\"numeric\", 28, 6)) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.61204, - "supported_languages": null - }, - "macro.dbt.type_bigint": { - "name": "type_bigint", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_bigint", - "macro_sql": "\n\n{%- macro type_bigint() -%}\n {{ return(adapter.dispatch('type_bigint', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_bigint" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.612183, - "supported_languages": null - }, - "macro.dbt.default__type_bigint": { - "name": "default__type_bigint", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_bigint", - "macro_sql": "{% macro default__type_bigint() %}\n {{ return(api.Column.translate_type(\"bigint\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.612608, - "supported_languages": null - }, - "macro.dbt.type_int": { - "name": "type_int", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_int", - "macro_sql": "\n\n{%- macro type_int() -%}\n {{ return(adapter.dispatch('type_int', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_int" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6128159, - "supported_languages": null - }, - "macro.dbt.default__type_int": { - "name": "default__type_int", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_int", - "macro_sql": "{%- macro default__type_int() -%}\n {{ return(api.Column.translate_type(\"integer\")) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.612986, - "supported_languages": null - }, - "macro.dbt.type_boolean": { - "name": "type_boolean", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_boolean", - "macro_sql": "\n\n{%- macro type_boolean() -%}\n {{ return(adapter.dispatch('type_boolean', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_boolean" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.613248, - "supported_languages": null - }, - "macro.dbt.default__type_boolean": { - "name": "default__type_boolean", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_boolean", - "macro_sql": "{%- macro default__type_boolean() -%}\n {{ return(api.Column.translate_type(\"boolean\")) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6134121, - "supported_languages": null - }, - "macro.dbt.array_concat": { - "name": "array_concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_concat.sql", - "original_file_path": "macros/utils/array_concat.sql", - "unique_id": "macro.dbt.array_concat", - "macro_sql": "{% macro array_concat(array_1, array_2) -%}\n {{ return(adapter.dispatch('array_concat', 'dbt')(array_1, array_2)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__array_concat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.613683, - "supported_languages": null - }, - "macro.dbt.default__array_concat": { - "name": "default__array_concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_concat.sql", - "original_file_path": "macros/utils/array_concat.sql", - "unique_id": "macro.dbt.default__array_concat", - "macro_sql": "{% macro default__array_concat(array_1, array_2) -%}\n array_cat({{ array_1 }}, {{ array_2 }})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.613804, - "supported_languages": null - }, - "macro.dbt.bool_or": { - "name": "bool_or", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/bool_or.sql", - "original_file_path": "macros/utils/bool_or.sql", - "unique_id": "macro.dbt.bool_or", - "macro_sql": "{% macro bool_or(expression) -%}\n {{ return(adapter.dispatch('bool_or', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__bool_or" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6140301, - "supported_languages": null - }, - "macro.dbt.default__bool_or": { - "name": "default__bool_or", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/bool_or.sql", - "original_file_path": "macros/utils/bool_or.sql", - "unique_id": "macro.dbt.default__bool_or", - "macro_sql": "{% macro default__bool_or(expression) -%}\n\n bool_or({{ expression }})\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.614128, - "supported_languages": null - }, - "macro.dbt.last_day": { - "name": "last_day", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/last_day.sql", - "original_file_path": "macros/utils/last_day.sql", - "unique_id": "macro.dbt.last_day", - "macro_sql": "{% macro last_day(date, datepart) %}\n {{ return(adapter.dispatch('last_day', 'dbt') (date, datepart)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__last_day" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.61443, - "supported_languages": null - }, - "macro.dbt.default_last_day": { - "name": "default_last_day", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/last_day.sql", - "original_file_path": "macros/utils/last_day.sql", - "unique_id": "macro.dbt.default_last_day", - "macro_sql": "\n\n{%- macro default_last_day(date, datepart) -%}\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd(datepart, '1', dbt.date_trunc(datepart, date))\n )}}\n as date)\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.dateadd", - "macro.dbt.date_trunc" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.614666, - "supported_languages": null - }, - "macro.dbt.default__last_day": { - "name": "default__last_day", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/last_day.sql", - "original_file_path": "macros/utils/last_day.sql", - "unique_id": "macro.dbt.default__last_day", - "macro_sql": "{% macro default__last_day(date, datepart) -%}\n {{dbt.default_last_day(date, datepart)}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default_last_day" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.614798, - "supported_languages": null - }, - "macro.dbt.split_part": { - "name": "split_part", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/split_part.sql", - "original_file_path": "macros/utils/split_part.sql", - "unique_id": "macro.dbt.split_part", - "macro_sql": "{% macro split_part(string_text, delimiter_text, part_number) %}\n {{ return(adapter.dispatch('split_part', 'dbt') (string_text, delimiter_text, part_number)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__split_part" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6152692, - "supported_languages": null - }, - "macro.dbt.default__split_part": { - "name": "default__split_part", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/split_part.sql", - "original_file_path": "macros/utils/split_part.sql", - "unique_id": "macro.dbt.default__split_part", - "macro_sql": "{% macro default__split_part(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n {{ part_number }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.615414, - "supported_languages": null - }, - "macro.dbt._split_part_negative": { - "name": "_split_part_negative", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/split_part.sql", - "original_file_path": "macros/utils/split_part.sql", - "unique_id": "macro.dbt._split_part_negative", - "macro_sql": "{% macro _split_part_negative(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n length({{ string_text }})\n - length(\n replace({{ string_text }}, {{ delimiter_text }}, '')\n ) + 2 + {{ part_number }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.615668, - "supported_languages": null - }, - "macro.dbt.date_trunc": { - "name": "date_trunc", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_trunc.sql", - "original_file_path": "macros/utils/date_trunc.sql", - "unique_id": "macro.dbt.date_trunc", - "macro_sql": "{% macro date_trunc(datepart, date) -%}\n {{ return(adapter.dispatch('date_trunc', 'dbt') (datepart, date)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__date_trunc" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.616012, - "supported_languages": null - }, - "macro.dbt.default__date_trunc": { - "name": "default__date_trunc", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_trunc.sql", - "original_file_path": "macros/utils/date_trunc.sql", - "unique_id": "macro.dbt.default__date_trunc", - "macro_sql": "{% macro default__date_trunc(datepart, date) -%}\n date_trunc('{{datepart}}', {{date}})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6161332, - "supported_languages": null - }, - "macro.dbt.array_construct": { - "name": "array_construct", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_construct.sql", - "original_file_path": "macros/utils/array_construct.sql", - "unique_id": "macro.dbt.array_construct", - "macro_sql": "{% macro array_construct(inputs=[], data_type=api.Column.translate_type('integer')) -%}\n {{ return(adapter.dispatch('array_construct', 'dbt')(inputs, data_type)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__array_construct" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.616485, - "supported_languages": null - }, - "macro.dbt.default__array_construct": { - "name": "default__array_construct", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_construct.sql", - "original_file_path": "macros/utils/array_construct.sql", - "unique_id": "macro.dbt.default__array_construct", - "macro_sql": "{% macro default__array_construct(inputs, data_type) -%}\n {% if inputs|length > 0 %}\n array[ {{ inputs|join(' , ') }} ]\n {% else %}\n array[]::{{data_type}}[]\n {% endif %}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6167018, - "supported_languages": null - }, - "macro.dbt.array_append": { - "name": "array_append", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_append.sql", - "original_file_path": "macros/utils/array_append.sql", - "unique_id": "macro.dbt.array_append", - "macro_sql": "{% macro array_append(array, new_element) -%}\n {{ return(adapter.dispatch('array_append', 'dbt')(array, new_element)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__array_append" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.616954, - "supported_languages": null - }, - "macro.dbt.default__array_append": { - "name": "default__array_append", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_append.sql", - "original_file_path": "macros/utils/array_append.sql", - "unique_id": "macro.dbt.default__array_append", - "macro_sql": "{% macro default__array_append(array, new_element) -%}\n array_append({{ array }}, {{ new_element }})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.617163, - "supported_languages": null - }, - "macro.dbt.create_schema": { - "name": "create_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.create_schema", - "macro_sql": "{% macro create_schema(relation) -%}\n {{ adapter.dispatch('create_schema', 'dbt')(relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__create_schema" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6174898, - "supported_languages": null - }, - "macro.dbt.default__create_schema": { - "name": "default__create_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.default__create_schema", - "macro_sql": "{% macro default__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n create schema if not exists {{ relation.without_identifier() }}\n {% endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6176488, - "supported_languages": null - }, - "macro.dbt.drop_schema": { - "name": "drop_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.drop_schema", - "macro_sql": "{% macro drop_schema(relation) -%}\n {{ adapter.dispatch('drop_schema', 'dbt')(relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__drop_schema" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.617794, - "supported_languages": null - }, - "macro.dbt.default__drop_schema": { - "name": "default__drop_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.default__drop_schema", - "macro_sql": "{% macro default__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {% endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.617953, - "supported_languages": null - }, - "macro.dbt.current_timestamp": { - "name": "current_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.current_timestamp", - "macro_sql": "{%- macro current_timestamp() -%}\n {{ adapter.dispatch('current_timestamp', 'dbt')() }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618387, - "supported_languages": null - }, - "macro.dbt.default__current_timestamp": { - "name": "default__current_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__current_timestamp", - "macro_sql": "{% macro default__current_timestamp() -%}\n {{ exceptions.raise_not_implemented(\n 'current_timestamp macro not implemented for adapter ' + adapter.type()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.61852, - "supported_languages": null - }, - "macro.dbt.snapshot_get_time": { - "name": "snapshot_get_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.snapshot_get_time", - "macro_sql": "\n\n{%- macro snapshot_get_time() -%}\n {{ adapter.dispatch('snapshot_get_time', 'dbt')() }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__snapshot_get_time" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618648, - "supported_languages": null - }, - "macro.dbt.default__snapshot_get_time": { - "name": "default__snapshot_get_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__snapshot_get_time", - "macro_sql": "{% macro default__snapshot_get_time() %}\n {{ current_timestamp() }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618738, - "supported_languages": null - }, - "macro.dbt.current_timestamp_backcompat": { - "name": "current_timestamp_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.current_timestamp_backcompat", - "macro_sql": "{% macro current_timestamp_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__current_timestamp_backcompat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618884, - "supported_languages": null - }, - "macro.dbt.default__current_timestamp_backcompat": { - "name": "default__current_timestamp_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__current_timestamp_backcompat", - "macro_sql": "{% macro default__current_timestamp_backcompat() %}\n current_timestamp::timestamp\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618953, - "supported_languages": null - }, - "macro.dbt.current_timestamp_in_utc_backcompat": { - "name": "current_timestamp_in_utc_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.current_timestamp_in_utc_backcompat", - "macro_sql": "{% macro current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_in_utc_backcompat', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__current_timestamp_in_utc_backcompat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.619099, - "supported_languages": null - }, - "macro.dbt.default__current_timestamp_in_utc_backcompat": { - "name": "default__current_timestamp_in_utc_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__current_timestamp_in_utc_backcompat", - "macro_sql": "{% macro default__current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.current_timestamp_backcompat", - "macro.dbt.default__current_timestamp_backcompat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.619243, - "supported_languages": null - }, - "macro.dbt.get_create_index_sql": { - "name": "get_create_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.get_create_index_sql", - "macro_sql": "{% macro get_create_index_sql(relation, index_dict) -%}\n {{ return(adapter.dispatch('get_create_index_sql', 'dbt')(relation, index_dict)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_index_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6200519, - "supported_languages": null - }, - "macro.dbt.default__get_create_index_sql": { - "name": "default__get_create_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__get_create_index_sql", - "macro_sql": "{% macro default__get_create_index_sql(relation, index_dict) -%}\n {% do return(None) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.620178, - "supported_languages": null - }, - "macro.dbt.create_indexes": { - "name": "create_indexes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.create_indexes", - "macro_sql": "{% macro create_indexes(relation) -%}\n {{ adapter.dispatch('create_indexes', 'dbt')(relation) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6203132, - "supported_languages": null - }, - "macro.dbt.default__create_indexes": { - "name": "default__create_indexes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__create_indexes", - "macro_sql": "{% macro default__create_indexes(relation) -%}\n {%- set _indexes = config.get('indexes', default=[]) -%}\n\n {% for _index_dict in _indexes %}\n {% set create_index_sql = get_create_index_sql(relation, _index_dict) %}\n {% if create_index_sql %}\n {% do run_query(create_index_sql) %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_create_index_sql", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.620661, - "supported_languages": null - }, - "macro.dbt.get_drop_index_sql": { - "name": "get_drop_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.get_drop_index_sql", - "macro_sql": "{% macro get_drop_index_sql(relation, index_name) -%}\n {{ adapter.dispatch('get_drop_index_sql', 'dbt')(relation, index_name) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_drop_index_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.620883, - "supported_languages": null - }, - "macro.dbt.default__get_drop_index_sql": { - "name": "default__get_drop_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__get_drop_index_sql", - "macro_sql": "{% macro default__get_drop_index_sql(relation, index_name) -%}\n {{ exceptions.raise_compiler_error(\"`get_drop_index_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.621006, - "supported_languages": null - }, - "macro.dbt.get_show_indexes_sql": { - "name": "get_show_indexes_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.get_show_indexes_sql", - "macro_sql": "{% macro get_show_indexes_sql(relation) -%}\n {{ adapter.dispatch('get_show_indexes_sql', 'dbt')(relation) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_show_indexes_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.621143, - "supported_languages": null - }, - "macro.dbt.default__get_show_indexes_sql": { - "name": "default__get_show_indexes_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__get_show_indexes_sql", - "macro_sql": "{% macro default__get_show_indexes_sql(relation) -%}\n {{ exceptions.raise_compiler_error(\"`get_show_indexes_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.621253, - "supported_languages": null - }, - "macro.dbt.make_intermediate_relation": { - "name": "make_intermediate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.make_intermediate_relation", - "macro_sql": "{% macro make_intermediate_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_intermediate_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__make_intermediate_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.623536, - "supported_languages": null - }, - "macro.dbt.default__make_intermediate_relation": { - "name": "default__make_intermediate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__make_intermediate_relation", - "macro_sql": "{% macro default__make_intermediate_relation(base_relation, suffix) %}\n {{ return(default__make_temp_relation(base_relation, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__make_temp_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.623714, - "supported_languages": null - }, - "macro.dbt.make_temp_relation": { - "name": "make_temp_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.make_temp_relation", - "macro_sql": "{% macro make_temp_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_temp_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__make_temp_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.624009, - "supported_languages": null - }, - "macro.dbt.default__make_temp_relation": { - "name": "default__make_temp_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__make_temp_relation", - "macro_sql": "{% macro default__make_temp_relation(base_relation, suffix) %}\n {%- set temp_identifier = base_relation.identifier ~ suffix -%}\n {%- set temp_relation = base_relation.incorporate(\n path={\"identifier\": temp_identifier}) -%}\n\n {{ return(temp_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6242938, - "supported_languages": null - }, - "macro.dbt.make_backup_relation": { - "name": "make_backup_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.make_backup_relation", - "macro_sql": "{% macro make_backup_relation(base_relation, backup_relation_type, suffix='__dbt_backup') %}\n {{ return(adapter.dispatch('make_backup_relation', 'dbt')(base_relation, backup_relation_type, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__make_backup_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6245818, - "supported_languages": null - }, - "macro.dbt.default__make_backup_relation": { - "name": "default__make_backup_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__make_backup_relation", - "macro_sql": "{% macro default__make_backup_relation(base_relation, backup_relation_type, suffix) %}\n {%- set backup_identifier = base_relation.identifier ~ suffix -%}\n {%- set backup_relation = base_relation.incorporate(\n path={\"identifier\": backup_identifier},\n type=backup_relation_type\n ) -%}\n {{ return(backup_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.624875, - "supported_languages": null - }, - "macro.dbt.truncate_relation": { - "name": "truncate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.truncate_relation", - "macro_sql": "{% macro truncate_relation(relation) -%}\n {{ return(adapter.dispatch('truncate_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__truncate_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6251829, - "supported_languages": null - }, - "macro.dbt.default__truncate_relation": { - "name": "default__truncate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__truncate_relation", - "macro_sql": "{% macro default__truncate_relation(relation) -%}\n {% call statement('truncate_relation') -%}\n truncate table {{ relation }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.625504, - "supported_languages": null - }, - "macro.dbt.get_or_create_relation": { - "name": "get_or_create_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.get_or_create_relation", - "macro_sql": "{% macro get_or_create_relation(database, schema, identifier, type) -%}\n {{ return(adapter.dispatch('get_or_create_relation', 'dbt')(database, schema, identifier, type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_or_create_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6259258, - "supported_languages": null - }, - "macro.dbt.default__get_or_create_relation": { - "name": "default__get_or_create_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__get_or_create_relation", - "macro_sql": "{% macro default__get_or_create_relation(database, schema, identifier, type) %}\n {%- set target_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% if target_relation %}\n {% do return([true, target_relation]) %}\n {% endif %}\n\n {%- set new_relation = api.Relation.create(\n database=database,\n schema=schema,\n identifier=identifier,\n type=type\n ) -%}\n {% do return([false, new_relation]) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6266, - "supported_languages": null - }, - "macro.dbt.load_cached_relation": { - "name": "load_cached_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.load_cached_relation", - "macro_sql": "{% macro load_cached_relation(relation) %}\n {% do return(adapter.get_relation(\n database=relation.database,\n schema=relation.schema,\n identifier=relation.identifier\n )) -%}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.626827, - "supported_languages": null - }, - "macro.dbt.load_relation": { - "name": "load_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.load_relation", - "macro_sql": "{% macro load_relation(relation) %}\n {{ return(load_cached_relation(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.627006, - "supported_languages": null - }, - "macro.dbt.collect_freshness": { - "name": "collect_freshness", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/freshness.sql", - "original_file_path": "macros/adapters/freshness.sql", - "unique_id": "macro.dbt.collect_freshness", - "macro_sql": "{% macro collect_freshness(source, loaded_at_field, filter) %}\n {{ return(adapter.dispatch('collect_freshness', 'dbt')(source, loaded_at_field, filter))}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__collect_freshness" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.627537, - "supported_languages": null - }, - "macro.dbt.default__collect_freshness": { - "name": "default__collect_freshness", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/freshness.sql", - "original_file_path": "macros/adapters/freshness.sql", - "unique_id": "macro.dbt.default__collect_freshness", - "macro_sql": "{% macro default__collect_freshness(source, loaded_at_field, filter) %}\n {% call statement('collect_freshness', fetch_result=True, auto_begin=False) -%}\n select\n max({{ loaded_at_field }}) as max_loaded_at,\n {{ current_timestamp() }} as snapshotted_at\n from {{ source }}\n {% if filter %}\n where {{ filter }}\n {% endif %}\n {% endcall %}\n {{ return(load_result('collect_freshness')) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6279008, - "supported_languages": null - }, - "macro.dbt.validate_sql": { - "name": "validate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/validate_sql.sql", - "original_file_path": "macros/adapters/validate_sql.sql", - "unique_id": "macro.dbt.validate_sql", - "macro_sql": "{% macro validate_sql(sql) -%}\n {{ return(adapter.dispatch('validate_sql', 'dbt')(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__validate_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.628159, - "supported_languages": null - }, - "macro.dbt.default__validate_sql": { - "name": "default__validate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/validate_sql.sql", - "original_file_path": "macros/adapters/validate_sql.sql", - "unique_id": "macro.dbt.default__validate_sql", - "macro_sql": "{% macro default__validate_sql(sql) -%}\n {% call statement('validate_sql') -%}\n explain {{ sql }}\n {% endcall %}\n {{ return(load_result('validate_sql')) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.628586, - "supported_languages": null - }, - "macro.dbt.copy_grants": { - "name": "copy_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.copy_grants", - "macro_sql": "{% macro copy_grants() %}\n {{ return(adapter.dispatch('copy_grants', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__copy_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.630272, - "supported_languages": null - }, - "macro.dbt.default__copy_grants": { - "name": "default__copy_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__copy_grants", - "macro_sql": "{% macro default__copy_grants() %}\n {{ return(True) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.630375, - "supported_languages": null - }, - "macro.dbt.support_multiple_grantees_per_dcl_statement": { - "name": "support_multiple_grantees_per_dcl_statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.support_multiple_grantees_per_dcl_statement", - "macro_sql": "{% macro support_multiple_grantees_per_dcl_statement() %}\n {{ return(adapter.dispatch('support_multiple_grantees_per_dcl_statement', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__support_multiple_grantees_per_dcl_statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6305249, - "supported_languages": null - }, - "macro.dbt.default__support_multiple_grantees_per_dcl_statement": { - "name": "default__support_multiple_grantees_per_dcl_statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__support_multiple_grantees_per_dcl_statement", - "macro_sql": "\n\n{%- macro default__support_multiple_grantees_per_dcl_statement() -%}\n {{ return(True) }}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.630635, - "supported_languages": null - }, - "macro.dbt.should_revoke": { - "name": "should_revoke", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.should_revoke", - "macro_sql": "{% macro should_revoke(existing_relation, full_refresh_mode=True) %}\n\n {% if not existing_relation %}\n {#-- The table doesn't already exist, so no grants to copy over --#}\n {{ return(False) }}\n {% elif full_refresh_mode %}\n {#-- The object is being REPLACED -- whether grants are copied over depends on the value of user config --#}\n {{ return(copy_grants()) }}\n {% else %}\n {#-- The table is being merged/upserted/inserted -- grants will be carried over --#}\n {{ return(True) }}\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.copy_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631142, - "supported_languages": null - }, - "macro.dbt.get_show_grant_sql": { - "name": "get_show_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_show_grant_sql", - "macro_sql": "{% macro get_show_grant_sql(relation) %}\n {{ return(adapter.dispatch(\"get_show_grant_sql\", \"dbt\")(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_show_grant_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631454, - "supported_languages": null - }, - "macro.dbt.default__get_show_grant_sql": { - "name": "default__get_show_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_show_grant_sql", - "macro_sql": "{% macro default__get_show_grant_sql(relation) %}\n show grants on {{ relation }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631595, - "supported_languages": null - }, - "macro.dbt.get_grant_sql": { - "name": "get_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_grant_sql", - "macro_sql": "{% macro get_grant_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_grant_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_grant_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631816, - "supported_languages": null - }, - "macro.dbt.default__get_grant_sql": { - "name": "default__get_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_grant_sql", - "macro_sql": "\n\n{%- macro default__get_grant_sql(relation, privilege, grantees) -%}\n grant {{ privilege }} on {{ relation }} to {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632146, - "supported_languages": null - }, - "macro.dbt.get_revoke_sql": { - "name": "get_revoke_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_revoke_sql", - "macro_sql": "{% macro get_revoke_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_revoke_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_revoke_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632417, - "supported_languages": null - }, - "macro.dbt.default__get_revoke_sql": { - "name": "default__get_revoke_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_revoke_sql", - "macro_sql": "\n\n{%- macro default__get_revoke_sql(relation, privilege, grantees) -%}\n revoke {{ privilege }} on {{ relation }} from {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632649, - "supported_languages": null - }, - "macro.dbt.get_dcl_statement_list": { - "name": "get_dcl_statement_list", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_dcl_statement_list", - "macro_sql": "{% macro get_dcl_statement_list(relation, grant_config, get_dcl_macro) %}\n {{ return(adapter.dispatch('get_dcl_statement_list', 'dbt')(relation, grant_config, get_dcl_macro)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_dcl_statement_list" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632864, - "supported_languages": null - }, - "macro.dbt.default__get_dcl_statement_list": { - "name": "default__get_dcl_statement_list", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_dcl_statement_list", - "macro_sql": "\n\n{%- macro default__get_dcl_statement_list(relation, grant_config, get_dcl_macro) -%}\n {#\n -- Unpack grant_config into specific privileges and the set of users who need them granted/revoked.\n -- Depending on whether this database supports multiple grantees per statement, pass in the list of\n -- all grantees per privilege, or (if not) template one statement per privilege-grantee pair.\n -- `get_dcl_macro` will be either `get_grant_sql` or `get_revoke_sql`\n #}\n {%- set dcl_statements = [] -%}\n {%- for privilege, grantees in grant_config.items() %}\n {%- if support_multiple_grantees_per_dcl_statement() and grantees -%}\n {%- set dcl = get_dcl_macro(relation, privilege, grantees) -%}\n {%- do dcl_statements.append(dcl) -%}\n {%- else -%}\n {%- for grantee in grantees -%}\n {% set dcl = get_dcl_macro(relation, privilege, [grantee]) %}\n {%- do dcl_statements.append(dcl) -%}\n {% endfor -%}\n {%- endif -%}\n {%- endfor -%}\n {{ return(dcl_statements) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.support_multiple_grantees_per_dcl_statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.633584, - "supported_languages": null - }, - "macro.dbt.call_dcl_statements": { - "name": "call_dcl_statements", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.call_dcl_statements", - "macro_sql": "{% macro call_dcl_statements(dcl_statement_list) %}\n {{ return(adapter.dispatch(\"call_dcl_statements\", \"dbt\")(dcl_statement_list)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__call_dcl_statements" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.633773, - "supported_languages": null - }, - "macro.dbt.default__call_dcl_statements": { - "name": "default__call_dcl_statements", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__call_dcl_statements", - "macro_sql": "{% macro default__call_dcl_statements(dcl_statement_list) %}\n {#\n -- By default, supply all grant + revoke statements in a single semicolon-separated block,\n -- so that they're all processed together.\n\n -- Some databases do not support this. Those adapters will need to override this macro\n -- to run each statement individually.\n #}\n {% call statement('grants') %}\n {% for dcl_statement in dcl_statement_list %}\n {{ dcl_statement }};\n {% endfor %}\n {% endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6339872, - "supported_languages": null - }, - "macro.dbt.apply_grants": { - "name": "apply_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.apply_grants", - "macro_sql": "{% macro apply_grants(relation, grant_config, should_revoke) %}\n {{ return(adapter.dispatch(\"apply_grants\", \"dbt\")(relation, grant_config, should_revoke)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__apply_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6342359, - "supported_languages": null - }, - "macro.dbt.default__apply_grants": { - "name": "default__apply_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__apply_grants", - "macro_sql": "{% macro default__apply_grants(relation, grant_config, should_revoke=True) %}\n {#-- If grant_config is {} or None, this is a no-op --#}\n {% if grant_config %}\n {% if should_revoke %}\n {#-- We think previous grants may have carried over --#}\n {#-- Show current grants and calculate diffs --#}\n {% set current_grants_table = run_query(get_show_grant_sql(relation)) %}\n {% set current_grants_dict = adapter.standardize_grants_dict(current_grants_table) %}\n {% set needs_granting = diff_of_two_dicts(grant_config, current_grants_dict) %}\n {% set needs_revoking = diff_of_two_dicts(current_grants_dict, grant_config) %}\n {% if not (needs_granting or needs_revoking) %}\n {{ log('On ' ~ relation ~': All grants are in place, no revocation or granting needed.')}}\n {% endif %}\n {% else %}\n {#-- We don't think there's any chance of previous grants having carried over. --#}\n {#-- Jump straight to granting what the user has configured. --#}\n {% set needs_revoking = {} %}\n {% set needs_granting = grant_config %}\n {% endif %}\n {% if needs_granting or needs_revoking %}\n {% set revoke_statement_list = get_dcl_statement_list(relation, needs_revoking, get_revoke_sql) %}\n {% set grant_statement_list = get_dcl_statement_list(relation, needs_granting, get_grant_sql) %}\n {% set dcl_statement_list = revoke_statement_list + grant_statement_list %}\n {% if dcl_statement_list %}\n {{ call_dcl_statements(dcl_statement_list) }}\n {% endif %}\n {% endif %}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query", - "macro.dbt.get_show_grant_sql", - "macro.dbt.get_dcl_statement_list", - "macro.dbt.call_dcl_statements" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.635697, - "supported_languages": null - }, - "macro.dbt.get_show_sql": { - "name": "get_show_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/show.sql", - "original_file_path": "macros/adapters/show.sql", - "unique_id": "macro.dbt.get_show_sql", - "macro_sql": "{% macro get_show_sql(compiled_code, sql_header, limit) -%}\n {%- if sql_header -%}\n {{ sql_header }}\n {%- endif -%}\n {%- if limit is not none -%}\n {{ get_limit_subquery_sql(compiled_code, limit) }}\n {%- else -%}\n {{ compiled_code }}\n {%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_limit_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.636234, - "supported_languages": null - }, - "macro.dbt.get_limit_subquery_sql": { - "name": "get_limit_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/show.sql", - "original_file_path": "macros/adapters/show.sql", - "unique_id": "macro.dbt.get_limit_subquery_sql", - "macro_sql": "{% macro get_limit_subquery_sql(sql, limit) %}\n {{ adapter.dispatch('get_limit_subquery_sql', 'dbt')(sql, limit) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_limit_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6364129, - "supported_languages": null - }, - "macro.dbt.default__get_limit_subquery_sql": { - "name": "default__get_limit_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/show.sql", - "original_file_path": "macros/adapters/show.sql", - "unique_id": "macro.dbt.default__get_limit_subquery_sql", - "macro_sql": "{% macro default__get_limit_subquery_sql(sql, limit) %}\n select *\n from (\n {{ sql }}\n ) as model_limit_subq\n limit {{ limit }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.636543, - "supported_languages": null - }, - "macro.dbt.alter_column_comment": { - "name": "alter_column_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.alter_column_comment", - "macro_sql": "{% macro alter_column_comment(relation, column_dict) -%}\n {{ return(adapter.dispatch('alter_column_comment', 'dbt')(relation, column_dict)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__alter_column_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.637163, - "supported_languages": null - }, - "macro.dbt.default__alter_column_comment": { - "name": "default__alter_column_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.default__alter_column_comment", - "macro_sql": "{% macro default__alter_column_comment(relation, column_dict) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_column_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6373188, - "supported_languages": null - }, - "macro.dbt.alter_relation_comment": { - "name": "alter_relation_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.alter_relation_comment", - "macro_sql": "{% macro alter_relation_comment(relation, relation_comment) -%}\n {{ return(adapter.dispatch('alter_relation_comment', 'dbt')(relation, relation_comment)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__alter_relation_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.637505, - "supported_languages": null - }, - "macro.dbt.default__alter_relation_comment": { - "name": "default__alter_relation_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.default__alter_relation_comment", - "macro_sql": "{% macro default__alter_relation_comment(relation, relation_comment) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_relation_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.637656, - "supported_languages": null - }, - "macro.dbt.persist_docs": { - "name": "persist_docs", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.persist_docs", - "macro_sql": "{% macro persist_docs(relation, model, for_relation=true, for_columns=true) -%}\n {{ return(adapter.dispatch('persist_docs', 'dbt')(relation, model, for_relation, for_columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6378949, - "supported_languages": null - }, - "macro.dbt.default__persist_docs": { - "name": "default__persist_docs", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.default__persist_docs", - "macro_sql": "{% macro default__persist_docs(relation, model, for_relation, for_columns) -%}\n {% if for_relation and config.persist_relation_docs() and model.description %}\n {% do run_query(alter_relation_comment(relation, model.description)) %}\n {% endif %}\n\n {% if for_columns and config.persist_column_docs() and model.columns %}\n {% do run_query(alter_column_comment(relation, model.columns)) %}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query", - "macro.dbt.alter_relation_comment", - "macro.dbt.alter_column_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.638315, - "supported_languages": null - }, - "macro.dbt.get_catalog_relations": { - "name": "get_catalog_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_catalog_relations", - "macro_sql": "{% macro get_catalog_relations(information_schema, relations) -%}\n {{ return(adapter.dispatch('get_catalog_relations', 'dbt')(information_schema, relations)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_catalog_relations" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.641557, - "supported_languages": null - }, - "macro.dbt.default__get_catalog_relations": { - "name": "default__get_catalog_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_catalog_relations", - "macro_sql": "{% macro default__get_catalog_relations(information_schema, relations) -%}\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog_relations not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.641786, - "supported_languages": null - }, - "macro.dbt.get_catalog": { - "name": "get_catalog", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_catalog", - "macro_sql": "{% macro get_catalog(information_schema, schemas) -%}\n {{ return(adapter.dispatch('get_catalog', 'dbt')(information_schema, schemas)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_catalog" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.641964, - "supported_languages": null - }, - "macro.dbt.default__get_catalog": { - "name": "default__get_catalog", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_catalog", - "macro_sql": "{% macro default__get_catalog(information_schema, schemas) -%}\n\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6421819, - "supported_languages": null - }, - "macro.dbt.information_schema_name": { - "name": "information_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.information_schema_name", - "macro_sql": "{% macro information_schema_name(database) %}\n {{ return(adapter.dispatch('information_schema_name', 'dbt')(database)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__information_schema_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.642339, - "supported_languages": null - }, - "macro.dbt.default__information_schema_name": { - "name": "default__information_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__information_schema_name", - "macro_sql": "{% macro default__information_schema_name(database) -%}\n {%- if database -%}\n {{ database }}.INFORMATION_SCHEMA\n {%- else -%}\n INFORMATION_SCHEMA\n {%- endif -%}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.642478, - "supported_languages": null - }, - "macro.dbt.list_schemas": { - "name": "list_schemas", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.list_schemas", - "macro_sql": "{% macro list_schemas(database) -%}\n {{ return(adapter.dispatch('list_schemas', 'dbt')(database)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__list_schemas" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.642636, - "supported_languages": null - }, - "macro.dbt.default__list_schemas": { - "name": "default__list_schemas", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__list_schemas", - "macro_sql": "{% macro default__list_schemas(database) -%}\n {% set sql %}\n select distinct schema_name\n from {{ information_schema_name(database) }}.SCHEMATA\n where catalog_name ilike '{{ database }}'\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.information_schema_name", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6429498, - "supported_languages": null - }, - "macro.dbt.check_schema_exists": { - "name": "check_schema_exists", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.check_schema_exists", - "macro_sql": "{% macro check_schema_exists(information_schema, schema) -%}\n {{ return(adapter.dispatch('check_schema_exists', 'dbt')(information_schema, schema)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__check_schema_exists" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.643213, - "supported_languages": null - }, - "macro.dbt.default__check_schema_exists": { - "name": "default__check_schema_exists", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__check_schema_exists", - "macro_sql": "{% macro default__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from {{ information_schema.replace(information_schema_view='SCHEMATA') }}\n where catalog_name='{{ information_schema.database }}'\n and schema_name='{{ schema }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.replace", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.64348, - "supported_languages": null - }, - "macro.dbt.list_relations_without_caching": { - "name": "list_relations_without_caching", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.list_relations_without_caching", - "macro_sql": "{% macro list_relations_without_caching(schema_relation) %}\n {{ return(adapter.dispatch('list_relations_without_caching', 'dbt')(schema_relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__list_relations_without_caching" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.643647, - "supported_languages": null - }, - "macro.dbt.default__list_relations_without_caching": { - "name": "default__list_relations_without_caching", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__list_relations_without_caching", - "macro_sql": "{% macro default__list_relations_without_caching(schema_relation) %}\n {{ exceptions.raise_not_implemented(\n 'list_relations_without_caching macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.643786, - "supported_languages": null - }, - "macro.dbt.get_catalog_for_single_relation": { - "name": "get_catalog_for_single_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_catalog_for_single_relation", - "macro_sql": "{% macro get_catalog_for_single_relation(relation) %}\n {{ return(adapter.dispatch('get_catalog_for_single_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_catalog_for_single_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6439428, - "supported_languages": null - }, - "macro.dbt.default__get_catalog_for_single_relation": { - "name": "default__get_catalog_for_single_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_catalog_for_single_relation", - "macro_sql": "{% macro default__get_catalog_for_single_relation(relation) %}\n {{ exceptions.raise_not_implemented(\n 'get_catalog_for_single_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644087, - "supported_languages": null - }, - "macro.dbt.get_relations": { - "name": "get_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_relations", - "macro_sql": "{% macro get_relations() %}\n {{ return(adapter.dispatch('get_relations', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_relations" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644233, - "supported_languages": null - }, - "macro.dbt.default__get_relations": { - "name": "default__get_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_relations", - "macro_sql": "{% macro default__get_relations() %}\n {{ exceptions.raise_not_implemented(\n 'get_relations macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6443672, - "supported_languages": null - }, - "macro.dbt.get_relation_last_modified": { - "name": "get_relation_last_modified", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_relation_last_modified", - "macro_sql": "{% macro get_relation_last_modified(information_schema, relations) %}\n {{ return(adapter.dispatch('get_relation_last_modified', 'dbt')(information_schema, relations)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_relation_last_modified" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644545, - "supported_languages": null - }, - "macro.dbt.default__get_relation_last_modified": { - "name": "default__get_relation_last_modified", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_relation_last_modified", - "macro_sql": "{% macro default__get_relation_last_modified(information_schema, relations) %}\n {{ exceptions.raise_not_implemented(\n 'get_relation_last_modified macro not implemented for adapter ' + adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644694, - "supported_languages": null - }, - "macro.dbt.get_columns_in_relation": { - "name": "get_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_columns_in_relation", - "macro_sql": "{% macro get_columns_in_relation(relation) -%}\n {{ return(adapter.dispatch('get_columns_in_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_columns_in_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6467142, - "supported_languages": null - }, - "macro.dbt.default__get_columns_in_relation": { - "name": "default__get_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_columns_in_relation", - "macro_sql": "{% macro default__get_columns_in_relation(relation) -%}\n {{ exceptions.raise_not_implemented(\n 'get_columns_in_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6468558, - "supported_languages": null - }, - "macro.dbt.sql_convert_columns_in_relation": { - "name": "sql_convert_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.sql_convert_columns_in_relation", - "macro_sql": "{% macro sql_convert_columns_in_relation(table) -%}\n {% set columns = [] %}\n {% for row in table %}\n {% do columns.append(api.Column(*row)) %}\n {% endfor %}\n {{ return(columns) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6472719, - "supported_languages": null - }, - "macro.dbt.get_empty_subquery_sql": { - "name": "get_empty_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_empty_subquery_sql", - "macro_sql": "{% macro get_empty_subquery_sql(select_sql, select_sql_header=none) -%}\n {{ return(adapter.dispatch('get_empty_subquery_sql', 'dbt')(select_sql, select_sql_header)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_empty_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6476228, - "supported_languages": null - }, - "macro.dbt.default__get_empty_subquery_sql": { - "name": "default__get_empty_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_empty_subquery_sql", - "macro_sql": "{% macro default__get_empty_subquery_sql(select_sql, select_sql_header=none) %}\n {%- if select_sql_header is not none -%}\n {{ select_sql_header }}\n {%- endif -%}\n select * from (\n {{ select_sql }}\n ) as __dbt_sbq\n where false\n limit 0\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.647819, - "supported_languages": null - }, - "macro.dbt.get_empty_schema_sql": { - "name": "get_empty_schema_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_empty_schema_sql", - "macro_sql": "{% macro get_empty_schema_sql(columns) -%}\n {{ return(adapter.dispatch('get_empty_schema_sql', 'dbt')(columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_empty_schema_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.647976, - "supported_languages": null - }, - "macro.dbt.default__get_empty_schema_sql": { - "name": "default__get_empty_schema_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_empty_schema_sql", - "macro_sql": "{% macro default__get_empty_schema_sql(columns) %}\n {%- set col_err = [] -%}\n {%- set col_naked_numeric = [] -%}\n select\n {% for i in columns %}\n {%- set col = columns[i] -%}\n {%- if col['data_type'] is not defined -%}\n {%- do col_err.append(col['name']) -%}\n {#-- If this column's type is just 'numeric' then it is missing precision/scale, raise a warning --#}\n {%- elif col['data_type'].strip().lower() in ('numeric', 'decimal', 'number') -%}\n {%- do col_naked_numeric.append(col['name']) -%}\n {%- endif -%}\n {% set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] %}\n {{ cast('null', col['data_type']) }} as {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n {%- if (col_err | length) > 0 -%}\n {{ exceptions.column_type_missing(column_names=col_err) }}\n {%- elif (col_naked_numeric | length) > 0 -%}\n {{ exceptions.warn(\"Detected columns with numeric type and unspecified precision/scale, this can lead to unintended rounding: \" ~ col_naked_numeric ~ \"`\") }}\n {%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.649274, - "supported_languages": null - }, - "macro.dbt.get_column_schema_from_query": { - "name": "get_column_schema_from_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_column_schema_from_query", - "macro_sql": "{% macro get_column_schema_from_query(select_sql, select_sql_header=none) -%}\n {% set columns = [] %}\n {# -- Using an 'empty subquery' here to get the same schema as the given select_sql statement, without necessitating a data scan.#}\n {% set sql = get_empty_subquery_sql(select_sql, select_sql_header) %}\n {% set column_schema = adapter.get_column_schema_from_query(sql) %}\n {{ return(column_schema) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_empty_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6496909, - "supported_languages": null - }, - "macro.dbt.get_columns_in_query": { - "name": "get_columns_in_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_columns_in_query", - "macro_sql": "{% macro get_columns_in_query(select_sql) -%}\n {{ return(adapter.dispatch('get_columns_in_query', 'dbt')(select_sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_columns_in_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6498759, - "supported_languages": null - }, - "macro.dbt.default__get_columns_in_query": { - "name": "default__get_columns_in_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_columns_in_query", - "macro_sql": "{% macro default__get_columns_in_query(select_sql) %}\n {% call statement('get_columns_in_query', fetch_result=True, auto_begin=False) -%}\n {{ get_empty_subquery_sql(select_sql) }}\n {% endcall %}\n {{ return(load_result('get_columns_in_query').table.columns | map(attribute='name') | list) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.get_empty_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.65018, - "supported_languages": null - }, - "macro.dbt.alter_column_type": { - "name": "alter_column_type", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.alter_column_type", - "macro_sql": "{% macro alter_column_type(relation, column_name, new_column_type) -%}\n {{ return(adapter.dispatch('alter_column_type', 'dbt')(relation, column_name, new_column_type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__alter_column_type" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.650385, - "supported_languages": null - }, - "macro.dbt.default__alter_column_type": { - "name": "default__alter_column_type", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__alter_column_type", - "macro_sql": "{% macro default__alter_column_type(relation, column_name, new_column_type) -%}\n {#\n 1. Create a new column (w/ temp name and correct type)\n 2. Copy data over to it\n 3. Drop the existing column (cascade!)\n 4. Rename the new column to existing column\n #}\n {%- set tmp_column = column_name + \"__dbt_alter\" -%}\n\n {% call statement('alter_column_type') %}\n alter table {{ relation }} add column {{ adapter.quote(tmp_column) }} {{ new_column_type }};\n update {{ relation }} set {{ adapter.quote(tmp_column) }} = {{ adapter.quote(column_name) }};\n alter table {{ relation }} drop column {{ adapter.quote(column_name) }} cascade;\n alter table {{ relation }} rename column {{ adapter.quote(tmp_column) }} to {{ adapter.quote(column_name) }}\n {% endcall %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.650893, - "supported_languages": null - }, - "macro.dbt.alter_relation_add_remove_columns": { - "name": "alter_relation_add_remove_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.alter_relation_add_remove_columns", - "macro_sql": "{% macro alter_relation_add_remove_columns(relation, add_columns = none, remove_columns = none) -%}\n {{ return(adapter.dispatch('alter_relation_add_remove_columns', 'dbt')(relation, add_columns, remove_columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.651119, - "supported_languages": null - }, - "macro.dbt.default__alter_relation_add_remove_columns": { - "name": "default__alter_relation_add_remove_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__alter_relation_add_remove_columns", - "macro_sql": "{% macro default__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns is none %}\n {% set add_columns = [] %}\n {% endif %}\n {% if remove_columns is none %}\n {% set remove_columns = [] %}\n {% endif %}\n\n {% set sql -%}\n\n alter {{ relation.type }} {{ relation }}\n\n {% for column in add_columns %}\n add column {{ column.name }} {{ column.data_type }}{{ ',' if not loop.last }}\n {% endfor %}{{ ',' if add_columns and remove_columns }}\n\n {% for column in remove_columns %}\n drop column {{ column.name }}{{ ',' if not loop.last }}\n {% endfor %}\n\n {%- endset -%}\n\n {% do run_query(sql) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.651943, - "supported_languages": null - }, - "macro.dbt.get_fixture_sql": { - "name": "get_fixture_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/unit_test_sql/get_fixture_sql.sql", - "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", - "unique_id": "macro.dbt.get_fixture_sql", - "macro_sql": "{% macro get_fixture_sql(rows, column_name_to_data_types) %}\n-- Fixture for {{ model.name }}\n{% set default_row = {} %}\n\n{%- if not column_name_to_data_types -%}\n{#-- Use defer_relation IFF it is available in the manifest and 'this' is missing from the database --#}\n{%- set this_or_defer_relation = defer_relation if (defer_relation and not load_relation(this)) else this -%}\n{%- set columns_in_relation = adapter.get_columns_in_relation(this_or_defer_relation) -%}\n\n{%- set column_name_to_data_types = {} -%}\n{%- for column in columns_in_relation -%}\n{#-- This needs to be a case-insensitive comparison --#}\n{%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n{%- endfor -%}\n{%- endif -%}\n\n{%- if not column_name_to_data_types -%}\n {{ exceptions.raise_compiler_error(\"Not able to get columns for unit test '\" ~ model.name ~ \"' from relation \" ~ this ~ \" because the relation doesn't exist\") }}\n{%- endif -%}\n\n{%- for column_name, column_type in column_name_to_data_types.items() -%}\n {%- do default_row.update({column_name: (safe_cast(\"null\", column_type) | trim )}) -%}\n{%- endfor -%}\n\n\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\n{%- set default_row_copy = default_row.copy() -%}\n{%- do default_row_copy.update(formatted_row) -%}\nselect\n{%- for column_name, column_value in default_row_copy.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n\n{%- if (rows | length) == 0 -%}\n select\n {%- for column_name, column_value in default_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%},{%- endif %}\n {%- endfor %}\n limit 0\n{%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.load_relation", - "macro.dbt.safe_cast", - "macro.dbt.format_row" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.65484, - "supported_languages": null - }, - "macro.dbt.get_expected_sql": { - "name": "get_expected_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/unit_test_sql/get_fixture_sql.sql", - "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", - "unique_id": "macro.dbt.get_expected_sql", - "macro_sql": "{% macro get_expected_sql(rows, column_name_to_data_types) %}\n\n{%- if (rows | length) == 0 -%}\n select * from dbt_internal_unit_test_actual\n limit 0\n{%- else -%}\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\nselect\n{%- for column_name, column_value in formatted_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n{%- endif -%}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.format_row" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.655329, - "supported_languages": null - }, - "macro.dbt.format_row": { - "name": "format_row", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/unit_test_sql/get_fixture_sql.sql", - "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", - "unique_id": "macro.dbt.format_row", - "macro_sql": "\n\n{%- macro format_row(row, column_name_to_data_types) -%}\n {#-- generate case-insensitive formatted row --#}\n {% set formatted_row = {} %}\n {%- for column_name, column_value in row.items() -%}\n {% set column_name = column_name|lower %}\n\n {%- if column_name not in column_name_to_data_types %}\n {#-- if user-provided row contains column name that relation does not contain, raise an error --#}\n {% set fixture_name = \"expected output\" if model.resource_type == 'unit_test' else (\"'\" ~ model.name ~ \"'\") %}\n {{ exceptions.raise_compiler_error(\n \"Invalid column name: '\" ~ column_name ~ \"' in unit test fixture for \" ~ fixture_name ~ \".\"\n \"\\nAccepted columns for \" ~ fixture_name ~ \" are: \" ~ (column_name_to_data_types.keys()|list)\n ) }}\n {%- endif -%}\n\n {%- set column_type = column_name_to_data_types[column_name] %}\n\n {#-- sanitize column_value: wrap yaml strings in quotes, apply cast --#}\n {%- set column_value_clean = column_value -%}\n {%- if column_value is string -%}\n {%- set column_value_clean = dbt.string_literal(dbt.escape_single_quotes(column_value)) -%}\n {%- elif column_value is none -%}\n {%- set column_value_clean = 'null' -%}\n {%- endif -%}\n\n {%- set row_update = {column_name: safe_cast(column_value_clean, column_type) } -%}\n {%- do formatted_row.update(row_update) -%}\n {%- endfor -%}\n {{ return(formatted_row) }}\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.string_literal", - "macro.dbt.escape_single_quotes", - "macro.dbt.safe_cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.656342, - "supported_languages": null - }, - "macro.dbt.resolve_model_name": { - "name": "resolve_model_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.resolve_model_name", - "macro_sql": "{% macro resolve_model_name(input_model_name) %}\n {{ return(adapter.dispatch('resolve_model_name', 'dbt')(input_model_name)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__resolve_model_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.657869, - "supported_languages": null - }, - "macro.dbt.default__resolve_model_name": { - "name": "default__resolve_model_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.default__resolve_model_name", - "macro_sql": "\n\n{%- macro default__resolve_model_name(input_model_name) -%}\n {{ input_model_name | string | replace('\"', '\\\"') }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.658015, - "supported_languages": null - }, - "macro.dbt.build_ref_function": { - "name": "build_ref_function", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.build_ref_function", - "macro_sql": "{% macro build_ref_function(model) %}\n\n {%- set ref_dict = {} -%}\n {%- for _ref in model.refs -%}\n {% set _ref_args = [_ref.get('package'), _ref['name']] if _ref.get('package') else [_ref['name'],] %}\n {%- set resolved = ref(*_ref_args, v=_ref.get('version')) -%}\n {%- if _ref.get('version') -%}\n {% do _ref_args.extend([\"v\" ~ _ref['version']]) %}\n {%- endif -%}\n {%- do ref_dict.update({_ref_args | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef ref(*args, **kwargs):\n refs = {{ ref_dict | tojson }}\n key = '.'.join(args)\n version = kwargs.get(\"v\") or kwargs.get(\"version\")\n if version:\n key += f\".v{version}\"\n dbt_load_df_function = kwargs.get(\"dbt_load_df_function\")\n return dbt_load_df_function(refs[key])\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.resolve_model_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.658728, - "supported_languages": null - }, - "macro.dbt.build_source_function": { - "name": "build_source_function", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.build_source_function", - "macro_sql": "{% macro build_source_function(model) %}\n\n {%- set source_dict = {} -%}\n {%- for _source in model.sources -%}\n {%- set resolved = source(*_source) -%}\n {%- do source_dict.update({_source | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef source(*args, dbt_load_df_function):\n sources = {{ source_dict | tojson }}\n key = '.'.join(args)\n return dbt_load_df_function(sources[key])\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.resolve_model_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.659093, - "supported_languages": null - }, - "macro.dbt.build_config_dict": { - "name": "build_config_dict", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.build_config_dict", - "macro_sql": "{% macro build_config_dict(model) %}\n {%- set config_dict = {} -%}\n {% set config_dbt_used = zip(model.config.config_keys_used, model.config.config_keys_defaults) | list %}\n {%- for key, default in config_dbt_used -%}\n {# weird type testing with enum, would be much easier to write this logic in Python! #}\n {%- if key == \"language\" -%}\n {%- set value = \"python\" -%}\n {%- endif -%}\n {%- set value = model.config.get(key, default) -%}\n {%- do config_dict.update({key: value}) -%}\n {%- endfor -%}\nconfig_dict = {{ config_dict }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6598551, - "supported_languages": null - }, - "macro.dbt.py_script_postfix": { - "name": "py_script_postfix", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.py_script_postfix", - "macro_sql": "{% macro py_script_postfix(model) %}\n# This part is user provided model code\n# you will need to copy the next section to run the code\n# COMMAND ----------\n# this part is dbt logic for get ref work, do not modify\n\n{{ build_ref_function(model ) }}\n{{ build_source_function(model ) }}\n{{ build_config_dict(model) }}\n\nclass config:\n def __init__(self, *args, **kwargs):\n pass\n\n @staticmethod\n def get(key, default=None):\n return config_dict.get(key, default)\n\nclass this:\n \"\"\"dbt.this() or dbt.this.identifier\"\"\"\n database = \"{{ this.database }}\"\n schema = \"{{ this.schema }}\"\n identifier = \"{{ this.identifier }}\"\n {% set this_relation_name = resolve_model_name(this) %}\n def __repr__(self):\n return '{{ this_relation_name }}'\n\n\nclass dbtObj:\n def __init__(self, load_df_function) -> None:\n self.source = lambda *args: source(*args, dbt_load_df_function=load_df_function)\n self.ref = lambda *args, **kwargs: ref(*args, **kwargs, dbt_load_df_function=load_df_function)\n self.config = config\n self.this = this()\n self.is_incremental = {{ is_incremental() }}\n\n# COMMAND ----------\n{{py_script_comment()}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.build_ref_function", - "macro.dbt.build_source_function", - "macro.dbt.build_config_dict", - "macro.dbt.resolve_model_name", - "macro.dbt.is_incremental", - "macro.dbt.py_script_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.660442, - "supported_languages": null - }, - "macro.dbt.py_script_comment": { - "name": "py_script_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.py_script_comment", - "macro_sql": "{%macro py_script_comment()%}\n{%endmacro%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.660533, - "supported_languages": null - }, - "macro.dbt.test_unique": { - "name": "test_unique", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_unique", - "macro_sql": "{% test unique(model, column_name) %}\n {% set macro = adapter.dispatch('test_unique', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_unique" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.661011, - "supported_languages": null - }, - "macro.dbt.test_not_null": { - "name": "test_not_null", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_not_null", - "macro_sql": "{% test not_null(model, column_name) %}\n {% set macro = adapter.dispatch('test_not_null', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_not_null" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6612248, - "supported_languages": null - }, - "macro.dbt.test_accepted_values": { - "name": "test_accepted_values", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_accepted_values", - "macro_sql": "{% test accepted_values(model, column_name, values, quote=True) %}\n {% set macro = adapter.dispatch('test_accepted_values', 'dbt') %}\n {{ macro(model, column_name, values, quote) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_accepted_values" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.661505, - "supported_languages": null - }, - "macro.dbt.test_relationships": { - "name": "test_relationships", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_relationships", - "macro_sql": "{% test relationships(model, column_name, to, field) %}\n {% set macro = adapter.dispatch('test_relationships', 'dbt') %}\n {{ macro(model, column_name, to, field) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_relationships" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6618419, - "supported_languages": null - } - }, - "docs": { - "doc.jaffle_shop.__overview__": { - "name": "__overview__", - "resource_type": "doc", - "package_name": "jaffle_shop", - "path": "overview.md", - "original_file_path": "models/overview.md", - "unique_id": "doc.jaffle_shop.__overview__", - "block_contents": "## Data Documentation for Jaffle Shop\n\n`jaffle_shop` is a fictional ecommerce store.\n\nThis [dbt](https://www.getdbt.com/) project is for testing out code.\n\nThe source code can be found [here](https://github.com/clrcrl/jaffle_shop)." - }, - "doc.jaffle_shop.orders_status": { - "name": "orders_status", - "resource_type": "doc", - "package_name": "jaffle_shop", - "path": "docs.md", - "original_file_path": "models/docs.md", - "unique_id": "doc.jaffle_shop.orders_status", - "block_contents": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |" - }, - "doc.dbt.__overview__": { - "name": "__overview__", - "resource_type": "doc", - "package_name": "dbt", - "path": "overview.md", - "original_file_path": "docs/overview.md", - "unique_id": "doc.dbt.__overview__", - "block_contents": "### Welcome!\n\nWelcome to the auto-generated documentation for your dbt project!\n\n### Navigation\n\nYou can use the `Project` and `Database` navigation tabs on the left side of the window to explore the models\nin your project.\n\n#### Project Tab\nThe `Project` tab mirrors the directory structure of your dbt project. In this tab, you can see all of the\nmodels defined in your dbt project, as well as models imported from dbt packages.\n\n#### Database Tab\nThe `Database` tab also exposes your models, but in a format that looks more like a database explorer. This view\nshows relations (tables and views) grouped into database schemas. Note that ephemeral models are _not_ shown\nin this interface, as they do not exist in the database.\n\n### Graph Exploration\nYou can click the blue icon on the bottom-right corner of the page to view the lineage graph of your models.\n\nOn model pages, you'll see the immediate parents and children of the model you're exploring. By clicking the `Expand`\nbutton at the top-right of this lineage pane, you'll be able to see all of the models that are used to build,\nor are built from, the model you're exploring.\n\nOnce expanded, you'll be able to use the `--select` and `--exclude` model selection syntax to filter the\nmodels in the graph. For more information on model selection, check out the [dbt docs](https://docs.getdbt.com/docs/model-selection-syntax).\n\nNote that you can also right-click on models to interactively filter and explore the graph.\n\n---\n\n### More information\n\n- [What is dbt](https://docs.getdbt.com/docs/introduction)?\n- Read the [dbt viewpoint](https://docs.getdbt.com/docs/viewpoint)\n- [Installation](https://docs.getdbt.com/docs/installation)\n- Join the [dbt Community](https://www.getdbt.com/community/) for questions and discussion" - } - }, - "exposures": {}, - "metrics": {}, - "groups": {}, - "selectors": {}, - "disabled": {}, - "parent_map": { - "seed.jaffle_shop.raw_customers": [], - "seed.jaffle_shop.raw_orders": [], - "seed.jaffle_shop.raw_payments": [], - "model.jaffle_shop.orders": [ - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_amount.106140f9fd": [ - "model.jaffle_shop.orders" - ], - "model.jaffle_shop.stg_customers": [ - "seed.jaffle_shop.raw_customers" - ], - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": [ - "model.jaffle_shop.stg_customers" - ], - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": [ - "model.jaffle_shop.stg_customers" - ], - "model.jaffle_shop.stg_orders": [ - "seed.jaffle_shop.raw_orders" - ], - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": [ - "model.jaffle_shop.stg_orders" - ], - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": [ - "model.jaffle_shop.stg_orders" - ], - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": [ - "model.jaffle_shop.stg_orders" - ], - "model.jaffle_shop.stg_payments": [ - "seed.jaffle_shop.raw_payments" - ], - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": [ - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": [ - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": [ - "model.jaffle_shop.stg_payments" - ], - "model.jaffle_shop.customers": [ - "model.jaffle_shop.stg_customers", - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ] - }, - "child_map": { - "seed.jaffle_shop.raw_customers": [ - "model.jaffle_shop.stg_customers" - ], - "seed.jaffle_shop.raw_orders": [ - "model.jaffle_shop.stg_orders" - ], - "seed.jaffle_shop.raw_payments": [ - "model.jaffle_shop.stg_payments" - ], - "model.jaffle_shop.orders": [ - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", - "test.jaffle_shop.not_null_orders_amount.106140f9fd", - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af", - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a", - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed", - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e" - ], - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": [], - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": [], - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": [], - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": [], - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": [], - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": [], - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": [], - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": [], - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": [], - "test.jaffle_shop.not_null_orders_amount.106140f9fd": [], - "model.jaffle_shop.stg_customers": [ - "model.jaffle_shop.customers", - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada" - ], - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": [], - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": [], - "model.jaffle_shop.stg_orders": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders", - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a" - ], - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": [], - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": [], - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": [], - "model.jaffle_shop.stg_payments": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders", - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", - 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"metadata": { - "dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v12.json", - "dbt_version": "1.8.0", - "generated_at": "2024-07-09T00:33:06.822862Z", - "invocation_id": "116abb11-be27-40b9-817f-e9debb5bd770", - "env": {}, - "project_name": "jaffle_shop", - "project_id": "06e5b98c2db46f8a72cc4f66410e9b3b", - "user_id": "a9b24267-c9cb-49bb-ac4c-ae76c1eea8ee", - "send_anonymous_usage_stats": true, - "adapter_type": "bigquery" - }, - "nodes": { - "seed.jaffle_shop.raw_customers": { - "database": "jaffle_shop", - "schema": "main", - "name": "raw_customers", - "resource_type": "seed", - "package_name": "jaffle_shop", - "path": "raw_customers.csv", - "original_file_path": "seeds/raw_customers.csv", - "unique_id": "seed.jaffle_shop.raw_customers", - "fqn": [ - "jaffle_shop", - "raw_customers" - ], - "alias": "raw_customers", - "checksum": { - "name": "sha256", - "checksum": "357d173dda65a741ad97d6683502286cc2655bb396ab5f4dfad12b8c39bd2a63" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "seed", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "delimiter": ",", - "quote_columns": null - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720483776.0257878, - "relation_name": "\"jaffle_shop\".\"main\".\"raw_customers\"", - "raw_code": "", - "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", - "depends_on": { - "macros": [] - } - }, - "seed.jaffle_shop.raw_orders": { - "database": "jaffle_shop", - "schema": "main", - "name": "raw_orders", - "resource_type": "seed", - "package_name": "jaffle_shop", - "path": "raw_orders.csv", - "original_file_path": "seeds/raw_orders.csv", - "unique_id": "seed.jaffle_shop.raw_orders", - "fqn": [ - "jaffle_shop", - "raw_orders" - ], - "alias": "raw_orders", - "checksum": { - "name": "sha256", - "checksum": "ddecd7adf70a07a88b9c302aec2a03fce615b925c2c06f2d5ef99a5c97b41250" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "seed", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "delimiter": ",", - "quote_columns": null - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720483776.027658, - "relation_name": "\"jaffle_shop\".\"main\".\"raw_orders\"", - "raw_code": "", - "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", - "depends_on": { - "macros": [] - } - }, - "seed.jaffle_shop.raw_payments": { - "database": "jaffle_shop", - "schema": "main", - "name": "raw_payments", - "resource_type": "seed", - "package_name": "jaffle_shop", - "path": "raw_payments.csv", - "original_file_path": "seeds/raw_payments.csv", - "unique_id": "seed.jaffle_shop.raw_payments", - "fqn": [ - "jaffle_shop", - "raw_payments" - ], - "alias": "raw_payments", - "checksum": { - "name": "sha256", - "checksum": "6de0626a8db9c1750eefd1b2e17fac4c2a4b9f778eb50532d8b377b90de395e6" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "seed", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "delimiter": ",", - "quote_columns": null - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720483776.029127, - "relation_name": "\"jaffle_shop\".\"main\".\"raw_payments\"", - "raw_code": "", - "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", - "depends_on": { - "macros": [] - } - }, - "model.jaffle_shop.orders": { - "database": "jaffle_shop", - "schema": "main", - "name": "orders", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "orders.sql", - "original_file_path": "models/orders.sql", - "unique_id": "model.jaffle_shop.orders", - "fqn": [ - "jaffle_shop", - "orders" - ], - "alias": "orders", - "checksum": { - "name": "sha256", - "checksum": "27f8c79aad1cfd8411ab9c3d2ce8da1d787f7f05c58bbee1d247510dc426be0f" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "table", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "This table has basic information about orders, as well as some derived facts based on payments", - "columns": { - "order_id": { - "name": "order_id", - "description": "This is a unique identifier for an order", - "meta": {}, - "data_type": "INT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "customer_id": { - "name": "customer_id", - "description": "Foreign key to the customers table", - "meta": {}, - "data_type": "INT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "order_date": { - "name": "order_date", - "description": "Date (UTC) that the order was placed", - "meta": {}, - "data_type": "DATE", - "constraints": [], - "quote": null, - "tags": [] - }, - "status": { - "name": "status", - "description": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |", - "meta": {}, - "data_type": "STRING", - "constraints": [], - "quote": null, - "tags": [] - }, - "credit_card_amount": { - "name": "credit_card_amount", - "description": "Amount of the order (AUD) paid for by credit card", - "meta": {}, - "data_type": "FLOAT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "coupon_amount": { - "name": "coupon_amount", - "description": "Amount of the order (AUD) paid for by coupon", - "meta": {}, - "data_type": "FLOAT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "bank_transfer_amount": { - "name": "bank_transfer_amount", - "description": "Amount of the order (AUD) paid for by bank transfer", - "meta": {}, - "data_type": "FLOAT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "gift_card_amount": { - "name": "gift_card_amount", - "description": "Amount of the order (AUD) paid for by gift card", - "meta": {}, - "data_type": "FLOAT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "amount": { - "name": "amount", - "description": "Total amount (AUD) of the order", - "meta": {}, - "data_type": "FLOAT64", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/schema.yml", - "build_path": "target/run/jaffle_shop/models/orders.sql", - "unrendered_config": { - "materialized": "table" - }, - "created_at": 1720485033.194873, - "relation_name": "\"jaffle_shop\".\"main\".\"orders\"", - "raw_code": "{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}\n\nwith orders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n {% for payment_method in payment_methods -%}\n sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount,\n {% endfor -%}\n\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n {% for payment_method in payment_methods -%}\n\n order_payments.{{ payment_method }}_amount,\n\n {% endfor -%}\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - }, - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/orders.sql", - "compiled": true, - "compiled_code": "\n\nwith orders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n sum(case when payment_method = 'credit_card' then amount else 0 end) as credit_card_amount,\n sum(case when payment_method = 'coupon' then amount else 0 end) as coupon_amount,\n sum(case when payment_method = 'bank_transfer' then amount else 0 end) as bank_transfer_amount,\n sum(case when payment_method = 'gift_card' then amount else 0 end) as gift_card_amount,\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n order_payments.credit_card_amount,\n\n order_payments.coupon_amount,\n\n order_payments.bank_transfer_amount,\n\n order_payments.gift_card_amount,\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_order_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_order_id.cf6c17daed", - "fqn": [ - "jaffle_shop", - "not_null_orders_order_id" - ], - "alias": "not_null_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.232358, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_orders_order_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.unique_orders_order_id.fed79b3a6e", - "fqn": [ - "jaffle_shop", - "unique_orders_order_id" - ], - "alias": "unique_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.233409, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_customer_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_customer_id.c5f02694af", - "fqn": [ - "jaffle_shop", - "not_null_orders_customer_id" - ], - "alias": "not_null_orders_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.2342532, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "relationships_orders_customer_id__customer_id__ref_customers_", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "relationships_orders_customer_id__customer_id__ref_customers_.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", - "fqn": [ - "jaffle_shop", - "relationships_orders_customer_id__customer_id__ref_customers_" - ], - "alias": "relationships_orders_customer_id__customer_id__ref_customers_", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.2351098, - "relation_name": null, - "raw_code": "{{ test_relationships(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "customers", - "package": null, - "version": null - }, - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_relationships", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "relationships", - "kwargs": { - "to": "ref('customers')", - "field": "customer_id", - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "accepted_values_orders_status__completed__placed__return_pending__returned__shipped", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", - "fqn": [ - "jaffle_shop", - "accepted_values_orders_status__completed__placed__return_pending__returned__shipped" - ], - "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": { - "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741" - }, - "created_at": 1720485033.241823, - "relation_name": null, - "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741\") }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_accepted_values", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "status", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "accepted_values", - "kwargs": { - "values": [ - "completed", - "placed", - "return_pending", - "returned", - "shipped" - ], - "column_name": "status", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_credit_card_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_credit_card_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", - "fqn": [ - "jaffle_shop", - "not_null_orders_credit_card_amount" - ], - "alias": "not_null_orders_credit_card_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.247241, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "credit_card_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "credit_card_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_coupon_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_coupon_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", - "fqn": [ - "jaffle_shop", - "not_null_orders_coupon_amount" - ], - "alias": "not_null_orders_coupon_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.248306, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "coupon_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "coupon_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_bank_transfer_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_bank_transfer_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", - "fqn": [ - "jaffle_shop", - "not_null_orders_bank_transfer_amount" - ], - "alias": "not_null_orders_bank_transfer_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.249193, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "bank_transfer_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "bank_transfer_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_gift_card_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_gift_card_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a", - "fqn": [ - "jaffle_shop", - "not_null_orders_gift_card_amount" - ], - "alias": "not_null_orders_gift_card_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.250258, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "gift_card_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "gift_card_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_amount.106140f9fd": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_amount.106140f9fd", - "fqn": [ - "jaffle_shop", - "not_null_orders_amount" - ], - "alias": "not_null_orders_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.251141, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.stg_customers": { - "database": "jaffle_shop", - "schema": "main", - "name": "stg_customers", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "staging/stg_customers.sql", - "original_file_path": "models/staging/stg_customers.sql", - "unique_id": "model.jaffle_shop.stg_customers", - "fqn": [ - "jaffle_shop", - "staging", - "stg_customers" - ], - "alias": "stg_customers", - "checksum": { - "name": "sha256", - "checksum": "80e3223cd54387e11fa16cd0f4cbe15f8ff74dcd9900b93856b9e39416178c9d" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "view", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "", - "columns": { - "customer_id": { - "name": "customer_id", - "description": "", - "meta": {}, - "data_type": "INT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "first_name": { - "name": "first_name", - "description": "", - "meta": {}, - "data_type": "STRING", - "constraints": [], - "quote": null, - "tags": [] - }, - "last_name": { - "name": "last_name", - "description": "", - "meta": {}, - "data_type": "STRING", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/staging/schema.yml", - "build_path": "target/run/jaffle_shop/models/staging/stg_customers.sql", - "unrendered_config": { - "materialized": "view" - }, - "created_at": 1720485141.5922072, - "relation_name": "\"jaffle_shop\".\"main\".\"stg_customers\"", - "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_customers') }}\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", - "language": "sql", - "refs": [ - { - "name": "raw_customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "seed.jaffle_shop.raw_customers" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_customers.sql", - "compiled": true, - "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_customers\"\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_stg_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_stg_customers_customer_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", - "fqn": [ - "jaffle_shop", - "staging", - "not_null_stg_customers_customer_id" - ], - "alias": "not_null_stg_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485141.592731, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.stg_customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.stg_customers", - "attached_node": "model.jaffle_shop.stg_customers", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('stg_customers')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_stg_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_stg_customers_customer_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada", - "fqn": [ - "jaffle_shop", - "staging", - "unique_stg_customers_customer_id" - ], - "alias": "unique_stg_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485141.593724, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.stg_customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.stg_customers", - "attached_node": "model.jaffle_shop.stg_customers", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('stg_customers')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.stg_orders": { - "database": "jaffle_shop", - "schema": "main", - "name": "stg_orders", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "staging/stg_orders.sql", - "original_file_path": "models/staging/stg_orders.sql", - "unique_id": "model.jaffle_shop.stg_orders", - "fqn": [ - "jaffle_shop", - "staging", - "stg_orders" - ], - "alias": "stg_orders", - "checksum": { - "name": "sha256", - "checksum": "f4f881cb09d2c4162200fc331d7401df6d1abd4fed492554a7db70dede347108" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "view", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "", - "columns": { - "order_id": { - "name": "order_id", - "description": "", - "meta": {}, - "data_type": "INT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "customer_id": { - "name": "customer_id", - "description": "", - "meta": {}, - "data_type": "INT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "order_date": { - "name": "order_date", - "description": "", - "meta": {}, - "data_type": "DATE", - "constraints": [], - "quote": null, - "tags": [] - }, - "status": { - "name": "status", - "description": "", - "meta": {}, - "data_type": "STRING", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/staging/schema.yml", - "build_path": "target/run/jaffle_shop/models/staging/stg_orders.sql", - "unrendered_config": { - "materialized": "view" - }, - "created_at": 1720485148.2909172, - "relation_name": "\"jaffle_shop\".\"main\".\"stg_orders\"", - "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_orders') }}\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", - "language": "sql", - "refs": [ - { - "name": "raw_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "seed.jaffle_shop.raw_orders" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_orders.sql", - "compiled": true, - "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_orders\"\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_stg_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_stg_orders_order_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", - "fqn": [ - "jaffle_shop", - "staging", - "not_null_stg_orders_order_id" - ], - "alias": "not_null_stg_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485148.291411, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.stg_orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.stg_orders", - "attached_node": "model.jaffle_shop.stg_orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('stg_orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_stg_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_stg_orders_order_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a", - "fqn": [ - "jaffle_shop", - "staging", - "unique_stg_orders_order_id" - ], - "alias": "unique_stg_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485148.2923388, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.stg_orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.stg_orders", - "attached_node": "model.jaffle_shop.stg_orders", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('stg_orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", - "fqn": [ - "jaffle_shop", - "staging", - "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped" - ], - "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": { - "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0" - }, - "created_at": 1720485148.293184, - "relation_name": null, - "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0\") }}", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_accepted_values", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.stg_orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "status", - "file_key_name": "models.stg_orders", - "attached_node": "model.jaffle_shop.stg_orders", - "test_metadata": { - "name": "accepted_values", - "kwargs": { - "values": [ - "completed", - "placed", - "return_pending", - "returned", - "shipped" - ], - "column_name": "status", - "model": "{{ get_where_subquery(ref('stg_orders')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.stg_payments": { - "database": "jaffle_shop", - "schema": "main", - "name": "stg_payments", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "staging/stg_payments.sql", - "original_file_path": "models/staging/stg_payments.sql", - "unique_id": "model.jaffle_shop.stg_payments", - "fqn": [ - "jaffle_shop", - "staging", - "stg_payments" - ], - "alias": "stg_payments", - "checksum": { - "name": "sha256", - "checksum": "9c1ee3bfb10e07c2dfc325d55925da0e521887136d9051768cb8acf09dc86bda" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "view", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "", - "columns": { - "payment_id": { - "name": "payment_id", - "description": "", - "meta": {}, - "data_type": "INT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "order_id": { - "name": "order_id", - "description": "", - "meta": {}, - "data_type": "INT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "payment_method": { - "name": "payment_method", - "description": "", - "meta": {}, - "data_type": "STRING", - "constraints": [], - "quote": null, - "tags": [] - }, - "amount": { - "name": "amount", - "description": "", - "meta": {}, - "data_type": "FLOAT64", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/staging/schema.yml", - "build_path": "target/run/jaffle_shop/models/staging/stg_payments.sql", - "unrendered_config": { - "materialized": "view" - }, - "created_at": 1720485154.929448, - "relation_name": "\"jaffle_shop\".\"main\".\"stg_payments\"", - "raw_code": "with source as (\n \n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_payments') }}\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", - "language": "sql", - "refs": [ - { - "name": "raw_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "seed.jaffle_shop.raw_payments" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_payments.sql", - "compiled": true, - "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_payments\"\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_stg_payments_payment_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_stg_payments_payment_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", - "fqn": [ - "jaffle_shop", - "staging", - "not_null_stg_payments_payment_id" - ], - "alias": "not_null_stg_payments_payment_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485154.929976, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "payment_id", - "file_key_name": "models.stg_payments", - "attached_node": "model.jaffle_shop.stg_payments", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "payment_id", - "model": "{{ get_where_subquery(ref('stg_payments')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_stg_payments_payment_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_stg_payments_payment_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.unique_stg_payments_payment_id.3744510712", - "fqn": [ - "jaffle_shop", - "staging", - "unique_stg_payments_payment_id" - ], - "alias": "unique_stg_payments_payment_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485154.9312499, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "payment_id", - "file_key_name": "models.stg_payments", - "attached_node": "model.jaffle_shop.stg_payments", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "payment_id", - "model": "{{ get_where_subquery(ref('stg_payments')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", - "fqn": [ - "jaffle_shop", - "staging", - "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card" - ], - "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": { - "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6" - }, - "created_at": 1720485154.932263, - "relation_name": null, - "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6\") }}", - "language": "sql", - "refs": [ - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_accepted_values", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "payment_method", - "file_key_name": "models.stg_payments", - "attached_node": "model.jaffle_shop.stg_payments", - "test_metadata": { - "name": "accepted_values", - "kwargs": { - "values": [ - "bank_transfer", - "coupon", - "credit_card", - "gift_card" - ], - "column_name": "payment_method", - "model": "{{ get_where_subquery(ref('stg_payments')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.customers": { - "database": "jaffle_shop", - "schema": "main", - "name": "customers", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "customers.sql", - "original_file_path": "models/customers.sql", - "unique_id": "model.jaffle_shop.customers", - "fqn": [ - "jaffle_shop", - "customers" - ], - "alias": "customers", - "checksum": { - "name": "sha256", - "checksum": "60bd72e33da43fff3a7e7609135c17cd4468bd22afec0735dd36018bfb5af30a" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "table", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": ["TABLE_PII"], - "description": "This table has basic information about a customer, as well as some derived facts based on a customer's orders", - "columns": { - "customer_id": { - "name": "customer_id", - "description": "This is a unique identifier for a customer", - "meta": {}, - "data_type": "INT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "first_name": { - "name": "first_name", - "description": "Customer's first name. PII.", - "meta": {}, - "data_type": "STRING", - "constraints": [], - "quote": null, - "tags": ["PII"] - }, - "last_name": { - "name": "last_name", - "description": "Customer's last name. PII.", - "meta": {}, - "data_type": "STRING", - "constraints": [], - "quote": null, - "tags": ["PII"] - }, - "first_order": { - "name": "first_order", - "description": "Date (UTC) of a customer's first order", - "meta": {}, - "data_type": "DATE", - "constraints": [], - "quote": null, - "tags": [] - }, - "most_recent_order": { - "name": "most_recent_order", - "description": "Date (UTC) of a customer's most recent order", - "meta": {}, - "data_type": "DATE", - "constraints": [], - "quote": null, - "tags": [] - }, - "number_of_orders": { - "name": "number_of_orders", - "description": "Count of the number of orders a customer has placed", - "meta": {}, - "data_type": "INT64", - "constraints": [], - "quote": null, - "tags": [] - }, - "customer_lifetime_value": { - "name": "customer_lifetime_value", - "description": "", - "meta": {}, - "data_type": "FLOAT64", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/schema.yml", - "build_path": "target/run/jaffle_shop/models/customers.sql", - "unrendered_config": { - "materialized": "table" - }, - "created_at": 1720485169.4153018, - "relation_name": "\"jaffle_shop\".\"main\".\"customers\"", - "raw_code": "with customers as (\n\n select * from {{ ref('stg_customers') }}\n\n),\n\norders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", - "language": "sql", - "refs": [ - { - "name": "stg_customers", - "package": null, - "version": null - }, - { - "name": "stg_orders", - "package": null, - "version": null - }, - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "model.jaffle_shop.stg_customers", - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/customers.sql", - "compiled": true, - "compiled_code": "with customers as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_customers\"\n\n),\n\norders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_customers_customer_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d", - "fqn": [ - "jaffle_shop", - "not_null_customers_customer_id" - ], - "alias": "not_null_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485169.415812, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.customers", - "attached_node": "model.jaffle_shop.customers", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('customers')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_customers_customer_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1", - "fqn": [ - "jaffle_shop", - "unique_customers_customer_id" - ], - "alias": "unique_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485169.416735, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.customers", - "attached_node": "model.jaffle_shop.customers", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('customers')) }}" - }, - "namespace": null - } - } - }, - "sources": {}, - "macros": { - "macro.dbt_duckdb.duckdb__get_binding_char": { - "name": "duckdb__get_binding_char", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/seed.sql", - "original_file_path": "macros/seed.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_binding_char", - "macro_sql": "{% macro duckdb__get_binding_char() %}\n {{ return(adapter.get_binding_char()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4117608, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_batch_size": { - "name": "duckdb__get_batch_size", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/seed.sql", - "original_file_path": "macros/seed.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_batch_size", - "macro_sql": "{% macro duckdb__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.411907, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__load_csv_rows": { - "name": "duckdb__load_csv_rows", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/seed.sql", - "original_file_path": "macros/seed.sql", - "unique_id": "macro.dbt_duckdb.duckdb__load_csv_rows", - "macro_sql": "{% macro duckdb__load_csv_rows(model, agate_table) %}\n {% if config.get('fast', true) %}\n {% set seed_file_path = adapter.get_seed_file_path(model) %}\n {% set delimiter = config.get('delimiter', ',') %}\n {% set sql %}\n COPY {{ this.render() }} FROM '{{ seed_file_path }}' (FORMAT CSV, HEADER TRUE, DELIMITER '{{ delimiter }}')\n {% endset %}\n {% do adapter.add_query(sql, abridge_sql_log=True) %}\n {{ return(sql) }}\n {% endif %}\n\n {% set batch_size = get_batch_size() %}\n {% set agate_table = adapter.convert_datetimes_to_strs(agate_table) %}\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_batch_size", - "macro.dbt.get_seed_column_quoted_csv", - "macro.dbt.get_binding_char" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.414165, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__snapshot_merge_sql": { - "name": "duckdb__snapshot_merge_sql", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/snapshot_helper.sql", - "original_file_path": "macros/snapshot_helper.sql", - "unique_id": "macro.dbt_duckdb.duckdb__snapshot_merge_sql", - "macro_sql": "{% macro duckdb__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n update {{ target }} as DBT_INTERNAL_TARGET\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_scd_id::text = DBT_INTERNAL_TARGET.dbt_scd_id::text\n and DBT_INTERNAL_SOURCE.dbt_change_type::text in ('update'::text, 'delete'::text)\n and DBT_INTERNAL_TARGET.dbt_valid_to is null;\n\n insert into {{ target }} ({{ insert_cols_csv }})\n select {% for column in insert_cols -%}\n DBT_INTERNAL_SOURCE.{{ column }} {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_change_type::text = 'insert'::text;\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.415136, - "supported_languages": null - }, - "macro.dbt_duckdb.build_snapshot_staging_table": { - "name": "build_snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/snapshot_helper.sql", - "original_file_path": "macros/snapshot_helper.sql", - "unique_id": "macro.dbt_duckdb.build_snapshot_staging_table", - "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(False, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_temp_relation", - "macro.dbt.snapshot_staging_table", - "macro.dbt.statement", - "macro.dbt.create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.415675, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__post_snapshot": { - "name": "duckdb__post_snapshot", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/snapshot_helper.sql", - "original_file_path": "macros/snapshot_helper.sql", - "unique_id": "macro.dbt_duckdb.duckdb__post_snapshot", - "macro_sql": "{% macro duckdb__post_snapshot(staging_relation) %}\n {% do return(drop_relation(staging_relation)) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.drop_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.415958, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_catalog": { - "name": "duckdb__get_catalog", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/catalog.sql", - "original_file_path": "macros/catalog.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_catalog", - "macro_sql": "{% macro duckdb__get_catalog(information_schema, schemas) -%}\n {%- call statement('catalog', fetch_result=True) -%}\n with relations AS (\n select\n t.table_name\n , t.database_name\n , t.schema_name\n , 'BASE TABLE' as table_type\n , {{ adapter.catalog_comment('t') }} as table_comment\n from duckdb_tables() t\n WHERE t.database_name = '{{ database }}'\n UNION ALL\n SELECT v.view_name as table_name\n , v.database_name\n , v.schema_name\n , 'VIEW' as table_type\n , {{ adapter.catalog_comment('v') }} as table_comment\n from duckdb_views() v\n WHERE v.database_name = '{{ database }}'\n )\n select\n '{{ database }}' as table_database,\n r.schema_name as table_schema,\n r.table_name,\n r.table_type,\n r.table_comment,\n c.column_name,\n c.column_index as column_index,\n c.data_type as column_type,\n {{ adapter.catalog_comment('c') }} as column_comment,\n '' as table_owner\n FROM relations r JOIN duckdb_columns() c ON r.schema_name = c.schema_name AND r.table_name = c.table_name\n WHERE (\n {%- for schema in schemas -%}\n upper(r.schema_name) = upper('{{ schema }}'){%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n ORDER BY\n r.schema_name,\n r.table_name,\n c.column_index\n {%- endcall -%}\n {{ return(load_result('catalog').table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.417027, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__create_schema": { - "name": "duckdb__create_schema", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__create_schema", - "macro_sql": "{% macro duckdb__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n {% set sql %}\n select type from duckdb_databases()\n where database_name='{{ relation.database }}'\n and type='sqlite'\n {% endset %}\n {% set results = run_query(sql) %}\n {% if results|length == 0 %}\n create schema if not exists {{ relation.without_identifier() }}\n {% else %}\n {% if relation.schema!='main' %}\n {{ exceptions.raise_compiler_error(\n \"Schema must be 'main' when writing to sqlite \"\n ~ \"instead got \" ~ relation.schema\n )}}\n {% endif %}\n {% endif %}\n {%- endcall -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.42521, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__drop_schema": { - "name": "duckdb__drop_schema", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__drop_schema", - "macro_sql": "{% macro duckdb__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {%- endcall -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.425386, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__list_schemas": { - "name": "duckdb__list_schemas", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__list_schemas", - "macro_sql": "{% macro duckdb__list_schemas(database) -%}\n {% set sql %}\n select schema_name\n from system.information_schema.schemata\n {% if database is not none %}\n where catalog_name = '{{ database }}'\n {% endif %}\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4256341, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__check_schema_exists": { - "name": "duckdb__check_schema_exists", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__check_schema_exists", - "macro_sql": "{% macro duckdb__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from system.information_schema.schemata\n where schema_name = '{{ schema }}'\n and catalog_name = '{{ information_schema.database }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.425865, - "supported_languages": null - }, - "macro.dbt_duckdb.get_column_names": { - "name": "get_column_names", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.get_column_names", - "macro_sql": "{% macro get_column_names() %}\n {# loop through user_provided_columns to get column names #}\n {%- set user_provided_columns = model['columns'] -%}\n (\n {% for i in user_provided_columns %}\n {% set col = user_provided_columns[i] %}\n {{ col['name'] }} {{ \",\" if not loop.last }}\n {% endfor %}\n )\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4261918, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__create_table_as": { - "name": "duckdb__create_table_as", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__create_table_as", - "macro_sql": "{% macro duckdb__create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {%- if language == 'sql' -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(compiled_code) }}\n {% endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% if contract_config.enforced and not temporary %}\n {#-- DuckDB doesnt support constraints on temp tables --#}\n {{ get_table_columns_and_constraints() }} ;\n insert into {{ relation }} {{ get_column_names() }} (\n {{ get_select_subquery(compiled_code) }}\n );\n {% else %}\n as (\n {{ compiled_code }}\n );\n {% endif %}\n {%- elif language == 'python' -%}\n {{ py_write_table(temporary=temporary, relation=relation, compiled_code=compiled_code) }}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"duckdb__create_table_as macro didn't get supported language, it got %s\" % language) %}\n {%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent", - "macro.dbt.get_table_columns_and_constraints", - "macro.dbt_duckdb.get_column_names", - "macro.dbt.get_select_subquery", - "macro.dbt_duckdb.py_write_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.427795, - "supported_languages": null - }, - "macro.dbt_duckdb.py_write_table": { - "name": "py_write_table", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.py_write_table", - "macro_sql": "{% macro py_write_table(temporary, relation, compiled_code) -%}\n{{ compiled_code }}\n\ndef materialize(df, con):\n try:\n import pyarrow\n pyarrow_available = True\n except ImportError:\n pyarrow_available = False\n finally:\n if pyarrow_available and isinstance(df, pyarrow.Table):\n # https://github.com/duckdb/duckdb/issues/6584\n import pyarrow.dataset\n con.execute('create table {{ relation }} as select * from df')\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.428014, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__create_view_as": { - "name": "duckdb__create_view_as", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__create_view_as", - "macro_sql": "{% macro duckdb__create_view_as(relation, sql) -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }} as (\n {{ sql }}\n );\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4284, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_columns_in_relation": { - "name": "duckdb__get_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_columns_in_relation", - "macro_sql": "{% macro duckdb__get_columns_in_relation(relation) -%}\n {% call statement('get_columns_in_relation', fetch_result=True) %}\n select\n column_name,\n data_type,\n character_maximum_length,\n numeric_precision,\n numeric_scale\n\n from system.information_schema.columns\n where table_name = '{{ relation.identifier }}'\n {% if relation.schema %}\n and table_schema = '{{ relation.schema }}'\n {% endif %}\n {% if relation.database %}\n and table_catalog = '{{ relation.database }}'\n {% endif %}\n order by ordinal_position\n\n {% endcall %}\n {% set table = load_result('get_columns_in_relation').table %}\n {{ return(sql_convert_columns_in_relation(table)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.sql_convert_columns_in_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4288452, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__list_relations_without_caching": { - "name": "duckdb__list_relations_without_caching", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__list_relations_without_caching", - "macro_sql": "{% macro duckdb__list_relations_without_caching(schema_relation) %}\n {% call statement('list_relations_without_caching', fetch_result=True) -%}\n select\n '{{ schema_relation.database }}' as database,\n table_name as name,\n table_schema as schema,\n CASE table_type\n WHEN 'BASE TABLE' THEN 'table'\n WHEN 'VIEW' THEN 'view'\n WHEN 'LOCAL TEMPORARY' THEN 'table'\n END as type\n from system.information_schema.tables\n where table_schema = '{{ schema_relation.schema }}'\n and table_catalog = '{{ schema_relation.database }}'\n {% endcall %}\n {{ return(load_result('list_relations_without_caching').table) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429146, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__drop_relation": { - "name": "duckdb__drop_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__drop_relation", - "macro_sql": "{% macro duckdb__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429336, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__rename_relation": { - "name": "duckdb__rename_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__rename_relation", - "macro_sql": "{% macro duckdb__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter {{ to_relation.type }} {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4296021, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__make_temp_relation": { - "name": "duckdb__make_temp_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__make_temp_relation", - "macro_sql": "{% macro duckdb__make_temp_relation(base_relation, suffix) %}\n {% set tmp_identifier = base_relation.identifier ~ suffix ~ py_current_timestring() %}\n {% do return(base_relation.incorporate(\n path={\n \"identifier\": tmp_identifier,\n \"schema\": none,\n \"database\": none\n })) -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.py_current_timestring" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429921, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__current_timestamp": { - "name": "duckdb__current_timestamp", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__current_timestamp", - "macro_sql": "{% macro duckdb__current_timestamp() -%}\n now()\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429992, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__snapshot_string_as_time": { - "name": "duckdb__snapshot_string_as_time", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__snapshot_string_as_time", - "macro_sql": "{% macro duckdb__snapshot_string_as_time(timestamp) -%}\n {%- set result = \"'\" ~ timestamp ~ \"'::timestamp\" -%}\n {{ return(result) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4301498, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__snapshot_get_time": { - "name": "duckdb__snapshot_get_time", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__snapshot_get_time", - "macro_sql": "{% macro duckdb__snapshot_get_time() -%}\n {{ current_timestamp() }}::timestamp\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.430254, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_incremental_default_sql": { - "name": "duckdb__get_incremental_default_sql", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_incremental_default_sql", - "macro_sql": "{% macro duckdb__get_incremental_default_sql(arg_dict) %}\n {% do return(get_incremental_delete_insert_sql(arg_dict)) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_incremental_delete_insert_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.430387, - "supported_languages": null - }, - "macro.dbt_duckdb.location_exists": { - "name": "location_exists", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.location_exists", - "macro_sql": "{% macro location_exists(location) -%}\n {% do return(adapter.location_exists(location)) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4305222, - "supported_languages": null - }, - "macro.dbt_duckdb.write_to_file": { - "name": "write_to_file", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.write_to_file", - "macro_sql": "{% macro write_to_file(relation, location, options) -%}\n {% call statement('write_to_file') -%}\n copy {{ relation }} to '{{ location }}' ({{ options }})\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4307132, - "supported_languages": null - }, - "macro.dbt_duckdb.store_relation": { - "name": "store_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.store_relation", - "macro_sql": "{% macro store_relation(plugin, relation, location, format, config) -%}\n {%- set column_list = adapter.get_columns_in_relation(relation) -%}\n {% do adapter.store_relation(plugin, relation, column_list, location, format, config) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4310322, - "supported_languages": null - }, - "macro.dbt_duckdb.render_write_options": { - "name": "render_write_options", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.render_write_options", - "macro_sql": "{% macro render_write_options(config) -%}\n {% set options = config.get('options', {}) %}\n {% if options is not mapping %}\n {% do exceptions.raise_compiler_error(\"The options argument must be a dictionary\") %}\n {% endif %}\n\n {% for k in options %}\n {% set _ = options.update({k: render(options[k])}) %}\n {% endfor %}\n\n {# legacy top-level write options #}\n {% if config.get('format') %}\n {% set _ = options.update({'format': render(config.get('format'))}) %}\n {% endif %}\n {% if config.get('delimiter') %}\n {% set _ = options.update({'delimiter': render(config.get('delimiter'))}) %}\n {% endif %}\n\n {% do return(options) %}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4320471, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb_escape_comment": { - "name": "duckdb_escape_comment", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/persist_docs.sql", - "original_file_path": "macros/persist_docs.sql", - "unique_id": "macro.dbt_duckdb.duckdb_escape_comment", - "macro_sql": "{% macro duckdb_escape_comment(comment) -%}\n {% if comment is not string %}\n {% do exceptions.raise_compiler_error('cannot escape a non-string: ' ~ comment) %}\n {% endif %}\n {%- set magic = '$dbt_comment_literal_block$' -%}\n {%- if magic in comment -%}\n {%- do exceptions.raise_compiler_error('The string ' ~ magic ~ ' is not allowed in comments.') -%}\n {%- endif -%}\n {{ magic }}{{ comment }}{{ magic }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4335911, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__alter_relation_comment": { - "name": "duckdb__alter_relation_comment", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/persist_docs.sql", - "original_file_path": "macros/persist_docs.sql", - "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_comment", - "macro_sql": "{% macro duckdb__alter_relation_comment(relation, comment) %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on {{ relation.type }} {{ relation }} is {{ escaped_comment }};\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb_escape_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4339142, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__alter_column_comment": { - "name": "duckdb__alter_column_comment", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/persist_docs.sql", - "original_file_path": "macros/persist_docs.sql", - "unique_id": "macro.dbt_duckdb.duckdb__alter_column_comment", - "macro_sql": "{% macro duckdb__alter_column_comment(relation, column_dict) %}\n {% set existing_columns = adapter.get_columns_in_relation(relation) | map(attribute=\"name\") | list %}\n {% for column_name in column_dict if (column_name in existing_columns) %}\n {% set comment = column_dict[column_name]['description'] %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on column {{ relation }}.{{ adapter.quote(column_name) if column_dict[column_name]['quote'] else column_name }} is {{ escaped_comment }};\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb_escape_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4345129, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql": { - "name": "duckdb__get_delete_insert_merge_sql", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/incremental_helper.sql", - "original_file_path": "macros/incremental_helper.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql", - "macro_sql": "{% macro duckdb__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }} as DBT_INCREMENTAL_TARGET\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = DBT_INCREMENTAL_TARGET.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.436508, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns": { - "name": "duckdb__alter_relation_add_remove_columns", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/columns.sql", - "original_file_path": "macros/columns.sql", - "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns", - "macro_sql": "{% macro duckdb__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns %}\n {% for column in add_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} add column\n {{ column.name }} {{ column.data_type }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n {% if remove_columns %}\n {% for column in remove_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} drop column\n {{ column.name }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.437406, - "supported_languages": null - }, - "macro.dbt_duckdb.materialization_table_duckdb": { - "name": "materialization_table_duckdb", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/materializations/table.sql", - "original_file_path": "macros/materializations/table.sql", - "unique_id": "macro.dbt_duckdb.materialization_table_duckdb", - "macro_sql": "{% materialization table, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set language = model['language'] -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main', language=language) -%}\n {{- create_table_as(False, intermediate_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.create_table_as", - "macro.dbt.create_indexes", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.440376, - "supported_languages": [ - "sql", - "python" - ] - }, - "macro.dbt_duckdb.materialization_external_duckdb": { - "name": "materialization_external_duckdb", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/materializations/external.sql", - "original_file_path": "macros/materializations/external.sql", - "unique_id": "macro.dbt_duckdb.materialization_external_duckdb", - "macro_sql": "{% materialization external, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set location = render(config.get('location', default=external_location(this, config))) -%})\n {%- set rendered_options = render_write_options(config) -%}\n {%- set format = config.get('format', 'parquet') -%}\n {%- set write_options = adapter.external_write_options(location, rendered_options) -%}\n {%- set read_location = adapter.external_read_location(location, rendered_options) -%}\n\n -- set language - python or sql\n {%- set language = model['language'] -%}\n\n {%- set target_relation = this.incorporate(type='view') %}\n\n -- Continue as normal materialization\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set temp_relation = make_intermediate_relation(this.incorporate(type='table'), suffix='__dbt_tmp') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation, suffix='__dbt_int') -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_temp_relation = load_cached_relation(temp_relation) -%}\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_temp_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('create_table', language=language) -%}\n {{- create_table_as(False, temp_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- write an temp relation into file\n {{ write_to_file(temp_relation, location, write_options) }}\n -- create a view on top of the location\n {% call statement('main', language='sql') -%}\n create or replace view {{ intermediate_relation }} as (\n select * from '{{ read_location }}'\n );\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(temp_relation) }}\n\n -- register table into glue\n {%- set plugin_name = config.get('plugin') -%}\n {%- set glue_register = config.get('glue_register', default=false) -%}\n {%- set partition_columns = config.get('partition_columns', []) -%}\n {% if plugin_name is not none or glue_register is true %}\n {% if glue_register %}\n {# legacy hack to set the glue database name, deprecate this #}\n {%- set plugin_name = 'glue|' ~ config.get('glue_database', 'default') -%}\n {% endif %}\n {% do store_relation(plugin_name, target_relation, location, format, config) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.external_location", - "macro.dbt_duckdb.render_write_options", - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.create_table_as", - "macro.dbt_duckdb.write_to_file", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt_duckdb.store_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.445555, - "supported_languages": [ - "sql", - "python" - ] - }, - "macro.dbt_duckdb.materialization_incremental_duckdb": { - "name": "materialization_incremental_duckdb", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/materializations/incremental.sql", - "original_file_path": "macros/materializations/incremental.sql", - "unique_id": "macro.dbt_duckdb.materialization_incremental_duckdb", - "macro_sql": "{% materialization incremental, adapter=\"duckdb\", supported_languages=['sql', 'python'] -%}\n\n {%- set language = model['language'] -%}\n -- only create temp tables if using local duckdb, as it is not currently supported for remote databases\n {%- set temporary = not adapter.is_motherduck() -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, compiled_code, language) %}\n {% elif full_refresh_mode %}\n {% set build_sql = create_table_as(False, intermediate_relation, compiled_code, language) %}\n {% set need_swap = true %}\n {% else %}\n {% if not temporary %}\n -- if not using a temporary table we will update the temp relation to use a different temp schema (\"dbt_temp\" by default)\n {% set temp_relation = temp_relation.incorporate(path=adapter.get_temp_relation_path(this)) %}\n {% do run_query(create_schema(temp_relation)) %}\n -- then drop the temp relation after we insert the incremental data into the target relation\n {% do to_drop.append(temp_relation) %}\n {% endif %}\n {% if language == 'python' %}\n {% set build_python = create_table_as(False, temp_relation, compiled_code, language) %}\n {% call statement(\"pre\", language=language) %}\n {{- build_python }}\n {% endcall %}\n {% else %} {# SQL #}\n {% do run_query(create_table_as(temporary, temp_relation, compiled_code, language)) %}\n {% endif %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n {% set language = \"sql\" %}\n\n {% endif %}\n\n {% call statement(\"main\", language=language) %}\n {{- build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_temp_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.should_full_refresh", - "macro.dbt.incremental_validate_on_schema_change", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.create_table_as", - "macro.dbt.run_query", - "macro.dbt.create_schema", - "macro.dbt.statement", - "macro.dbt.process_schema_changes", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.452378, - "supported_languages": [ - "sql", - "python" - ] - }, - "macro.dbt_duckdb.duckdb__dateadd": { - "name": "duckdb__dateadd", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/dateadd.sql", - "original_file_path": "macros/utils/dateadd.sql", - "unique_id": "macro.dbt_duckdb.duckdb__dateadd", - "macro_sql": "{% macro duckdb__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n date_add({{ from_date_or_timestamp }}, interval ({{ interval }}) {{ datepart }})\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.452644, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__listagg": { - "name": "duckdb__listagg", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/listagg.sql", - "original_file_path": "macros/utils/listagg.sql", - "unique_id": "macro.dbt_duckdb.duckdb__listagg", - "macro_sql": "{% macro duckdb__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n {% if limit_num -%}\n list_aggr(\n (array_agg(\n {{ measure }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n ))[1:{{ limit_num }}],\n 'string_agg',\n {{ delimiter_text }}\n )\n {%- else %}\n string_agg(\n {{ measure }},\n {{ delimiter_text }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n )\n {%- endif %}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4531982, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__datediff": { - "name": "duckdb__datediff", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/datediff.sql", - "original_file_path": "macros/utils/datediff.sql", - "unique_id": "macro.dbt_duckdb.duckdb__datediff", - "macro_sql": "{% macro duckdb__datediff(first_date, second_date, datepart) -%}\n date_diff('{{ datepart }}', {{ first_date }}::timestamp, {{ second_date}}::timestamp )\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.453505, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__any_value": { - "name": "duckdb__any_value", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/any_value.sql", - "original_file_path": "macros/utils/any_value.sql", - "unique_id": "macro.dbt_duckdb.duckdb__any_value", - "macro_sql": "{% macro duckdb__any_value(expression) -%}\n\n arbitrary({{ expression }})\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.45364, - "supported_languages": null - }, - "macro.dbt_duckdb.register_upstream_external_models": { - "name": "register_upstream_external_models", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/upstream.sql", - "original_file_path": "macros/utils/upstream.sql", - "unique_id": "macro.dbt_duckdb.register_upstream_external_models", - "macro_sql": "{%- macro register_upstream_external_models() -%}\n{% if execute %}\n{% set upstream_nodes = {} %}\n{% set upstream_schemas = {} %}\n{% for node in selected_resources %}\n {% for upstream_node in graph['nodes'][node]['depends_on']['nodes'] %}\n {% if upstream_node not in upstream_nodes and upstream_node not in selected_resources %}\n {% do upstream_nodes.update({upstream_node: None}) %}\n {% set upstream = graph['nodes'].get(upstream_node) %}\n {% if upstream\n and upstream.resource_type in ('model', 'seed')\n and upstream.config.materialized=='external'\n %}\n {%- set upstream_rel = api.Relation.create(\n database=upstream['database'],\n schema=upstream['schema'],\n identifier=upstream['alias']\n ) -%}\n {%- set location = upstream.config.get('location', external_location(upstream_rel, upstream.config)) -%}\n {%- set rendered_options = render_write_options(upstream.config) -%}\n {%- set upstream_location = adapter.external_read_location(location, rendered_options) -%}\n {% if upstream_rel.schema not in upstream_schemas %}\n {% call statement('main', language='sql') -%}\n create schema if not exists {{ upstream_rel.schema }}\n {%- endcall %}\n {% do upstream_schemas.update({upstream_rel.schema: None}) %}\n {% endif %}\n {% call statement('main', language='sql') -%}\n create or replace view {{ upstream_rel }} as (\n select * from '{{ upstream_location }}'\n );\n {%- endcall %}\n {%- endif %}\n {% endif %}\n {% endfor %}\n{% endfor %}\n{% do adapter.commit() %}\n{% endif %}\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.external_location", - "macro.dbt_duckdb.render_write_options", - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.455858, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__split_part": { - "name": "duckdb__split_part", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/splitpart.sql", - "original_file_path": "macros/utils/splitpart.sql", - "unique_id": "macro.dbt_duckdb.duckdb__split_part", - "macro_sql": "{% macro duckdb__split_part(string_text, delimiter_text, part_number) %}\n string_split({{ string_text }}, {{ delimiter_text }})[ {{ part_number }} ]\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.45629, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__last_day": { - "name": "duckdb__last_day", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/lastday.sql", - "original_file_path": "macros/utils/lastday.sql", - "unique_id": "macro.dbt_duckdb.duckdb__last_day", - "macro_sql": "{% macro duckdb__last_day(date, datepart) -%}\n\n {%- if datepart == 'quarter' -%}\n -- duckdb dateadd does not support quarter interval.\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd('month', '3', dbt.date_trunc(datepart, date))\n )}}\n as date)\n {%- else -%}\n {{dbt.default_last_day(date, datepart)}}\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.dateadd", - "macro.dbt.date_trunc", - "macro.dbt.default_last_day" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.45679, - "supported_languages": null - }, - "macro.dbt_duckdb.external_location": { - "name": "external_location", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/external_location.sql", - "original_file_path": "macros/utils/external_location.sql", - "unique_id": "macro.dbt_duckdb.external_location", - "macro_sql": "{%- macro external_location(relation, config) -%}\n {%- if config.get('options', {}).get('partition_by') is none -%}\n {%- set format = config.get('format', 'parquet') -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}.{{ format }}\n {%- else -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}\n {%- endif -%}\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4574668, - "supported_languages": null - }, - "macro.dbt.run_hooks": { - "name": "run_hooks", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.run_hooks", - "macro_sql": "{% macro run_hooks(hooks, inside_transaction=True) %}\n {% for hook in hooks | selectattr('transaction', 'equalto', inside_transaction) %}\n {% if not inside_transaction and loop.first %}\n {% call statement(auto_begin=inside_transaction) %}\n commit;\n {% endcall %}\n {% endif %}\n {% set rendered = render(hook.get('sql')) | trim %}\n {% if (rendered | length) > 0 %}\n {% call statement(auto_begin=inside_transaction) %}\n {{ rendered }}\n {% endcall %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.458501, - "supported_languages": null - }, - "macro.dbt.make_hook_config": { - "name": "make_hook_config", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.make_hook_config", - "macro_sql": "{% macro make_hook_config(sql, inside_transaction) %}\n {{ tojson({\"sql\": sql, \"transaction\": inside_transaction}) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.458751, - "supported_languages": null - }, - "macro.dbt.before_begin": { - "name": "before_begin", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.before_begin", - "macro_sql": "{% macro before_begin(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_hook_config" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4589062, - "supported_languages": null - }, - "macro.dbt.in_transaction": { - "name": "in_transaction", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.in_transaction", - "macro_sql": "{% macro in_transaction(sql) %}\n {{ make_hook_config(sql, inside_transaction=True) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_hook_config" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.459146, - "supported_languages": null - }, - "macro.dbt.after_commit": { - "name": "after_commit", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.after_commit", - "macro_sql": "{% macro after_commit(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_hook_config" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.459601, - "supported_languages": null - }, - "macro.dbt.set_sql_header": { - "name": "set_sql_header", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/configs.sql", - "original_file_path": "macros/materializations/configs.sql", - "unique_id": "macro.dbt.set_sql_header", - "macro_sql": "{% macro set_sql_header(config) -%}\n {{ config.set('sql_header', caller()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.460144, - "supported_languages": null - }, - "macro.dbt.should_full_refresh": { - "name": "should_full_refresh", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/configs.sql", - "original_file_path": "macros/materializations/configs.sql", - "unique_id": "macro.dbt.should_full_refresh", - "macro_sql": "{% macro should_full_refresh() %}\n {% set config_full_refresh = config.get('full_refresh') %}\n {% if config_full_refresh is none %}\n {% set config_full_refresh = flags.FULL_REFRESH %}\n {% endif %}\n {% do return(config_full_refresh) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.460431, - "supported_languages": null - }, - "macro.dbt.should_store_failures": { - "name": "should_store_failures", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/configs.sql", - "original_file_path": "macros/materializations/configs.sql", - "unique_id": "macro.dbt.should_store_failures", - "macro_sql": "{% macro should_store_failures() %}\n {% set config_store_failures = config.get('store_failures') %}\n {% if config_store_failures is none %}\n {% set config_store_failures = flags.STORE_FAILURES %}\n {% endif %}\n {% do return(config_store_failures) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.460711, - "supported_languages": null - }, - "macro.dbt.snapshot_merge_sql": { - "name": "snapshot_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/snapshot_merge.sql", - "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", - "unique_id": "macro.dbt.snapshot_merge_sql", - "macro_sql": "{% macro snapshot_merge_sql(target, source, insert_cols) -%}\n {{ adapter.dispatch('snapshot_merge_sql', 'dbt')(target, source, insert_cols) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__snapshot_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.461129, - "supported_languages": null - }, - "macro.dbt.default__snapshot_merge_sql": { - "name": "default__snapshot_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/snapshot_merge.sql", - "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", - "unique_id": "macro.dbt.default__snapshot_merge_sql", - "macro_sql": "{% macro default__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on DBT_INTERNAL_SOURCE.dbt_scd_id = DBT_INTERNAL_DEST.dbt_scd_id\n\n when matched\n and DBT_INTERNAL_DEST.dbt_valid_to is null\n and DBT_INTERNAL_SOURCE.dbt_change_type in ('update', 'delete')\n then update\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n\n when not matched\n and DBT_INTERNAL_SOURCE.dbt_change_type = 'insert'\n then insert ({{ insert_cols_csv }})\n values ({{ insert_cols_csv }})\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.46207, - "supported_languages": null - }, - "macro.dbt.strategy_dispatch": { - "name": "strategy_dispatch", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.strategy_dispatch", - "macro_sql": "{% macro strategy_dispatch(name) -%}\n{% set original_name = name %}\n {% if '.' in name %}\n {% set package_name, name = name.split(\".\", 1) %}\n {% else %}\n {% set package_name = none %}\n {% endif %}\n\n {% if package_name is none %}\n {% set package_context = context %}\n {% elif package_name in context %}\n {% set package_context = context[package_name] %}\n {% else %}\n {% set error_msg %}\n Could not find package '{{package_name}}', called with '{{original_name}}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n\n {%- set search_name = 'snapshot_' ~ name ~ '_strategy' -%}\n\n {% if search_name not in package_context %}\n {% set error_msg %}\n The specified strategy macro '{{name}}' was not found in package '{{ package_name }}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n {{ return(package_context[search_name]) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4663649, - "supported_languages": null - }, - "macro.dbt.snapshot_hash_arguments": { - "name": "snapshot_hash_arguments", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_hash_arguments", - "macro_sql": "{% macro snapshot_hash_arguments(args) -%}\n {{ adapter.dispatch('snapshot_hash_arguments', 'dbt')(args) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__snapshot_hash_arguments" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.466774, - "supported_languages": null - }, - "macro.dbt.default__snapshot_hash_arguments": { - "name": "default__snapshot_hash_arguments", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.default__snapshot_hash_arguments", - "macro_sql": "{% macro default__snapshot_hash_arguments(args) -%}\n md5({%- for arg in args -%}\n coalesce(cast({{ arg }} as varchar ), '')\n {% if not loop.last %} || '|' || {% endif %}\n {%- endfor -%})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4670131, - "supported_languages": null - }, - "macro.dbt.snapshot_timestamp_strategy": { - "name": "snapshot_timestamp_strategy", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_timestamp_strategy", - "macro_sql": "{% macro snapshot_timestamp_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set primary_key = config['unique_key'] %}\n {% set updated_at = config['updated_at'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n\n {#/*\n The snapshot relation might not have an {{ updated_at }} value if the\n snapshot strategy is changed from `check` to `timestamp`. We\n should use a dbt-created column for the comparison in the snapshot\n table instead of assuming that the user-supplied {{ updated_at }}\n will be present in the historical data.\n\n See https://github.com/dbt-labs/dbt-core/issues/2350\n */ #}\n {% set row_changed_expr -%}\n ({{ snapshotted_rel }}.dbt_valid_from < {{ current_rel }}.{{ updated_at }})\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.snapshot_hash_arguments" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.467669, - "supported_languages": null - }, - "macro.dbt.snapshot_string_as_time": { - "name": "snapshot_string_as_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_string_as_time", - "macro_sql": "{% macro snapshot_string_as_time(timestamp) -%}\n {{ adapter.dispatch('snapshot_string_as_time', 'dbt')(timestamp) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__snapshot_string_as_time" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.467825, - "supported_languages": null - }, - "macro.dbt.default__snapshot_string_as_time": { - "name": "default__snapshot_string_as_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.default__snapshot_string_as_time", - "macro_sql": "{% macro default__snapshot_string_as_time(timestamp) %}\n {% do exceptions.raise_not_implemented(\n 'snapshot_string_as_time macro not implemented for adapter '+adapter.type()\n ) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.468062, - "supported_languages": null - }, - "macro.dbt.snapshot_check_all_get_existing_columns": { - "name": "snapshot_check_all_get_existing_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_check_all_get_existing_columns", - "macro_sql": "{% macro snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) -%}\n {%- if not target_exists -%}\n {#-- no table yet -> return whatever the query does --#}\n {{ return((false, query_columns)) }}\n {%- endif -%}\n\n {#-- handle any schema changes --#}\n {%- set target_relation = adapter.get_relation(database=node.database, schema=node.schema, identifier=node.alias) -%}\n\n {% if check_cols_config == 'all' %}\n {%- set query_columns = get_columns_in_query(node['compiled_code']) -%}\n\n {% elif check_cols_config is iterable and (check_cols_config | length) > 0 %}\n {#-- query for proper casing/quoting, to support comparison below --#}\n {%- set select_check_cols_from_target -%}\n {#-- N.B. The whitespace below is necessary to avoid edge case issue with comments --#}\n {#-- See: https://github.com/dbt-labs/dbt-core/issues/6781 --#}\n select {{ check_cols_config | join(', ') }} from (\n {{ node['compiled_code'] }}\n ) subq\n {%- endset -%}\n {% set query_columns = get_columns_in_query(select_check_cols_from_target) %}\n\n {% else %}\n {% do exceptions.raise_compiler_error(\"Invalid value for 'check_cols': \" ~ check_cols_config) %}\n {% endif %}\n\n {%- set existing_cols = adapter.get_columns_in_relation(target_relation) | map(attribute = 'name') | list -%}\n {%- set ns = namespace() -%} {#-- handle for-loop scoping with a namespace --#}\n {%- set ns.column_added = false -%}\n\n {%- set intersection = [] -%}\n {%- for col in query_columns -%}\n {%- if col in existing_cols -%}\n {%- do intersection.append(adapter.quote(col)) -%}\n {%- else -%}\n {% set ns.column_added = true %}\n {%- endif -%}\n {%- endfor -%}\n {{ return((ns.column_added, intersection)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_columns_in_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4699268, - "supported_languages": null - }, - "macro.dbt.snapshot_check_strategy": { - "name": "snapshot_check_strategy", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_check_strategy", - "macro_sql": "{% macro snapshot_check_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set check_cols_config = config['check_cols'] %}\n {% set primary_key = config['unique_key'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n {% set updated_at = config.get('updated_at', snapshot_get_time()) %}\n\n {% set column_added = false %}\n\n {% set column_added, check_cols = snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) %}\n\n {%- set row_changed_expr -%}\n (\n {%- if column_added -%}\n {{ get_true_sql() }}\n {%- else -%}\n {%- for col in check_cols -%}\n {{ snapshotted_rel }}.{{ col }} != {{ current_rel }}.{{ col }}\n or\n (\n (({{ snapshotted_rel }}.{{ col }} is null) and not ({{ current_rel }}.{{ col }} is null))\n or\n ((not {{ snapshotted_rel }}.{{ col }} is null) and ({{ current_rel }}.{{ col }} is null))\n )\n {%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n {%- endif -%}\n )\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.snapshot_get_time", - "macro.dbt.snapshot_check_all_get_existing_columns", - "macro.dbt.get_true_sql", - "macro.dbt.snapshot_hash_arguments" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.47153, - "supported_languages": null - }, - "macro.dbt.create_columns": { - "name": "create_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.create_columns", - "macro_sql": "{% macro create_columns(relation, columns) %}\n {{ adapter.dispatch('create_columns', 'dbt')(relation, columns) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4760451, - "supported_languages": null - }, - "macro.dbt.default__create_columns": { - "name": "default__create_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__create_columns", - "macro_sql": "{% macro default__create_columns(relation, columns) %}\n {% for column in columns %}\n {% call statement() %}\n alter table {{ relation }} add column \"{{ column.name }}\" {{ column.data_type }};\n {% endcall %}\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476317, - "supported_languages": null - }, - "macro.dbt.post_snapshot": { - "name": "post_snapshot", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.post_snapshot", - "macro_sql": "{% macro post_snapshot(staging_relation) %}\n {{ adapter.dispatch('post_snapshot', 'dbt')(staging_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__post_snapshot" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476471, - "supported_languages": null - }, - "macro.dbt.default__post_snapshot": { - "name": "default__post_snapshot", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__post_snapshot", - "macro_sql": "{% macro default__post_snapshot(staging_relation) %}\n {# no-op #}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476558, - "supported_languages": null - }, - "macro.dbt.get_true_sql": { - "name": "get_true_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.get_true_sql", - "macro_sql": "{% macro get_true_sql() %}\n {{ adapter.dispatch('get_true_sql', 'dbt')() }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_true_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4766889, - "supported_languages": null - }, - "macro.dbt.default__get_true_sql": { - "name": "default__get_true_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__get_true_sql", - "macro_sql": "{% macro default__get_true_sql() %}\n {{ return('TRUE') }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4767969, - "supported_languages": null - }, - "macro.dbt.snapshot_staging_table": { - "name": "snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.snapshot_staging_table", - "macro_sql": "{% macro snapshot_staging_table(strategy, source_sql, target_relation) -%}\n {{ adapter.dispatch('snapshot_staging_table', 'dbt')(strategy, source_sql, target_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__snapshot_staging_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476979, - "supported_languages": null - }, - "macro.dbt.default__snapshot_staging_table": { - "name": "default__snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__snapshot_staging_table", - "macro_sql": "{% macro default__snapshot_staging_table(strategy, source_sql, target_relation) -%}\n\n with snapshot_query as (\n\n {{ source_sql }}\n\n ),\n\n snapshotted_data as (\n\n select *,\n {{ strategy.unique_key }} as dbt_unique_key\n\n from {{ target_relation }}\n where dbt_valid_to is null\n\n ),\n\n insertions_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to,\n {{ strategy.scd_id }} as dbt_scd_id\n\n from snapshot_query\n ),\n\n updates_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n {{ strategy.updated_at }} as dbt_valid_to\n\n from snapshot_query\n ),\n\n {%- if strategy.invalidate_hard_deletes %}\n\n deletes_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key\n from snapshot_query\n ),\n {% endif %}\n\n insertions as (\n\n select\n 'insert' as dbt_change_type,\n source_data.*\n\n from insertions_source_data as source_data\n left outer join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where snapshotted_data.dbt_unique_key is null\n or (\n snapshotted_data.dbt_unique_key is not null\n and (\n {{ strategy.row_changed }}\n )\n )\n\n ),\n\n updates as (\n\n select\n 'update' as dbt_change_type,\n source_data.*,\n snapshotted_data.dbt_scd_id\n\n from updates_source_data as source_data\n join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where (\n {{ strategy.row_changed }}\n )\n )\n\n {%- if strategy.invalidate_hard_deletes -%}\n ,\n\n deletes as (\n\n select\n 'delete' as dbt_change_type,\n source_data.*,\n {{ snapshot_get_time() }} as dbt_valid_from,\n {{ snapshot_get_time() }} as dbt_updated_at,\n {{ snapshot_get_time() }} as dbt_valid_to,\n snapshotted_data.dbt_scd_id\n\n from snapshotted_data\n left join deletes_source_data as source_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where source_data.dbt_unique_key is null\n )\n {%- endif %}\n\n select * from insertions\n union all\n select * from updates\n {%- if strategy.invalidate_hard_deletes %}\n union all\n select * from deletes\n {%- endif %}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.snapshot_get_time" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.477767, - "supported_languages": null - }, - "macro.dbt.build_snapshot_table": { - "name": "build_snapshot_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.build_snapshot_table", - "macro_sql": "{% macro build_snapshot_table(strategy, sql) -%}\n {{ adapter.dispatch('build_snapshot_table', 'dbt')(strategy, sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__build_snapshot_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.477945, - "supported_languages": null - }, - "macro.dbt.default__build_snapshot_table": { - "name": "default__build_snapshot_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__build_snapshot_table", - "macro_sql": "{% macro default__build_snapshot_table(strategy, sql) %}\n\n select *,\n {{ strategy.scd_id }} as dbt_scd_id,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to\n from (\n {{ sql }}\n ) sbq\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.478165, - "supported_languages": null - }, - "macro.dbt.build_snapshot_staging_table": { - "name": "build_snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.build_snapshot_staging_table", - "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(True, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_temp_relation", - "macro.dbt.snapshot_staging_table", - "macro.dbt.statement", - "macro.dbt.create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4785438, - "supported_languages": null - }, - "macro.dbt.materialization_snapshot_default": { - "name": "materialization_snapshot_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/snapshot.sql", - "original_file_path": "macros/materializations/snapshots/snapshot.sql", - "unique_id": "macro.dbt.materialization_snapshot_default", - "macro_sql": "{% materialization snapshot, default %}\n {%- set config = model['config'] -%}\n\n {%- set target_table = model.get('alias', model.get('name')) -%}\n\n {%- set strategy_name = config.get('strategy') -%}\n {%- set unique_key = config.get('unique_key') %}\n -- grab current tables grants config for comparision later on\n {%- set grant_config = config.get('grants') -%}\n\n {% set target_relation_exists, target_relation = get_or_create_relation(\n database=model.database,\n schema=model.schema,\n identifier=target_table,\n type='table') -%}\n\n {%- if not target_relation.is_table -%}\n {% do exceptions.relation_wrong_type(target_relation, 'table') %}\n {%- endif -%}\n\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set strategy_macro = strategy_dispatch(strategy_name) %}\n {% set strategy = strategy_macro(model, \"snapshotted_data\", \"source_data\", config, target_relation_exists) %}\n\n {% if not target_relation_exists %}\n\n {% set build_sql = build_snapshot_table(strategy, model['compiled_code']) %}\n {% set final_sql = create_table_as(False, target_relation, build_sql) %}\n\n {% else %}\n\n {{ adapter.valid_snapshot_target(target_relation) }}\n\n {% set staging_table = build_snapshot_staging_table(strategy, sql, target_relation) %}\n\n -- this may no-op if the database does not require column expansion\n {% do adapter.expand_target_column_types(from_relation=staging_table,\n to_relation=target_relation) %}\n\n {% set missing_columns = adapter.get_missing_columns(staging_table, target_relation)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% do create_columns(target_relation, missing_columns) %}\n\n {% set source_columns = adapter.get_columns_in_relation(staging_table)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% set quoted_source_columns = [] %}\n {% for column in source_columns %}\n {% do quoted_source_columns.append(adapter.quote(column.name)) %}\n {% endfor %}\n\n {% set final_sql = snapshot_merge_sql(\n target = target_relation,\n source = staging_table,\n insert_cols = quoted_source_columns\n )\n %}\n\n {% endif %}\n\n {% call statement('main') %}\n {{ final_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(target_relation_exists, full_refresh_mode=False) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if not target_relation_exists %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {% if staging_table is defined %}\n {% do post_snapshot(staging_table) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.get_or_create_relation", - "macro.dbt.run_hooks", - "macro.dbt.strategy_dispatch", - "macro.dbt.build_snapshot_table", - "macro.dbt.create_table_as", - "macro.dbt.build_snapshot_staging_table", - "macro.dbt.create_columns", - "macro.dbt.snapshot_merge_sql", - "macro.dbt.statement", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes", - "macro.dbt.post_snapshot" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.48448, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_test_default": { - "name": "materialization_test_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/test.sql", - "original_file_path": "macros/materializations/tests/test.sql", - "unique_id": "macro.dbt.materialization_test_default", - "macro_sql": "{%- materialization test, default -%}\n\n {% set relations = [] %}\n\n {% if should_store_failures() %}\n\n {% set identifier = model['alias'] %}\n {% set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% set store_failures_as = config.get('store_failures_as') %}\n -- if `--store-failures` is invoked via command line and `store_failures_as` is not set,\n -- config.get('store_failures_as', 'table') returns None, not 'table'\n {% if store_failures_as == none %}{% set store_failures_as = 'table' %}{% endif %}\n {% if store_failures_as not in ['table', 'view'] %}\n {{ exceptions.raise_compiler_error(\n \"'\" ~ store_failures_as ~ \"' is not a valid value for `store_failures_as`. \"\n \"Accepted values are: ['ephemeral', 'table', 'view']\"\n ) }}\n {% endif %}\n\n {% set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database, type=store_failures_as) -%} %}\n\n {% if old_relation %}\n {% do adapter.drop_relation(old_relation) %}\n {% endif %}\n\n {% call statement(auto_begin=True) %}\n {{ get_create_sql(target_relation, sql) }}\n {% endcall %}\n\n {% do relations.append(target_relation) %}\n\n {% set main_sql %}\n select *\n from {{ target_relation }}\n {% endset %}\n\n {{ adapter.commit() }}\n\n {% else %}\n\n {% set main_sql = sql %}\n\n {% endif %}\n\n {% set limit = config.get('limit') %}\n {% set fail_calc = config.get('fail_calc') %}\n {% set warn_if = config.get('warn_if') %}\n {% set error_if = config.get('error_if') %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ get_test_sql(main_sql, fail_calc, warn_if, error_if, limit)}}\n\n {%- endcall %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.should_store_failures", - "macro.dbt.statement", - "macro.dbt.get_create_sql", - "macro.dbt.get_test_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.486943, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.get_test_sql": { - "name": "get_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.get_test_sql", - "macro_sql": "{% macro get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n {{ adapter.dispatch('get_test_sql', 'dbt')(main_sql, fail_calc, warn_if, error_if, limit) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_test_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.487975, - "supported_languages": null - }, - "macro.dbt.default__get_test_sql": { - "name": "default__get_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.default__get_test_sql", - "macro_sql": "{% macro default__get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n select\n {{ fail_calc }} as failures,\n {{ fail_calc }} {{ warn_if }} as should_warn,\n {{ fail_calc }} {{ error_if }} as should_error\n from (\n {{ main_sql }}\n {{ \"limit \" ~ limit if limit != none }}\n ) dbt_internal_test\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.488236, - "supported_languages": null - }, - "macro.dbt.get_unit_test_sql": { - "name": "get_unit_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.get_unit_test_sql", - "macro_sql": "{% macro get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n {{ adapter.dispatch('get_unit_test_sql', 'dbt')(main_sql, expected_fixture_sql, expected_column_names) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_unit_test_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.488418, - "supported_languages": null - }, - "macro.dbt.default__get_unit_test_sql": { - "name": "default__get_unit_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.default__get_unit_test_sql", - "macro_sql": "{% macro default__get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n-- Build actual result given inputs\nwith dbt_internal_unit_test_actual as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%},{% endif %}{%- endfor -%}, {{ dbt.string_literal(\"actual\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ main_sql }}\n ) _dbt_internal_unit_test_actual\n),\n-- Build expected result\ndbt_internal_unit_test_expected as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%}, {% endif %}{%- endfor -%}, {{ dbt.string_literal(\"expected\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ expected_fixture_sql }}\n ) _dbt_internal_unit_test_expected\n)\n-- Union actual and expected results\nselect * from dbt_internal_unit_test_actual\nunion all\nselect * from dbt_internal_unit_test_expected\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.string_literal" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4889312, - "supported_languages": null - }, - "macro.dbt.get_where_subquery": { - "name": "get_where_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/where_subquery.sql", - "original_file_path": "macros/materializations/tests/where_subquery.sql", - "unique_id": "macro.dbt.get_where_subquery", - "macro_sql": "{% macro get_where_subquery(relation) -%}\n {% do return(adapter.dispatch('get_where_subquery', 'dbt')(relation)) %}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_where_subquery" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.489258, - "supported_languages": null - }, - "macro.dbt.default__get_where_subquery": { - "name": "default__get_where_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/where_subquery.sql", - "original_file_path": "macros/materializations/tests/where_subquery.sql", - "unique_id": "macro.dbt.default__get_where_subquery", - "macro_sql": "{% macro default__get_where_subquery(relation) -%}\n {% set where = config.get('where', '') %}\n {% if where %}\n {%- set filtered -%}\n (select * from {{ relation }} where {{ where }}) dbt_subquery\n {%- endset -%}\n {% do return(filtered) %}\n {%- else -%}\n {% do return(relation) %}\n {%- endif -%}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.489585, - "supported_languages": null - }, - "macro.dbt.materialization_unit_default": { - "name": "materialization_unit_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/unit.sql", - "original_file_path": "macros/materializations/tests/unit.sql", - "unique_id": "macro.dbt.materialization_unit_default", - "macro_sql": "{%- materialization unit, default -%}\n\n {% set relations = [] %}\n\n {% set expected_rows = config.get('expected_rows') %}\n {% set expected_sql = config.get('expected_sql') %}\n {% set tested_expected_column_names = expected_rows[0].keys() if (expected_rows | length ) > 0 else get_columns_in_query(sql) %} %}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {% do run_query(get_create_table_as_sql(True, temp_relation, get_empty_subquery_sql(sql))) %}\n {%- set columns_in_relation = adapter.get_columns_in_relation(temp_relation) -%}\n {%- set column_name_to_data_types = {} -%}\n {%- for column in columns_in_relation -%}\n {%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n {%- endfor -%}\n\n {% if not expected_sql %}\n {% set expected_sql = get_expected_sql(expected_rows, column_name_to_data_types) %}\n {% endif %}\n {% set unit_test_sql = get_unit_test_sql(sql, expected_sql, tested_expected_column_names) %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ unit_test_sql }}\n\n {%- endcall %}\n\n {% do adapter.drop_relation(temp_relation) %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.get_columns_in_query", - "macro.dbt.make_temp_relation", - "macro.dbt.run_query", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.get_empty_subquery_sql", - "macro.dbt.get_expected_sql", - "macro.dbt.get_unit_test_sql", - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.491332, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_materialized_view_default": { - "name": "materialization_materialized_view_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialization_materialized_view_default", - "macro_sql": "{% materialization materialized_view, default %}\n {% set existing_relation = load_cached_relation(this) %}\n {% set target_relation = this.incorporate(type=this.MaterializedView) %}\n {% set intermediate_relation = make_intermediate_relation(target_relation) %}\n {% set backup_relation_type = target_relation.MaterializedView if existing_relation is none else existing_relation.type %}\n {% set backup_relation = make_backup_relation(target_relation, backup_relation_type) %}\n\n {{ materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) }}\n\n {% set build_sql = materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% if build_sql == '' %}\n {{ materialized_view_execute_no_op(target_relation) }}\n {% else %}\n {{ materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) }}\n {% endif %}\n\n {{ materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.materialized_view_setup", - "macro.dbt.materialized_view_get_build_sql", - "macro.dbt.materialized_view_execute_no_op", - "macro.dbt.materialized_view_execute_build_sql", - "macro.dbt.materialized_view_teardown" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4960058, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialized_view_setup": { - "name": "materialized_view_setup", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_setup", - "macro_sql": "{% macro materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) %}\n\n -- backup_relation and intermediate_relation should not already exist in the database\n -- it's possible these exist because of a previous run that exited unexpectedly\n {% set preexisting_backup_relation = load_cached_relation(backup_relation) %}\n {% set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4963589, - "supported_languages": null - }, - "macro.dbt.materialized_view_teardown": { - "name": "materialized_view_teardown", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_teardown", - "macro_sql": "{% macro materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) %}\n\n -- drop the temp relations if they exist to leave the database clean for the next run\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(intermediate_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.496583, - "supported_languages": null - }, - "macro.dbt.materialized_view_get_build_sql": { - "name": "materialized_view_get_build_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_get_build_sql", - "macro_sql": "{% macro materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% set full_refresh_mode = should_full_refresh() %}\n\n -- determine the scenario we're in: create, full_refresh, alter, refresh data\n {% if existing_relation is none %}\n {% set build_sql = get_create_materialized_view_as_sql(target_relation, sql) %}\n {% elif full_refresh_mode or not existing_relation.is_materialized_view %}\n {% set build_sql = get_replace_sql(existing_relation, target_relation, sql) %}\n {% else %}\n\n -- get config options\n {% set on_configuration_change = config.get('on_configuration_change') %}\n {% set configuration_changes = get_materialized_view_configuration_changes(existing_relation, config) %}\n\n {% if configuration_changes is none %}\n {% set build_sql = refresh_materialized_view(target_relation) %}\n\n {% elif on_configuration_change == 'apply' %}\n {% set build_sql = get_alter_materialized_view_as_sql(target_relation, configuration_changes, sql, existing_relation, backup_relation, intermediate_relation) %}\n {% elif on_configuration_change == 'continue' %}\n {% set build_sql = '' %}\n {{ exceptions.warn(\"Configuration changes were identified and `on_configuration_change` was set to `continue` for `\" ~ target_relation ~ \"`\") }}\n {% elif on_configuration_change == 'fail' %}\n {{ exceptions.raise_fail_fast_error(\"Configuration changes were identified and `on_configuration_change` was set to `fail` for `\" ~ target_relation ~ \"`\") }}\n\n {% else %}\n -- this only happens if the user provides a value other than `apply`, 'skip', 'fail'\n {{ exceptions.raise_compiler_error(\"Unexpected configuration scenario\") }}\n\n {% endif %}\n\n {% endif %}\n\n {% do return(build_sql) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.should_full_refresh", - "macro.dbt.get_create_materialized_view_as_sql", - "macro.dbt.get_replace_sql", - "macro.dbt.get_materialized_view_configuration_changes", - "macro.dbt.refresh_materialized_view", - "macro.dbt.get_alter_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.497895, - "supported_languages": null - }, - "macro.dbt.materialized_view_execute_no_op": { - "name": "materialized_view_execute_no_op", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_execute_no_op", - "macro_sql": "{% macro materialized_view_execute_no_op(target_relation) %}\n {% do store_raw_result(\n name=\"main\",\n message=\"skip \" ~ target_relation,\n code=\"skip\",\n rows_affected=\"-1\"\n ) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4982002, - "supported_languages": null - }, - "macro.dbt.materialized_view_execute_build_sql": { - "name": "materialized_view_execute_build_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_execute_build_sql", - "macro_sql": "{% macro materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) %}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set grant_config = config.get('grants') %}\n\n {% call statement(name=\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.498802, - "supported_languages": null - }, - "macro.dbt.materialization_view_default": { - "name": "materialization_view_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/view.sql", - "original_file_path": "macros/materializations/models/view.sql", - "unique_id": "macro.dbt.materialization_view_default", - "macro_sql": "{%- materialization view, default -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='view') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n This relation (probably) doesn't exist yet. If it does exist, it's a leftover from\n a previous run, and we're going to try to drop it immediately. At the end of this\n materialization, we're going to rename the \"existing_relation\" to this identifier,\n and then we're going to drop it. In order to make sure we run the correct one of:\n - drop view ...\n - drop table ...\n\n We need to set the type of this relation to be the type of the existing_relation, if it exists,\n or else \"view\" as a sane default if it does not. Note that if the existing_relation does not\n exist, then there is nothing to move out of the way and subsequentally drop. In that case,\n this relation will be effectively unused.\n */\n {%- set backup_relation_type = 'view' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n -- move the existing view out of the way\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.run_hooks", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.statement", - "macro.dbt.get_create_view_as_sql", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.501663, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_table_default": { - "name": "materialization_table_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/table.sql", - "original_file_path": "macros/materializations/models/table.sql", - "unique_id": "macro.dbt.materialization_table_default", - "macro_sql": "{% materialization table, default %}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_table_as_sql(False, intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.create_indexes", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5046, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.get_quoted_csv": { - "name": "get_quoted_csv", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.get_quoted_csv", - "macro_sql": "{% macro get_quoted_csv(column_names) %}\n\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote(col)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.506144, - "supported_languages": null - }, - "macro.dbt.diff_columns": { - "name": "diff_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.diff_columns", - "macro_sql": "{% macro diff_columns(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% set source_names = source_columns | map(attribute = 'column') | list %}\n {% set target_names = target_columns | map(attribute = 'column') | list %}\n\n {# --check whether the name attribute exists in the target - this does not perform a data type check #}\n {% for sc in source_columns %}\n {% if sc.name not in target_names %}\n {{ result.append(sc) }}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5066829, - "supported_languages": null - }, - "macro.dbt.diff_column_data_types": { - "name": "diff_column_data_types", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.diff_column_data_types", - "macro_sql": "{% macro diff_column_data_types(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% for sc in source_columns %}\n {% set tc = target_columns | selectattr(\"name\", \"equalto\", sc.name) | list | first %}\n {% if tc %}\n {% if sc.data_type != tc.data_type and not sc.can_expand_to(other_column=tc) %}\n {{ result.append( { 'column_name': tc.name, 'new_type': sc.data_type } ) }}\n {% endif %}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5073678, - "supported_languages": null - }, - "macro.dbt.get_merge_update_columns": { - "name": "get_merge_update_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.get_merge_update_columns", - "macro_sql": "{% macro get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {{ return(adapter.dispatch('get_merge_update_columns', 'dbt')(merge_update_columns, merge_exclude_columns, dest_columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_merge_update_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.507602, - "supported_languages": null - }, - "macro.dbt.default__get_merge_update_columns": { - "name": "default__get_merge_update_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.default__get_merge_update_columns", - "macro_sql": "{% macro default__get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {%- set default_cols = dest_columns | map(attribute=\"quoted\") | list -%}\n\n {%- if merge_update_columns and merge_exclude_columns -%}\n {{ exceptions.raise_compiler_error(\n 'Model cannot specify merge_update_columns and merge_exclude_columns. Please update model to use only one config'\n )}}\n {%- elif merge_update_columns -%}\n {%- set update_columns = merge_update_columns -%}\n {%- elif merge_exclude_columns -%}\n {%- set update_columns = [] -%}\n {%- for column in dest_columns -%}\n {% if column.column | lower not in merge_exclude_columns | map(\"lower\") | list %}\n {%- do update_columns.append(column.quoted) -%}\n {% endif %}\n {%- endfor -%}\n {%- else -%}\n {%- set update_columns = default_cols -%}\n {%- endif -%}\n\n {{ return(update_columns) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5082371, - "supported_languages": null - }, - "macro.dbt.get_merge_sql": { - "name": "get_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.get_merge_sql", - "macro_sql": "{% macro get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n -- back compat for old kwarg name\n {% set incremental_predicates = kwargs.get('predicates', incremental_predicates) %}\n {{ adapter.dispatch('get_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.514847, - "supported_languages": null - }, - "macro.dbt.default__get_merge_sql": { - "name": "default__get_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.default__get_merge_sql", - "macro_sql": "{% macro default__get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n {%- set predicates = [] if incremental_predicates is none else [] + incremental_predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set merge_update_columns = config.get('merge_update_columns') -%}\n {%- set merge_exclude_columns = config.get('merge_exclude_columns') -%}\n {%- set update_columns = get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not mapping and unique_key is not string %}\n {% for key in unique_key %}\n {% set this_key_match %}\n DBT_INTERNAL_SOURCE.{{ key }} = DBT_INTERNAL_DEST.{{ key }}\n {% endset %}\n {% do predicates.append(this_key_match) %}\n {% endfor %}\n {% else %}\n {% set unique_key_match %}\n DBT_INTERNAL_SOURCE.{{ unique_key }} = DBT_INTERNAL_DEST.{{ unique_key }}\n {% endset %}\n {% do predicates.append(unique_key_match) %}\n {% endif %}\n {% else %}\n {% do predicates.append('FALSE') %}\n {% endif %}\n\n {{ sql_header if sql_header is not none }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on {{\"(\" ~ predicates | join(\") and (\") ~ \")\"}}\n\n {% if unique_key %}\n when matched then update set\n {% for column_name in update_columns -%}\n {{ column_name }} = DBT_INTERNAL_SOURCE.{{ column_name }}\n {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n {% endif %}\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv", - "macro.dbt.get_merge_update_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5165172, - "supported_languages": null - }, - "macro.dbt.get_delete_insert_merge_sql": { - "name": "get_delete_insert_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.get_delete_insert_merge_sql", - "macro_sql": "{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n {{ adapter.dispatch('get_delete_insert_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.516791, - "supported_languages": null - }, - "macro.dbt.default__get_delete_insert_merge_sql": { - "name": "default__get_delete_insert_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.default__get_delete_insert_merge_sql", - "macro_sql": "{% macro default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }}\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = {{ target }}.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5176718, - "supported_languages": null - }, - "macro.dbt.get_insert_overwrite_merge_sql": { - "name": "get_insert_overwrite_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.get_insert_overwrite_merge_sql", - "macro_sql": "{% macro get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header=false) -%}\n {{ adapter.dispatch('get_insert_overwrite_merge_sql', 'dbt')(target, source, dest_columns, predicates, include_sql_header) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_insert_overwrite_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.517919, - "supported_languages": null - }, - "macro.dbt.default__get_insert_overwrite_merge_sql": { - "name": "default__get_insert_overwrite_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.default__get_insert_overwrite_merge_sql", - "macro_sql": "{% macro default__get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header) -%}\n {#-- The only time include_sql_header is True: --#}\n {#-- BigQuery + insert_overwrite strategy + \"static\" partitions config --#}\n {#-- We should consider including the sql header at the materialization level instead --#}\n\n {%- set predicates = [] if predicates is none else [] + predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none and include_sql_header }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on FALSE\n\n when not matched by source\n {% if predicates %} and {{ predicates | join(' and ') }} {% endif %}\n then delete\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.518493, - "supported_languages": null - }, - "macro.dbt.is_incremental": { - "name": "is_incremental", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/is_incremental.sql", - "original_file_path": "macros/materializations/models/incremental/is_incremental.sql", - "unique_id": "macro.dbt.is_incremental", - "macro_sql": "{% macro is_incremental() %}\n {#-- do not run introspective queries in parsing #}\n {% if not execute %}\n {{ return(False) }}\n {% else %}\n {% set relation = adapter.get_relation(this.database, this.schema, this.table) %}\n {{ return(relation is not none\n and relation.type == 'table'\n and model.config.materialized == 'incremental'\n and not should_full_refresh()) }}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.should_full_refresh" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.519082, - "supported_languages": null - }, - "macro.dbt.get_incremental_append_sql": { - "name": "get_incremental_append_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_append_sql", - "macro_sql": "{% macro get_incremental_append_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_append_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_append_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.519902, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_append_sql": { - "name": "default__get_incremental_append_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_append_sql", - "macro_sql": "{% macro default__get_incremental_append_sql(arg_dict) %}\n\n {% do return(get_insert_into_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_insert_into_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.520115, - "supported_languages": null - }, - "macro.dbt.get_incremental_delete_insert_sql": { - "name": "get_incremental_delete_insert_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_delete_insert_sql", - "macro_sql": "{% macro get_incremental_delete_insert_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_delete_insert_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_delete_insert_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.520279, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_delete_insert_sql": { - "name": "default__get_incremental_delete_insert_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_delete_insert_sql", - "macro_sql": "{% macro default__get_incremental_delete_insert_sql(arg_dict) %}\n\n {% do return(get_delete_insert_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_delete_insert_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5205388, - "supported_languages": null - }, - "macro.dbt.get_incremental_merge_sql": { - "name": "get_incremental_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_merge_sql", - "macro_sql": "{% macro get_incremental_merge_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_merge_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5207071, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_merge_sql": { - "name": "default__get_incremental_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_merge_sql", - "macro_sql": "{% macro default__get_incremental_merge_sql(arg_dict) %}\n\n {% do return(get_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.520973, - "supported_languages": null - }, - "macro.dbt.get_incremental_insert_overwrite_sql": { - "name": "get_incremental_insert_overwrite_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_insert_overwrite_sql", - "macro_sql": "{% macro get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_insert_overwrite_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_insert_overwrite_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.521295, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_insert_overwrite_sql": { - "name": "default__get_incremental_insert_overwrite_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_insert_overwrite_sql", - "macro_sql": "{% macro default__get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {% do return(get_insert_overwrite_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_insert_overwrite_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.522431, - "supported_languages": null - }, - "macro.dbt.get_incremental_default_sql": { - "name": "get_incremental_default_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_default_sql", - "macro_sql": "{% macro get_incremental_default_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_default_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_incremental_default_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.523007, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_default_sql": { - "name": "default__get_incremental_default_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_default_sql", - "macro_sql": "{% macro default__get_incremental_default_sql(arg_dict) %}\n\n {% do return(get_incremental_append_sql(arg_dict)) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_incremental_append_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.523458, - "supported_languages": null - }, - "macro.dbt.get_insert_into_sql": { - "name": "get_insert_into_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_insert_into_sql", - "macro_sql": "{% macro get_insert_into_sql(target_relation, temp_relation, dest_columns) %}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n insert into {{ target_relation }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ temp_relation }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.523917, - "supported_languages": null - }, - "macro.dbt.materialization_incremental_default": { - "name": "materialization_incremental_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/incremental.sql", - "original_file_path": "macros/materializations/models/incremental/incremental.sql", - "unique_id": "macro.dbt.materialization_incremental_default", - "macro_sql": "{% materialization incremental, default -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = get_create_table_as_sql(False, target_relation, sql) %}\n {% elif full_refresh_mode %}\n {% set build_sql = get_create_table_as_sql(False, intermediate_relation, sql) %}\n {% set need_swap = true %}\n {% else %}\n {% do run_query(get_create_table_as_sql(True, temp_relation, sql)) %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n\n {% endif %}\n\n {% call statement(\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_temp_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.should_full_refresh", - "macro.dbt.incremental_validate_on_schema_change", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.run_query", - "macro.dbt.process_schema_changes", - "macro.dbt.statement", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.528948, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.incremental_validate_on_schema_change": { - "name": "incremental_validate_on_schema_change", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.incremental_validate_on_schema_change", - "macro_sql": "{% macro incremental_validate_on_schema_change(on_schema_change, default='ignore') %}\n\n {% if on_schema_change not in ['sync_all_columns', 'append_new_columns', 'fail', 'ignore'] %}\n\n {% set log_message = 'Invalid value for on_schema_change (%s) specified. Setting default value of %s.' % (on_schema_change, default) %}\n {% do log(log_message) %}\n\n {{ return(default) }}\n\n {% else %}\n\n {{ return(on_schema_change) }}\n\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.534081, - "supported_languages": null - }, - "macro.dbt.check_for_schema_changes": { - "name": "check_for_schema_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.check_for_schema_changes", - "macro_sql": "{% macro check_for_schema_changes(source_relation, target_relation) %}\n\n {% set schema_changed = False %}\n\n {%- set source_columns = adapter.get_columns_in_relation(source_relation) -%}\n {%- set target_columns = adapter.get_columns_in_relation(target_relation) -%}\n {%- set source_not_in_target = diff_columns(source_columns, target_columns) -%}\n {%- set target_not_in_source = diff_columns(target_columns, source_columns) -%}\n\n {% set new_target_types = diff_column_data_types(source_columns, target_columns) %}\n\n {% if source_not_in_target != [] %}\n {% set schema_changed = True %}\n {% elif target_not_in_source != [] or new_target_types != [] %}\n {% set schema_changed = True %}\n {% elif new_target_types != [] %}\n {% set schema_changed = True %}\n {% endif %}\n\n {% set changes_dict = {\n 'schema_changed': schema_changed,\n 'source_not_in_target': source_not_in_target,\n 'target_not_in_source': target_not_in_source,\n 'source_columns': source_columns,\n 'target_columns': target_columns,\n 'new_target_types': new_target_types\n } %}\n\n {% set msg %}\n In {{ target_relation }}:\n Schema changed: {{ schema_changed }}\n Source columns not in target: {{ source_not_in_target }}\n Target columns not in source: {{ target_not_in_source }}\n New column types: {{ new_target_types }}\n {% endset %}\n\n {% do log(msg) %}\n\n {{ return(changes_dict) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.diff_columns", - "macro.dbt.diff_column_data_types" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5354052, - "supported_languages": null - }, - "macro.dbt.sync_column_schemas": { - "name": "sync_column_schemas", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.sync_column_schemas", - "macro_sql": "{% macro sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {%- set add_to_target_arr = schema_changes_dict['source_not_in_target'] -%}\n\n {%- if on_schema_change == 'append_new_columns'-%}\n {%- if add_to_target_arr | length > 0 -%}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, none) -%}\n {%- endif -%}\n\n {% elif on_schema_change == 'sync_all_columns' %}\n {%- set remove_from_target_arr = schema_changes_dict['target_not_in_source'] -%}\n {%- set new_target_types = schema_changes_dict['new_target_types'] -%}\n\n {% if add_to_target_arr | length > 0 or remove_from_target_arr | length > 0 %}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, remove_from_target_arr) -%}\n {% endif %}\n\n {% if new_target_types != [] %}\n {% for ntt in new_target_types %}\n {% set column_name = ntt['column_name'] %}\n {% set new_type = ntt['new_type'] %}\n {% do alter_column_type(target_relation, column_name, new_type) %}\n {% endfor %}\n {% endif %}\n\n {% endif %}\n\n {% set schema_change_message %}\n In {{ target_relation }}:\n Schema change approach: {{ on_schema_change }}\n Columns added: {{ add_to_target_arr }}\n Columns removed: {{ remove_from_target_arr }}\n Data types changed: {{ new_target_types }}\n {% endset %}\n\n {% do log(schema_change_message) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.alter_relation_add_remove_columns", - "macro.dbt.alter_column_type" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.536468, - "supported_languages": null - }, - "macro.dbt.process_schema_changes": { - "name": "process_schema_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.process_schema_changes", - "macro_sql": "{% macro process_schema_changes(on_schema_change, source_relation, target_relation) %}\n\n {% if on_schema_change == 'ignore' %}\n\n {{ return({}) }}\n\n {% else %}\n\n {% set schema_changes_dict = check_for_schema_changes(source_relation, target_relation) %}\n\n {% if schema_changes_dict['schema_changed'] %}\n\n {% if on_schema_change == 'fail' %}\n\n {% set fail_msg %}\n The source and target schemas on this incremental model are out of sync!\n They can be reconciled in several ways:\n - set the `on_schema_change` config to either append_new_columns or sync_all_columns, depending on your situation.\n - Re-run the incremental model with `full_refresh: True` to update the target schema.\n - update the schema manually and re-run the process.\n\n Additional troubleshooting context:\n Source columns not in target: {{ schema_changes_dict['source_not_in_target'] }}\n Target columns not in source: {{ schema_changes_dict['target_not_in_source'] }}\n New column types: {{ schema_changes_dict['new_target_types'] }}\n {% endset %}\n\n {% do exceptions.raise_compiler_error(fail_msg) %}\n\n {# -- unless we ignore, run the sync operation per the config #}\n {% else %}\n\n {% do sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {% endif %}\n\n {% endif %}\n\n {{ return(schema_changes_dict['source_columns']) }}\n\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.check_for_schema_changes", - "macro.dbt.sync_column_schemas" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.537212, - "supported_languages": null - }, - "macro.dbt.can_clone_table": { - "name": "can_clone_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/can_clone_table.sql", - "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", - "unique_id": "macro.dbt.can_clone_table", - "macro_sql": "{% macro can_clone_table() %}\n {{ return(adapter.dispatch('can_clone_table', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__can_clone_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.537436, - "supported_languages": null - }, - "macro.dbt.default__can_clone_table": { - "name": "default__can_clone_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/can_clone_table.sql", - "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", - "unique_id": "macro.dbt.default__can_clone_table", - "macro_sql": "{% macro default__can_clone_table() %}\n {{ return(False) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5375419, - "supported_languages": null - }, - "macro.dbt.create_or_replace_clone": { - "name": "create_or_replace_clone", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "unique_id": "macro.dbt.create_or_replace_clone", - "macro_sql": "{% macro create_or_replace_clone(this_relation, defer_relation) %}\n {{ return(adapter.dispatch('create_or_replace_clone', 'dbt')(this_relation, defer_relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_or_replace_clone" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.537806, - "supported_languages": null - }, - "macro.dbt.default__create_or_replace_clone": { - "name": "default__create_or_replace_clone", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "unique_id": "macro.dbt.default__create_or_replace_clone", - "macro_sql": "{% macro default__create_or_replace_clone(this_relation, defer_relation) %}\n create or replace table {{ this_relation }} clone {{ defer_relation }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5380218, - "supported_languages": null - }, - "macro.dbt.materialization_clone_default": { - "name": "materialization_clone_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/clone.sql", - "original_file_path": "macros/materializations/models/clone/clone.sql", - "unique_id": "macro.dbt.materialization_clone_default", - "macro_sql": "{%- materialization clone, default -%}\n\n {%- set relations = {'relations': []} -%}\n\n {%- if not defer_relation -%}\n -- nothing to do\n {{ log(\"No relation found in state manifest for \" ~ model.unique_id, info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n\n {%- if existing_relation and not flags.FULL_REFRESH -%}\n -- noop!\n {{ log(\"Relation \" ~ existing_relation ~ \" already exists\", info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set other_existing_relation = load_cached_relation(defer_relation) -%}\n\n -- If this is a database that can do zero-copy cloning of tables, and the other relation is a table, then this will be a table\n -- Otherwise, this will be a view\n\n {% set can_clone_table = can_clone_table() %}\n\n {%- if other_existing_relation and other_existing_relation.type == 'table' and can_clone_table -%}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {% if existing_relation is not none and not existing_relation.is_table %}\n {{ log(\"Dropping relation \" ~ existing_relation ~ \" because it is of type \" ~ existing_relation.type) }}\n {{ drop_relation_if_exists(existing_relation) }}\n {% endif %}\n\n -- as a general rule, data platforms that can clone tables can also do atomic 'create or replace'\n {% call statement('main') %}\n {% if target_relation and defer_relation and target_relation == defer_relation %}\n {{ log(\"Target relation and defer relation are the same, skipping clone for relation: \" ~ target_relation) }}\n {% else %}\n {{ create_or_replace_clone(target_relation, defer_relation) }}\n {% endif %}\n\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n {%- else -%}\n\n {%- set target_relation = this.incorporate(type='view') -%}\n\n -- reuse the view materialization\n -- TODO: support actual dispatch for materialization macros\n -- Tracking ticket: https://github.com/dbt-labs/dbt-core/issues/7799\n {% set search_name = \"materialization_view_\" ~ adapter.type() %}\n {% if not search_name in context %}\n {% set search_name = \"materialization_view_default\" %}\n {% endif %}\n {% set materialization_macro = context[search_name] %}\n {% set relations = materialization_macro() %}\n {{ return(relations) }}\n\n {%- endif -%}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.can_clone_table", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.statement", - "macro.dbt.create_or_replace_clone", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5418, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_seed_default": { - "name": "materialization_seed_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/seed.sql", - "original_file_path": "macros/materializations/seeds/seed.sql", - "unique_id": "macro.dbt.materialization_seed_default", - "macro_sql": "{% materialization seed, default %}\n\n {%- set identifier = model['alias'] -%}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n\n {%- set exists_as_table = (old_relation is not none and old_relation.is_table) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set grant_config = config.get('grants') -%}\n {%- set agate_table = load_agate_table() -%}\n -- grab current tables grants config for comparison later on\n\n {%- do store_result('agate_table', response='OK', agate_table=agate_table) -%}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% set create_table_sql = \"\" %}\n {% if exists_as_view %}\n {{ exceptions.raise_compiler_error(\"Cannot seed to '{}', it is a view\".format(old_relation)) }}\n {% elif exists_as_table %}\n {% set create_table_sql = reset_csv_table(model, full_refresh_mode, old_relation, agate_table) %}\n {% else %}\n {% set create_table_sql = create_csv_table(model, agate_table) %}\n {% endif %}\n\n {% set code = 'CREATE' if full_refresh_mode else 'INSERT' %}\n {% set rows_affected = (agate_table.rows | length) %}\n {% set sql = load_csv_rows(model, agate_table) %}\n\n {% call noop_statement('main', code ~ ' ' ~ rows_affected, code, rows_affected) %}\n {{ get_csv_sql(create_table_sql, sql) }};\n {% endcall %}\n\n {% set target_relation = this.incorporate(type='table') %}\n\n {% set should_revoke = should_revoke(old_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if full_refresh_mode or not exists_as_table %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.should_full_refresh", - "macro.dbt.run_hooks", - "macro.dbt.reset_csv_table", - "macro.dbt.create_csv_table", - "macro.dbt.load_csv_rows", - "macro.dbt.noop_statement", - "macro.dbt.get_csv_sql", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.544598, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.create_csv_table": { - "name": "create_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.create_csv_table", - "macro_sql": "{% macro create_csv_table(model, agate_table) -%}\n {{ adapter.dispatch('create_csv_table', 'dbt')(model, agate_table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_csv_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.551334, - "supported_languages": null - }, - "macro.dbt.default__create_csv_table": { - "name": "default__create_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__create_csv_table", - "macro_sql": "{% macro default__create_csv_table(model, agate_table) %}\n {%- set column_override = model['config'].get('column_types', {}) -%}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n\n {% set sql %}\n create table {{ this.render() }} (\n {%- for col_name in agate_table.column_names -%}\n {%- set inferred_type = adapter.convert_type(agate_table, loop.index0) -%}\n {%- set type = column_override.get(col_name, inferred_type) -%}\n {%- set column_name = (col_name | string) -%}\n {{ adapter.quote_seed_column(column_name, quote_seed_column) }} {{ type }} {%- if not loop.last -%}, {%- endif -%}\n {%- endfor -%}\n )\n {% endset %}\n\n {% call statement('_') -%}\n {{ sql }}\n {%- endcall %}\n\n {{ return(sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.552161, - "supported_languages": null - }, - "macro.dbt.reset_csv_table": { - "name": "reset_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.reset_csv_table", - "macro_sql": "{% macro reset_csv_table(model, full_refresh, old_relation, agate_table) -%}\n {{ adapter.dispatch('reset_csv_table', 'dbt')(model, full_refresh, old_relation, agate_table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__reset_csv_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.552511, - "supported_languages": null - }, - "macro.dbt.default__reset_csv_table": { - "name": "default__reset_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__reset_csv_table", - "macro_sql": "{% macro default__reset_csv_table(model, full_refresh, old_relation, agate_table) %}\n {% set sql = \"\" %}\n {% if full_refresh %}\n {{ adapter.drop_relation(old_relation) }}\n {% set sql = create_csv_table(model, agate_table) %}\n {% else %}\n {{ adapter.truncate_relation(old_relation) }}\n {% set sql = \"truncate table \" ~ old_relation %}\n {% endif %}\n\n {{ return(sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.create_csv_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.553061, - "supported_languages": null - }, - "macro.dbt.get_csv_sql": { - "name": "get_csv_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_csv_sql", - "macro_sql": "{% macro get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ adapter.dispatch('get_csv_sql', 'dbt')(create_or_truncate_sql, insert_sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_csv_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5538182, - "supported_languages": null - }, - "macro.dbt.default__get_csv_sql": { - "name": "default__get_csv_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__get_csv_sql", - "macro_sql": "{% macro default__get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ create_or_truncate_sql }};\n -- dbt seed --\n {{ insert_sql }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.554225, - "supported_languages": null - }, - "macro.dbt.get_binding_char": { - "name": "get_binding_char", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_binding_char", - "macro_sql": "{% macro get_binding_char() -%}\n {{ adapter.dispatch('get_binding_char', 'dbt')() }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_binding_char" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5546792, - "supported_languages": null - }, - "macro.dbt.default__get_binding_char": { - "name": "default__get_binding_char", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__get_binding_char", - "macro_sql": "{% macro default__get_binding_char() %}\n {{ return('%s') }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.554869, - "supported_languages": null - }, - "macro.dbt.get_batch_size": { - "name": "get_batch_size", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_batch_size", - "macro_sql": "{% macro get_batch_size() -%}\n {{ return(adapter.dispatch('get_batch_size', 'dbt')()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_batch_size" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.555418, - "supported_languages": null - }, - "macro.dbt.default__get_batch_size": { - "name": "default__get_batch_size", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__get_batch_size", - "macro_sql": "{% macro default__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.555837, - "supported_languages": null - }, - "macro.dbt.get_seed_column_quoted_csv": { - "name": "get_seed_column_quoted_csv", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_seed_column_quoted_csv", - "macro_sql": "{% macro get_seed_column_quoted_csv(model, column_names) %}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote_seed_column(col, quote_seed_column)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5563169, - "supported_languages": null - }, - "macro.dbt.load_csv_rows": { - "name": "load_csv_rows", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.load_csv_rows", - "macro_sql": "{% macro load_csv_rows(model, agate_table) -%}\n {{ adapter.dispatch('load_csv_rows', 'dbt')(model, agate_table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__load_csv_rows" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5564978, - "supported_languages": null - }, - "macro.dbt.default__load_csv_rows": { - "name": "default__load_csv_rows", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__load_csv_rows", - "macro_sql": "{% macro default__load_csv_rows(model, agate_table) %}\n\n {% set batch_size = get_batch_size() %}\n\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_batch_size", - "macro.dbt.get_seed_column_quoted_csv", - "macro.dbt.get_binding_char" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.557733, - "supported_languages": null - }, - "macro.dbt.generate_alias_name": { - "name": "generate_alias_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_alias.sql", - "original_file_path": "macros/get_custom_name/get_custom_alias.sql", - "unique_id": "macro.dbt.generate_alias_name", - "macro_sql": "{% macro generate_alias_name(custom_alias_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_alias_name', 'dbt')(custom_alias_name, node)) %}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_alias_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.558159, - "supported_languages": null - }, - "macro.dbt.default__generate_alias_name": { - "name": "default__generate_alias_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_alias.sql", - "original_file_path": "macros/get_custom_name/get_custom_alias.sql", - "unique_id": "macro.dbt.default__generate_alias_name", - "macro_sql": "{% macro default__generate_alias_name(custom_alias_name=none, node=none) -%}\n\n {%- if custom_alias_name -%}\n\n {{ custom_alias_name | trim }}\n\n {%- elif node.version -%}\n\n {{ return(node.name ~ \"_v\" ~ (node.version | replace(\".\", \"_\"))) }}\n\n {%- else -%}\n\n {{ node.name }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.558507, - "supported_languages": null - }, - "macro.dbt.generate_schema_name": { - "name": "generate_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_schema.sql", - "original_file_path": "macros/get_custom_name/get_custom_schema.sql", - "unique_id": "macro.dbt.generate_schema_name", - "macro_sql": "{% macro generate_schema_name(custom_schema_name=none, node=none) -%}\n {{ return(adapter.dispatch('generate_schema_name', 'dbt')(custom_schema_name, node)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_schema_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.558992, - "supported_languages": null - }, - "macro.dbt.default__generate_schema_name": { - "name": "default__generate_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_schema.sql", - "original_file_path": "macros/get_custom_name/get_custom_schema.sql", - "unique_id": "macro.dbt.default__generate_schema_name", - "macro_sql": "{% macro default__generate_schema_name(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if custom_schema_name is none -%}\n\n {{ default_schema }}\n\n {%- else -%}\n\n {{ default_schema }}_{{ custom_schema_name | trim }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5593102, - "supported_languages": null - }, - "macro.dbt.generate_schema_name_for_env": { - "name": "generate_schema_name_for_env", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_schema.sql", - "original_file_path": "macros/get_custom_name/get_custom_schema.sql", - "unique_id": "macro.dbt.generate_schema_name_for_env", - "macro_sql": "{% macro generate_schema_name_for_env(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if target.name == 'prod' and custom_schema_name is not none -%}\n\n {{ custom_schema_name | trim }}\n\n {%- else -%}\n\n {{ default_schema }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5596, - "supported_languages": null - }, - "macro.dbt.generate_database_name": { - "name": "generate_database_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_database.sql", - "original_file_path": "macros/get_custom_name/get_custom_database.sql", - "unique_id": "macro.dbt.generate_database_name", - "macro_sql": "{% macro generate_database_name(custom_database_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_database_name', 'dbt')(custom_database_name, node)) %}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_database_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.55999, - "supported_languages": null - }, - "macro.dbt.default__generate_database_name": { - "name": "default__generate_database_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_database.sql", - "original_file_path": "macros/get_custom_name/get_custom_database.sql", - "unique_id": "macro.dbt.default__generate_database_name", - "macro_sql": "{% macro default__generate_database_name(custom_database_name=none, node=none) -%}\n {%- set default_database = target.database -%}\n {%- if custom_database_name is none -%}\n\n {{ default_database }}\n\n {%- else -%}\n\n {{ custom_database_name }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.560228, - "supported_languages": null - }, - "macro.dbt.get_drop_sql": { - "name": "get_drop_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.get_drop_sql", - "macro_sql": "{%- macro get_drop_sql(relation) -%}\n {{- log('Applying DROP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_drop_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.561318, - "supported_languages": null - }, - "macro.dbt.default__get_drop_sql": { - "name": "default__get_drop_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.default__get_drop_sql", - "macro_sql": "{%- macro default__get_drop_sql(relation) -%}\n\n {%- if relation.is_view -%}\n {{ drop_view(relation) }}\n\n {%- elif relation.is_table -%}\n {{ drop_table(relation) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ drop_materialized_view(relation) }}\n\n {%- else -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.drop_view", - "macro.dbt.drop_table", - "macro.dbt.drop_materialized_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5617652, - "supported_languages": null - }, - "macro.dbt.drop_relation": { - "name": "drop_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.drop_relation", - "macro_sql": "{% macro drop_relation(relation) -%}\n {{ return(adapter.dispatch('drop_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__drop_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.561973, - "supported_languages": null - }, - "macro.dbt.default__drop_relation": { - "name": "default__drop_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.default__drop_relation", - "macro_sql": "{% macro default__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n {{ get_drop_sql(relation) }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.get_drop_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5626612, - "supported_languages": null - }, - "macro.dbt.drop_relation_if_exists": { - "name": "drop_relation_if_exists", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.drop_relation_if_exists", - "macro_sql": "{% macro drop_relation_if_exists(relation) %}\n {% if relation is not none %}\n {{ adapter.drop_relation(relation) }}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5631418, - "supported_languages": null - }, - "macro.dbt.get_replace_sql": { - "name": "get_replace_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/replace.sql", - "original_file_path": "macros/relations/replace.sql", - "unique_id": "macro.dbt.get_replace_sql", - "macro_sql": "{% macro get_replace_sql(existing_relation, target_relation, sql) %}\n {{- log('Applying REPLACE to: ' ~ existing_relation) -}}\n {{- adapter.dispatch('get_replace_sql', 'dbt')(existing_relation, target_relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.564019, - "supported_languages": null - }, - "macro.dbt.default__get_replace_sql": { - "name": "default__get_replace_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/replace.sql", - "original_file_path": "macros/relations/replace.sql", - "unique_id": "macro.dbt.default__get_replace_sql", - "macro_sql": "{% macro default__get_replace_sql(existing_relation, target_relation, sql) %}\n\n {# /* use a create or replace statement if possible */ #}\n\n {% set is_replaceable = existing_relation.type == target_relation_type and existing_relation.can_be_replaced %}\n\n {% if is_replaceable and existing_relation.is_view %}\n {{ get_replace_view_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_table %}\n {{ get_replace_table_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_materialized_view %}\n {{ get_replace_materialized_view_sql(target_relation, sql) }}\n\n {# /* a create or replace statement is not possible, so try to stage and/or backup to be safe */ #}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one using a backup */ #}\n {%- elif target_relation.can_be_renamed and existing_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one without using a backup */ #}\n {%- elif target_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_drop_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }}\n\n {# /* create target_relation in place by first backing up the existing relation */ #}\n {%- elif existing_relation.can_be_renamed -%}\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* no renaming is allowed, so just drop and create */ #}\n {%- else -%}\n {{ get_drop_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }}\n\n {%- endif -%}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_replace_view_sql", - "macro.dbt.get_replace_table_sql", - "macro.dbt.get_replace_materialized_view_sql", - "macro.dbt.get_create_intermediate_sql", - "macro.dbt.get_create_backup_sql", - "macro.dbt.get_rename_intermediate_sql", - "macro.dbt.get_drop_backup_sql", - "macro.dbt.get_drop_sql", - "macro.dbt.get_create_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.566122, - "supported_languages": null - }, - "macro.dbt.get_create_intermediate_sql": { - "name": "get_create_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_intermediate.sql", - "original_file_path": "macros/relations/create_intermediate.sql", - "unique_id": "macro.dbt.get_create_intermediate_sql", - "macro_sql": "{%- macro get_create_intermediate_sql(relation, sql) -%}\n {{- log('Applying CREATE INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_intermediate_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_intermediate_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.566592, - "supported_languages": null - }, - "macro.dbt.default__get_create_intermediate_sql": { - "name": "default__get_create_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_intermediate.sql", - "original_file_path": "macros/relations/create_intermediate.sql", - "unique_id": "macro.dbt.default__get_create_intermediate_sql", - "macro_sql": "{%- macro default__get_create_intermediate_sql(relation, sql) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n -- drop any pre-existing intermediate\n {{ get_drop_sql(intermediate_relation) }};\n\n {{ get_create_sql(intermediate_relation, sql) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_intermediate_relation", - "macro.dbt.get_drop_sql", - "macro.dbt.get_create_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.566942, - "supported_languages": null - }, - "macro.dbt.drop_schema_named": { - "name": "drop_schema_named", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/schema.sql", - "original_file_path": "macros/relations/schema.sql", - "unique_id": "macro.dbt.drop_schema_named", - "macro_sql": "{% macro drop_schema_named(schema_name) %}\n {{ return(adapter.dispatch('drop_schema_named', 'dbt') (schema_name)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_schema_named" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.56729, - "supported_languages": null - }, - "macro.dbt.default__drop_schema_named": { - "name": "default__drop_schema_named", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/schema.sql", - "original_file_path": "macros/relations/schema.sql", - "unique_id": "macro.dbt.default__drop_schema_named", - "macro_sql": "{% macro default__drop_schema_named(schema_name) %}\n {% set schema_relation = api.Relation.create(schema=schema_name) %}\n {{ adapter.drop_schema(schema_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.567498, - "supported_languages": null - }, - "macro.dbt.get_drop_backup_sql": { - "name": "get_drop_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop_backup.sql", - "original_file_path": "macros/relations/drop_backup.sql", - "unique_id": "macro.dbt.get_drop_backup_sql", - "macro_sql": "{%- macro get_drop_backup_sql(relation) -%}\n {{- log('Applying DROP BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_drop_backup_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.567807, - "supported_languages": null - }, - "macro.dbt.default__get_drop_backup_sql": { - "name": "default__get_drop_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop_backup.sql", - "original_file_path": "macros/relations/drop_backup.sql", - "unique_id": "macro.dbt.default__get_drop_backup_sql", - "macro_sql": "{%- macro default__get_drop_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n {{ get_drop_sql(backup_relation) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_backup_relation", - "macro.dbt.get_drop_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.568009, - "supported_languages": null - }, - "macro.dbt.get_rename_sql": { - "name": "get_rename_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.get_rename_sql", - "macro_sql": "{%- macro get_rename_sql(relation, new_name) -%}\n {{- log('Applying RENAME to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_sql', 'dbt')(relation, new_name) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5687559, - "supported_languages": null - }, - "macro.dbt.default__get_rename_sql": { - "name": "default__get_rename_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.default__get_rename_sql", - "macro_sql": "{%- macro default__get_rename_sql(relation, new_name) -%}\n\n {%- if relation.is_view -%}\n {{ get_rename_view_sql(relation, new_name) }}\n\n {%- elif relation.is_table -%}\n {{ get_rename_table_sql(relation, new_name) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_rename_materialized_view_sql(relation, new_name) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_rename_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.get_rename_view_sql", - "macro.dbt.get_rename_table_sql", - "macro.dbt.get_rename_materialized_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.569163, - "supported_languages": null - }, - "macro.dbt.rename_relation": { - "name": "rename_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.rename_relation", - "macro_sql": "{% macro rename_relation(from_relation, to_relation) -%}\n {{ return(adapter.dispatch('rename_relation', 'dbt')(from_relation, to_relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__rename_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.569356, - "supported_languages": null - }, - "macro.dbt.default__rename_relation": { - "name": "default__rename_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.default__rename_relation", - "macro_sql": "{% macro default__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter table {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5696042, - "supported_languages": null - }, - "macro.dbt.get_create_backup_sql": { - "name": "get_create_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_backup.sql", - "original_file_path": "macros/relations/create_backup.sql", - "unique_id": "macro.dbt.get_create_backup_sql", - "macro_sql": "{%- macro get_create_backup_sql(relation) -%}\n {{- log('Applying CREATE BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_backup_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.569935, - "supported_languages": null - }, - "macro.dbt.default__get_create_backup_sql": { - "name": "default__get_create_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_backup.sql", - "original_file_path": "macros/relations/create_backup.sql", - "unique_id": "macro.dbt.default__get_create_backup_sql", - "macro_sql": "{%- macro default__get_create_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n -- drop any pre-existing backup\n {{ get_drop_sql(backup_relation) }};\n\n {{ get_rename_sql(relation, backup_relation.identifier) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_backup_relation", - "macro.dbt.get_drop_sql", - "macro.dbt.get_rename_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.570176, - "supported_languages": null - }, - "macro.dbt.get_create_sql": { - "name": "get_create_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create.sql", - "original_file_path": "macros/relations/create.sql", - "unique_id": "macro.dbt.get_create_sql", - "macro_sql": "{%- macro get_create_sql(relation, sql) -%}\n {{- log('Applying CREATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.570603, - "supported_languages": null - }, - "macro.dbt.default__get_create_sql": { - "name": "default__get_create_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create.sql", - "original_file_path": "macros/relations/create.sql", - "unique_id": "macro.dbt.default__get_create_sql", - "macro_sql": "{%- macro default__get_create_sql(relation, sql) -%}\n\n {%- if relation.is_view -%}\n {{ get_create_view_as_sql(relation, sql) }}\n\n {%- elif relation.is_table -%}\n {{ get_create_table_as_sql(False, relation, sql) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_create_materialized_view_as_sql(relation, sql) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_create_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.get_create_view_as_sql", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.get_create_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571, - "supported_languages": null - }, - "macro.dbt.get_rename_intermediate_sql": { - "name": "get_rename_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename_intermediate.sql", - "original_file_path": "macros/relations/rename_intermediate.sql", - "unique_id": "macro.dbt.get_rename_intermediate_sql", - "macro_sql": "{%- macro get_rename_intermediate_sql(relation) -%}\n {{- log('Applying RENAME INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_intermediate_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_intermediate_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571303, - "supported_languages": null - }, - "macro.dbt.default__get_rename_intermediate_sql": { - "name": "default__get_rename_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename_intermediate.sql", - "original_file_path": "macros/relations/rename_intermediate.sql", - "unique_id": "macro.dbt.default__get_rename_intermediate_sql", - "macro_sql": "{%- macro default__get_rename_intermediate_sql(relation) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n {{ get_rename_sql(intermediate_relation, relation.identifier) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_intermediate_relation", - "macro.dbt.get_rename_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.57149, - "supported_languages": null - }, - "macro.dbt.drop_materialized_view": { - "name": "drop_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/drop.sql", - "original_file_path": "macros/relations/materialized_view/drop.sql", - "unique_id": "macro.dbt.drop_materialized_view", - "macro_sql": "{% macro drop_materialized_view(relation) -%}\n {{- adapter.dispatch('drop_materialized_view', 'dbt')(relation) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_materialized_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571809, - "supported_languages": null - }, - "macro.dbt.default__drop_materialized_view": { - "name": "default__drop_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/drop.sql", - "original_file_path": "macros/relations/materialized_view/drop.sql", - "unique_id": "macro.dbt.default__drop_materialized_view", - "macro_sql": "{% macro default__drop_materialized_view(relation) -%}\n drop materialized view if exists {{ relation }} cascade\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571914, - "supported_languages": null - }, - "macro.dbt.get_replace_materialized_view_sql": { - "name": "get_replace_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/replace.sql", - "original_file_path": "macros/relations/materialized_view/replace.sql", - "unique_id": "macro.dbt.get_replace_materialized_view_sql", - "macro_sql": "{% macro get_replace_materialized_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_materialized_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_materialized_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.572164, - "supported_languages": null - }, - "macro.dbt.default__get_replace_materialized_view_sql": { - "name": "default__get_replace_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/replace.sql", - "original_file_path": "macros/relations/materialized_view/replace.sql", - "unique_id": "macro.dbt.default__get_replace_materialized_view_sql", - "macro_sql": "{% macro default__get_replace_materialized_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.572374, - "supported_languages": null - }, - "macro.dbt.refresh_materialized_view": { - "name": "refresh_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/refresh.sql", - "original_file_path": "macros/relations/materialized_view/refresh.sql", - "unique_id": "macro.dbt.refresh_materialized_view", - "macro_sql": "{% macro refresh_materialized_view(relation) %}\n {{- log('Applying REFRESH to: ' ~ relation) -}}\n {{- adapter.dispatch('refresh_materialized_view', 'dbt')(relation) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__refresh_materialized_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5726552, - "supported_languages": null - }, - "macro.dbt.default__refresh_materialized_view": { - "name": "default__refresh_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/refresh.sql", - "original_file_path": "macros/relations/materialized_view/refresh.sql", - "unique_id": "macro.dbt.default__refresh_materialized_view", - "macro_sql": "{% macro default__refresh_materialized_view(relation) %}\n {{ exceptions.raise_compiler_error(\"`refresh_materialized_view` has not been implemented for this adapter.\") }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.572781, - "supported_languages": null - }, - "macro.dbt.get_rename_materialized_view_sql": { - "name": "get_rename_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/rename.sql", - "original_file_path": "macros/relations/materialized_view/rename.sql", - "unique_id": "macro.dbt.get_rename_materialized_view_sql", - "macro_sql": "{% macro get_rename_materialized_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_materialized_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_materialized_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.573028, - "supported_languages": null - }, - "macro.dbt.default__get_rename_materialized_view_sql": { - "name": "default__get_rename_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/rename.sql", - "original_file_path": "macros/relations/materialized_view/rename.sql", - "unique_id": "macro.dbt.default__get_rename_materialized_view_sql", - "macro_sql": "{% macro default__get_rename_materialized_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.573157, - "supported_languages": null - }, - "macro.dbt.get_alter_materialized_view_as_sql": { - "name": "get_alter_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.get_alter_materialized_view_as_sql", - "macro_sql": "{% macro get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{- log('Applying ALTER to: ' ~ relation) -}}\n {{- adapter.dispatch('get_alter_materialized_view_as_sql', 'dbt')(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n ) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_alter_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574096, - "supported_languages": null - }, - "macro.dbt.default__get_alter_materialized_view_as_sql": { - "name": "default__get_alter_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.default__get_alter_materialized_view_as_sql", - "macro_sql": "{% macro default__get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574272, - "supported_languages": null - }, - "macro.dbt.get_materialized_view_configuration_changes": { - "name": "get_materialized_view_configuration_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.get_materialized_view_configuration_changes", - "macro_sql": "{% macro get_materialized_view_configuration_changes(existing_relation, new_config) %}\n /* {#\n It's recommended that configuration changes be formatted as follows:\n {\"\": [{\"action\": \"\", \"context\": ...}]}\n\n For example:\n {\n \"indexes\": [\n {\"action\": \"drop\", \"context\": \"index_abc\"},\n {\"action\": \"create\", \"context\": {\"columns\": [\"column_1\", \"column_2\"], \"type\": \"hash\", \"unique\": True}},\n ],\n }\n\n Either way, `get_materialized_view_configuration_changes` needs to align with `get_alter_materialized_view_as_sql`.\n #} */\n {{- log('Determining configuration changes on: ' ~ existing_relation) -}}\n {%- do return(adapter.dispatch('get_materialized_view_configuration_changes', 'dbt')(existing_relation, new_config)) -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_materialized_view_configuration_changes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574531, - "supported_languages": null - }, - "macro.dbt.default__get_materialized_view_configuration_changes": { - "name": "default__get_materialized_view_configuration_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.default__get_materialized_view_configuration_changes", - "macro_sql": "{% macro default__get_materialized_view_configuration_changes(existing_relation, new_config) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574666, - "supported_languages": null - }, - "macro.dbt.get_create_materialized_view_as_sql": { - "name": "get_create_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/create.sql", - "original_file_path": "macros/relations/materialized_view/create.sql", - "unique_id": "macro.dbt.get_create_materialized_view_as_sql", - "macro_sql": "{% macro get_create_materialized_view_as_sql(relation, sql) -%}\n {{- adapter.dispatch('get_create_materialized_view_as_sql', 'dbt')(relation, sql) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5749178, - "supported_languages": null - }, - "macro.dbt.default__get_create_materialized_view_as_sql": { - "name": "default__get_create_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/create.sql", - "original_file_path": "macros/relations/materialized_view/create.sql", - "unique_id": "macro.dbt.default__get_create_materialized_view_as_sql", - "macro_sql": "{% macro default__get_create_materialized_view_as_sql(relation, sql) -%}\n {{ exceptions.raise_compiler_error(\n \"`get_create_materialized_view_as_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5750499, - "supported_languages": null - }, - "macro.dbt.get_table_columns_and_constraints": { - "name": "get_table_columns_and_constraints", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.get_table_columns_and_constraints", - "macro_sql": "{%- macro get_table_columns_and_constraints() -%}\n {{ adapter.dispatch('get_table_columns_and_constraints', 'dbt')() }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_table_columns_and_constraints" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.575975, - "supported_languages": null - }, - "macro.dbt.default__get_table_columns_and_constraints": { - "name": "default__get_table_columns_and_constraints", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.default__get_table_columns_and_constraints", - "macro_sql": "{% macro default__get_table_columns_and_constraints() -%}\n {{ return(table_columns_and_constraints()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.table_columns_and_constraints" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.576086, - "supported_languages": null - }, - "macro.dbt.table_columns_and_constraints": { - "name": "table_columns_and_constraints", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.table_columns_and_constraints", - "macro_sql": "{% macro table_columns_and_constraints() %}\n {# loop through user_provided_columns to create DDL with data types and constraints #}\n {%- set raw_column_constraints = adapter.render_raw_columns_constraints(raw_columns=model['columns']) -%}\n {%- set raw_model_constraints = adapter.render_raw_model_constraints(raw_constraints=model['constraints']) -%}\n (\n {% for c in raw_column_constraints -%}\n {{ c }}{{ \",\" if not loop.last or raw_model_constraints }}\n {% endfor %}\n {% for c in raw_model_constraints -%}\n {{ c }}{{ \",\" if not loop.last }}\n {% endfor -%}\n )\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5765572, - "supported_languages": null - }, - "macro.dbt.get_assert_columns_equivalent": { - "name": "get_assert_columns_equivalent", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.get_assert_columns_equivalent", - "macro_sql": "\n\n{%- macro get_assert_columns_equivalent(sql) -%}\n {{ adapter.dispatch('get_assert_columns_equivalent', 'dbt')(sql) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.576898, - "supported_languages": null - }, - "macro.dbt.default__get_assert_columns_equivalent": { - "name": "default__get_assert_columns_equivalent", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.default__get_assert_columns_equivalent", - "macro_sql": "{% macro default__get_assert_columns_equivalent(sql) -%}\n {{ return(assert_columns_equivalent(sql)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.577066, - "supported_languages": null - }, - "macro.dbt.assert_columns_equivalent": { - "name": "assert_columns_equivalent", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.assert_columns_equivalent", - "macro_sql": "{% macro assert_columns_equivalent(sql) %}\n\n {#-- First ensure the user has defined 'columns' in yaml specification --#}\n {%- set user_defined_columns = model['columns'] -%}\n {%- if not user_defined_columns -%}\n {{ exceptions.raise_contract_error([], []) }}\n {%- endif -%}\n\n {#-- Obtain the column schema provided by sql file. #}\n {%- set sql_file_provided_columns = get_column_schema_from_query(sql, config.get('sql_header', none)) -%}\n {#--Obtain the column schema provided by the schema file by generating an 'empty schema' query from the model's columns. #}\n {%- set schema_file_provided_columns = get_column_schema_from_query(get_empty_schema_sql(user_defined_columns)) -%}\n\n {#-- create dictionaries with name and formatted data type and strings for exception #}\n {%- set sql_columns = format_columns(sql_file_provided_columns) -%}\n {%- set yaml_columns = format_columns(schema_file_provided_columns) -%}\n\n {%- if sql_columns|length != yaml_columns|length -%}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n\n {%- for sql_col in sql_columns -%}\n {%- set yaml_col = [] -%}\n {%- for this_col in yaml_columns -%}\n {%- if this_col['name'] == sql_col['name'] -%}\n {%- do yaml_col.append(this_col) -%}\n {%- break -%}\n {%- endif -%}\n {%- endfor -%}\n {%- if not yaml_col -%}\n {#-- Column with name not found in yaml #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- if sql_col['formatted'] != yaml_col[0]['formatted'] -%}\n {#-- Column data types don't match #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- endfor -%}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_column_schema_from_query", - "macro.dbt.get_empty_schema_sql", - "macro.dbt.format_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.578506, - "supported_languages": null - }, - "macro.dbt.format_columns": { - "name": "format_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.format_columns", - "macro_sql": "{% macro format_columns(columns) %}\n {% set formatted_columns = [] %}\n {% for column in columns %}\n {%- set formatted_column = adapter.dispatch('format_column', 'dbt')(column) -%}\n {%- do formatted_columns.append(formatted_column) -%}\n {% endfor %}\n {{ return(formatted_columns) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__format_column" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5790122, - "supported_languages": null - }, - "macro.dbt.default__format_column": { - "name": "default__format_column", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.default__format_column", - "macro_sql": "{% macro default__format_column(column) -%}\n {% set data_type = column.dtype %}\n {% set formatted = column.column.lower() ~ \" \" ~ data_type %}\n {{ return({'name': column.name, 'data_type': data_type, 'formatted': formatted}) }}\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579401, - "supported_languages": null - }, - "macro.dbt.drop_table": { - "name": "drop_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/drop.sql", - "original_file_path": "macros/relations/table/drop.sql", - "unique_id": "macro.dbt.drop_table", - "macro_sql": "{% macro drop_table(relation) -%}\n {{- adapter.dispatch('drop_table', 'dbt')(relation) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579648, - "supported_languages": null - }, - "macro.dbt.default__drop_table": { - "name": "default__drop_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/drop.sql", - "original_file_path": "macros/relations/table/drop.sql", - "unique_id": "macro.dbt.default__drop_table", - "macro_sql": "{% macro default__drop_table(relation) -%}\n drop table if exists {{ relation }} cascade\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579745, - "supported_languages": null - }, - "macro.dbt.get_replace_table_sql": { - "name": "get_replace_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/replace.sql", - "original_file_path": "macros/relations/table/replace.sql", - "unique_id": "macro.dbt.get_replace_table_sql", - "macro_sql": "{% macro get_replace_table_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_table_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_table_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579995, - "supported_languages": null - }, - "macro.dbt.default__get_replace_table_sql": { - "name": "default__get_replace_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/replace.sql", - "original_file_path": "macros/relations/table/replace.sql", - "unique_id": "macro.dbt.default__get_replace_table_sql", - "macro_sql": "{% macro default__get_replace_table_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5801332, - "supported_languages": null - }, - "macro.dbt.get_rename_table_sql": { - "name": "get_rename_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/rename.sql", - "original_file_path": "macros/relations/table/rename.sql", - "unique_id": "macro.dbt.get_rename_table_sql", - "macro_sql": "{% macro get_rename_table_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_table_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_table_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.580383, - "supported_languages": null - }, - "macro.dbt.default__get_rename_table_sql": { - "name": "default__get_rename_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/rename.sql", - "original_file_path": "macros/relations/table/rename.sql", - "unique_id": "macro.dbt.default__get_rename_table_sql", - "macro_sql": "{% macro default__get_rename_table_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.580514, - "supported_languages": null - }, - "macro.dbt.get_create_table_as_sql": { - "name": "get_create_table_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.get_create_table_as_sql", - "macro_sql": "{% macro get_create_table_as_sql(temporary, relation, sql) -%}\n {{ adapter.dispatch('get_create_table_as_sql', 'dbt')(temporary, relation, sql) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_table_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5813088, - "supported_languages": null - }, - "macro.dbt.default__get_create_table_as_sql": { - "name": "default__get_create_table_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__get_create_table_as_sql", - "macro_sql": "{% macro default__get_create_table_as_sql(temporary, relation, sql) -%}\n {{ return(create_table_as(temporary, relation, sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5814779, - "supported_languages": null - }, - "macro.dbt.create_table_as": { - "name": "create_table_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.create_table_as", - "macro_sql": "{% macro create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {# backward compatibility for create_table_as that does not support language #}\n {% if language == \"sql\" %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code)}}\n {% else %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code, language) }}\n {% endif %}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5818748, - "supported_languages": null - }, - "macro.dbt.default__create_table_as": { - "name": "default__create_table_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__create_table_as", - "macro_sql": "{% macro default__create_table_as(temporary, relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced and (not temporary) %}\n {{ get_assert_columns_equivalent(sql) }}\n {{ get_table_columns_and_constraints() }}\n {%- set sql = get_select_subquery(sql) %}\n {% endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent", - "macro.dbt.get_table_columns_and_constraints", - "macro.dbt.get_select_subquery" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5825112, - "supported_languages": null - }, - "macro.dbt.default__get_column_names": { - "name": "default__get_column_names", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__get_column_names", - "macro_sql": "{% macro default__get_column_names() %}\n {#- loop through user_provided_columns to get column names -#}\n {%- set user_provided_columns = model['columns'] -%}\n {%- for i in user_provided_columns %}\n {%- set col = user_provided_columns[i] -%}\n {%- set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] -%}\n {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.582929, - "supported_languages": null - }, - "macro.dbt.get_select_subquery": { - "name": "get_select_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.get_select_subquery", - "macro_sql": "{% macro get_select_subquery(sql) %}\n {{ return(adapter.dispatch('get_select_subquery', 'dbt')(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_select_subquery" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5830982, - "supported_languages": null - }, - "macro.dbt.default__get_select_subquery": { - "name": "default__get_select_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__get_select_subquery", - "macro_sql": "{% macro default__get_select_subquery(sql) %}\n select {{ adapter.dispatch('get_column_names', 'dbt')() }}\n from (\n {{ sql }}\n ) as model_subq\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.get_column_names", - "macro.dbt.default__get_column_names" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5832698, - "supported_languages": null - }, - "macro.dbt.drop_view": { - "name": "drop_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/drop.sql", - "original_file_path": "macros/relations/view/drop.sql", - "unique_id": "macro.dbt.drop_view", - "macro_sql": "{% macro drop_view(relation) -%}\n {{- adapter.dispatch('drop_view', 'dbt')(relation) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5834901, - "supported_languages": null - }, - "macro.dbt.default__drop_view": { - "name": "default__drop_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/drop.sql", - "original_file_path": "macros/relations/view/drop.sql", - "unique_id": "macro.dbt.default__drop_view", - "macro_sql": "{% macro default__drop_view(relation) -%}\n drop view if exists {{ relation }} cascade\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.583584, - "supported_languages": null - }, - "macro.dbt.get_replace_view_sql": { - "name": "get_replace_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.get_replace_view_sql", - "macro_sql": "{% macro get_replace_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.584353, - "supported_languages": null - }, - "macro.dbt.default__get_replace_view_sql": { - "name": "default__get_replace_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.default__get_replace_view_sql", - "macro_sql": "{% macro default__get_replace_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.584754, - "supported_languages": null - }, - "macro.dbt.create_or_replace_view": { - "name": "create_or_replace_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.create_or_replace_view", - "macro_sql": "{% macro create_or_replace_view() %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks) }}\n\n -- If there's a table with the same name and we weren't told to full refresh,\n -- that's an error. If we were told to full refresh, drop it. This behavior differs\n -- for Snowflake and BigQuery, so multiple dispatch is used.\n {%- if old_relation is not none and old_relation.is_table -%}\n {{ handle_existing_table(should_full_refresh(), old_relation) }}\n {%- endif -%}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(target_relation, sql) }}\n {%- endcall %}\n\n {% set should_revoke = should_revoke(exists_as_view, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {{ run_hooks(post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_hooks", - "macro.dbt.handle_existing_table", - "macro.dbt.should_full_refresh", - "macro.dbt.statement", - "macro.dbt.get_create_view_as_sql", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.585983, - "supported_languages": null - }, - "macro.dbt.handle_existing_table": { - "name": "handle_existing_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.handle_existing_table", - "macro_sql": "{% macro handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.dispatch('handle_existing_table', 'dbt')(full_refresh, old_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__handle_existing_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.586167, - "supported_languages": null - }, - "macro.dbt.default__handle_existing_table": { - "name": "default__handle_existing_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.default__handle_existing_table", - "macro_sql": "{% macro default__handle_existing_table(full_refresh, old_relation) %}\n {{ log(\"Dropping relation \" ~ old_relation ~ \" because it is of type \" ~ old_relation.type) }}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5863621, - "supported_languages": null - }, - "macro.dbt.get_rename_view_sql": { - "name": "get_rename_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/rename.sql", - "original_file_path": "macros/relations/view/rename.sql", - "unique_id": "macro.dbt.get_rename_view_sql", - "macro_sql": "{% macro get_rename_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.586609, - "supported_languages": null - }, - "macro.dbt.default__get_rename_view_sql": { - "name": "default__get_rename_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/rename.sql", - "original_file_path": "macros/relations/view/rename.sql", - "unique_id": "macro.dbt.default__get_rename_view_sql", - "macro_sql": "{% macro default__get_rename_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.586755, - "supported_languages": null - }, - "macro.dbt.get_create_view_as_sql": { - "name": "get_create_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.get_create_view_as_sql", - "macro_sql": "{% macro get_create_view_as_sql(relation, sql) -%}\n {{ adapter.dispatch('get_create_view_as_sql', 'dbt')(relation, sql) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.587469, - "supported_languages": null - }, - "macro.dbt.default__get_create_view_as_sql": { - "name": "default__get_create_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.default__get_create_view_as_sql", - "macro_sql": "{% macro default__get_create_view_as_sql(relation, sql) -%}\n {{ return(create_view_as(relation, sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.create_view_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.587637, - "supported_languages": null - }, - "macro.dbt.create_view_as": { - "name": "create_view_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.create_view_as", - "macro_sql": "{% macro create_view_as(relation, sql) -%}\n {{ adapter.dispatch('create_view_as', 'dbt')(relation, sql) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__create_view_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.587903, - "supported_languages": null - }, - "macro.dbt.default__create_view_as": { - "name": "default__create_view_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.default__create_view_as", - "macro_sql": "{% macro default__create_view_as(relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.588358, - "supported_languages": null - }, - "macro.dbt.default__test_relationships": { - "name": "default__test_relationships", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/relationships.sql", - "original_file_path": "macros/generic_test_sql/relationships.sql", - "unique_id": "macro.dbt.default__test_relationships", - "macro_sql": "{% macro default__test_relationships(model, column_name, to, field) %}\n\nwith child as (\n select {{ column_name }} as from_field\n from {{ model }}\n where {{ column_name }} is not null\n),\n\nparent as (\n select {{ field }} as to_field\n from {{ to }}\n)\n\nselect\n from_field\n\nfrom child\nleft join parent\n on child.from_field = parent.to_field\n\nwhere parent.to_field is null\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5886998, - "supported_languages": null - }, - "macro.dbt.default__test_not_null": { - "name": "default__test_not_null", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/not_null.sql", - "original_file_path": "macros/generic_test_sql/not_null.sql", - "unique_id": "macro.dbt.default__test_not_null", - "macro_sql": "{% macro default__test_not_null(model, column_name) %}\n\n{% set column_list = '*' if should_store_failures() else column_name %}\n\nselect {{ column_list }}\nfrom {{ model }}\nwhere {{ column_name }} is null\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.should_store_failures" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.588962, - "supported_languages": null - }, - "macro.dbt.default__test_unique": { - "name": "default__test_unique", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/unique.sql", - "original_file_path": "macros/generic_test_sql/unique.sql", - "unique_id": "macro.dbt.default__test_unique", - "macro_sql": "{% macro default__test_unique(model, column_name) %}\n\nselect\n {{ column_name }} as unique_field,\n count(*) as n_records\n\nfrom {{ model }}\nwhere {{ column_name }} is not null\ngroup by {{ column_name }}\nhaving count(*) > 1\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.58918, - "supported_languages": null - }, - "macro.dbt.default__test_accepted_values": { - "name": "default__test_accepted_values", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/accepted_values.sql", - "original_file_path": "macros/generic_test_sql/accepted_values.sql", - "unique_id": "macro.dbt.default__test_accepted_values", - "macro_sql": "{% macro default__test_accepted_values(model, column_name, values, quote=True) %}\n\nwith all_values as (\n\n select\n {{ column_name }} as value_field,\n count(*) as n_records\n\n from {{ model }}\n group by {{ column_name }}\n\n)\n\nselect *\nfrom all_values\nwhere value_field not in (\n {% for value in values -%}\n {% if quote -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n)\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.589668, - "supported_languages": null - }, - "macro.dbt.statement": { - "name": "statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/statement.sql", - "original_file_path": "macros/etc/statement.sql", - "unique_id": "macro.dbt.statement", - "macro_sql": "\n{%- macro statement(name=None, fetch_result=False, auto_begin=True, language='sql') -%}\n {%- if execute: -%}\n {%- set compiled_code = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime {} for node \"{}\"'.format(language, model['unique_id'])) }}\n {{ write(compiled_code) }}\n {%- endif -%}\n {%- if language == 'sql'-%}\n {%- set res, table = adapter.execute(compiled_code, auto_begin=auto_begin, fetch=fetch_result) -%}\n {%- elif language == 'python' -%}\n {%- set res = submit_python_job(model, compiled_code) -%}\n {#-- TODO: What should table be for python models? --#}\n {%- set table = None -%}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"statement macro didn't get supported language\") %}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_result(name, response=res, agate_table=table) }}\n {%- endif -%}\n\n {%- endif -%}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5913348, - "supported_languages": null - }, - "macro.dbt.noop_statement": { - "name": "noop_statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/statement.sql", - "original_file_path": "macros/etc/statement.sql", - "unique_id": "macro.dbt.noop_statement", - "macro_sql": "{% macro noop_statement(name=None, message=None, code=None, rows_affected=None, res=None) -%}\n {%- set sql = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime SQL for node \"{}\"'.format(model['unique_id'])) }}\n {{ write(sql) }}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_raw_result(name, message=message, code=code, rows_affected=rows_affected, agate_table=res) }}\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.592107, - "supported_languages": null - }, - "macro.dbt.run_query": { - "name": "run_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/statement.sql", - "original_file_path": "macros/etc/statement.sql", - "unique_id": "macro.dbt.run_query", - "macro_sql": "{% macro run_query(sql) %}\n {% call statement(\"run_query_statement\", fetch_result=true, auto_begin=false) %}\n {{ sql }}\n {% endcall %}\n\n {% do return(load_result(\"run_query_statement\").table) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5923688, - "supported_languages": null - }, - "macro.dbt.convert_datetime": { - "name": "convert_datetime", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.convert_datetime", - "macro_sql": "{% macro convert_datetime(date_str, date_fmt) %}\n\n {% set error_msg -%}\n The provided partition date '{{ date_str }}' does not match the expected format '{{ date_fmt }}'\n {%- endset %}\n\n {% set res = try_or_compiler_error(error_msg, modules.datetime.datetime.strptime, date_str.strip(), date_fmt) %}\n {{ return(res) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.594178, - "supported_languages": null - }, - "macro.dbt.dates_in_range": { - "name": "dates_in_range", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.dates_in_range", - "macro_sql": "{% macro dates_in_range(start_date_str, end_date_str=none, in_fmt=\"%Y%m%d\", out_fmt=\"%Y%m%d\") %}\n {% set end_date_str = start_date_str if end_date_str is none else end_date_str %}\n\n {% set start_date = convert_datetime(start_date_str, in_fmt) %}\n {% set end_date = convert_datetime(end_date_str, in_fmt) %}\n\n {% set day_count = (end_date - start_date).days %}\n {% if day_count < 0 %}\n {% set msg -%}\n Partition start date is after the end date ({{ start_date }}, {{ end_date }})\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg, model) }}\n {% endif %}\n\n {% set date_list = [] %}\n {% for i in range(0, day_count + 1) %}\n {% set the_date = (modules.datetime.timedelta(days=i) + start_date) %}\n {% if not out_fmt %}\n {% set _ = date_list.append(the_date) %}\n {% else %}\n {% set _ = date_list.append(the_date.strftime(out_fmt)) %}\n {% endif %}\n {% endfor %}\n\n {{ return(date_list) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.convert_datetime" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.595413, - "supported_languages": null - }, - "macro.dbt.partition_range": { - "name": "partition_range", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.partition_range", - "macro_sql": "{% macro partition_range(raw_partition_date, date_fmt='%Y%m%d') %}\n {% set partition_range = (raw_partition_date | string).split(\",\") %}\n\n {% if (partition_range | length) == 1 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = none %}\n {% elif (partition_range | length) == 2 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = partition_range[1] %}\n {% else %}\n {{ exceptions.raise_compiler_error(\"Invalid partition time. Expected format: {Start Date}[,{End Date}]. Got: \" ~ raw_partition_date) }}\n {% endif %}\n\n {{ return(dates_in_range(start_date, end_date, in_fmt=date_fmt)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.dates_in_range" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.596152, - "supported_languages": null - }, - "macro.dbt.py_current_timestring": { - "name": "py_current_timestring", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.py_current_timestring", - "macro_sql": "{% macro py_current_timestring() %}\n {% set dt = modules.datetime.datetime.now() %}\n {% do return(dt.strftime(\"%Y%m%d%H%M%S%f\")) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5963662, - "supported_languages": null - }, - "macro.dbt.except": { - "name": "except", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/except.sql", - "original_file_path": "macros/utils/except.sql", - "unique_id": "macro.dbt.except", - "macro_sql": "{% macro except() %}\n {{ return(adapter.dispatch('except', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__except" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.596595, - "supported_languages": null - }, - "macro.dbt.default__except": { - "name": "default__except", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/except.sql", - "original_file_path": "macros/utils/except.sql", - "unique_id": "macro.dbt.default__except", - "macro_sql": "{% macro default__except() %}\n\n except\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5966668, - "supported_languages": null - }, - "macro.dbt.get_intervals_between": { - "name": "get_intervals_between", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.get_intervals_between", - "macro_sql": "{% macro get_intervals_between(start_date, end_date, datepart) -%}\n {{ return(adapter.dispatch('get_intervals_between', 'dbt')(start_date, end_date, datepart)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_intervals_between" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.597534, - "supported_languages": null - }, - "macro.dbt.default__get_intervals_between": { - "name": "default__get_intervals_between", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.default__get_intervals_between", - "macro_sql": "{% macro default__get_intervals_between(start_date, end_date, datepart) -%}\n {%- call statement('get_intervals_between', fetch_result=True) %}\n\n select {{ dbt.datediff(start_date, end_date, datepart) }}\n\n {%- endcall -%}\n\n {%- set value_list = load_result('get_intervals_between') -%}\n\n {%- if value_list and value_list['data'] -%}\n {%- set values = value_list['data'] | map(attribute=0) | list %}\n {{ return(values[0]) }}\n {%- else -%}\n {{ return(1) }}\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.datediff" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598059, - "supported_languages": null - }, - "macro.dbt.date_spine": { - "name": "date_spine", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.date_spine", - "macro_sql": "{% macro date_spine(datepart, start_date, end_date) %}\n {{ return(adapter.dispatch('date_spine', 'dbt')(datepart, start_date, end_date)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__date_spine" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598263, - "supported_languages": null - }, - "macro.dbt.default__date_spine": { - "name": "default__date_spine", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.default__date_spine", - "macro_sql": "{% macro default__date_spine(datepart, start_date, end_date) %}\n\n\n {# call as follows:\n\n date_spine(\n \"day\",\n \"to_date('01/01/2016', 'mm/dd/yyyy')\",\n \"dbt.dateadd(week, 1, current_date)\"\n ) #}\n\n\n with rawdata as (\n\n {{dbt.generate_series(\n dbt.get_intervals_between(start_date, end_date, datepart)\n )}}\n\n ),\n\n all_periods as (\n\n select (\n {{\n dbt.dateadd(\n datepart,\n \"row_number() over (order by 1) - 1\",\n start_date\n )\n }}\n ) as date_{{datepart}}\n from rawdata\n\n ),\n\n filtered as (\n\n select *\n from all_periods\n where date_{{datepart}} <= {{ end_date }}\n\n )\n\n select * from filtered\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.generate_series", - "macro.dbt.get_intervals_between", - "macro.dbt.dateadd" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598598, - "supported_languages": null - }, - "macro.dbt.date": { - "name": "date", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date.sql", - "original_file_path": "macros/utils/date.sql", - "unique_id": "macro.dbt.date", - "macro_sql": "{% macro date(year, month, day) %}\n {{ return(adapter.dispatch('date', 'dbt') (year, month, day)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__date" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598995, - "supported_languages": null - }, - "macro.dbt.default__date": { - "name": "default__date", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date.sql", - "original_file_path": "macros/utils/date.sql", - "unique_id": "macro.dbt.default__date", - "macro_sql": "{% macro default__date(year, month, day) -%}\n {%- set dt = modules.datetime.date(year, month, day) -%}\n {%- set iso_8601_formatted_date = dt.strftime('%Y-%m-%d') -%}\n to_date('{{ iso_8601_formatted_date }}', 'YYYY-MM-DD')\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.599257, - "supported_languages": null - }, - "macro.dbt.replace": { - "name": "replace", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/replace.sql", - "original_file_path": "macros/utils/replace.sql", - "unique_id": "macro.dbt.replace", - "macro_sql": "{% macro replace(field, old_chars, new_chars) -%}\n {{ return(adapter.dispatch('replace', 'dbt') (field, old_chars, new_chars)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__replace" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.599692, - "supported_languages": null - }, - "macro.dbt.default__replace": { - "name": "default__replace", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/replace.sql", - "original_file_path": "macros/utils/replace.sql", - "unique_id": "macro.dbt.default__replace", - "macro_sql": "{% macro default__replace(field, old_chars, new_chars) %}\n\n replace(\n {{ field }},\n {{ old_chars }},\n {{ new_chars }}\n )\n\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.599882, - "supported_languages": null - }, - "macro.dbt.concat": { - "name": "concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/concat.sql", - "original_file_path": "macros/utils/concat.sql", - "unique_id": "macro.dbt.concat", - "macro_sql": "{% macro concat(fields) -%}\n {{ return(adapter.dispatch('concat', 'dbt')(fields)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__concat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6001291, - "supported_languages": null - }, - "macro.dbt.default__concat": { - "name": "default__concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/concat.sql", - "original_file_path": "macros/utils/concat.sql", - "unique_id": "macro.dbt.default__concat", - "macro_sql": "{% macro default__concat(fields) -%}\n {{ fields|join(' || ') }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.600281, - "supported_languages": null - }, - "macro.dbt.get_powers_of_two": { - "name": "get_powers_of_two", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.get_powers_of_two", - "macro_sql": "{% macro get_powers_of_two(upper_bound) %}\n {{ return(adapter.dispatch('get_powers_of_two', 'dbt')(upper_bound)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_powers_of_two" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6011431, - "supported_languages": null - }, - "macro.dbt.default__get_powers_of_two": { - "name": "default__get_powers_of_two", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.default__get_powers_of_two", - "macro_sql": "{% macro default__get_powers_of_two(upper_bound) %}\n\n {% if upper_bound <= 0 %}\n {{ exceptions.raise_compiler_error(\"upper bound must be positive\") }}\n {% endif %}\n\n {% for _ in range(1, 100) %}\n {% if upper_bound <= 2 ** loop.index %}{{ return(loop.index) }}{% endif %}\n {% endfor %}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.601634, - "supported_languages": null - }, - "macro.dbt.generate_series": { - "name": "generate_series", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.generate_series", - "macro_sql": "{% macro generate_series(upper_bound) %}\n {{ return(adapter.dispatch('generate_series', 'dbt')(upper_bound)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_series" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.601803, - "supported_languages": null - }, - "macro.dbt.default__generate_series": { - "name": "default__generate_series", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.default__generate_series", - "macro_sql": "{% macro default__generate_series(upper_bound) %}\n\n {% set n = dbt.get_powers_of_two(upper_bound) %}\n\n with p as (\n select 0 as generated_number union all select 1\n ), unioned as (\n\n select\n\n {% for i in range(n) %}\n p{{i}}.generated_number * power(2, {{i}})\n {% if not loop.last %} + {% endif %}\n {% endfor %}\n + 1\n as generated_number\n\n from\n\n {% for i in range(n) %}\n p as p{{i}}\n {% if not loop.last %} cross join {% endif %}\n {% endfor %}\n\n )\n\n select *\n from unioned\n where generated_number <= {{upper_bound}}\n order by generated_number\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_powers_of_two" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602241, - "supported_languages": null - }, - "macro.dbt.length": { - "name": "length", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/length.sql", - "original_file_path": "macros/utils/length.sql", - "unique_id": "macro.dbt.length", - "macro_sql": "{% macro length(expression) -%}\n {{ return(adapter.dispatch('length', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__length" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602468, - "supported_languages": null - }, - "macro.dbt.default__length": { - "name": "default__length", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/length.sql", - "original_file_path": "macros/utils/length.sql", - "unique_id": "macro.dbt.default__length", - "macro_sql": "{% macro default__length(expression) %}\n\n length(\n {{ expression }}\n )\n\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602565, - "supported_languages": null - }, - "macro.dbt.dateadd": { - "name": "dateadd", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/dateadd.sql", - "original_file_path": "macros/utils/dateadd.sql", - "unique_id": "macro.dbt.dateadd", - "macro_sql": "{% macro dateadd(datepart, interval, from_date_or_timestamp) %}\n {{ return(adapter.dispatch('dateadd', 'dbt')(datepart, interval, from_date_or_timestamp)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__dateadd" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602869, - "supported_languages": null - }, - "macro.dbt.default__dateadd": { - "name": "default__dateadd", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/dateadd.sql", - "original_file_path": "macros/utils/dateadd.sql", - "unique_id": "macro.dbt.default__dateadd", - "macro_sql": "{% macro default__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n dateadd(\n {{ datepart }},\n {{ interval }},\n {{ from_date_or_timestamp }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60308, - "supported_languages": null - }, - "macro.dbt.intersect": { - "name": "intersect", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/intersect.sql", - "original_file_path": "macros/utils/intersect.sql", - "unique_id": "macro.dbt.intersect", - "macro_sql": "{% macro intersect() %}\n {{ return(adapter.dispatch('intersect', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__intersect" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60331, - "supported_languages": null - }, - "macro.dbt.default__intersect": { - "name": "default__intersect", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/intersect.sql", - "original_file_path": "macros/utils/intersect.sql", - "unique_id": "macro.dbt.default__intersect", - "macro_sql": "{% macro default__intersect() %}\n\n intersect\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.603382, - "supported_languages": null - }, - "macro.dbt.escape_single_quotes": { - "name": "escape_single_quotes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/escape_single_quotes.sql", - "original_file_path": "macros/utils/escape_single_quotes.sql", - "unique_id": "macro.dbt.escape_single_quotes", - "macro_sql": "{% macro escape_single_quotes(expression) %}\n {{ return(adapter.dispatch('escape_single_quotes', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__escape_single_quotes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6036139, - "supported_languages": null - }, - "macro.dbt.default__escape_single_quotes": { - "name": "default__escape_single_quotes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/escape_single_quotes.sql", - "original_file_path": "macros/utils/escape_single_quotes.sql", - "unique_id": "macro.dbt.default__escape_single_quotes", - "macro_sql": "{% macro default__escape_single_quotes(expression) -%}\n{{ expression | replace(\"'\",\"''\") }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.603744, - "supported_languages": null - }, - "macro.dbt.right": { - "name": "right", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/right.sql", - "original_file_path": "macros/utils/right.sql", - "unique_id": "macro.dbt.right", - "macro_sql": "{% macro right(string_text, length_expression) -%}\n {{ return(adapter.dispatch('right', 'dbt') (string_text, length_expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__right" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.604049, - "supported_languages": null - }, - "macro.dbt.default__right": { - "name": "default__right", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/right.sql", - "original_file_path": "macros/utils/right.sql", - "unique_id": "macro.dbt.default__right", - "macro_sql": "{% macro default__right(string_text, length_expression) %}\n\n right(\n {{ string_text }},\n {{ length_expression }}\n )\n\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.604373, - "supported_languages": null - }, - "macro.dbt.listagg": { - "name": "listagg", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/listagg.sql", - "original_file_path": "macros/utils/listagg.sql", - "unique_id": "macro.dbt.listagg", - "macro_sql": "{% macro listagg(measure, delimiter_text=\"','\", order_by_clause=none, limit_num=none) -%}\n {{ return(adapter.dispatch('listagg', 'dbt') (measure, delimiter_text, order_by_clause, limit_num)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__listagg" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.605271, - "supported_languages": null - }, - "macro.dbt.default__listagg": { - "name": "default__listagg", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/listagg.sql", - "original_file_path": "macros/utils/listagg.sql", - "unique_id": "macro.dbt.default__listagg", - "macro_sql": "{% macro default__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n\n {% if limit_num -%}\n array_to_string(\n array_slice(\n array_agg(\n {{ measure }}\n ){% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n ,0\n ,{{ limit_num }}\n ),\n {{ delimiter_text }}\n )\n {%- else %}\n listagg(\n {{ measure }},\n {{ delimiter_text }}\n )\n {% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n {%- endif %}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.605628, - "supported_languages": null - }, - "macro.dbt.datediff": { - "name": "datediff", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/datediff.sql", - "original_file_path": "macros/utils/datediff.sql", - "unique_id": "macro.dbt.datediff", - "macro_sql": "{% macro datediff(first_date, second_date, datepart) %}\n {{ return(adapter.dispatch('datediff', 'dbt')(first_date, second_date, datepart)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__datediff" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6059341, - "supported_languages": null - }, - "macro.dbt.default__datediff": { - "name": "default__datediff", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/datediff.sql", - "original_file_path": "macros/utils/datediff.sql", - "unique_id": "macro.dbt.default__datediff", - "macro_sql": "{% macro default__datediff(first_date, second_date, datepart) -%}\n\n datediff(\n {{ datepart }},\n {{ first_date }},\n {{ second_date }}\n )\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.606266, - "supported_languages": null - }, - "macro.dbt.safe_cast": { - "name": "safe_cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/safe_cast.sql", - "original_file_path": "macros/utils/safe_cast.sql", - "unique_id": "macro.dbt.safe_cast", - "macro_sql": "{% macro safe_cast(field, type) %}\n {{ return(adapter.dispatch('safe_cast', 'dbt') (field, type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__safe_cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60669, - "supported_languages": null - }, - "macro.dbt.default__safe_cast": { - "name": "default__safe_cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/safe_cast.sql", - "original_file_path": "macros/utils/safe_cast.sql", - "unique_id": "macro.dbt.default__safe_cast", - "macro_sql": "{% macro default__safe_cast(field, type) %}\n {# most databases don't support this function yet\n so we just need to use cast #}\n cast({{field}} as {{type}})\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.607027, - "supported_languages": null - }, - "macro.dbt.hash": { - "name": "hash", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/hash.sql", - "original_file_path": "macros/utils/hash.sql", - "unique_id": "macro.dbt.hash", - "macro_sql": "{% macro hash(field) -%}\n {{ return(adapter.dispatch('hash', 'dbt') (field)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__hash" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.607307, - "supported_languages": null - }, - "macro.dbt.default__hash": { - "name": "default__hash", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/hash.sql", - "original_file_path": "macros/utils/hash.sql", - "unique_id": "macro.dbt.default__hash", - "macro_sql": "{% macro default__hash(field) -%}\n md5(cast({{ field }} as {{ api.Column.translate_type('string') }}))\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.607462, - "supported_languages": null - }, - "macro.dbt.cast_bool_to_text": { - "name": "cast_bool_to_text", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast_bool_to_text.sql", - "original_file_path": "macros/utils/cast_bool_to_text.sql", - "unique_id": "macro.dbt.cast_bool_to_text", - "macro_sql": "{% macro cast_bool_to_text(field) %}\n {{ adapter.dispatch('cast_bool_to_text', 'dbt') (field) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__cast_bool_to_text" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6078038, - "supported_languages": null - }, - "macro.dbt.default__cast_bool_to_text": { - "name": "default__cast_bool_to_text", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast_bool_to_text.sql", - "original_file_path": "macros/utils/cast_bool_to_text.sql", - "unique_id": "macro.dbt.default__cast_bool_to_text", - "macro_sql": "{% macro default__cast_bool_to_text(field) %}\n cast({{ field }} as {{ api.Column.translate_type('string') }})\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6080132, - "supported_languages": null - }, - "macro.dbt.cast": { - "name": "cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast.sql", - "original_file_path": "macros/utils/cast.sql", - "unique_id": "macro.dbt.cast", - "macro_sql": "{% macro cast(field, type) %}\n {{ return(adapter.dispatch('cast', 'dbt') (field, type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6082869, - "supported_languages": null - }, - "macro.dbt.default__cast": { - "name": "default__cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast.sql", - "original_file_path": "macros/utils/cast.sql", - "unique_id": "macro.dbt.default__cast", - "macro_sql": "{% macro default__cast(field, type) %}\n cast({{field}} as {{type}})\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6084092, - "supported_languages": null - }, - "macro.dbt.any_value": { - "name": "any_value", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/any_value.sql", - "original_file_path": "macros/utils/any_value.sql", - "unique_id": "macro.dbt.any_value", - "macro_sql": "{% macro any_value(expression) -%}\n {{ return(adapter.dispatch('any_value', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__any_value" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.608633, - "supported_languages": null - }, - "macro.dbt.default__any_value": { - "name": "default__any_value", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/any_value.sql", - "original_file_path": "macros/utils/any_value.sql", - "unique_id": "macro.dbt.default__any_value", - "macro_sql": "{% macro default__any_value(expression) -%}\n\n any_value({{ expression }})\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.608732, - "supported_languages": null - }, - "macro.dbt.position": { - "name": "position", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/position.sql", - "original_file_path": "macros/utils/position.sql", - "unique_id": "macro.dbt.position", - "macro_sql": "{% macro position(substring_text, string_text) -%}\n {{ return(adapter.dispatch('position', 'dbt') (substring_text, string_text)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__position" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.608992, - "supported_languages": null - }, - "macro.dbt.default__position": { - "name": "default__position", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/position.sql", - "original_file_path": "macros/utils/position.sql", - "unique_id": "macro.dbt.default__position", - "macro_sql": "{% macro default__position(substring_text, string_text) %}\n\n position(\n {{ substring_text }} in {{ string_text }}\n )\n\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60912, - "supported_languages": null - }, - "macro.dbt.string_literal": { - "name": "string_literal", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/literal.sql", - "original_file_path": "macros/utils/literal.sql", - "unique_id": "macro.dbt.string_literal", - "macro_sql": "{%- macro string_literal(value) -%}\n {{ return(adapter.dispatch('string_literal', 'dbt') (value)) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__string_literal" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.609399, - "supported_languages": null - }, - "macro.dbt.default__string_literal": { - "name": "default__string_literal", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/literal.sql", - "original_file_path": "macros/utils/literal.sql", - "unique_id": "macro.dbt.default__string_literal", - "macro_sql": "{% macro default__string_literal(value) -%}\n '{{ value }}'\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.609611, - "supported_languages": null - }, - "macro.dbt.type_string": { - "name": "type_string", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_string", - "macro_sql": "\n\n{%- macro type_string() -%}\n {{ return(adapter.dispatch('type_string', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_string" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.610694, - "supported_languages": null - }, - "macro.dbt.default__type_string": { - "name": "default__type_string", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_string", - "macro_sql": "{% macro default__type_string() %}\n {{ return(api.Column.translate_type(\"string\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.610843, - "supported_languages": null - }, - "macro.dbt.type_timestamp": { - "name": "type_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_timestamp", - "macro_sql": "\n\n{%- macro type_timestamp() -%}\n {{ return(adapter.dispatch('type_timestamp', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.611068, - "supported_languages": null - }, - "macro.dbt.default__type_timestamp": { - "name": "default__type_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_timestamp", - "macro_sql": "{% macro default__type_timestamp() %}\n {{ return(api.Column.translate_type(\"timestamp\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6112902, - "supported_languages": null - }, - "macro.dbt.type_float": { - "name": "type_float", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_float", - "macro_sql": "\n\n{%- macro type_float() -%}\n {{ return(adapter.dispatch('type_float', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_float" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6115808, - "supported_languages": null - }, - "macro.dbt.default__type_float": { - "name": "default__type_float", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_float", - "macro_sql": "{% macro default__type_float() %}\n {{ return(api.Column.translate_type(\"float\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.611736, - "supported_languages": null - }, - "macro.dbt.type_numeric": { - "name": "type_numeric", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_numeric", - "macro_sql": "\n\n{%- macro type_numeric() -%}\n {{ return(adapter.dispatch('type_numeric', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_numeric" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.611878, - "supported_languages": null - }, - "macro.dbt.default__type_numeric": { - "name": "default__type_numeric", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_numeric", - "macro_sql": "{% macro default__type_numeric() %}\n {{ return(api.Column.numeric_type(\"numeric\", 28, 6)) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.61204, - "supported_languages": null - }, - "macro.dbt.type_bigint": { - "name": "type_bigint", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_bigint", - "macro_sql": "\n\n{%- macro type_bigint() -%}\n {{ return(adapter.dispatch('type_bigint', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_bigint" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.612183, - "supported_languages": null - }, - "macro.dbt.default__type_bigint": { - "name": "default__type_bigint", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_bigint", - "macro_sql": "{% macro default__type_bigint() %}\n {{ return(api.Column.translate_type(\"bigint\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.612608, - "supported_languages": null - }, - "macro.dbt.type_int": { - "name": "type_int", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_int", - "macro_sql": "\n\n{%- macro type_int() -%}\n {{ return(adapter.dispatch('type_int', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_int" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6128159, - "supported_languages": null - }, - "macro.dbt.default__type_int": { - "name": "default__type_int", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_int", - "macro_sql": "{%- macro default__type_int() -%}\n {{ return(api.Column.translate_type(\"integer\")) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.612986, - "supported_languages": null - }, - "macro.dbt.type_boolean": { - "name": "type_boolean", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_boolean", - "macro_sql": "\n\n{%- macro type_boolean() -%}\n {{ return(adapter.dispatch('type_boolean', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_boolean" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.613248, - "supported_languages": null - }, - "macro.dbt.default__type_boolean": { - "name": "default__type_boolean", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_boolean", - "macro_sql": "{%- macro default__type_boolean() -%}\n {{ return(api.Column.translate_type(\"boolean\")) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6134121, - "supported_languages": null - }, - "macro.dbt.array_concat": { - "name": "array_concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_concat.sql", - "original_file_path": "macros/utils/array_concat.sql", - "unique_id": "macro.dbt.array_concat", - "macro_sql": "{% macro array_concat(array_1, array_2) -%}\n {{ return(adapter.dispatch('array_concat', 'dbt')(array_1, array_2)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__array_concat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.613683, - "supported_languages": null - }, - "macro.dbt.default__array_concat": { - "name": "default__array_concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_concat.sql", - "original_file_path": "macros/utils/array_concat.sql", - "unique_id": "macro.dbt.default__array_concat", - "macro_sql": "{% macro default__array_concat(array_1, array_2) -%}\n array_cat({{ array_1 }}, {{ array_2 }})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.613804, - "supported_languages": null - }, - "macro.dbt.bool_or": { - "name": "bool_or", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/bool_or.sql", - "original_file_path": "macros/utils/bool_or.sql", - "unique_id": "macro.dbt.bool_or", - "macro_sql": "{% macro bool_or(expression) -%}\n {{ return(adapter.dispatch('bool_or', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__bool_or" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6140301, - "supported_languages": null - }, - "macro.dbt.default__bool_or": { - "name": "default__bool_or", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/bool_or.sql", - "original_file_path": "macros/utils/bool_or.sql", - "unique_id": "macro.dbt.default__bool_or", - "macro_sql": "{% macro default__bool_or(expression) -%}\n\n bool_or({{ expression }})\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.614128, - "supported_languages": null - }, - "macro.dbt.last_day": { - "name": "last_day", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/last_day.sql", - "original_file_path": "macros/utils/last_day.sql", - "unique_id": "macro.dbt.last_day", - "macro_sql": "{% macro last_day(date, datepart) %}\n {{ return(adapter.dispatch('last_day', 'dbt') (date, datepart)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__last_day" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.61443, - "supported_languages": null - }, - "macro.dbt.default_last_day": { - "name": "default_last_day", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/last_day.sql", - "original_file_path": "macros/utils/last_day.sql", - "unique_id": "macro.dbt.default_last_day", - "macro_sql": "\n\n{%- macro default_last_day(date, datepart) -%}\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd(datepart, '1', dbt.date_trunc(datepart, date))\n )}}\n as date)\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.dateadd", - "macro.dbt.date_trunc" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.614666, - "supported_languages": null - }, - "macro.dbt.default__last_day": { - "name": "default__last_day", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/last_day.sql", - "original_file_path": "macros/utils/last_day.sql", - "unique_id": "macro.dbt.default__last_day", - "macro_sql": "{% macro default__last_day(date, datepart) -%}\n {{dbt.default_last_day(date, datepart)}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default_last_day" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.614798, - "supported_languages": null - }, - "macro.dbt.split_part": { - "name": "split_part", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/split_part.sql", - "original_file_path": "macros/utils/split_part.sql", - "unique_id": "macro.dbt.split_part", - "macro_sql": "{% macro split_part(string_text, delimiter_text, part_number) %}\n {{ return(adapter.dispatch('split_part', 'dbt') (string_text, delimiter_text, part_number)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__split_part" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6152692, - "supported_languages": null - }, - "macro.dbt.default__split_part": { - "name": "default__split_part", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/split_part.sql", - "original_file_path": "macros/utils/split_part.sql", - "unique_id": "macro.dbt.default__split_part", - "macro_sql": "{% macro default__split_part(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n {{ part_number }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.615414, - "supported_languages": null - }, - "macro.dbt._split_part_negative": { - "name": "_split_part_negative", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/split_part.sql", - "original_file_path": "macros/utils/split_part.sql", - "unique_id": "macro.dbt._split_part_negative", - "macro_sql": "{% macro _split_part_negative(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n length({{ string_text }})\n - length(\n replace({{ string_text }}, {{ delimiter_text }}, '')\n ) + 2 + {{ part_number }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.615668, - "supported_languages": null - }, - "macro.dbt.date_trunc": { - "name": "date_trunc", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_trunc.sql", - "original_file_path": "macros/utils/date_trunc.sql", - "unique_id": "macro.dbt.date_trunc", - "macro_sql": "{% macro date_trunc(datepart, date) -%}\n {{ return(adapter.dispatch('date_trunc', 'dbt') (datepart, date)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__date_trunc" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.616012, - "supported_languages": null - }, - "macro.dbt.default__date_trunc": { - "name": "default__date_trunc", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_trunc.sql", - "original_file_path": "macros/utils/date_trunc.sql", - "unique_id": "macro.dbt.default__date_trunc", - "macro_sql": "{% macro default__date_trunc(datepart, date) -%}\n date_trunc('{{datepart}}', {{date}})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6161332, - "supported_languages": null - }, - "macro.dbt.array_construct": { - "name": "array_construct", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_construct.sql", - "original_file_path": "macros/utils/array_construct.sql", - "unique_id": "macro.dbt.array_construct", - "macro_sql": "{% macro array_construct(inputs=[], data_type=api.Column.translate_type('integer')) -%}\n {{ return(adapter.dispatch('array_construct', 'dbt')(inputs, data_type)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__array_construct" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.616485, - "supported_languages": null - }, - "macro.dbt.default__array_construct": { - "name": "default__array_construct", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_construct.sql", - "original_file_path": "macros/utils/array_construct.sql", - "unique_id": "macro.dbt.default__array_construct", - "macro_sql": "{% macro default__array_construct(inputs, data_type) -%}\n {% if inputs|length > 0 %}\n array[ {{ inputs|join(' , ') }} ]\n {% else %}\n array[]::{{data_type}}[]\n {% endif %}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6167018, - "supported_languages": null - }, - "macro.dbt.array_append": { - "name": "array_append", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_append.sql", - "original_file_path": "macros/utils/array_append.sql", - "unique_id": "macro.dbt.array_append", - "macro_sql": "{% macro array_append(array, new_element) -%}\n {{ return(adapter.dispatch('array_append', 'dbt')(array, new_element)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__array_append" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.616954, - "supported_languages": null - }, - "macro.dbt.default__array_append": { - "name": "default__array_append", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_append.sql", - "original_file_path": "macros/utils/array_append.sql", - "unique_id": "macro.dbt.default__array_append", - "macro_sql": "{% macro default__array_append(array, new_element) -%}\n array_append({{ array }}, {{ new_element }})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.617163, - "supported_languages": null - }, - "macro.dbt.create_schema": { - "name": "create_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.create_schema", - "macro_sql": "{% macro create_schema(relation) -%}\n {{ adapter.dispatch('create_schema', 'dbt')(relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__create_schema" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6174898, - "supported_languages": null - }, - "macro.dbt.default__create_schema": { - "name": "default__create_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.default__create_schema", - "macro_sql": "{% macro default__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n create schema if not exists {{ relation.without_identifier() }}\n {% endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6176488, - "supported_languages": null - }, - "macro.dbt.drop_schema": { - "name": "drop_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.drop_schema", - "macro_sql": "{% macro drop_schema(relation) -%}\n {{ adapter.dispatch('drop_schema', 'dbt')(relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__drop_schema" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.617794, - "supported_languages": null - }, - "macro.dbt.default__drop_schema": { - "name": "default__drop_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.default__drop_schema", - "macro_sql": "{% macro default__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {% endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.617953, - "supported_languages": null - }, - "macro.dbt.current_timestamp": { - "name": "current_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.current_timestamp", - "macro_sql": "{%- macro current_timestamp() -%}\n {{ adapter.dispatch('current_timestamp', 'dbt')() }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618387, - "supported_languages": null - }, - "macro.dbt.default__current_timestamp": { - "name": "default__current_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__current_timestamp", - "macro_sql": "{% macro default__current_timestamp() -%}\n {{ exceptions.raise_not_implemented(\n 'current_timestamp macro not implemented for adapter ' + adapter.type()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.61852, - "supported_languages": null - }, - "macro.dbt.snapshot_get_time": { - "name": "snapshot_get_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.snapshot_get_time", - "macro_sql": "\n\n{%- macro snapshot_get_time() -%}\n {{ adapter.dispatch('snapshot_get_time', 'dbt')() }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__snapshot_get_time" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618648, - "supported_languages": null - }, - "macro.dbt.default__snapshot_get_time": { - "name": "default__snapshot_get_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__snapshot_get_time", - "macro_sql": "{% macro default__snapshot_get_time() %}\n {{ current_timestamp() }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618738, - "supported_languages": null - }, - "macro.dbt.current_timestamp_backcompat": { - "name": "current_timestamp_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.current_timestamp_backcompat", - "macro_sql": "{% macro current_timestamp_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__current_timestamp_backcompat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618884, - "supported_languages": null - }, - "macro.dbt.default__current_timestamp_backcompat": { - "name": "default__current_timestamp_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__current_timestamp_backcompat", - "macro_sql": "{% macro default__current_timestamp_backcompat() %}\n current_timestamp::timestamp\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618953, - "supported_languages": null - }, - "macro.dbt.current_timestamp_in_utc_backcompat": { - "name": "current_timestamp_in_utc_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.current_timestamp_in_utc_backcompat", - "macro_sql": "{% macro current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_in_utc_backcompat', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__current_timestamp_in_utc_backcompat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.619099, - "supported_languages": null - }, - "macro.dbt.default__current_timestamp_in_utc_backcompat": { - "name": "default__current_timestamp_in_utc_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__current_timestamp_in_utc_backcompat", - "macro_sql": "{% macro default__current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.current_timestamp_backcompat", - "macro.dbt.default__current_timestamp_backcompat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.619243, - "supported_languages": null - }, - "macro.dbt.get_create_index_sql": { - "name": "get_create_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.get_create_index_sql", - "macro_sql": "{% macro get_create_index_sql(relation, index_dict) -%}\n {{ return(adapter.dispatch('get_create_index_sql', 'dbt')(relation, index_dict)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_index_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6200519, - "supported_languages": null - }, - "macro.dbt.default__get_create_index_sql": { - "name": "default__get_create_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__get_create_index_sql", - "macro_sql": "{% macro default__get_create_index_sql(relation, index_dict) -%}\n {% do return(None) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.620178, - "supported_languages": null - }, - "macro.dbt.create_indexes": { - "name": "create_indexes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.create_indexes", - "macro_sql": "{% macro create_indexes(relation) -%}\n {{ adapter.dispatch('create_indexes', 'dbt')(relation) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6203132, - "supported_languages": null - }, - "macro.dbt.default__create_indexes": { - "name": "default__create_indexes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__create_indexes", - "macro_sql": "{% macro default__create_indexes(relation) -%}\n {%- set _indexes = config.get('indexes', default=[]) -%}\n\n {% for _index_dict in _indexes %}\n {% set create_index_sql = get_create_index_sql(relation, _index_dict) %}\n {% if create_index_sql %}\n {% do run_query(create_index_sql) %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_create_index_sql", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.620661, - "supported_languages": null - }, - "macro.dbt.get_drop_index_sql": { - "name": "get_drop_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.get_drop_index_sql", - "macro_sql": "{% macro get_drop_index_sql(relation, index_name) -%}\n {{ adapter.dispatch('get_drop_index_sql', 'dbt')(relation, index_name) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_drop_index_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.620883, - "supported_languages": null - }, - "macro.dbt.default__get_drop_index_sql": { - "name": "default__get_drop_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__get_drop_index_sql", - "macro_sql": "{% macro default__get_drop_index_sql(relation, index_name) -%}\n {{ exceptions.raise_compiler_error(\"`get_drop_index_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.621006, - "supported_languages": null - }, - "macro.dbt.get_show_indexes_sql": { - "name": "get_show_indexes_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.get_show_indexes_sql", - "macro_sql": "{% macro get_show_indexes_sql(relation) -%}\n {{ adapter.dispatch('get_show_indexes_sql', 'dbt')(relation) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_show_indexes_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.621143, - "supported_languages": null - }, - "macro.dbt.default__get_show_indexes_sql": { - "name": "default__get_show_indexes_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__get_show_indexes_sql", - "macro_sql": "{% macro default__get_show_indexes_sql(relation) -%}\n {{ exceptions.raise_compiler_error(\"`get_show_indexes_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.621253, - "supported_languages": null - }, - "macro.dbt.make_intermediate_relation": { - "name": "make_intermediate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.make_intermediate_relation", - "macro_sql": "{% macro make_intermediate_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_intermediate_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__make_intermediate_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.623536, - "supported_languages": null - }, - "macro.dbt.default__make_intermediate_relation": { - "name": "default__make_intermediate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__make_intermediate_relation", - "macro_sql": "{% macro default__make_intermediate_relation(base_relation, suffix) %}\n {{ return(default__make_temp_relation(base_relation, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__make_temp_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.623714, - "supported_languages": null - }, - "macro.dbt.make_temp_relation": { - "name": "make_temp_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.make_temp_relation", - "macro_sql": "{% macro make_temp_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_temp_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__make_temp_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.624009, - "supported_languages": null - }, - "macro.dbt.default__make_temp_relation": { - "name": "default__make_temp_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__make_temp_relation", - "macro_sql": "{% macro default__make_temp_relation(base_relation, suffix) %}\n {%- set temp_identifier = base_relation.identifier ~ suffix -%}\n {%- set temp_relation = base_relation.incorporate(\n path={\"identifier\": temp_identifier}) -%}\n\n {{ return(temp_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6242938, - "supported_languages": null - }, - "macro.dbt.make_backup_relation": { - "name": "make_backup_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.make_backup_relation", - "macro_sql": "{% macro make_backup_relation(base_relation, backup_relation_type, suffix='__dbt_backup') %}\n {{ return(adapter.dispatch('make_backup_relation', 'dbt')(base_relation, backup_relation_type, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__make_backup_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6245818, - "supported_languages": null - }, - "macro.dbt.default__make_backup_relation": { - "name": "default__make_backup_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__make_backup_relation", - "macro_sql": "{% macro default__make_backup_relation(base_relation, backup_relation_type, suffix) %}\n {%- set backup_identifier = base_relation.identifier ~ suffix -%}\n {%- set backup_relation = base_relation.incorporate(\n path={\"identifier\": backup_identifier},\n type=backup_relation_type\n ) -%}\n {{ return(backup_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.624875, - "supported_languages": null - }, - "macro.dbt.truncate_relation": { - "name": "truncate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.truncate_relation", - "macro_sql": "{% macro truncate_relation(relation) -%}\n {{ return(adapter.dispatch('truncate_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__truncate_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6251829, - "supported_languages": null - }, - "macro.dbt.default__truncate_relation": { - "name": "default__truncate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__truncate_relation", - "macro_sql": "{% macro default__truncate_relation(relation) -%}\n {% call statement('truncate_relation') -%}\n truncate table {{ relation }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.625504, - "supported_languages": null - }, - "macro.dbt.get_or_create_relation": { - "name": "get_or_create_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.get_or_create_relation", - "macro_sql": "{% macro get_or_create_relation(database, schema, identifier, type) -%}\n {{ return(adapter.dispatch('get_or_create_relation', 'dbt')(database, schema, identifier, type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_or_create_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6259258, - "supported_languages": null - }, - "macro.dbt.default__get_or_create_relation": { - "name": "default__get_or_create_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__get_or_create_relation", - "macro_sql": "{% macro default__get_or_create_relation(database, schema, identifier, type) %}\n {%- set target_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% if target_relation %}\n {% do return([true, target_relation]) %}\n {% endif %}\n\n {%- set new_relation = api.Relation.create(\n database=database,\n schema=schema,\n identifier=identifier,\n type=type\n ) -%}\n {% do return([false, new_relation]) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6266, - "supported_languages": null - }, - "macro.dbt.load_cached_relation": { - "name": "load_cached_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.load_cached_relation", - "macro_sql": "{% macro load_cached_relation(relation) %}\n {% do return(adapter.get_relation(\n database=relation.database,\n schema=relation.schema,\n identifier=relation.identifier\n )) -%}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.626827, - "supported_languages": null - }, - "macro.dbt.load_relation": { - "name": "load_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.load_relation", - "macro_sql": "{% macro load_relation(relation) %}\n {{ return(load_cached_relation(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.627006, - "supported_languages": null - }, - "macro.dbt.collect_freshness": { - "name": "collect_freshness", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/freshness.sql", - "original_file_path": "macros/adapters/freshness.sql", - "unique_id": "macro.dbt.collect_freshness", - "macro_sql": "{% macro collect_freshness(source, loaded_at_field, filter) %}\n {{ return(adapter.dispatch('collect_freshness', 'dbt')(source, loaded_at_field, filter))}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__collect_freshness" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.627537, - "supported_languages": null - }, - "macro.dbt.default__collect_freshness": { - "name": "default__collect_freshness", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/freshness.sql", - "original_file_path": "macros/adapters/freshness.sql", - "unique_id": "macro.dbt.default__collect_freshness", - "macro_sql": "{% macro default__collect_freshness(source, loaded_at_field, filter) %}\n {% call statement('collect_freshness', fetch_result=True, auto_begin=False) -%}\n select\n max({{ loaded_at_field }}) as max_loaded_at,\n {{ current_timestamp() }} as snapshotted_at\n from {{ source }}\n {% if filter %}\n where {{ filter }}\n {% endif %}\n {% endcall %}\n {{ return(load_result('collect_freshness')) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6279008, - "supported_languages": null - }, - "macro.dbt.validate_sql": { - "name": "validate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/validate_sql.sql", - "original_file_path": "macros/adapters/validate_sql.sql", - "unique_id": "macro.dbt.validate_sql", - "macro_sql": "{% macro validate_sql(sql) -%}\n {{ return(adapter.dispatch('validate_sql', 'dbt')(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__validate_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.628159, - "supported_languages": null - }, - "macro.dbt.default__validate_sql": { - "name": "default__validate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/validate_sql.sql", - "original_file_path": "macros/adapters/validate_sql.sql", - "unique_id": "macro.dbt.default__validate_sql", - "macro_sql": "{% macro default__validate_sql(sql) -%}\n {% call statement('validate_sql') -%}\n explain {{ sql }}\n {% endcall %}\n {{ return(load_result('validate_sql')) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.628586, - "supported_languages": null - }, - "macro.dbt.copy_grants": { - "name": "copy_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.copy_grants", - "macro_sql": "{% macro copy_grants() %}\n {{ return(adapter.dispatch('copy_grants', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__copy_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.630272, - "supported_languages": null - }, - "macro.dbt.default__copy_grants": { - "name": "default__copy_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__copy_grants", - "macro_sql": "{% macro default__copy_grants() %}\n {{ return(True) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.630375, - "supported_languages": null - }, - "macro.dbt.support_multiple_grantees_per_dcl_statement": { - "name": "support_multiple_grantees_per_dcl_statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.support_multiple_grantees_per_dcl_statement", - "macro_sql": "{% macro support_multiple_grantees_per_dcl_statement() %}\n {{ return(adapter.dispatch('support_multiple_grantees_per_dcl_statement', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__support_multiple_grantees_per_dcl_statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6305249, - "supported_languages": null - }, - "macro.dbt.default__support_multiple_grantees_per_dcl_statement": { - "name": "default__support_multiple_grantees_per_dcl_statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__support_multiple_grantees_per_dcl_statement", - "macro_sql": "\n\n{%- macro default__support_multiple_grantees_per_dcl_statement() -%}\n {{ return(True) }}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.630635, - "supported_languages": null - }, - "macro.dbt.should_revoke": { - "name": "should_revoke", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.should_revoke", - "macro_sql": "{% macro should_revoke(existing_relation, full_refresh_mode=True) %}\n\n {% if not existing_relation %}\n {#-- The table doesn't already exist, so no grants to copy over --#}\n {{ return(False) }}\n {% elif full_refresh_mode %}\n {#-- The object is being REPLACED -- whether grants are copied over depends on the value of user config --#}\n {{ return(copy_grants()) }}\n {% else %}\n {#-- The table is being merged/upserted/inserted -- grants will be carried over --#}\n {{ return(True) }}\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.copy_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631142, - "supported_languages": null - }, - "macro.dbt.get_show_grant_sql": { - "name": "get_show_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_show_grant_sql", - "macro_sql": "{% macro get_show_grant_sql(relation) %}\n {{ return(adapter.dispatch(\"get_show_grant_sql\", \"dbt\")(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_show_grant_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631454, - "supported_languages": null - }, - "macro.dbt.default__get_show_grant_sql": { - "name": "default__get_show_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_show_grant_sql", - "macro_sql": "{% macro default__get_show_grant_sql(relation) %}\n show grants on {{ relation }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631595, - "supported_languages": null - }, - "macro.dbt.get_grant_sql": { - "name": "get_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_grant_sql", - "macro_sql": "{% macro get_grant_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_grant_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_grant_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631816, - "supported_languages": null - }, - "macro.dbt.default__get_grant_sql": { - "name": "default__get_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_grant_sql", - "macro_sql": "\n\n{%- macro default__get_grant_sql(relation, privilege, grantees) -%}\n grant {{ privilege }} on {{ relation }} to {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632146, - "supported_languages": null - }, - "macro.dbt.get_revoke_sql": { - "name": "get_revoke_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_revoke_sql", - "macro_sql": "{% macro get_revoke_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_revoke_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_revoke_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632417, - "supported_languages": null - }, - "macro.dbt.default__get_revoke_sql": { - "name": "default__get_revoke_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_revoke_sql", - "macro_sql": "\n\n{%- macro default__get_revoke_sql(relation, privilege, grantees) -%}\n revoke {{ privilege }} on {{ relation }} from {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632649, - "supported_languages": null - }, - "macro.dbt.get_dcl_statement_list": { - "name": "get_dcl_statement_list", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_dcl_statement_list", - "macro_sql": "{% macro get_dcl_statement_list(relation, grant_config, get_dcl_macro) %}\n {{ return(adapter.dispatch('get_dcl_statement_list', 'dbt')(relation, grant_config, get_dcl_macro)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_dcl_statement_list" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632864, - "supported_languages": null - }, - "macro.dbt.default__get_dcl_statement_list": { - "name": "default__get_dcl_statement_list", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_dcl_statement_list", - "macro_sql": "\n\n{%- macro default__get_dcl_statement_list(relation, grant_config, get_dcl_macro) -%}\n {#\n -- Unpack grant_config into specific privileges and the set of users who need them granted/revoked.\n -- Depending on whether this database supports multiple grantees per statement, pass in the list of\n -- all grantees per privilege, or (if not) template one statement per privilege-grantee pair.\n -- `get_dcl_macro` will be either `get_grant_sql` or `get_revoke_sql`\n #}\n {%- set dcl_statements = [] -%}\n {%- for privilege, grantees in grant_config.items() %}\n {%- if support_multiple_grantees_per_dcl_statement() and grantees -%}\n {%- set dcl = get_dcl_macro(relation, privilege, grantees) -%}\n {%- do dcl_statements.append(dcl) -%}\n {%- else -%}\n {%- for grantee in grantees -%}\n {% set dcl = get_dcl_macro(relation, privilege, [grantee]) %}\n {%- do dcl_statements.append(dcl) -%}\n {% endfor -%}\n {%- endif -%}\n {%- endfor -%}\n {{ return(dcl_statements) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.support_multiple_grantees_per_dcl_statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.633584, - "supported_languages": null - }, - "macro.dbt.call_dcl_statements": { - "name": "call_dcl_statements", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.call_dcl_statements", - "macro_sql": "{% macro call_dcl_statements(dcl_statement_list) %}\n {{ return(adapter.dispatch(\"call_dcl_statements\", \"dbt\")(dcl_statement_list)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__call_dcl_statements" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.633773, - "supported_languages": null - }, - "macro.dbt.default__call_dcl_statements": { - "name": "default__call_dcl_statements", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__call_dcl_statements", - "macro_sql": "{% macro default__call_dcl_statements(dcl_statement_list) %}\n {#\n -- By default, supply all grant + revoke statements in a single semicolon-separated block,\n -- so that they're all processed together.\n\n -- Some databases do not support this. Those adapters will need to override this macro\n -- to run each statement individually.\n #}\n {% call statement('grants') %}\n {% for dcl_statement in dcl_statement_list %}\n {{ dcl_statement }};\n {% endfor %}\n {% endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6339872, - "supported_languages": null - }, - "macro.dbt.apply_grants": { - "name": "apply_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.apply_grants", - "macro_sql": "{% macro apply_grants(relation, grant_config, should_revoke) %}\n {{ return(adapter.dispatch(\"apply_grants\", \"dbt\")(relation, grant_config, should_revoke)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__apply_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6342359, - "supported_languages": null - }, - "macro.dbt.default__apply_grants": { - "name": "default__apply_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__apply_grants", - "macro_sql": "{% macro default__apply_grants(relation, grant_config, should_revoke=True) %}\n {#-- If grant_config is {} or None, this is a no-op --#}\n {% if grant_config %}\n {% if should_revoke %}\n {#-- We think previous grants may have carried over --#}\n {#-- Show current grants and calculate diffs --#}\n {% set current_grants_table = run_query(get_show_grant_sql(relation)) %}\n {% set current_grants_dict = adapter.standardize_grants_dict(current_grants_table) %}\n {% set needs_granting = diff_of_two_dicts(grant_config, current_grants_dict) %}\n {% set needs_revoking = diff_of_two_dicts(current_grants_dict, grant_config) %}\n {% if not (needs_granting or needs_revoking) %}\n {{ log('On ' ~ relation ~': All grants are in place, no revocation or granting needed.')}}\n {% endif %}\n {% else %}\n {#-- We don't think there's any chance of previous grants having carried over. --#}\n {#-- Jump straight to granting what the user has configured. --#}\n {% set needs_revoking = {} %}\n {% set needs_granting = grant_config %}\n {% endif %}\n {% if needs_granting or needs_revoking %}\n {% set revoke_statement_list = get_dcl_statement_list(relation, needs_revoking, get_revoke_sql) %}\n {% set grant_statement_list = get_dcl_statement_list(relation, needs_granting, get_grant_sql) %}\n {% set dcl_statement_list = revoke_statement_list + grant_statement_list %}\n {% if dcl_statement_list %}\n {{ call_dcl_statements(dcl_statement_list) }}\n {% endif %}\n {% endif %}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query", - "macro.dbt.get_show_grant_sql", - "macro.dbt.get_dcl_statement_list", - "macro.dbt.call_dcl_statements" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.635697, - "supported_languages": null - }, - "macro.dbt.get_show_sql": { - "name": "get_show_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/show.sql", - "original_file_path": "macros/adapters/show.sql", - "unique_id": "macro.dbt.get_show_sql", - "macro_sql": "{% macro get_show_sql(compiled_code, sql_header, limit) -%}\n {%- if sql_header -%}\n {{ sql_header }}\n {%- endif -%}\n {%- if limit is not none -%}\n {{ get_limit_subquery_sql(compiled_code, limit) }}\n {%- else -%}\n {{ compiled_code }}\n {%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_limit_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.636234, - "supported_languages": null - }, - "macro.dbt.get_limit_subquery_sql": { - "name": "get_limit_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/show.sql", - "original_file_path": "macros/adapters/show.sql", - "unique_id": "macro.dbt.get_limit_subquery_sql", - "macro_sql": "{% macro get_limit_subquery_sql(sql, limit) %}\n {{ adapter.dispatch('get_limit_subquery_sql', 'dbt')(sql, limit) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_limit_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6364129, - "supported_languages": null - }, - "macro.dbt.default__get_limit_subquery_sql": { - "name": "default__get_limit_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/show.sql", - "original_file_path": "macros/adapters/show.sql", - "unique_id": "macro.dbt.default__get_limit_subquery_sql", - "macro_sql": "{% macro default__get_limit_subquery_sql(sql, limit) %}\n select *\n from (\n {{ sql }}\n ) as model_limit_subq\n limit {{ limit }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.636543, - "supported_languages": null - }, - "macro.dbt.alter_column_comment": { - "name": "alter_column_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.alter_column_comment", - "macro_sql": "{% macro alter_column_comment(relation, column_dict) -%}\n {{ return(adapter.dispatch('alter_column_comment', 'dbt')(relation, column_dict)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__alter_column_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.637163, - "supported_languages": null - }, - "macro.dbt.default__alter_column_comment": { - "name": "default__alter_column_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.default__alter_column_comment", - "macro_sql": "{% macro default__alter_column_comment(relation, column_dict) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_column_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6373188, - "supported_languages": null - }, - "macro.dbt.alter_relation_comment": { - "name": "alter_relation_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.alter_relation_comment", - "macro_sql": "{% macro alter_relation_comment(relation, relation_comment) -%}\n {{ return(adapter.dispatch('alter_relation_comment', 'dbt')(relation, relation_comment)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__alter_relation_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.637505, - "supported_languages": null - }, - "macro.dbt.default__alter_relation_comment": { - "name": "default__alter_relation_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.default__alter_relation_comment", - "macro_sql": "{% macro default__alter_relation_comment(relation, relation_comment) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_relation_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.637656, - "supported_languages": null - }, - "macro.dbt.persist_docs": { - "name": "persist_docs", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.persist_docs", - "macro_sql": "{% macro persist_docs(relation, model, for_relation=true, for_columns=true) -%}\n {{ return(adapter.dispatch('persist_docs', 'dbt')(relation, model, for_relation, for_columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6378949, - "supported_languages": null - }, - "macro.dbt.default__persist_docs": { - "name": "default__persist_docs", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.default__persist_docs", - "macro_sql": "{% macro default__persist_docs(relation, model, for_relation, for_columns) -%}\n {% if for_relation and config.persist_relation_docs() and model.description %}\n {% do run_query(alter_relation_comment(relation, model.description)) %}\n {% endif %}\n\n {% if for_columns and config.persist_column_docs() and model.columns %}\n {% do run_query(alter_column_comment(relation, model.columns)) %}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query", - "macro.dbt.alter_relation_comment", - "macro.dbt.alter_column_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.638315, - "supported_languages": null - }, - "macro.dbt.get_catalog_relations": { - "name": "get_catalog_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_catalog_relations", - "macro_sql": "{% macro get_catalog_relations(information_schema, relations) -%}\n {{ return(adapter.dispatch('get_catalog_relations', 'dbt')(information_schema, relations)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_catalog_relations" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.641557, - "supported_languages": null - }, - "macro.dbt.default__get_catalog_relations": { - "name": "default__get_catalog_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_catalog_relations", - "macro_sql": "{% macro default__get_catalog_relations(information_schema, relations) -%}\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog_relations not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.641786, - "supported_languages": null - }, - "macro.dbt.get_catalog": { - "name": "get_catalog", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_catalog", - "macro_sql": "{% macro get_catalog(information_schema, schemas) -%}\n {{ return(adapter.dispatch('get_catalog', 'dbt')(information_schema, schemas)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_catalog" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.641964, - "supported_languages": null - }, - "macro.dbt.default__get_catalog": { - "name": "default__get_catalog", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_catalog", - "macro_sql": "{% macro default__get_catalog(information_schema, schemas) -%}\n\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6421819, - "supported_languages": null - }, - "macro.dbt.information_schema_name": { - "name": "information_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.information_schema_name", - "macro_sql": "{% macro information_schema_name(database) %}\n {{ return(adapter.dispatch('information_schema_name', 'dbt')(database)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__information_schema_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.642339, - "supported_languages": null - }, - "macro.dbt.default__information_schema_name": { - "name": "default__information_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__information_schema_name", - "macro_sql": "{% macro default__information_schema_name(database) -%}\n {%- if database -%}\n {{ database }}.INFORMATION_SCHEMA\n {%- else -%}\n INFORMATION_SCHEMA\n {%- endif -%}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.642478, - "supported_languages": null - }, - "macro.dbt.list_schemas": { - "name": "list_schemas", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.list_schemas", - "macro_sql": "{% macro list_schemas(database) -%}\n {{ return(adapter.dispatch('list_schemas', 'dbt')(database)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__list_schemas" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.642636, - "supported_languages": null - }, - "macro.dbt.default__list_schemas": { - "name": "default__list_schemas", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__list_schemas", - "macro_sql": "{% macro default__list_schemas(database) -%}\n {% set sql %}\n select distinct schema_name\n from {{ information_schema_name(database) }}.SCHEMATA\n where catalog_name ilike '{{ database }}'\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.information_schema_name", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6429498, - "supported_languages": null - }, - "macro.dbt.check_schema_exists": { - "name": "check_schema_exists", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.check_schema_exists", - "macro_sql": "{% macro check_schema_exists(information_schema, schema) -%}\n {{ return(adapter.dispatch('check_schema_exists', 'dbt')(information_schema, schema)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__check_schema_exists" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.643213, - "supported_languages": null - }, - "macro.dbt.default__check_schema_exists": { - "name": "default__check_schema_exists", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__check_schema_exists", - "macro_sql": "{% macro default__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from {{ information_schema.replace(information_schema_view='SCHEMATA') }}\n where catalog_name='{{ information_schema.database }}'\n and schema_name='{{ schema }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.replace", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.64348, - "supported_languages": null - }, - "macro.dbt.list_relations_without_caching": { - "name": "list_relations_without_caching", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.list_relations_without_caching", - "macro_sql": "{% macro list_relations_without_caching(schema_relation) %}\n {{ return(adapter.dispatch('list_relations_without_caching', 'dbt')(schema_relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__list_relations_without_caching" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.643647, - "supported_languages": null - }, - "macro.dbt.default__list_relations_without_caching": { - "name": "default__list_relations_without_caching", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__list_relations_without_caching", - "macro_sql": "{% macro default__list_relations_without_caching(schema_relation) %}\n {{ exceptions.raise_not_implemented(\n 'list_relations_without_caching macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.643786, - "supported_languages": null - }, - "macro.dbt.get_catalog_for_single_relation": { - "name": "get_catalog_for_single_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_catalog_for_single_relation", - "macro_sql": "{% macro get_catalog_for_single_relation(relation) %}\n {{ return(adapter.dispatch('get_catalog_for_single_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_catalog_for_single_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6439428, - "supported_languages": null - }, - "macro.dbt.default__get_catalog_for_single_relation": { - "name": "default__get_catalog_for_single_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_catalog_for_single_relation", - "macro_sql": "{% macro default__get_catalog_for_single_relation(relation) %}\n {{ exceptions.raise_not_implemented(\n 'get_catalog_for_single_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644087, - "supported_languages": null - }, - "macro.dbt.get_relations": { - "name": "get_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_relations", - "macro_sql": "{% macro get_relations() %}\n {{ return(adapter.dispatch('get_relations', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_relations" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644233, - "supported_languages": null - }, - "macro.dbt.default__get_relations": { - "name": "default__get_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_relations", - "macro_sql": "{% macro default__get_relations() %}\n {{ exceptions.raise_not_implemented(\n 'get_relations macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6443672, - "supported_languages": null - }, - "macro.dbt.get_relation_last_modified": { - "name": "get_relation_last_modified", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_relation_last_modified", - "macro_sql": "{% macro get_relation_last_modified(information_schema, relations) %}\n {{ return(adapter.dispatch('get_relation_last_modified', 'dbt')(information_schema, relations)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_relation_last_modified" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644545, - "supported_languages": null - }, - "macro.dbt.default__get_relation_last_modified": { - "name": "default__get_relation_last_modified", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_relation_last_modified", - "macro_sql": "{% macro default__get_relation_last_modified(information_schema, relations) %}\n {{ exceptions.raise_not_implemented(\n 'get_relation_last_modified macro not implemented for adapter ' + adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644694, - "supported_languages": null - }, - "macro.dbt.get_columns_in_relation": { - "name": "get_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_columns_in_relation", - "macro_sql": "{% macro get_columns_in_relation(relation) -%}\n {{ return(adapter.dispatch('get_columns_in_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_columns_in_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6467142, - "supported_languages": null - }, - "macro.dbt.default__get_columns_in_relation": { - "name": "default__get_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_columns_in_relation", - "macro_sql": "{% macro default__get_columns_in_relation(relation) -%}\n {{ exceptions.raise_not_implemented(\n 'get_columns_in_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6468558, - "supported_languages": null - }, - "macro.dbt.sql_convert_columns_in_relation": { - "name": "sql_convert_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.sql_convert_columns_in_relation", - "macro_sql": "{% macro sql_convert_columns_in_relation(table) -%}\n {% set columns = [] %}\n {% for row in table %}\n {% do columns.append(api.Column(*row)) %}\n {% endfor %}\n {{ return(columns) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6472719, - "supported_languages": null - }, - "macro.dbt.get_empty_subquery_sql": { - "name": "get_empty_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_empty_subquery_sql", - "macro_sql": "{% macro get_empty_subquery_sql(select_sql, select_sql_header=none) -%}\n {{ return(adapter.dispatch('get_empty_subquery_sql', 'dbt')(select_sql, select_sql_header)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_empty_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6476228, - "supported_languages": null - }, - "macro.dbt.default__get_empty_subquery_sql": { - "name": "default__get_empty_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_empty_subquery_sql", - "macro_sql": "{% macro default__get_empty_subquery_sql(select_sql, select_sql_header=none) %}\n {%- if select_sql_header is not none -%}\n {{ select_sql_header }}\n {%- endif -%}\n select * from (\n {{ select_sql }}\n ) as __dbt_sbq\n where false\n limit 0\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.647819, - "supported_languages": null - }, - "macro.dbt.get_empty_schema_sql": { - "name": "get_empty_schema_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_empty_schema_sql", - "macro_sql": "{% macro get_empty_schema_sql(columns) -%}\n {{ return(adapter.dispatch('get_empty_schema_sql', 'dbt')(columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_empty_schema_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.647976, - "supported_languages": null - }, - "macro.dbt.default__get_empty_schema_sql": { - "name": "default__get_empty_schema_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_empty_schema_sql", - "macro_sql": "{% macro default__get_empty_schema_sql(columns) %}\n {%- set col_err = [] -%}\n {%- set col_naked_numeric = [] -%}\n select\n {% for i in columns %}\n {%- set col = columns[i] -%}\n {%- if col['data_type'] is not defined -%}\n {%- do col_err.append(col['name']) -%}\n {#-- If this column's type is just 'numeric' then it is missing precision/scale, raise a warning --#}\n {%- elif col['data_type'].strip().lower() in ('numeric', 'decimal', 'number') -%}\n {%- do col_naked_numeric.append(col['name']) -%}\n {%- endif -%}\n {% set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] %}\n {{ cast('null', col['data_type']) }} as {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n {%- if (col_err | length) > 0 -%}\n {{ exceptions.column_type_missing(column_names=col_err) }}\n {%- elif (col_naked_numeric | length) > 0 -%}\n {{ exceptions.warn(\"Detected columns with numeric type and unspecified precision/scale, this can lead to unintended rounding: \" ~ col_naked_numeric ~ \"`\") }}\n {%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.649274, - "supported_languages": null - }, - "macro.dbt.get_column_schema_from_query": { - "name": "get_column_schema_from_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_column_schema_from_query", - "macro_sql": "{% macro get_column_schema_from_query(select_sql, select_sql_header=none) -%}\n {% set columns = [] %}\n {# -- Using an 'empty subquery' here to get the same schema as the given select_sql statement, without necessitating a data scan.#}\n {% set sql = get_empty_subquery_sql(select_sql, select_sql_header) %}\n {% set column_schema = adapter.get_column_schema_from_query(sql) %}\n {{ return(column_schema) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_empty_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6496909, - "supported_languages": null - }, - "macro.dbt.get_columns_in_query": { - "name": "get_columns_in_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_columns_in_query", - "macro_sql": "{% macro get_columns_in_query(select_sql) -%}\n {{ return(adapter.dispatch('get_columns_in_query', 'dbt')(select_sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_columns_in_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6498759, - "supported_languages": null - }, - "macro.dbt.default__get_columns_in_query": { - "name": "default__get_columns_in_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_columns_in_query", - "macro_sql": "{% macro default__get_columns_in_query(select_sql) %}\n {% call statement('get_columns_in_query', fetch_result=True, auto_begin=False) -%}\n {{ get_empty_subquery_sql(select_sql) }}\n {% endcall %}\n {{ return(load_result('get_columns_in_query').table.columns | map(attribute='name') | list) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.get_empty_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.65018, - "supported_languages": null - }, - "macro.dbt.alter_column_type": { - "name": "alter_column_type", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.alter_column_type", - "macro_sql": "{% macro alter_column_type(relation, column_name, new_column_type) -%}\n {{ return(adapter.dispatch('alter_column_type', 'dbt')(relation, column_name, new_column_type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__alter_column_type" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.650385, - "supported_languages": null - }, - "macro.dbt.default__alter_column_type": { - "name": "default__alter_column_type", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__alter_column_type", - "macro_sql": "{% macro default__alter_column_type(relation, column_name, new_column_type) -%}\n {#\n 1. Create a new column (w/ temp name and correct type)\n 2. Copy data over to it\n 3. Drop the existing column (cascade!)\n 4. Rename the new column to existing column\n #}\n {%- set tmp_column = column_name + \"__dbt_alter\" -%}\n\n {% call statement('alter_column_type') %}\n alter table {{ relation }} add column {{ adapter.quote(tmp_column) }} {{ new_column_type }};\n update {{ relation }} set {{ adapter.quote(tmp_column) }} = {{ adapter.quote(column_name) }};\n alter table {{ relation }} drop column {{ adapter.quote(column_name) }} cascade;\n alter table {{ relation }} rename column {{ adapter.quote(tmp_column) }} to {{ adapter.quote(column_name) }}\n {% endcall %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.650893, - "supported_languages": null - }, - "macro.dbt.alter_relation_add_remove_columns": { - "name": "alter_relation_add_remove_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.alter_relation_add_remove_columns", - "macro_sql": "{% macro alter_relation_add_remove_columns(relation, add_columns = none, remove_columns = none) -%}\n {{ return(adapter.dispatch('alter_relation_add_remove_columns', 'dbt')(relation, add_columns, remove_columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.651119, - "supported_languages": null - }, - "macro.dbt.default__alter_relation_add_remove_columns": { - "name": "default__alter_relation_add_remove_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__alter_relation_add_remove_columns", - "macro_sql": "{% macro default__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns is none %}\n {% set add_columns = [] %}\n {% endif %}\n {% if remove_columns is none %}\n {% set remove_columns = [] %}\n {% endif %}\n\n {% set sql -%}\n\n alter {{ relation.type }} {{ relation }}\n\n {% for column in add_columns %}\n add column {{ column.name }} {{ column.data_type }}{{ ',' if not loop.last }}\n {% endfor %}{{ ',' if add_columns and remove_columns }}\n\n {% for column in remove_columns %}\n drop column {{ column.name }}{{ ',' if not loop.last }}\n {% endfor %}\n\n {%- endset -%}\n\n {% do run_query(sql) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.651943, - "supported_languages": null - }, - "macro.dbt.get_fixture_sql": { - "name": "get_fixture_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/unit_test_sql/get_fixture_sql.sql", - "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", - "unique_id": "macro.dbt.get_fixture_sql", - "macro_sql": "{% macro get_fixture_sql(rows, column_name_to_data_types) %}\n-- Fixture for {{ model.name }}\n{% set default_row = {} %}\n\n{%- if not column_name_to_data_types -%}\n{#-- Use defer_relation IFF it is available in the manifest and 'this' is missing from the database --#}\n{%- set this_or_defer_relation = defer_relation if (defer_relation and not load_relation(this)) else this -%}\n{%- set columns_in_relation = adapter.get_columns_in_relation(this_or_defer_relation) -%}\n\n{%- set column_name_to_data_types = {} -%}\n{%- for column in columns_in_relation -%}\n{#-- This needs to be a case-insensitive comparison --#}\n{%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n{%- endfor -%}\n{%- endif -%}\n\n{%- if not column_name_to_data_types -%}\n {{ exceptions.raise_compiler_error(\"Not able to get columns for unit test '\" ~ model.name ~ \"' from relation \" ~ this ~ \" because the relation doesn't exist\") }}\n{%- endif -%}\n\n{%- for column_name, column_type in column_name_to_data_types.items() -%}\n {%- do default_row.update({column_name: (safe_cast(\"null\", column_type) | trim )}) -%}\n{%- endfor -%}\n\n\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\n{%- set default_row_copy = default_row.copy() -%}\n{%- do default_row_copy.update(formatted_row) -%}\nselect\n{%- for column_name, column_value in default_row_copy.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n\n{%- if (rows | length) == 0 -%}\n select\n {%- for column_name, column_value in default_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%},{%- endif %}\n {%- endfor %}\n limit 0\n{%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.load_relation", - "macro.dbt.safe_cast", - "macro.dbt.format_row" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.65484, - "supported_languages": null - }, - "macro.dbt.get_expected_sql": { - "name": "get_expected_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/unit_test_sql/get_fixture_sql.sql", - "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", - "unique_id": "macro.dbt.get_expected_sql", - "macro_sql": "{% macro get_expected_sql(rows, column_name_to_data_types) %}\n\n{%- if (rows | length) == 0 -%}\n select * from dbt_internal_unit_test_actual\n limit 0\n{%- else -%}\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\nselect\n{%- for column_name, column_value in formatted_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n{%- endif -%}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.format_row" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.655329, - "supported_languages": null - }, - "macro.dbt.format_row": { - "name": "format_row", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/unit_test_sql/get_fixture_sql.sql", - "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", - "unique_id": "macro.dbt.format_row", - "macro_sql": "\n\n{%- macro format_row(row, column_name_to_data_types) -%}\n {#-- generate case-insensitive formatted row --#}\n {% set formatted_row = {} %}\n {%- for column_name, column_value in row.items() -%}\n {% set column_name = column_name|lower %}\n\n {%- if column_name not in column_name_to_data_types %}\n {#-- if user-provided row contains column name that relation does not contain, raise an error --#}\n {% set fixture_name = \"expected output\" if model.resource_type == 'unit_test' else (\"'\" ~ model.name ~ \"'\") %}\n {{ exceptions.raise_compiler_error(\n \"Invalid column name: '\" ~ column_name ~ \"' in unit test fixture for \" ~ fixture_name ~ \".\"\n \"\\nAccepted columns for \" ~ fixture_name ~ \" are: \" ~ (column_name_to_data_types.keys()|list)\n ) }}\n {%- endif -%}\n\n {%- set column_type = column_name_to_data_types[column_name] %}\n\n {#-- sanitize column_value: wrap yaml strings in quotes, apply cast --#}\n {%- set column_value_clean = column_value -%}\n {%- if column_value is string -%}\n {%- set column_value_clean = dbt.string_literal(dbt.escape_single_quotes(column_value)) -%}\n {%- elif column_value is none -%}\n {%- set column_value_clean = 'null' -%}\n {%- endif -%}\n\n {%- set row_update = {column_name: safe_cast(column_value_clean, column_type) } -%}\n {%- do formatted_row.update(row_update) -%}\n {%- endfor -%}\n {{ return(formatted_row) }}\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.string_literal", - "macro.dbt.escape_single_quotes", - "macro.dbt.safe_cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.656342, - "supported_languages": null - }, - "macro.dbt.resolve_model_name": { - "name": "resolve_model_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.resolve_model_name", - "macro_sql": "{% macro resolve_model_name(input_model_name) %}\n {{ return(adapter.dispatch('resolve_model_name', 'dbt')(input_model_name)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__resolve_model_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.657869, - "supported_languages": null - }, - "macro.dbt.default__resolve_model_name": { - "name": "default__resolve_model_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.default__resolve_model_name", - "macro_sql": "\n\n{%- macro default__resolve_model_name(input_model_name) -%}\n {{ input_model_name | string | replace('\"', '\\\"') }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.658015, - "supported_languages": null - }, - "macro.dbt.build_ref_function": { - "name": "build_ref_function", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.build_ref_function", - "macro_sql": "{% macro build_ref_function(model) %}\n\n {%- set ref_dict = {} -%}\n {%- for _ref in model.refs -%}\n {% set _ref_args = [_ref.get('package'), _ref['name']] if _ref.get('package') else [_ref['name'],] %}\n {%- set resolved = ref(*_ref_args, v=_ref.get('version')) -%}\n {%- if _ref.get('version') -%}\n {% do _ref_args.extend([\"v\" ~ _ref['version']]) %}\n {%- endif -%}\n {%- do ref_dict.update({_ref_args | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef ref(*args, **kwargs):\n refs = {{ ref_dict | tojson }}\n key = '.'.join(args)\n version = kwargs.get(\"v\") or kwargs.get(\"version\")\n if version:\n key += f\".v{version}\"\n dbt_load_df_function = kwargs.get(\"dbt_load_df_function\")\n return dbt_load_df_function(refs[key])\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.resolve_model_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.658728, - "supported_languages": null - }, - "macro.dbt.build_source_function": { - "name": "build_source_function", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.build_source_function", - "macro_sql": "{% macro build_source_function(model) %}\n\n {%- set source_dict = {} -%}\n {%- for _source in model.sources -%}\n {%- set resolved = source(*_source) -%}\n {%- do source_dict.update({_source | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef source(*args, dbt_load_df_function):\n sources = {{ source_dict | tojson }}\n key = '.'.join(args)\n return dbt_load_df_function(sources[key])\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.resolve_model_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.659093, - "supported_languages": null - }, - "macro.dbt.build_config_dict": { - "name": "build_config_dict", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.build_config_dict", - "macro_sql": "{% macro build_config_dict(model) %}\n {%- set config_dict = {} -%}\n {% set config_dbt_used = zip(model.config.config_keys_used, model.config.config_keys_defaults) | list %}\n {%- for key, default in config_dbt_used -%}\n {# weird type testing with enum, would be much easier to write this logic in Python! #}\n {%- if key == \"language\" -%}\n {%- set value = \"python\" -%}\n {%- endif -%}\n {%- set value = model.config.get(key, default) -%}\n {%- do config_dict.update({key: value}) -%}\n {%- endfor -%}\nconfig_dict = {{ config_dict }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6598551, - "supported_languages": null - }, - "macro.dbt.py_script_postfix": { - "name": "py_script_postfix", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.py_script_postfix", - "macro_sql": "{% macro py_script_postfix(model) %}\n# This part is user provided model code\n# you will need to copy the next section to run the code\n# COMMAND ----------\n# this part is dbt logic for get ref work, do not modify\n\n{{ build_ref_function(model ) }}\n{{ build_source_function(model ) }}\n{{ build_config_dict(model) }}\n\nclass config:\n def __init__(self, *args, **kwargs):\n pass\n\n @staticmethod\n def get(key, default=None):\n return config_dict.get(key, default)\n\nclass this:\n \"\"\"dbt.this() or dbt.this.identifier\"\"\"\n database = \"{{ this.database }}\"\n schema = \"{{ this.schema }}\"\n identifier = \"{{ this.identifier }}\"\n {% set this_relation_name = resolve_model_name(this) %}\n def __repr__(self):\n return '{{ this_relation_name }}'\n\n\nclass dbtObj:\n def __init__(self, load_df_function) -> None:\n self.source = lambda *args: source(*args, dbt_load_df_function=load_df_function)\n self.ref = lambda *args, **kwargs: ref(*args, **kwargs, dbt_load_df_function=load_df_function)\n self.config = config\n self.this = this()\n self.is_incremental = {{ is_incremental() }}\n\n# COMMAND ----------\n{{py_script_comment()}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.build_ref_function", - "macro.dbt.build_source_function", - "macro.dbt.build_config_dict", - "macro.dbt.resolve_model_name", - "macro.dbt.is_incremental", - "macro.dbt.py_script_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.660442, - "supported_languages": null - }, - "macro.dbt.py_script_comment": { - "name": "py_script_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.py_script_comment", - "macro_sql": "{%macro py_script_comment()%}\n{%endmacro%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.660533, - "supported_languages": null - }, - "macro.dbt.test_unique": { - "name": "test_unique", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_unique", - "macro_sql": "{% test unique(model, column_name) %}\n {% set macro = adapter.dispatch('test_unique', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_unique" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.661011, - "supported_languages": null - }, - "macro.dbt.test_not_null": { - "name": "test_not_null", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_not_null", - "macro_sql": "{% test not_null(model, column_name) %}\n {% set macro = adapter.dispatch('test_not_null', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_not_null" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6612248, - "supported_languages": null - }, - "macro.dbt.test_accepted_values": { - "name": "test_accepted_values", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_accepted_values", - "macro_sql": "{% test accepted_values(model, column_name, values, quote=True) %}\n {% set macro = adapter.dispatch('test_accepted_values', 'dbt') %}\n {{ macro(model, column_name, values, quote) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_accepted_values" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.661505, - "supported_languages": null - }, - "macro.dbt.test_relationships": { - "name": "test_relationships", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_relationships", - "macro_sql": "{% test relationships(model, column_name, to, field) %}\n {% set macro = adapter.dispatch('test_relationships', 'dbt') %}\n {{ macro(model, column_name, to, field) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_relationships" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6618419, - "supported_languages": null - } - }, - "docs": { - "doc.jaffle_shop.__overview__": { - "name": "__overview__", - "resource_type": "doc", - "package_name": "jaffle_shop", - "path": "overview.md", - "original_file_path": "models/overview.md", - "unique_id": "doc.jaffle_shop.__overview__", - "block_contents": "## Data Documentation for Jaffle Shop\n\n`jaffle_shop` is a fictional ecommerce store.\n\nThis [dbt](https://www.getdbt.com/) project is for testing out code.\n\nThe source code can be found [here](https://github.com/clrcrl/jaffle_shop)." - }, - "doc.jaffle_shop.orders_status": { - "name": "orders_status", - "resource_type": "doc", - "package_name": "jaffle_shop", - "path": "docs.md", - "original_file_path": "models/docs.md", - "unique_id": "doc.jaffle_shop.orders_status", - "block_contents": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |" - }, - "doc.dbt.__overview__": { - "name": "__overview__", - "resource_type": "doc", - "package_name": "dbt", - "path": "overview.md", - "original_file_path": "docs/overview.md", - "unique_id": "doc.dbt.__overview__", - "block_contents": "### Welcome!\n\nWelcome to the auto-generated documentation for your dbt project!\n\n### Navigation\n\nYou can use the `Project` and `Database` navigation tabs on the left side of the window to explore the models\nin your project.\n\n#### Project Tab\nThe `Project` tab mirrors the directory structure of your dbt project. In this tab, you can see all of the\nmodels defined in your dbt project, as well as models imported from dbt packages.\n\n#### Database Tab\nThe `Database` tab also exposes your models, but in a format that looks more like a database explorer. This view\nshows relations (tables and views) grouped into database schemas. Note that ephemeral models are _not_ shown\nin this interface, as they do not exist in the database.\n\n### Graph Exploration\nYou can click the blue icon on the bottom-right corner of the page to view the lineage graph of your models.\n\nOn model pages, you'll see the immediate parents and children of the model you're exploring. By clicking the `Expand`\nbutton at the top-right of this lineage pane, you'll be able to see all of the models that are used to build,\nor are built from, the model you're exploring.\n\nOnce expanded, you'll be able to use the `--select` and `--exclude` model selection syntax to filter the\nmodels in the graph. For more information on model selection, check out the [dbt docs](https://docs.getdbt.com/docs/model-selection-syntax).\n\nNote that you can also right-click on models to interactively filter and explore the graph.\n\n---\n\n### More information\n\n- [What is dbt](https://docs.getdbt.com/docs/introduction)?\n- Read the [dbt viewpoint](https://docs.getdbt.com/docs/viewpoint)\n- [Installation](https://docs.getdbt.com/docs/installation)\n- Join the [dbt Community](https://www.getdbt.com/community/) for questions and discussion" - } - }, - "exposures": {}, - "metrics": {}, - "groups": {}, - "selectors": {}, - "disabled": {}, - "parent_map": { - "seed.jaffle_shop.raw_customers": [], - "seed.jaffle_shop.raw_orders": [], - "seed.jaffle_shop.raw_payments": [], - "model.jaffle_shop.orders": [ - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_amount.106140f9fd": [ - "model.jaffle_shop.orders" - ], - "model.jaffle_shop.stg_customers": [ - "seed.jaffle_shop.raw_customers" - ], - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": [ - "model.jaffle_shop.stg_customers" - ], - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": [ - "model.jaffle_shop.stg_customers" - ], - "model.jaffle_shop.stg_orders": [ - "seed.jaffle_shop.raw_orders" - ], - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": [ - "model.jaffle_shop.stg_orders" - ], - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": [ - "model.jaffle_shop.stg_orders" - ], - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": [ - "model.jaffle_shop.stg_orders" - ], - "model.jaffle_shop.stg_payments": [ - "seed.jaffle_shop.raw_payments" - ], - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": [ - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": [ - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": [ - "model.jaffle_shop.stg_payments" - ], - "model.jaffle_shop.customers": [ - "model.jaffle_shop.stg_customers", - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": [ - "model.jaffle_shop.customers" - ], - "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": [ - "model.jaffle_shop.customers" - ] - }, - "child_map": { - "seed.jaffle_shop.raw_customers": [ - "model.jaffle_shop.stg_customers" - ], - "seed.jaffle_shop.raw_orders": [ - "model.jaffle_shop.stg_orders" - ], - "seed.jaffle_shop.raw_payments": [ - "model.jaffle_shop.stg_payments" - ], - "model.jaffle_shop.orders": [ - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", - "test.jaffle_shop.not_null_orders_amount.106140f9fd", - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", - 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"test.jaffle_shop.not_null_orders_amount.106140f9fd": [], - "model.jaffle_shop.stg_customers": [ - "model.jaffle_shop.customers", - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada" - ], - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": [], - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": [], - "model.jaffle_shop.stg_orders": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders", - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a" - ], - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": [], - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": [], - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": [], - "model.jaffle_shop.stg_payments": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders", - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712" - ], - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": [], - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": [], - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": [], - "model.jaffle_shop.customers": [ - "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d", - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", - "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1" - ], - "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": [], - "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": [] - }, - "group_map": {}, - "saved_queries": {}, - "semantic_models": {}, - "unit_tests": {} -} diff --git a/datacontract-cli/tests/fixtures/dbt/import/manifest_jaffle_duckdb.json b/datacontract-cli/tests/fixtures/dbt/import/manifest_jaffle_duckdb.json deleted file mode 100644 index 3c59754ad..000000000 --- a/datacontract-cli/tests/fixtures/dbt/import/manifest_jaffle_duckdb.json +++ /dev/null @@ -1,12727 +0,0 @@ -{ - "metadata": { - "dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v12.json", - "dbt_version": "1.8.0", - "generated_at": "2024-07-09T00:33:06.822862Z", - "invocation_id": "116abb11-be27-40b9-817f-e9debb5bd770", - "env": {}, - "project_name": "jaffle_shop", - "project_id": "06e5b98c2db46f8a72cc4f66410e9b3b", - "user_id": "a9b24267-c9cb-49bb-ac4c-ae76c1eea8ee", - "send_anonymous_usage_stats": true, - "adapter_type": "duckdb" - }, - "nodes": { - "seed.jaffle_shop.raw_customers": { - "database": "jaffle_shop", - "schema": "main", - "name": "raw_customers", - "resource_type": "seed", - "package_name": "jaffle_shop", - "path": "raw_customers.csv", - "original_file_path": "seeds/raw_customers.csv", - "unique_id": "seed.jaffle_shop.raw_customers", - "fqn": [ - "jaffle_shop", - "raw_customers" - ], - "alias": "raw_customers", - "checksum": { - "name": "sha256", - "checksum": "357d173dda65a741ad97d6683502286cc2655bb396ab5f4dfad12b8c39bd2a63" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "seed", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "delimiter": ",", - "quote_columns": null - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720483776.0257878, - "relation_name": "\"jaffle_shop\".\"main\".\"raw_customers\"", - "raw_code": "", - "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", - "depends_on": { - "macros": [] - } - }, - "seed.jaffle_shop.raw_orders": { - "database": "jaffle_shop", - "schema": "main", - "name": "raw_orders", - "resource_type": "seed", - "package_name": "jaffle_shop", - "path": "raw_orders.csv", - "original_file_path": "seeds/raw_orders.csv", - "unique_id": "seed.jaffle_shop.raw_orders", - "fqn": [ - "jaffle_shop", - "raw_orders" - ], - "alias": "raw_orders", - "checksum": { - "name": "sha256", - "checksum": "ddecd7adf70a07a88b9c302aec2a03fce615b925c2c06f2d5ef99a5c97b41250" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "seed", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "delimiter": ",", - "quote_columns": null - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720483776.027658, - "relation_name": "\"jaffle_shop\".\"main\".\"raw_orders\"", - "raw_code": "", - "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", - "depends_on": { - "macros": [] - } - }, - "seed.jaffle_shop.raw_payments": { - "database": "jaffle_shop", - "schema": "main", - "name": "raw_payments", - "resource_type": "seed", - "package_name": "jaffle_shop", - "path": "raw_payments.csv", - "original_file_path": "seeds/raw_payments.csv", - "unique_id": "seed.jaffle_shop.raw_payments", - "fqn": [ - "jaffle_shop", - "raw_payments" - ], - "alias": "raw_payments", - "checksum": { - "name": "sha256", - "checksum": "6de0626a8db9c1750eefd1b2e17fac4c2a4b9f778eb50532d8b377b90de395e6" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "seed", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "delimiter": ",", - "quote_columns": null - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720483776.029127, - "relation_name": "\"jaffle_shop\".\"main\".\"raw_payments\"", - "raw_code": "", - "root_path": "/Users/C10017Q/projetos/jaffle-shop-classic", - "depends_on": { - "macros": [] - } - }, - "model.jaffle_shop.orders": { - "database": "jaffle_shop", - "schema": "main", - "name": "orders", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "orders.sql", - "original_file_path": "models/orders.sql", - "unique_id": "model.jaffle_shop.orders", - "fqn": [ - "jaffle_shop", - "orders" - ], - "alias": "orders", - "checksum": { - "name": "sha256", - "checksum": "27f8c79aad1cfd8411ab9c3d2ce8da1d787f7f05c58bbee1d247510dc426be0f" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "table", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "This table has basic information about orders, as well as some derived facts based on payments", - "columns": { - "order_id": { - "name": "order_id", - "description": "This is a unique identifier for an order", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "customer_id": { - "name": "customer_id", - "description": "Foreign key to the customers table", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "order_date": { - "name": "order_date", - "description": "Date (UTC) that the order was placed", - "meta": {}, - "data_type": "date", - "constraints": [], - "quote": null, - "tags": [] - }, - "status": { - "name": "status", - "description": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - }, - "credit_card_amount": { - "name": "credit_card_amount", - "description": "Amount of the order (AUD) paid for by credit card", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - }, - "coupon_amount": { - "name": "coupon_amount", - "description": "Amount of the order (AUD) paid for by coupon", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - }, - "bank_transfer_amount": { - "name": "bank_transfer_amount", - "description": "Amount of the order (AUD) paid for by bank transfer", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - }, - "gift_card_amount": { - "name": "gift_card_amount", - "description": "Amount of the order (AUD) paid for by gift card", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - }, - "amount": { - "name": "amount", - "description": "Total amount (AUD) of the order", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/schema.yml", - "build_path": "target/run/jaffle_shop/models/orders.sql", - "unrendered_config": { - "materialized": "table" - }, - "created_at": 1720485033.194873, - "relation_name": "\"jaffle_shop\".\"main\".\"orders\"", - "raw_code": "{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}\n\nwith orders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n {% for payment_method in payment_methods -%}\n sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount,\n {% endfor -%}\n\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n {% for payment_method in payment_methods -%}\n\n order_payments.{{ payment_method }}_amount,\n\n {% endfor -%}\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - }, - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/orders.sql", - "compiled": true, - "compiled_code": "\n\nwith orders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\norder_payments as (\n\n select\n order_id,\n\n sum(case when payment_method = 'credit_card' then amount else 0 end) as credit_card_amount,\n sum(case when payment_method = 'coupon' then amount else 0 end) as coupon_amount,\n sum(case when payment_method = 'bank_transfer' then amount else 0 end) as bank_transfer_amount,\n sum(case when payment_method = 'gift_card' then amount else 0 end) as gift_card_amount,\n sum(amount) as total_amount\n\n from payments\n\n group by order_id\n\n),\n\nfinal as (\n\n select\n orders.order_id,\n orders.customer_id,\n orders.order_date,\n orders.status,\n\n order_payments.credit_card_amount,\n\n order_payments.coupon_amount,\n\n order_payments.bank_transfer_amount,\n\n order_payments.gift_card_amount,\n\n order_payments.total_amount as amount\n\n from orders\n\n\n left join order_payments\n on orders.order_id = order_payments.order_id\n\n)\n\nselect * from final", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_order_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_order_id.cf6c17daed", - "fqn": [ - "jaffle_shop", - "not_null_orders_order_id" - ], - "alias": "not_null_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.232358, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_orders_order_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.unique_orders_order_id.fed79b3a6e", - "fqn": [ - "jaffle_shop", - "unique_orders_order_id" - ], - "alias": "unique_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.233409, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_customer_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_customer_id.c5f02694af", - "fqn": [ - "jaffle_shop", - "not_null_orders_customer_id" - ], - "alias": "not_null_orders_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.2342532, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "relationships_orders_customer_id__customer_id__ref_customers_", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "relationships_orders_customer_id__customer_id__ref_customers_.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", - "fqn": [ - "jaffle_shop", - "relationships_orders_customer_id__customer_id__ref_customers_" - ], - "alias": "relationships_orders_customer_id__customer_id__ref_customers_", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.2351098, - "relation_name": null, - "raw_code": "{{ test_relationships(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "customers", - "package": null, - "version": null - }, - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_relationships", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "relationships", - "kwargs": { - "to": "ref('customers')", - "field": "customer_id", - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "accepted_values_orders_status__completed__placed__return_pending__returned__shipped", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", - "fqn": [ - "jaffle_shop", - "accepted_values_orders_status__completed__placed__return_pending__returned__shipped" - ], - "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741", - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": { - "alias": "accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741" - }, - "created_at": 1720485033.241823, - "relation_name": null, - "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_orders_f4e1f689b0b48313bf62bb1dfd327741\") }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_accepted_values", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "status", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "accepted_values", - "kwargs": { - "values": [ - "completed", - "placed", - "return_pending", - "returned", - "shipped" - ], - "column_name": "status", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_credit_card_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_credit_card_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", - "fqn": [ - "jaffle_shop", - "not_null_orders_credit_card_amount" - ], - "alias": "not_null_orders_credit_card_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.247241, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "credit_card_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "credit_card_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_coupon_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_coupon_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", - "fqn": [ - "jaffle_shop", - "not_null_orders_coupon_amount" - ], - "alias": "not_null_orders_coupon_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.248306, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "coupon_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "coupon_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_bank_transfer_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_bank_transfer_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", - "fqn": [ - "jaffle_shop", - "not_null_orders_bank_transfer_amount" - ], - "alias": "not_null_orders_bank_transfer_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.249193, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "bank_transfer_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "bank_transfer_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_gift_card_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_gift_card_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a", - "fqn": [ - "jaffle_shop", - "not_null_orders_gift_card_amount" - ], - "alias": "not_null_orders_gift_card_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.250258, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "gift_card_amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "gift_card_amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.not_null_orders_amount.106140f9fd": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_orders_amount", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_orders_amount.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_orders_amount.106140f9fd", - "fqn": [ - "jaffle_shop", - "not_null_orders_amount" - ], - "alias": "not_null_orders_amount", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485033.251141, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "amount", - "file_key_name": "models.orders", - "attached_node": "model.jaffle_shop.orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "amount", - "model": "{{ get_where_subquery(ref('orders')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.stg_customers": { - "database": "jaffle_shop", - "schema": "main", - "name": "stg_customers", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "staging/stg_customers.sql", - "original_file_path": "models/staging/stg_customers.sql", - "unique_id": "model.jaffle_shop.stg_customers", - "fqn": [ - "jaffle_shop", - "staging", - "stg_customers" - ], - "alias": "stg_customers", - "checksum": { - "name": "sha256", - "checksum": "80e3223cd54387e11fa16cd0f4cbe15f8ff74dcd9900b93856b9e39416178c9d" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "view", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "", - "columns": { - "customer_id": { - "name": "customer_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "first_name": { - "name": "first_name", - "description": "", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - }, - "last_name": { - "name": "last_name", - "description": "", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/staging/schema.yml", - "build_path": "target/run/jaffle_shop/models/staging/stg_customers.sql", - "unrendered_config": { - "materialized": "view" - }, - "created_at": 1720485141.5922072, - "relation_name": "\"jaffle_shop\".\"main\".\"stg_customers\"", - "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_customers') }}\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", - "language": "sql", - "refs": [ - { - "name": "raw_customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "seed.jaffle_shop.raw_customers" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_customers.sql", - "compiled": true, - "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_customers\"\n\n),\n\nrenamed as (\n\n select\n id as customer_id,\n first_name,\n last_name\n\n from source\n\n)\n\nselect * from renamed", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_stg_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_stg_customers_customer_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", - "fqn": [ - "jaffle_shop", - "staging", - "not_null_stg_customers_customer_id" - ], - "alias": "not_null_stg_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485141.592731, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.stg_customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.stg_customers", - "attached_node": "model.jaffle_shop.stg_customers", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('stg_customers')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_stg_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_stg_customers_customer_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada", - "fqn": [ - "jaffle_shop", - "staging", - "unique_stg_customers_customer_id" - ], - "alias": "unique_stg_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485141.593724, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.stg_customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.stg_customers", - "attached_node": "model.jaffle_shop.stg_customers", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('stg_customers')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.stg_orders": { - "database": "jaffle_shop", - "schema": "main", - "name": "stg_orders", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "staging/stg_orders.sql", - "original_file_path": "models/staging/stg_orders.sql", - "unique_id": "model.jaffle_shop.stg_orders", - "fqn": [ - "jaffle_shop", - "staging", - "stg_orders" - ], - "alias": "stg_orders", - "checksum": { - "name": "sha256", - "checksum": "f4f881cb09d2c4162200fc331d7401df6d1abd4fed492554a7db70dede347108" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "view", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "", - "columns": { - "order_id": { - "name": "order_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "customer_id": { - "name": "customer_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "order_date": { - "name": "order_date", - "description": "", - "meta": {}, - "data_type": "date", - "constraints": [], - "quote": null, - "tags": [] - }, - "status": { - "name": "status", - "description": "", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/staging/schema.yml", - "build_path": "target/run/jaffle_shop/models/staging/stg_orders.sql", - "unrendered_config": { - "materialized": "view" - }, - "created_at": 1720485148.2909172, - "relation_name": "\"jaffle_shop\".\"main\".\"stg_orders\"", - "raw_code": "with source as (\n\n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_orders') }}\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", - "language": "sql", - "refs": [ - { - "name": "raw_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "seed.jaffle_shop.raw_orders" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_orders.sql", - "compiled": true, - "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_orders\"\n\n),\n\nrenamed as (\n\n select\n id as order_id,\n user_id as customer_id,\n order_date,\n status\n\n from source\n\n)\n\nselect * from renamed", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_stg_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_stg_orders_order_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", - "fqn": [ - "jaffle_shop", - "staging", - "not_null_stg_orders_order_id" - ], - "alias": "not_null_stg_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485148.291411, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.stg_orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.stg_orders", - "attached_node": "model.jaffle_shop.stg_orders", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('stg_orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_stg_orders_order_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_stg_orders_order_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a", - "fqn": [ - "jaffle_shop", - "staging", - "unique_stg_orders_order_id" - ], - "alias": "unique_stg_orders_order_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485148.2923388, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.stg_orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "order_id", - "file_key_name": "models.stg_orders", - "attached_node": "model.jaffle_shop.stg_orders", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "order_id", - "model": "{{ get_where_subquery(ref('stg_orders')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", - "fqn": [ - "jaffle_shop", - "staging", - "accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped" - ], - "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0", - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": { - "alias": "accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0" - }, - "created_at": 1720485148.293184, - "relation_name": null, - "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_orders_caa1f8602e075d2ff0c7f0f9bac2fbb0\") }}", - "language": "sql", - "refs": [ - { - "name": "stg_orders", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_accepted_values", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.stg_orders" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "status", - "file_key_name": "models.stg_orders", - "attached_node": "model.jaffle_shop.stg_orders", - "test_metadata": { - "name": "accepted_values", - "kwargs": { - "values": [ - "completed", - "placed", - "return_pending", - "returned", - "shipped" - ], - "column_name": "status", - "model": "{{ get_where_subquery(ref('stg_orders')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.stg_payments": { - "database": "jaffle_shop", - "schema": "main", - "name": "stg_payments", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "staging/stg_payments.sql", - "original_file_path": "models/staging/stg_payments.sql", - "unique_id": "model.jaffle_shop.stg_payments", - "fqn": [ - "jaffle_shop", - "staging", - "stg_payments" - ], - "alias": "stg_payments", - "checksum": { - "name": "sha256", - "checksum": "9c1ee3bfb10e07c2dfc325d55925da0e521887136d9051768cb8acf09dc86bda" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "view", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": [], - "description": "", - "columns": { - "payment_id": { - "name": "payment_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "order_id": { - "name": "order_id", - "description": "", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "payment_method": { - "name": "payment_method", - "description": "", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": [] - }, - "amount": { - "name": "amount", - "description": "", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/staging/schema.yml", - "build_path": "target/run/jaffle_shop/models/staging/stg_payments.sql", - "unrendered_config": { - "materialized": "view" - }, - "created_at": 1720485154.929448, - "relation_name": "\"jaffle_shop\".\"main\".\"stg_payments\"", - "raw_code": "with source as (\n \n {#-\n Normally we would select from the table here, but we are using seeds to load\n our data in this project\n #}\n select * from {{ ref('raw_payments') }}\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", - "language": "sql", - "refs": [ - { - "name": "raw_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "seed.jaffle_shop.raw_payments" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/staging/stg_payments.sql", - "compiled": true, - "compiled_code": "with source as (\n select * from \"jaffle_shop\".\"main\".\"raw_payments\"\n\n),\n\nrenamed as (\n\n select\n id as payment_id,\n order_id,\n payment_method,\n\n -- `amount` is currently stored in cents, so we convert it to dollars\n amount / 100 as amount\n\n from source\n\n)\n\nselect * from renamed", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_stg_payments_payment_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_stg_payments_payment_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", - "fqn": [ - "jaffle_shop", - "staging", - "not_null_stg_payments_payment_id" - ], - "alias": "not_null_stg_payments_payment_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485154.929976, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "payment_id", - "file_key_name": "models.stg_payments", - "attached_node": "model.jaffle_shop.stg_payments", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "payment_id", - "model": "{{ get_where_subquery(ref('stg_payments')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_stg_payments_payment_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_stg_payments_payment_id.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.unique_stg_payments_payment_id.3744510712", - "fqn": [ - "jaffle_shop", - "staging", - "unique_stg_payments_payment_id" - ], - "alias": "unique_stg_payments_payment_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485154.9312499, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "payment_id", - "file_key_name": "models.stg_payments", - "attached_node": "model.jaffle_shop.stg_payments", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "payment_id", - "model": "{{ get_where_subquery(ref('stg_payments')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6.sql", - "original_file_path": "models/staging/schema.yml", - "unique_id": "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", - "fqn": [ - "jaffle_shop", - "staging", - "accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card" - ], - "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6", - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": { - "alias": "accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6" - }, - "created_at": 1720485154.932263, - "relation_name": null, - "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_payments_1631b799e58c1bfcca64830f56b597b6\") }}", - "language": "sql", - "refs": [ - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_accepted_values", - "macro.dbt.get_where_subquery" - ], - "nodes": [ - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "payment_method", - "file_key_name": "models.stg_payments", - "attached_node": "model.jaffle_shop.stg_payments", - "test_metadata": { - "name": "accepted_values", - "kwargs": { - "values": [ - "bank_transfer", - "coupon", - "credit_card", - "gift_card" - ], - "column_name": "payment_method", - "model": "{{ get_where_subquery(ref('stg_payments')) }}" - }, - "namespace": null - } - }, - "model.jaffle_shop.customers": { - "database": "jaffle_shop", - "schema": "main", - "name": "customers", - "resource_type": "model", - "package_name": "jaffle_shop", - "path": "customers.sql", - "original_file_path": "models/customers.sql", - "unique_id": "model.jaffle_shop.customers", - "fqn": [ - "jaffle_shop", - "customers" - ], - "alias": "customers", - "checksum": { - "name": "sha256", - "checksum": "60bd72e33da43fff3a7e7609135c17cd4468bd22afec0735dd36018bfb5af30a" - }, - "config": { - "enabled": true, - "alias": null, - "schema": null, - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "table", - "incremental_strategy": null, - "persist_docs": {}, - "post-hook": [], - "pre-hook": [], - "quoting": {}, - "column_types": {}, - "full_refresh": null, - "unique_key": null, - "on_schema_change": "ignore", - "on_configuration_change": "apply", - "grants": {}, - "packages": [], - "docs": { - "show": true, - "node_color": null - }, - "contract": { - "enforced": false, - "alias_types": true - }, - "access": "protected" - }, - "tags": ["TABLE_PII"], - "description": "This table has basic information about a customer, as well as some derived facts based on a customer's orders", - "columns": { - "customer_id": { - "name": "customer_id", - "description": "This is a unique identifier for a customer", - "meta": {}, - "data_type": "integer", - "constraints": [], - "quote": null, - "tags": [] - }, - "first_name": { - "name": "first_name", - "description": "Customer's first name. PII.", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": ["PII"] - }, - "last_name": { - "name": "last_name", - "description": "Customer's last name. PII.", - "meta": {}, - "data_type": "varchar", - "constraints": [], - "quote": null, - "tags": ["PII"] - }, - "first_order": { - "name": "first_order", - "description": "Date (UTC) of a customer's first order", - "meta": {}, - "data_type": "date", - "constraints": [], - "quote": null, - "tags": [] - }, - "most_recent_order": { - "name": "most_recent_order", - "description": "Date (UTC) of a customer's most recent order", - "meta": {}, - "data_type": "date", - "constraints": [], - "quote": null, - "tags": [] - }, - "number_of_orders": { - "name": "number_of_orders", - "description": "Count of the number of orders a customer has placed", - "meta": {}, - "data_type": "bigint", - "constraints": [], - "quote": null, - "tags": [] - }, - "customer_lifetime_value": { - "name": "customer_lifetime_value", - "description": "", - "meta": {}, - "data_type": "double", - "constraints": [], - "quote": null, - "tags": [] - } - }, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": "jaffle_shop://models/schema.yml", - "build_path": "target/run/jaffle_shop/models/customers.sql", - "unrendered_config": { - "materialized": "table" - }, - "created_at": 1720485169.4153018, - "relation_name": "\"jaffle_shop\".\"main\".\"customers\"", - "raw_code": "with customers as (\n\n select * from {{ ref('stg_customers') }}\n\n),\n\norders as (\n\n select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n select * from {{ ref('stg_payments') }}\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", - "language": "sql", - "refs": [ - { - "name": "stg_customers", - "package": null, - "version": null - }, - { - "name": "stg_orders", - "package": null, - "version": null - }, - { - "name": "stg_payments", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [], - "nodes": [ - "model.jaffle_shop.stg_customers", - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ] - }, - "compiled_path": "target/compiled/jaffle_shop/models/customers.sql", - "compiled": true, - "compiled_code": "with customers as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_customers\"\n\n),\n\norders as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_orders\"\n\n),\n\npayments as (\n\n select * from \"jaffle_shop\".\"main\".\"stg_payments\"\n\n),\n\ncustomer_orders as (\n\n select\n customer_id,\n\n min(order_date) as first_order,\n max(order_date) as most_recent_order,\n count(order_id) as number_of_orders\n from orders\n\n group by customer_id\n\n),\n\ncustomer_payments as (\n\n select\n orders.customer_id,\n sum(amount) as total_amount\n\n from payments\n\n left join orders on\n payments.order_id = orders.order_id\n\n group by orders.customer_id\n\n),\n\nfinal as (\n\n select\n customers.customer_id,\n customers.first_name,\n customers.last_name,\n customer_orders.first_order,\n customer_orders.most_recent_order,\n customer_orders.number_of_orders,\n customer_payments.total_amount as customer_lifetime_value\n\n from customers\n\n left join customer_orders\n on customers.customer_id = customer_orders.customer_id\n\n left join customer_payments\n on customers.customer_id = customer_payments.customer_id\n\n)\n\nselect * from final", - "extra_ctes_injected": true, - "extra_ctes": [], - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "access": "protected", - "constraints": [], - "version": null, - "latest_version": null, - "deprecation_date": null - }, - "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "not_null_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "not_null_customers_customer_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d", - "fqn": [ - "jaffle_shop", - "not_null_customers_customer_id" - ], - "alias": "not_null_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485169.415812, - "relation_name": null, - "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_not_null" - ], - "nodes": [ - "model.jaffle_shop.customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.customers", - "attached_node": "model.jaffle_shop.customers", - "test_metadata": { - "name": "not_null", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('customers')) }}" - }, - "namespace": null - } - }, - "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": { - "database": "jaffle_shop", - "schema": "main_dbt_test__audit", - "name": "unique_customers_customer_id", - "resource_type": "test", - "package_name": "jaffle_shop", - "path": "unique_customers_customer_id.sql", - "original_file_path": "models/schema.yml", - "unique_id": "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1", - "fqn": [ - "jaffle_shop", - "unique_customers_customer_id" - ], - "alias": "unique_customers_customer_id", - "checksum": { - "name": "none", - "checksum": "" - }, - "config": { - "enabled": true, - "alias": null, - "schema": "dbt_test__audit", - "database": null, - "tags": [], - "meta": {}, - "group": null, - "materialized": "test", - "severity": "ERROR", - "store_failures": null, - "store_failures_as": null, - "where": null, - "limit": null, - "fail_calc": "count(*)", - "warn_if": "!= 0", - "error_if": "!= 0" - }, - "tags": [], - "description": "", - "columns": {}, - "meta": {}, - "group": null, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "build_path": null, - "unrendered_config": {}, - "created_at": 1720485169.416735, - "relation_name": null, - "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}", - "language": "sql", - "refs": [ - { - "name": "customers", - "package": null, - "version": null - } - ], - "sources": [], - "metrics": [], - "depends_on": { - "macros": [ - "macro.dbt.test_unique" - ], - "nodes": [ - "model.jaffle_shop.customers" - ] - }, - "compiled_path": null, - "contract": { - "enforced": false, - "alias_types": true, - "checksum": null - }, - "column_name": "customer_id", - "file_key_name": "models.customers", - "attached_node": "model.jaffle_shop.customers", - "test_metadata": { - "name": "unique", - "kwargs": { - "column_name": "customer_id", - "model": "{{ get_where_subquery(ref('customers')) }}" - }, - "namespace": null - } - } - }, - "sources": {}, - "macros": { - "macro.dbt_duckdb.duckdb__get_binding_char": { - "name": "duckdb__get_binding_char", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/seed.sql", - "original_file_path": "macros/seed.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_binding_char", - "macro_sql": "{% macro duckdb__get_binding_char() %}\n {{ return(adapter.get_binding_char()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4117608, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_batch_size": { - "name": "duckdb__get_batch_size", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/seed.sql", - "original_file_path": "macros/seed.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_batch_size", - "macro_sql": "{% macro duckdb__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.411907, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__load_csv_rows": { - "name": "duckdb__load_csv_rows", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/seed.sql", - "original_file_path": "macros/seed.sql", - "unique_id": "macro.dbt_duckdb.duckdb__load_csv_rows", - "macro_sql": "{% macro duckdb__load_csv_rows(model, agate_table) %}\n {% if config.get('fast', true) %}\n {% set seed_file_path = adapter.get_seed_file_path(model) %}\n {% set delimiter = config.get('delimiter', ',') %}\n {% set sql %}\n COPY {{ this.render() }} FROM '{{ seed_file_path }}' (FORMAT CSV, HEADER TRUE, DELIMITER '{{ delimiter }}')\n {% endset %}\n {% do adapter.add_query(sql, abridge_sql_log=True) %}\n {{ return(sql) }}\n {% endif %}\n\n {% set batch_size = get_batch_size() %}\n {% set agate_table = adapter.convert_datetimes_to_strs(agate_table) %}\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_batch_size", - "macro.dbt.get_seed_column_quoted_csv", - "macro.dbt.get_binding_char" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.414165, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__snapshot_merge_sql": { - "name": "duckdb__snapshot_merge_sql", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/snapshot_helper.sql", - "original_file_path": "macros/snapshot_helper.sql", - "unique_id": "macro.dbt_duckdb.duckdb__snapshot_merge_sql", - "macro_sql": "{% macro duckdb__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n update {{ target }} as DBT_INTERNAL_TARGET\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_scd_id::text = DBT_INTERNAL_TARGET.dbt_scd_id::text\n and DBT_INTERNAL_SOURCE.dbt_change_type::text in ('update'::text, 'delete'::text)\n and DBT_INTERNAL_TARGET.dbt_valid_to is null;\n\n insert into {{ target }} ({{ insert_cols_csv }})\n select {% for column in insert_cols -%}\n DBT_INTERNAL_SOURCE.{{ column }} {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n from {{ source }} as DBT_INTERNAL_SOURCE\n where DBT_INTERNAL_SOURCE.dbt_change_type::text = 'insert'::text;\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.415136, - "supported_languages": null - }, - "macro.dbt_duckdb.build_snapshot_staging_table": { - "name": "build_snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/snapshot_helper.sql", - "original_file_path": "macros/snapshot_helper.sql", - "unique_id": "macro.dbt_duckdb.build_snapshot_staging_table", - "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(False, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_temp_relation", - "macro.dbt.snapshot_staging_table", - "macro.dbt.statement", - "macro.dbt.create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.415675, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__post_snapshot": { - "name": "duckdb__post_snapshot", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/snapshot_helper.sql", - "original_file_path": "macros/snapshot_helper.sql", - "unique_id": "macro.dbt_duckdb.duckdb__post_snapshot", - "macro_sql": "{% macro duckdb__post_snapshot(staging_relation) %}\n {% do return(drop_relation(staging_relation)) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.drop_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.415958, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_catalog": { - "name": "duckdb__get_catalog", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/catalog.sql", - "original_file_path": "macros/catalog.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_catalog", - "macro_sql": "{% macro duckdb__get_catalog(information_schema, schemas) -%}\n {%- call statement('catalog', fetch_result=True) -%}\n with relations AS (\n select\n t.table_name\n , t.database_name\n , t.schema_name\n , 'BASE TABLE' as table_type\n , {{ adapter.catalog_comment('t') }} as table_comment\n from duckdb_tables() t\n WHERE t.database_name = '{{ database }}'\n UNION ALL\n SELECT v.view_name as table_name\n , v.database_name\n , v.schema_name\n , 'VIEW' as table_type\n , {{ adapter.catalog_comment('v') }} as table_comment\n from duckdb_views() v\n WHERE v.database_name = '{{ database }}'\n )\n select\n '{{ database }}' as table_database,\n r.schema_name as table_schema,\n r.table_name,\n r.table_type,\n r.table_comment,\n c.column_name,\n c.column_index as column_index,\n c.data_type as column_type,\n {{ adapter.catalog_comment('c') }} as column_comment,\n '' as table_owner\n FROM relations r JOIN duckdb_columns() c ON r.schema_name = c.schema_name AND r.table_name = c.table_name\n WHERE (\n {%- for schema in schemas -%}\n upper(r.schema_name) = upper('{{ schema }}'){%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n ORDER BY\n r.schema_name,\n r.table_name,\n c.column_index\n {%- endcall -%}\n {{ return(load_result('catalog').table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.417027, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__create_schema": { - "name": "duckdb__create_schema", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__create_schema", - "macro_sql": "{% macro duckdb__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n {% set sql %}\n select type from duckdb_databases()\n where database_name='{{ relation.database }}'\n and type='sqlite'\n {% endset %}\n {% set results = run_query(sql) %}\n {% if results|length == 0 %}\n create schema if not exists {{ relation.without_identifier() }}\n {% else %}\n {% if relation.schema!='main' %}\n {{ exceptions.raise_compiler_error(\n \"Schema must be 'main' when writing to sqlite \"\n ~ \"instead got \" ~ relation.schema\n )}}\n {% endif %}\n {% endif %}\n {%- endcall -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.42521, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__drop_schema": { - "name": "duckdb__drop_schema", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__drop_schema", - "macro_sql": "{% macro duckdb__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {%- endcall -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.425386, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__list_schemas": { - "name": "duckdb__list_schemas", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__list_schemas", - "macro_sql": "{% macro duckdb__list_schemas(database) -%}\n {% set sql %}\n select schema_name\n from system.information_schema.schemata\n {% if database is not none %}\n where catalog_name = '{{ database }}'\n {% endif %}\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4256341, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__check_schema_exists": { - "name": "duckdb__check_schema_exists", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__check_schema_exists", - "macro_sql": "{% macro duckdb__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from system.information_schema.schemata\n where schema_name = '{{ schema }}'\n and catalog_name = '{{ information_schema.database }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.425865, - "supported_languages": null - }, - "macro.dbt_duckdb.get_column_names": { - "name": "get_column_names", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.get_column_names", - "macro_sql": "{% macro get_column_names() %}\n {# loop through user_provided_columns to get column names #}\n {%- set user_provided_columns = model['columns'] -%}\n (\n {% for i in user_provided_columns %}\n {% set col = user_provided_columns[i] %}\n {{ col['name'] }} {{ \",\" if not loop.last }}\n {% endfor %}\n )\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4261918, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__create_table_as": { - "name": "duckdb__create_table_as", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__create_table_as", - "macro_sql": "{% macro duckdb__create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {%- if language == 'sql' -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(compiled_code) }}\n {% endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% if contract_config.enforced and not temporary %}\n {#-- DuckDB doesnt support constraints on temp tables --#}\n {{ get_table_columns_and_constraints() }} ;\n insert into {{ relation }} {{ get_column_names() }} (\n {{ get_select_subquery(compiled_code) }}\n );\n {% else %}\n as (\n {{ compiled_code }}\n );\n {% endif %}\n {%- elif language == 'python' -%}\n {{ py_write_table(temporary=temporary, relation=relation, compiled_code=compiled_code) }}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"duckdb__create_table_as macro didn't get supported language, it got %s\" % language) %}\n {%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent", - "macro.dbt.get_table_columns_and_constraints", - "macro.dbt_duckdb.get_column_names", - "macro.dbt.get_select_subquery", - "macro.dbt_duckdb.py_write_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.427795, - "supported_languages": null - }, - "macro.dbt_duckdb.py_write_table": { - "name": "py_write_table", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.py_write_table", - "macro_sql": "{% macro py_write_table(temporary, relation, compiled_code) -%}\n{{ compiled_code }}\n\ndef materialize(df, con):\n try:\n import pyarrow\n pyarrow_available = True\n except ImportError:\n pyarrow_available = False\n finally:\n if pyarrow_available and isinstance(df, pyarrow.Table):\n # https://github.com/duckdb/duckdb/issues/6584\n import pyarrow.dataset\n con.execute('create table {{ relation }} as select * from df')\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.428014, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__create_view_as": { - "name": "duckdb__create_view_as", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__create_view_as", - "macro_sql": "{% macro duckdb__create_view_as(relation, sql) -%}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }} as (\n {{ sql }}\n );\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4284, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_columns_in_relation": { - "name": "duckdb__get_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_columns_in_relation", - "macro_sql": "{% macro duckdb__get_columns_in_relation(relation) -%}\n {% call statement('get_columns_in_relation', fetch_result=True) %}\n select\n column_name,\n data_type,\n character_maximum_length,\n numeric_precision,\n numeric_scale\n\n from system.information_schema.columns\n where table_name = '{{ relation.identifier }}'\n {% if relation.schema %}\n and table_schema = '{{ relation.schema }}'\n {% endif %}\n {% if relation.database %}\n and table_catalog = '{{ relation.database }}'\n {% endif %}\n order by ordinal_position\n\n {% endcall %}\n {% set table = load_result('get_columns_in_relation').table %}\n {{ return(sql_convert_columns_in_relation(table)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.sql_convert_columns_in_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4288452, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__list_relations_without_caching": { - "name": "duckdb__list_relations_without_caching", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__list_relations_without_caching", - "macro_sql": "{% macro duckdb__list_relations_without_caching(schema_relation) %}\n {% call statement('list_relations_without_caching', fetch_result=True) -%}\n select\n '{{ schema_relation.database }}' as database,\n table_name as name,\n table_schema as schema,\n CASE table_type\n WHEN 'BASE TABLE' THEN 'table'\n WHEN 'VIEW' THEN 'view'\n WHEN 'LOCAL TEMPORARY' THEN 'table'\n END as type\n from system.information_schema.tables\n where table_schema = '{{ schema_relation.schema }}'\n and table_catalog = '{{ schema_relation.database }}'\n {% endcall %}\n {{ return(load_result('list_relations_without_caching').table) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429146, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__drop_relation": { - "name": "duckdb__drop_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__drop_relation", - "macro_sql": "{% macro duckdb__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429336, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__rename_relation": { - "name": "duckdb__rename_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__rename_relation", - "macro_sql": "{% macro duckdb__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter {{ to_relation.type }} {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4296021, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__make_temp_relation": { - "name": "duckdb__make_temp_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__make_temp_relation", - "macro_sql": "{% macro duckdb__make_temp_relation(base_relation, suffix) %}\n {% set tmp_identifier = base_relation.identifier ~ suffix ~ py_current_timestring() %}\n {% do return(base_relation.incorporate(\n path={\n \"identifier\": tmp_identifier,\n \"schema\": none,\n \"database\": none\n })) -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.py_current_timestring" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429921, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__current_timestamp": { - "name": "duckdb__current_timestamp", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__current_timestamp", - "macro_sql": "{% macro duckdb__current_timestamp() -%}\n now()\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.429992, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__snapshot_string_as_time": { - "name": "duckdb__snapshot_string_as_time", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__snapshot_string_as_time", - "macro_sql": "{% macro duckdb__snapshot_string_as_time(timestamp) -%}\n {%- set result = \"'\" ~ timestamp ~ \"'::timestamp\" -%}\n {{ return(result) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4301498, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__snapshot_get_time": { - "name": "duckdb__snapshot_get_time", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__snapshot_get_time", - "macro_sql": "{% macro duckdb__snapshot_get_time() -%}\n {{ current_timestamp() }}::timestamp\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.430254, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_incremental_default_sql": { - "name": "duckdb__get_incremental_default_sql", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_incremental_default_sql", - "macro_sql": "{% macro duckdb__get_incremental_default_sql(arg_dict) %}\n {% do return(get_incremental_delete_insert_sql(arg_dict)) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_incremental_delete_insert_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.430387, - "supported_languages": null - }, - "macro.dbt_duckdb.location_exists": { - "name": "location_exists", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.location_exists", - "macro_sql": "{% macro location_exists(location) -%}\n {% do return(adapter.location_exists(location)) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4305222, - "supported_languages": null - }, - "macro.dbt_duckdb.write_to_file": { - "name": "write_to_file", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.write_to_file", - "macro_sql": "{% macro write_to_file(relation, location, options) -%}\n {% call statement('write_to_file') -%}\n copy {{ relation }} to '{{ location }}' ({{ options }})\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4307132, - "supported_languages": null - }, - "macro.dbt_duckdb.store_relation": { - "name": "store_relation", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.store_relation", - "macro_sql": "{% macro store_relation(plugin, relation, location, format, config) -%}\n {%- set column_list = adapter.get_columns_in_relation(relation) -%}\n {% do adapter.store_relation(plugin, relation, column_list, location, format, config) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4310322, - "supported_languages": null - }, - "macro.dbt_duckdb.render_write_options": { - "name": "render_write_options", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/adapters.sql", - "original_file_path": "macros/adapters.sql", - "unique_id": "macro.dbt_duckdb.render_write_options", - "macro_sql": "{% macro render_write_options(config) -%}\n {% set options = config.get('options', {}) %}\n {% if options is not mapping %}\n {% do exceptions.raise_compiler_error(\"The options argument must be a dictionary\") %}\n {% endif %}\n\n {% for k in options %}\n {% set _ = options.update({k: render(options[k])}) %}\n {% endfor %}\n\n {# legacy top-level write options #}\n {% if config.get('format') %}\n {% set _ = options.update({'format': render(config.get('format'))}) %}\n {% endif %}\n {% if config.get('delimiter') %}\n {% set _ = options.update({'delimiter': render(config.get('delimiter'))}) %}\n {% endif %}\n\n {% do return(options) %}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4320471, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb_escape_comment": { - "name": "duckdb_escape_comment", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/persist_docs.sql", - "original_file_path": "macros/persist_docs.sql", - "unique_id": "macro.dbt_duckdb.duckdb_escape_comment", - "macro_sql": "{% macro duckdb_escape_comment(comment) -%}\n {% if comment is not string %}\n {% do exceptions.raise_compiler_error('cannot escape a non-string: ' ~ comment) %}\n {% endif %}\n {%- set magic = '$dbt_comment_literal_block$' -%}\n {%- if magic in comment -%}\n {%- do exceptions.raise_compiler_error('The string ' ~ magic ~ ' is not allowed in comments.') -%}\n {%- endif -%}\n {{ magic }}{{ comment }}{{ magic }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4335911, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__alter_relation_comment": { - "name": "duckdb__alter_relation_comment", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/persist_docs.sql", - "original_file_path": "macros/persist_docs.sql", - "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_comment", - "macro_sql": "{% macro duckdb__alter_relation_comment(relation, comment) %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on {{ relation.type }} {{ relation }} is {{ escaped_comment }};\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb_escape_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4339142, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__alter_column_comment": { - "name": "duckdb__alter_column_comment", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/persist_docs.sql", - "original_file_path": "macros/persist_docs.sql", - "unique_id": "macro.dbt_duckdb.duckdb__alter_column_comment", - "macro_sql": "{% macro duckdb__alter_column_comment(relation, column_dict) %}\n {% set existing_columns = adapter.get_columns_in_relation(relation) | map(attribute=\"name\") | list %}\n {% for column_name in column_dict if (column_name in existing_columns) %}\n {% set comment = column_dict[column_name]['description'] %}\n {% set escaped_comment = duckdb_escape_comment(comment) %}\n comment on column {{ relation }}.{{ adapter.quote(column_name) if column_dict[column_name]['quote'] else column_name }} is {{ escaped_comment }};\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb_escape_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4345129, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql": { - "name": "duckdb__get_delete_insert_merge_sql", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/incremental_helper.sql", - "original_file_path": "macros/incremental_helper.sql", - "unique_id": "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql", - "macro_sql": "{% macro duckdb__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }} as DBT_INCREMENTAL_TARGET\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = DBT_INCREMENTAL_TARGET.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.436508, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns": { - "name": "duckdb__alter_relation_add_remove_columns", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/columns.sql", - "original_file_path": "macros/columns.sql", - "unique_id": "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns", - "macro_sql": "{% macro duckdb__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns %}\n {% for column in add_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} add column\n {{ column.name }} {{ column.data_type }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n {% if remove_columns %}\n {% for column in remove_columns %}\n {% set sql -%}\n alter {{ relation.type }} {{ relation }} drop column\n {{ column.name }}\n {%- endset -%}\n {% do run_query(sql) %}\n {% endfor %}\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.437406, - "supported_languages": null - }, - "macro.dbt_duckdb.materialization_table_duckdb": { - "name": "materialization_table_duckdb", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/materializations/table.sql", - "original_file_path": "macros/materializations/table.sql", - "unique_id": "macro.dbt_duckdb.materialization_table_duckdb", - "macro_sql": "{% materialization table, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set language = model['language'] -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main', language=language) -%}\n {{- create_table_as(False, intermediate_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.create_table_as", - "macro.dbt.create_indexes", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.440376, - "supported_languages": [ - "sql", - "python" - ] - }, - "macro.dbt_duckdb.materialization_external_duckdb": { - "name": "materialization_external_duckdb", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/materializations/external.sql", - "original_file_path": "macros/materializations/external.sql", - "unique_id": "macro.dbt_duckdb.materialization_external_duckdb", - "macro_sql": "{% materialization external, adapter=\"duckdb\", supported_languages=['sql', 'python'] %}\n\n {%- set location = render(config.get('location', default=external_location(this, config))) -%})\n {%- set rendered_options = render_write_options(config) -%}\n {%- set format = config.get('format', 'parquet') -%}\n {%- set write_options = adapter.external_write_options(location, rendered_options) -%}\n {%- set read_location = adapter.external_read_location(location, rendered_options) -%}\n\n -- set language - python or sql\n {%- set language = model['language'] -%}\n\n {%- set target_relation = this.incorporate(type='view') %}\n\n -- Continue as normal materialization\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set temp_relation = make_intermediate_relation(this.incorporate(type='table'), suffix='__dbt_tmp') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation, suffix='__dbt_int') -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_temp_relation = load_cached_relation(temp_relation) -%}\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_temp_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('create_table', language=language) -%}\n {{- create_table_as(False, temp_relation, compiled_code, language) }}\n {%- endcall %}\n\n -- write an temp relation into file\n {{ write_to_file(temp_relation, location, write_options) }}\n -- create a view on top of the location\n {% call statement('main', language='sql') -%}\n create or replace view {{ intermediate_relation }} as (\n select * from '{{ read_location }}'\n );\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(temp_relation) }}\n\n -- register table into glue\n {%- set plugin_name = config.get('plugin') -%}\n {%- set glue_register = config.get('glue_register', default=false) -%}\n {%- set partition_columns = config.get('partition_columns', []) -%}\n {% if plugin_name is not none or glue_register is true %}\n {% if glue_register %}\n {# legacy hack to set the glue database name, deprecate this #}\n {%- set plugin_name = 'glue|' ~ config.get('glue_database', 'default') -%}\n {% endif %}\n {% do store_relation(plugin_name, target_relation, location, format, config) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.external_location", - "macro.dbt_duckdb.render_write_options", - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.create_table_as", - "macro.dbt_duckdb.write_to_file", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt_duckdb.store_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.445555, - "supported_languages": [ - "sql", - "python" - ] - }, - "macro.dbt_duckdb.materialization_incremental_duckdb": { - "name": "materialization_incremental_duckdb", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/materializations/incremental.sql", - "original_file_path": "macros/materializations/incremental.sql", - "unique_id": "macro.dbt_duckdb.materialization_incremental_duckdb", - "macro_sql": "{% materialization incremental, adapter=\"duckdb\", supported_languages=['sql', 'python'] -%}\n\n {%- set language = model['language'] -%}\n -- only create temp tables if using local duckdb, as it is not currently supported for remote databases\n {%- set temporary = not adapter.is_motherduck() -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, compiled_code, language) %}\n {% elif full_refresh_mode %}\n {% set build_sql = create_table_as(False, intermediate_relation, compiled_code, language) %}\n {% set need_swap = true %}\n {% else %}\n {% if not temporary %}\n -- if not using a temporary table we will update the temp relation to use a different temp schema (\"dbt_temp\" by default)\n {% set temp_relation = temp_relation.incorporate(path=adapter.get_temp_relation_path(this)) %}\n {% do run_query(create_schema(temp_relation)) %}\n -- then drop the temp relation after we insert the incremental data into the target relation\n {% do to_drop.append(temp_relation) %}\n {% endif %}\n {% if language == 'python' %}\n {% set build_python = create_table_as(False, temp_relation, compiled_code, language) %}\n {% call statement(\"pre\", language=language) %}\n {{- build_python }}\n {% endcall %}\n {% else %} {# SQL #}\n {% do run_query(create_table_as(temporary, temp_relation, compiled_code, language)) %}\n {% endif %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n {% set language = \"sql\" %}\n\n {% endif %}\n\n {% call statement(\"main\", language=language) %}\n {{- build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_temp_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.should_full_refresh", - "macro.dbt.incremental_validate_on_schema_change", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.create_table_as", - "macro.dbt.run_query", - "macro.dbt.create_schema", - "macro.dbt.statement", - "macro.dbt.process_schema_changes", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.452378, - "supported_languages": [ - "sql", - "python" - ] - }, - "macro.dbt_duckdb.duckdb__dateadd": { - "name": "duckdb__dateadd", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/dateadd.sql", - "original_file_path": "macros/utils/dateadd.sql", - "unique_id": "macro.dbt_duckdb.duckdb__dateadd", - "macro_sql": "{% macro duckdb__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n date_add({{ from_date_or_timestamp }}, interval ({{ interval }}) {{ datepart }})\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.452644, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__listagg": { - "name": "duckdb__listagg", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/listagg.sql", - "original_file_path": "macros/utils/listagg.sql", - "unique_id": "macro.dbt_duckdb.duckdb__listagg", - "macro_sql": "{% macro duckdb__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n {% if limit_num -%}\n list_aggr(\n (array_agg(\n {{ measure }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n ))[1:{{ limit_num }}],\n 'string_agg',\n {{ delimiter_text }}\n )\n {%- else %}\n string_agg(\n {{ measure }},\n {{ delimiter_text }}\n {% if order_by_clause -%}\n {{ order_by_clause }}\n {%- endif %}\n )\n {%- endif %}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4531982, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__datediff": { - "name": "duckdb__datediff", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/datediff.sql", - "original_file_path": "macros/utils/datediff.sql", - "unique_id": "macro.dbt_duckdb.duckdb__datediff", - "macro_sql": "{% macro duckdb__datediff(first_date, second_date, datepart) -%}\n date_diff('{{ datepart }}', {{ first_date }}::timestamp, {{ second_date}}::timestamp )\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.453505, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__any_value": { - "name": "duckdb__any_value", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/any_value.sql", - "original_file_path": "macros/utils/any_value.sql", - "unique_id": "macro.dbt_duckdb.duckdb__any_value", - "macro_sql": "{% macro duckdb__any_value(expression) -%}\n\n arbitrary({{ expression }})\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.45364, - "supported_languages": null - }, - "macro.dbt_duckdb.register_upstream_external_models": { - "name": "register_upstream_external_models", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/upstream.sql", - "original_file_path": "macros/utils/upstream.sql", - "unique_id": "macro.dbt_duckdb.register_upstream_external_models", - "macro_sql": "{%- macro register_upstream_external_models() -%}\n{% if execute %}\n{% set upstream_nodes = {} %}\n{% set upstream_schemas = {} %}\n{% for node in selected_resources %}\n {% for upstream_node in graph['nodes'][node]['depends_on']['nodes'] %}\n {% if upstream_node not in upstream_nodes and upstream_node not in selected_resources %}\n {% do upstream_nodes.update({upstream_node: None}) %}\n {% set upstream = graph['nodes'].get(upstream_node) %}\n {% if upstream\n and upstream.resource_type in ('model', 'seed')\n and upstream.config.materialized=='external'\n %}\n {%- set upstream_rel = api.Relation.create(\n database=upstream['database'],\n schema=upstream['schema'],\n identifier=upstream['alias']\n ) -%}\n {%- set location = upstream.config.get('location', external_location(upstream_rel, upstream.config)) -%}\n {%- set rendered_options = render_write_options(upstream.config) -%}\n {%- set upstream_location = adapter.external_read_location(location, rendered_options) -%}\n {% if upstream_rel.schema not in upstream_schemas %}\n {% call statement('main', language='sql') -%}\n create schema if not exists {{ upstream_rel.schema }}\n {%- endcall %}\n {% do upstream_schemas.update({upstream_rel.schema: None}) %}\n {% endif %}\n {% call statement('main', language='sql') -%}\n create or replace view {{ upstream_rel }} as (\n select * from '{{ upstream_location }}'\n );\n {%- endcall %}\n {%- endif %}\n {% endif %}\n {% endfor %}\n{% endfor %}\n{% do adapter.commit() %}\n{% endif %}\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.external_location", - "macro.dbt_duckdb.render_write_options", - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.455858, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__split_part": { - "name": "duckdb__split_part", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/splitpart.sql", - "original_file_path": "macros/utils/splitpart.sql", - "unique_id": "macro.dbt_duckdb.duckdb__split_part", - "macro_sql": "{% macro duckdb__split_part(string_text, delimiter_text, part_number) %}\n string_split({{ string_text }}, {{ delimiter_text }})[ {{ part_number }} ]\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.45629, - "supported_languages": null - }, - "macro.dbt_duckdb.duckdb__last_day": { - "name": "duckdb__last_day", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/lastday.sql", - "original_file_path": "macros/utils/lastday.sql", - "unique_id": "macro.dbt_duckdb.duckdb__last_day", - "macro_sql": "{% macro duckdb__last_day(date, datepart) -%}\n\n {%- if datepart == 'quarter' -%}\n -- duckdb dateadd does not support quarter interval.\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd('month', '3', dbt.date_trunc(datepart, date))\n )}}\n as date)\n {%- else -%}\n {{dbt.default_last_day(date, datepart)}}\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.dateadd", - "macro.dbt.date_trunc", - "macro.dbt.default_last_day" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.45679, - "supported_languages": null - }, - "macro.dbt_duckdb.external_location": { - "name": "external_location", - "resource_type": "macro", - "package_name": "dbt_duckdb", - "path": "macros/utils/external_location.sql", - "original_file_path": "macros/utils/external_location.sql", - "unique_id": "macro.dbt_duckdb.external_location", - "macro_sql": "{%- macro external_location(relation, config) -%}\n {%- if config.get('options', {}).get('partition_by') is none -%}\n {%- set format = config.get('format', 'parquet') -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}.{{ format }}\n {%- else -%}\n {{- adapter.external_root() }}/{{ relation.identifier }}\n {%- endif -%}\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4574668, - "supported_languages": null - }, - "macro.dbt.run_hooks": { - "name": "run_hooks", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.run_hooks", - "macro_sql": "{% macro run_hooks(hooks, inside_transaction=True) %}\n {% for hook in hooks | selectattr('transaction', 'equalto', inside_transaction) %}\n {% if not inside_transaction and loop.first %}\n {% call statement(auto_begin=inside_transaction) %}\n commit;\n {% endcall %}\n {% endif %}\n {% set rendered = render(hook.get('sql')) | trim %}\n {% if (rendered | length) > 0 %}\n {% call statement(auto_begin=inside_transaction) %}\n {{ rendered }}\n {% endcall %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.458501, - "supported_languages": null - }, - "macro.dbt.make_hook_config": { - "name": "make_hook_config", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.make_hook_config", - "macro_sql": "{% macro make_hook_config(sql, inside_transaction) %}\n {{ tojson({\"sql\": sql, \"transaction\": inside_transaction}) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.458751, - "supported_languages": null - }, - "macro.dbt.before_begin": { - "name": "before_begin", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.before_begin", - "macro_sql": "{% macro before_begin(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_hook_config" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4589062, - "supported_languages": null - }, - "macro.dbt.in_transaction": { - "name": "in_transaction", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.in_transaction", - "macro_sql": "{% macro in_transaction(sql) %}\n {{ make_hook_config(sql, inside_transaction=True) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_hook_config" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.459146, - "supported_languages": null - }, - "macro.dbt.after_commit": { - "name": "after_commit", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/hooks.sql", - "original_file_path": "macros/materializations/hooks.sql", - "unique_id": "macro.dbt.after_commit", - "macro_sql": "{% macro after_commit(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_hook_config" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.459601, - "supported_languages": null - }, - "macro.dbt.set_sql_header": { - "name": "set_sql_header", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/configs.sql", - "original_file_path": "macros/materializations/configs.sql", - "unique_id": "macro.dbt.set_sql_header", - "macro_sql": "{% macro set_sql_header(config) -%}\n {{ config.set('sql_header', caller()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.460144, - "supported_languages": null - }, - "macro.dbt.should_full_refresh": { - "name": "should_full_refresh", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/configs.sql", - "original_file_path": "macros/materializations/configs.sql", - "unique_id": "macro.dbt.should_full_refresh", - "macro_sql": "{% macro should_full_refresh() %}\n {% set config_full_refresh = config.get('full_refresh') %}\n {% if config_full_refresh is none %}\n {% set config_full_refresh = flags.FULL_REFRESH %}\n {% endif %}\n {% do return(config_full_refresh) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.460431, - "supported_languages": null - }, - "macro.dbt.should_store_failures": { - "name": "should_store_failures", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/configs.sql", - "original_file_path": "macros/materializations/configs.sql", - "unique_id": "macro.dbt.should_store_failures", - "macro_sql": "{% macro should_store_failures() %}\n {% set config_store_failures = config.get('store_failures') %}\n {% if config_store_failures is none %}\n {% set config_store_failures = flags.STORE_FAILURES %}\n {% endif %}\n {% do return(config_store_failures) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.460711, - "supported_languages": null - }, - "macro.dbt.snapshot_merge_sql": { - "name": "snapshot_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/snapshot_merge.sql", - "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", - "unique_id": "macro.dbt.snapshot_merge_sql", - "macro_sql": "{% macro snapshot_merge_sql(target, source, insert_cols) -%}\n {{ adapter.dispatch('snapshot_merge_sql', 'dbt')(target, source, insert_cols) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__snapshot_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.461129, - "supported_languages": null - }, - "macro.dbt.default__snapshot_merge_sql": { - "name": "default__snapshot_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/snapshot_merge.sql", - "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", - "unique_id": "macro.dbt.default__snapshot_merge_sql", - "macro_sql": "{% macro default__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on DBT_INTERNAL_SOURCE.dbt_scd_id = DBT_INTERNAL_DEST.dbt_scd_id\n\n when matched\n and DBT_INTERNAL_DEST.dbt_valid_to is null\n and DBT_INTERNAL_SOURCE.dbt_change_type in ('update', 'delete')\n then update\n set dbt_valid_to = DBT_INTERNAL_SOURCE.dbt_valid_to\n\n when not matched\n and DBT_INTERNAL_SOURCE.dbt_change_type = 'insert'\n then insert ({{ insert_cols_csv }})\n values ({{ insert_cols_csv }})\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.46207, - "supported_languages": null - }, - "macro.dbt.strategy_dispatch": { - "name": "strategy_dispatch", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.strategy_dispatch", - "macro_sql": "{% macro strategy_dispatch(name) -%}\n{% set original_name = name %}\n {% if '.' in name %}\n {% set package_name, name = name.split(\".\", 1) %}\n {% else %}\n {% set package_name = none %}\n {% endif %}\n\n {% if package_name is none %}\n {% set package_context = context %}\n {% elif package_name in context %}\n {% set package_context = context[package_name] %}\n {% else %}\n {% set error_msg %}\n Could not find package '{{package_name}}', called with '{{original_name}}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n\n {%- set search_name = 'snapshot_' ~ name ~ '_strategy' -%}\n\n {% if search_name not in package_context %}\n {% set error_msg %}\n The specified strategy macro '{{name}}' was not found in package '{{ package_name }}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n {{ return(package_context[search_name]) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4663649, - "supported_languages": null - }, - "macro.dbt.snapshot_hash_arguments": { - "name": "snapshot_hash_arguments", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_hash_arguments", - "macro_sql": "{% macro snapshot_hash_arguments(args) -%}\n {{ adapter.dispatch('snapshot_hash_arguments', 'dbt')(args) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__snapshot_hash_arguments" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.466774, - "supported_languages": null - }, - "macro.dbt.default__snapshot_hash_arguments": { - "name": "default__snapshot_hash_arguments", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.default__snapshot_hash_arguments", - "macro_sql": "{% macro default__snapshot_hash_arguments(args) -%}\n md5({%- for arg in args -%}\n coalesce(cast({{ arg }} as varchar ), '')\n {% if not loop.last %} || '|' || {% endif %}\n {%- endfor -%})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4670131, - "supported_languages": null - }, - "macro.dbt.snapshot_timestamp_strategy": { - "name": "snapshot_timestamp_strategy", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_timestamp_strategy", - "macro_sql": "{% macro snapshot_timestamp_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set primary_key = config['unique_key'] %}\n {% set updated_at = config['updated_at'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n\n {#/*\n The snapshot relation might not have an {{ updated_at }} value if the\n snapshot strategy is changed from `check` to `timestamp`. We\n should use a dbt-created column for the comparison in the snapshot\n table instead of assuming that the user-supplied {{ updated_at }}\n will be present in the historical data.\n\n See https://github.com/dbt-labs/dbt-core/issues/2350\n */ #}\n {% set row_changed_expr -%}\n ({{ snapshotted_rel }}.dbt_valid_from < {{ current_rel }}.{{ updated_at }})\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.snapshot_hash_arguments" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.467669, - "supported_languages": null - }, - "macro.dbt.snapshot_string_as_time": { - "name": "snapshot_string_as_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_string_as_time", - "macro_sql": "{% macro snapshot_string_as_time(timestamp) -%}\n {{ adapter.dispatch('snapshot_string_as_time', 'dbt')(timestamp) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__snapshot_string_as_time" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.467825, - "supported_languages": null - }, - "macro.dbt.default__snapshot_string_as_time": { - "name": "default__snapshot_string_as_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.default__snapshot_string_as_time", - "macro_sql": "{% macro default__snapshot_string_as_time(timestamp) %}\n {% do exceptions.raise_not_implemented(\n 'snapshot_string_as_time macro not implemented for adapter '+adapter.type()\n ) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.468062, - "supported_languages": null - }, - "macro.dbt.snapshot_check_all_get_existing_columns": { - "name": "snapshot_check_all_get_existing_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_check_all_get_existing_columns", - "macro_sql": "{% macro snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) -%}\n {%- if not target_exists -%}\n {#-- no table yet -> return whatever the query does --#}\n {{ return((false, query_columns)) }}\n {%- endif -%}\n\n {#-- handle any schema changes --#}\n {%- set target_relation = adapter.get_relation(database=node.database, schema=node.schema, identifier=node.alias) -%}\n\n {% if check_cols_config == 'all' %}\n {%- set query_columns = get_columns_in_query(node['compiled_code']) -%}\n\n {% elif check_cols_config is iterable and (check_cols_config | length) > 0 %}\n {#-- query for proper casing/quoting, to support comparison below --#}\n {%- set select_check_cols_from_target -%}\n {#-- N.B. The whitespace below is necessary to avoid edge case issue with comments --#}\n {#-- See: https://github.com/dbt-labs/dbt-core/issues/6781 --#}\n select {{ check_cols_config | join(', ') }} from (\n {{ node['compiled_code'] }}\n ) subq\n {%- endset -%}\n {% set query_columns = get_columns_in_query(select_check_cols_from_target) %}\n\n {% else %}\n {% do exceptions.raise_compiler_error(\"Invalid value for 'check_cols': \" ~ check_cols_config) %}\n {% endif %}\n\n {%- set existing_cols = adapter.get_columns_in_relation(target_relation) | map(attribute = 'name') | list -%}\n {%- set ns = namespace() -%} {#-- handle for-loop scoping with a namespace --#}\n {%- set ns.column_added = false -%}\n\n {%- set intersection = [] -%}\n {%- for col in query_columns -%}\n {%- if col in existing_cols -%}\n {%- do intersection.append(adapter.quote(col)) -%}\n {%- else -%}\n {% set ns.column_added = true %}\n {%- endif -%}\n {%- endfor -%}\n {{ return((ns.column_added, intersection)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_columns_in_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4699268, - "supported_languages": null - }, - "macro.dbt.snapshot_check_strategy": { - "name": "snapshot_check_strategy", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/strategies.sql", - "original_file_path": "macros/materializations/snapshots/strategies.sql", - "unique_id": "macro.dbt.snapshot_check_strategy", - "macro_sql": "{% macro snapshot_check_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set check_cols_config = config['check_cols'] %}\n {% set primary_key = config['unique_key'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n {% set updated_at = config.get('updated_at', snapshot_get_time()) %}\n\n {% set column_added = false %}\n\n {% set column_added, check_cols = snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) %}\n\n {%- set row_changed_expr -%}\n (\n {%- if column_added -%}\n {{ get_true_sql() }}\n {%- else -%}\n {%- for col in check_cols -%}\n {{ snapshotted_rel }}.{{ col }} != {{ current_rel }}.{{ col }}\n or\n (\n (({{ snapshotted_rel }}.{{ col }} is null) and not ({{ current_rel }}.{{ col }} is null))\n or\n ((not {{ snapshotted_rel }}.{{ col }} is null) and ({{ current_rel }}.{{ col }} is null))\n )\n {%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n {%- endif -%}\n )\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.snapshot_get_time", - "macro.dbt.snapshot_check_all_get_existing_columns", - "macro.dbt.get_true_sql", - "macro.dbt.snapshot_hash_arguments" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.47153, - "supported_languages": null - }, - "macro.dbt.create_columns": { - "name": "create_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.create_columns", - "macro_sql": "{% macro create_columns(relation, columns) %}\n {{ adapter.dispatch('create_columns', 'dbt')(relation, columns) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4760451, - "supported_languages": null - }, - "macro.dbt.default__create_columns": { - "name": "default__create_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__create_columns", - "macro_sql": "{% macro default__create_columns(relation, columns) %}\n {% for column in columns %}\n {% call statement() %}\n alter table {{ relation }} add column \"{{ column.name }}\" {{ column.data_type }};\n {% endcall %}\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476317, - "supported_languages": null - }, - "macro.dbt.post_snapshot": { - "name": "post_snapshot", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.post_snapshot", - "macro_sql": "{% macro post_snapshot(staging_relation) %}\n {{ adapter.dispatch('post_snapshot', 'dbt')(staging_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__post_snapshot" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476471, - "supported_languages": null - }, - "macro.dbt.default__post_snapshot": { - "name": "default__post_snapshot", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__post_snapshot", - "macro_sql": "{% macro default__post_snapshot(staging_relation) %}\n {# no-op #}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476558, - "supported_languages": null - }, - "macro.dbt.get_true_sql": { - "name": "get_true_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.get_true_sql", - "macro_sql": "{% macro get_true_sql() %}\n {{ adapter.dispatch('get_true_sql', 'dbt')() }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_true_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4766889, - "supported_languages": null - }, - "macro.dbt.default__get_true_sql": { - "name": "default__get_true_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__get_true_sql", - "macro_sql": "{% macro default__get_true_sql() %}\n {{ return('TRUE') }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4767969, - "supported_languages": null - }, - "macro.dbt.snapshot_staging_table": { - "name": "snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.snapshot_staging_table", - "macro_sql": "{% macro snapshot_staging_table(strategy, source_sql, target_relation) -%}\n {{ adapter.dispatch('snapshot_staging_table', 'dbt')(strategy, source_sql, target_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__snapshot_staging_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.476979, - "supported_languages": null - }, - "macro.dbt.default__snapshot_staging_table": { - "name": "default__snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__snapshot_staging_table", - "macro_sql": "{% macro default__snapshot_staging_table(strategy, source_sql, target_relation) -%}\n\n with snapshot_query as (\n\n {{ source_sql }}\n\n ),\n\n snapshotted_data as (\n\n select *,\n {{ strategy.unique_key }} as dbt_unique_key\n\n from {{ target_relation }}\n where dbt_valid_to is null\n\n ),\n\n insertions_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to,\n {{ strategy.scd_id }} as dbt_scd_id\n\n from snapshot_query\n ),\n\n updates_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n {{ strategy.updated_at }} as dbt_valid_to\n\n from snapshot_query\n ),\n\n {%- if strategy.invalidate_hard_deletes %}\n\n deletes_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key\n from snapshot_query\n ),\n {% endif %}\n\n insertions as (\n\n select\n 'insert' as dbt_change_type,\n source_data.*\n\n from insertions_source_data as source_data\n left outer join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where snapshotted_data.dbt_unique_key is null\n or (\n snapshotted_data.dbt_unique_key is not null\n and (\n {{ strategy.row_changed }}\n )\n )\n\n ),\n\n updates as (\n\n select\n 'update' as dbt_change_type,\n source_data.*,\n snapshotted_data.dbt_scd_id\n\n from updates_source_data as source_data\n join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where (\n {{ strategy.row_changed }}\n )\n )\n\n {%- if strategy.invalidate_hard_deletes -%}\n ,\n\n deletes as (\n\n select\n 'delete' as dbt_change_type,\n source_data.*,\n {{ snapshot_get_time() }} as dbt_valid_from,\n {{ snapshot_get_time() }} as dbt_updated_at,\n {{ snapshot_get_time() }} as dbt_valid_to,\n snapshotted_data.dbt_scd_id\n\n from snapshotted_data\n left join deletes_source_data as source_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where source_data.dbt_unique_key is null\n )\n {%- endif %}\n\n select * from insertions\n union all\n select * from updates\n {%- if strategy.invalidate_hard_deletes %}\n union all\n select * from deletes\n {%- endif %}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.snapshot_get_time" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.477767, - "supported_languages": null - }, - "macro.dbt.build_snapshot_table": { - "name": "build_snapshot_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.build_snapshot_table", - "macro_sql": "{% macro build_snapshot_table(strategy, sql) -%}\n {{ adapter.dispatch('build_snapshot_table', 'dbt')(strategy, sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__build_snapshot_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.477945, - "supported_languages": null - }, - "macro.dbt.default__build_snapshot_table": { - "name": "default__build_snapshot_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.default__build_snapshot_table", - "macro_sql": "{% macro default__build_snapshot_table(strategy, sql) %}\n\n select *,\n {{ strategy.scd_id }} as dbt_scd_id,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to\n from (\n {{ sql }}\n ) sbq\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.478165, - "supported_languages": null - }, - "macro.dbt.build_snapshot_staging_table": { - "name": "build_snapshot_staging_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/helpers.sql", - "original_file_path": "macros/materializations/snapshots/helpers.sql", - "unique_id": "macro.dbt.build_snapshot_staging_table", - "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(True, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.make_temp_relation", - "macro.dbt.snapshot_staging_table", - "macro.dbt.statement", - "macro.dbt.create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4785438, - "supported_languages": null - }, - "macro.dbt.materialization_snapshot_default": { - "name": "materialization_snapshot_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/snapshots/snapshot.sql", - "original_file_path": "macros/materializations/snapshots/snapshot.sql", - "unique_id": "macro.dbt.materialization_snapshot_default", - "macro_sql": "{% materialization snapshot, default %}\n {%- set config = model['config'] -%}\n\n {%- set target_table = model.get('alias', model.get('name')) -%}\n\n {%- set strategy_name = config.get('strategy') -%}\n {%- set unique_key = config.get('unique_key') %}\n -- grab current tables grants config for comparision later on\n {%- set grant_config = config.get('grants') -%}\n\n {% set target_relation_exists, target_relation = get_or_create_relation(\n database=model.database,\n schema=model.schema,\n identifier=target_table,\n type='table') -%}\n\n {%- if not target_relation.is_table -%}\n {% do exceptions.relation_wrong_type(target_relation, 'table') %}\n {%- endif -%}\n\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set strategy_macro = strategy_dispatch(strategy_name) %}\n {% set strategy = strategy_macro(model, \"snapshotted_data\", \"source_data\", config, target_relation_exists) %}\n\n {% if not target_relation_exists %}\n\n {% set build_sql = build_snapshot_table(strategy, model['compiled_code']) %}\n {% set final_sql = create_table_as(False, target_relation, build_sql) %}\n\n {% else %}\n\n {{ adapter.valid_snapshot_target(target_relation) }}\n\n {% set staging_table = build_snapshot_staging_table(strategy, sql, target_relation) %}\n\n -- this may no-op if the database does not require column expansion\n {% do adapter.expand_target_column_types(from_relation=staging_table,\n to_relation=target_relation) %}\n\n {% set missing_columns = adapter.get_missing_columns(staging_table, target_relation)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% do create_columns(target_relation, missing_columns) %}\n\n {% set source_columns = adapter.get_columns_in_relation(staging_table)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% set quoted_source_columns = [] %}\n {% for column in source_columns %}\n {% do quoted_source_columns.append(adapter.quote(column.name)) %}\n {% endfor %}\n\n {% set final_sql = snapshot_merge_sql(\n target = target_relation,\n source = staging_table,\n insert_cols = quoted_source_columns\n )\n %}\n\n {% endif %}\n\n {% call statement('main') %}\n {{ final_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(target_relation_exists, full_refresh_mode=False) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if not target_relation_exists %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {% if staging_table is defined %}\n {% do post_snapshot(staging_table) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.get_or_create_relation", - "macro.dbt.run_hooks", - "macro.dbt.strategy_dispatch", - "macro.dbt.build_snapshot_table", - "macro.dbt.create_table_as", - "macro.dbt.build_snapshot_staging_table", - "macro.dbt.create_columns", - "macro.dbt.snapshot_merge_sql", - "macro.dbt.statement", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes", - "macro.dbt.post_snapshot" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.48448, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_test_default": { - "name": "materialization_test_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/test.sql", - "original_file_path": "macros/materializations/tests/test.sql", - "unique_id": "macro.dbt.materialization_test_default", - "macro_sql": "{%- materialization test, default -%}\n\n {% set relations = [] %}\n\n {% if should_store_failures() %}\n\n {% set identifier = model['alias'] %}\n {% set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% set store_failures_as = config.get('store_failures_as') %}\n -- if `--store-failures` is invoked via command line and `store_failures_as` is not set,\n -- config.get('store_failures_as', 'table') returns None, not 'table'\n {% if store_failures_as == none %}{% set store_failures_as = 'table' %}{% endif %}\n {% if store_failures_as not in ['table', 'view'] %}\n {{ exceptions.raise_compiler_error(\n \"'\" ~ store_failures_as ~ \"' is not a valid value for `store_failures_as`. \"\n \"Accepted values are: ['ephemeral', 'table', 'view']\"\n ) }}\n {% endif %}\n\n {% set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database, type=store_failures_as) -%} %}\n\n {% if old_relation %}\n {% do adapter.drop_relation(old_relation) %}\n {% endif %}\n\n {% call statement(auto_begin=True) %}\n {{ get_create_sql(target_relation, sql) }}\n {% endcall %}\n\n {% do relations.append(target_relation) %}\n\n {% set main_sql %}\n select *\n from {{ target_relation }}\n {% endset %}\n\n {{ adapter.commit() }}\n\n {% else %}\n\n {% set main_sql = sql %}\n\n {% endif %}\n\n {% set limit = config.get('limit') %}\n {% set fail_calc = config.get('fail_calc') %}\n {% set warn_if = config.get('warn_if') %}\n {% set error_if = config.get('error_if') %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ get_test_sql(main_sql, fail_calc, warn_if, error_if, limit)}}\n\n {%- endcall %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.should_store_failures", - "macro.dbt.statement", - "macro.dbt.get_create_sql", - "macro.dbt.get_test_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.486943, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.get_test_sql": { - "name": "get_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.get_test_sql", - "macro_sql": "{% macro get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n {{ adapter.dispatch('get_test_sql', 'dbt')(main_sql, fail_calc, warn_if, error_if, limit) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_test_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.487975, - "supported_languages": null - }, - "macro.dbt.default__get_test_sql": { - "name": "default__get_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.default__get_test_sql", - "macro_sql": "{% macro default__get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n select\n {{ fail_calc }} as failures,\n {{ fail_calc }} {{ warn_if }} as should_warn,\n {{ fail_calc }} {{ error_if }} as should_error\n from (\n {{ main_sql }}\n {{ \"limit \" ~ limit if limit != none }}\n ) dbt_internal_test\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.488236, - "supported_languages": null - }, - "macro.dbt.get_unit_test_sql": { - "name": "get_unit_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.get_unit_test_sql", - "macro_sql": "{% macro get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n {{ adapter.dispatch('get_unit_test_sql', 'dbt')(main_sql, expected_fixture_sql, expected_column_names) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_unit_test_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.488418, - "supported_languages": null - }, - "macro.dbt.default__get_unit_test_sql": { - "name": "default__get_unit_test_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/helpers.sql", - "original_file_path": "macros/materializations/tests/helpers.sql", - "unique_id": "macro.dbt.default__get_unit_test_sql", - "macro_sql": "{% macro default__get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n-- Build actual result given inputs\nwith dbt_internal_unit_test_actual as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%},{% endif %}{%- endfor -%}, {{ dbt.string_literal(\"actual\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ main_sql }}\n ) _dbt_internal_unit_test_actual\n),\n-- Build expected result\ndbt_internal_unit_test_expected as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%}, {% endif %}{%- endfor -%}, {{ dbt.string_literal(\"expected\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ expected_fixture_sql }}\n ) _dbt_internal_unit_test_expected\n)\n-- Union actual and expected results\nselect * from dbt_internal_unit_test_actual\nunion all\nselect * from dbt_internal_unit_test_expected\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.string_literal" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4889312, - "supported_languages": null - }, - "macro.dbt.get_where_subquery": { - "name": "get_where_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/where_subquery.sql", - "original_file_path": "macros/materializations/tests/where_subquery.sql", - "unique_id": "macro.dbt.get_where_subquery", - "macro_sql": "{% macro get_where_subquery(relation) -%}\n {% do return(adapter.dispatch('get_where_subquery', 'dbt')(relation)) %}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_where_subquery" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.489258, - "supported_languages": null - }, - "macro.dbt.default__get_where_subquery": { - "name": "default__get_where_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/where_subquery.sql", - "original_file_path": "macros/materializations/tests/where_subquery.sql", - "unique_id": "macro.dbt.default__get_where_subquery", - "macro_sql": "{% macro default__get_where_subquery(relation) -%}\n {% set where = config.get('where', '') %}\n {% if where %}\n {%- set filtered -%}\n (select * from {{ relation }} where {{ where }}) dbt_subquery\n {%- endset -%}\n {% do return(filtered) %}\n {%- else -%}\n {% do return(relation) %}\n {%- endif -%}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.489585, - "supported_languages": null - }, - "macro.dbt.materialization_unit_default": { - "name": "materialization_unit_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/tests/unit.sql", - "original_file_path": "macros/materializations/tests/unit.sql", - "unique_id": "macro.dbt.materialization_unit_default", - "macro_sql": "{%- materialization unit, default -%}\n\n {% set relations = [] %}\n\n {% set expected_rows = config.get('expected_rows') %}\n {% set expected_sql = config.get('expected_sql') %}\n {% set tested_expected_column_names = expected_rows[0].keys() if (expected_rows | length ) > 0 else get_columns_in_query(sql) %} %}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {% do run_query(get_create_table_as_sql(True, temp_relation, get_empty_subquery_sql(sql))) %}\n {%- set columns_in_relation = adapter.get_columns_in_relation(temp_relation) -%}\n {%- set column_name_to_data_types = {} -%}\n {%- for column in columns_in_relation -%}\n {%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n {%- endfor -%}\n\n {% if not expected_sql %}\n {% set expected_sql = get_expected_sql(expected_rows, column_name_to_data_types) %}\n {% endif %}\n {% set unit_test_sql = get_unit_test_sql(sql, expected_sql, tested_expected_column_names) %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ unit_test_sql }}\n\n {%- endcall %}\n\n {% do adapter.drop_relation(temp_relation) %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.get_columns_in_query", - "macro.dbt.make_temp_relation", - "macro.dbt.run_query", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.get_empty_subquery_sql", - "macro.dbt.get_expected_sql", - "macro.dbt.get_unit_test_sql", - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.491332, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_materialized_view_default": { - "name": "materialization_materialized_view_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialization_materialized_view_default", - "macro_sql": "{% materialization materialized_view, default %}\n {% set existing_relation = load_cached_relation(this) %}\n {% set target_relation = this.incorporate(type=this.MaterializedView) %}\n {% set intermediate_relation = make_intermediate_relation(target_relation) %}\n {% set backup_relation_type = target_relation.MaterializedView if existing_relation is none else existing_relation.type %}\n {% set backup_relation = make_backup_relation(target_relation, backup_relation_type) %}\n\n {{ materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) }}\n\n {% set build_sql = materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% if build_sql == '' %}\n {{ materialized_view_execute_no_op(target_relation) }}\n {% else %}\n {{ materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) }}\n {% endif %}\n\n {{ materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.materialized_view_setup", - "macro.dbt.materialized_view_get_build_sql", - "macro.dbt.materialized_view_execute_no_op", - "macro.dbt.materialized_view_execute_build_sql", - "macro.dbt.materialized_view_teardown" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4960058, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialized_view_setup": { - "name": "materialized_view_setup", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_setup", - "macro_sql": "{% macro materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) %}\n\n -- backup_relation and intermediate_relation should not already exist in the database\n -- it's possible these exist because of a previous run that exited unexpectedly\n {% set preexisting_backup_relation = load_cached_relation(backup_relation) %}\n {% set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4963589, - "supported_languages": null - }, - "macro.dbt.materialized_view_teardown": { - "name": "materialized_view_teardown", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_teardown", - "macro_sql": "{% macro materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) %}\n\n -- drop the temp relations if they exist to leave the database clean for the next run\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(intermediate_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.496583, - "supported_languages": null - }, - "macro.dbt.materialized_view_get_build_sql": { - "name": "materialized_view_get_build_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_get_build_sql", - "macro_sql": "{% macro materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% set full_refresh_mode = should_full_refresh() %}\n\n -- determine the scenario we're in: create, full_refresh, alter, refresh data\n {% if existing_relation is none %}\n {% set build_sql = get_create_materialized_view_as_sql(target_relation, sql) %}\n {% elif full_refresh_mode or not existing_relation.is_materialized_view %}\n {% set build_sql = get_replace_sql(existing_relation, target_relation, sql) %}\n {% else %}\n\n -- get config options\n {% set on_configuration_change = config.get('on_configuration_change') %}\n {% set configuration_changes = get_materialized_view_configuration_changes(existing_relation, config) %}\n\n {% if configuration_changes is none %}\n {% set build_sql = refresh_materialized_view(target_relation) %}\n\n {% elif on_configuration_change == 'apply' %}\n {% set build_sql = get_alter_materialized_view_as_sql(target_relation, configuration_changes, sql, existing_relation, backup_relation, intermediate_relation) %}\n {% elif on_configuration_change == 'continue' %}\n {% set build_sql = '' %}\n {{ exceptions.warn(\"Configuration changes were identified and `on_configuration_change` was set to `continue` for `\" ~ target_relation ~ \"`\") }}\n {% elif on_configuration_change == 'fail' %}\n {{ exceptions.raise_fail_fast_error(\"Configuration changes were identified and `on_configuration_change` was set to `fail` for `\" ~ target_relation ~ \"`\") }}\n\n {% else %}\n -- this only happens if the user provides a value other than `apply`, 'skip', 'fail'\n {{ exceptions.raise_compiler_error(\"Unexpected configuration scenario\") }}\n\n {% endif %}\n\n {% endif %}\n\n {% do return(build_sql) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.should_full_refresh", - "macro.dbt.get_create_materialized_view_as_sql", - "macro.dbt.get_replace_sql", - "macro.dbt.get_materialized_view_configuration_changes", - "macro.dbt.refresh_materialized_view", - "macro.dbt.get_alter_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.497895, - "supported_languages": null - }, - "macro.dbt.materialized_view_execute_no_op": { - "name": "materialized_view_execute_no_op", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_execute_no_op", - "macro_sql": "{% macro materialized_view_execute_no_op(target_relation) %}\n {% do store_raw_result(\n name=\"main\",\n message=\"skip \" ~ target_relation,\n code=\"skip\",\n rows_affected=\"-1\"\n ) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.4982002, - "supported_languages": null - }, - "macro.dbt.materialized_view_execute_build_sql": { - "name": "materialized_view_execute_build_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/materialized_view.sql", - "original_file_path": "macros/materializations/models/materialized_view.sql", - "unique_id": "macro.dbt.materialized_view_execute_build_sql", - "macro_sql": "{% macro materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) %}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set grant_config = config.get('grants') %}\n\n {% call statement(name=\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.498802, - "supported_languages": null - }, - "macro.dbt.materialization_view_default": { - "name": "materialization_view_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/view.sql", - "original_file_path": "macros/materializations/models/view.sql", - "unique_id": "macro.dbt.materialization_view_default", - "macro_sql": "{%- materialization view, default -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='view') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n This relation (probably) doesn't exist yet. If it does exist, it's a leftover from\n a previous run, and we're going to try to drop it immediately. At the end of this\n materialization, we're going to rename the \"existing_relation\" to this identifier,\n and then we're going to drop it. In order to make sure we run the correct one of:\n - drop view ...\n - drop table ...\n\n We need to set the type of this relation to be the type of the existing_relation, if it exists,\n or else \"view\" as a sane default if it does not. Note that if the existing_relation does not\n exist, then there is nothing to move out of the way and subsequentally drop. In that case,\n this relation will be effectively unused.\n */\n {%- set backup_relation_type = 'view' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n -- move the existing view out of the way\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.run_hooks", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.statement", - "macro.dbt.get_create_view_as_sql", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.501663, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_table_default": { - "name": "materialization_table_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/table.sql", - "original_file_path": "macros/materializations/models/table.sql", - "unique_id": "macro.dbt.materialization_table_default", - "macro_sql": "{% materialization table, default %}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_table_as_sql(False, intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.statement", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.create_indexes", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5046, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.get_quoted_csv": { - "name": "get_quoted_csv", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.get_quoted_csv", - "macro_sql": "{% macro get_quoted_csv(column_names) %}\n\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote(col)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.506144, - "supported_languages": null - }, - "macro.dbt.diff_columns": { - "name": "diff_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.diff_columns", - "macro_sql": "{% macro diff_columns(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% set source_names = source_columns | map(attribute = 'column') | list %}\n {% set target_names = target_columns | map(attribute = 'column') | list %}\n\n {# --check whether the name attribute exists in the target - this does not perform a data type check #}\n {% for sc in source_columns %}\n {% if sc.name not in target_names %}\n {{ result.append(sc) }}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5066829, - "supported_languages": null - }, - "macro.dbt.diff_column_data_types": { - "name": "diff_column_data_types", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.diff_column_data_types", - "macro_sql": "{% macro diff_column_data_types(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% for sc in source_columns %}\n {% set tc = target_columns | selectattr(\"name\", \"equalto\", sc.name) | list | first %}\n {% if tc %}\n {% if sc.data_type != tc.data_type and not sc.can_expand_to(other_column=tc) %}\n {{ result.append( { 'column_name': tc.name, 'new_type': sc.data_type } ) }}\n {% endif %}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5073678, - "supported_languages": null - }, - "macro.dbt.get_merge_update_columns": { - "name": "get_merge_update_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.get_merge_update_columns", - "macro_sql": "{% macro get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {{ return(adapter.dispatch('get_merge_update_columns', 'dbt')(merge_update_columns, merge_exclude_columns, dest_columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_merge_update_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.507602, - "supported_languages": null - }, - "macro.dbt.default__get_merge_update_columns": { - "name": "default__get_merge_update_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/column_helpers.sql", - "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", - "unique_id": "macro.dbt.default__get_merge_update_columns", - "macro_sql": "{% macro default__get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {%- set default_cols = dest_columns | map(attribute=\"quoted\") | list -%}\n\n {%- if merge_update_columns and merge_exclude_columns -%}\n {{ exceptions.raise_compiler_error(\n 'Model cannot specify merge_update_columns and merge_exclude_columns. Please update model to use only one config'\n )}}\n {%- elif merge_update_columns -%}\n {%- set update_columns = merge_update_columns -%}\n {%- elif merge_exclude_columns -%}\n {%- set update_columns = [] -%}\n {%- for column in dest_columns -%}\n {% if column.column | lower not in merge_exclude_columns | map(\"lower\") | list %}\n {%- do update_columns.append(column.quoted) -%}\n {% endif %}\n {%- endfor -%}\n {%- else -%}\n {%- set update_columns = default_cols -%}\n {%- endif -%}\n\n {{ return(update_columns) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5082371, - "supported_languages": null - }, - "macro.dbt.get_merge_sql": { - "name": "get_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.get_merge_sql", - "macro_sql": "{% macro get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n -- back compat for old kwarg name\n {% set incremental_predicates = kwargs.get('predicates', incremental_predicates) %}\n {{ adapter.dispatch('get_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.514847, - "supported_languages": null - }, - "macro.dbt.default__get_merge_sql": { - "name": "default__get_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.default__get_merge_sql", - "macro_sql": "{% macro default__get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n {%- set predicates = [] if incremental_predicates is none else [] + incremental_predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set merge_update_columns = config.get('merge_update_columns') -%}\n {%- set merge_exclude_columns = config.get('merge_exclude_columns') -%}\n {%- set update_columns = get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not mapping and unique_key is not string %}\n {% for key in unique_key %}\n {% set this_key_match %}\n DBT_INTERNAL_SOURCE.{{ key }} = DBT_INTERNAL_DEST.{{ key }}\n {% endset %}\n {% do predicates.append(this_key_match) %}\n {% endfor %}\n {% else %}\n {% set unique_key_match %}\n DBT_INTERNAL_SOURCE.{{ unique_key }} = DBT_INTERNAL_DEST.{{ unique_key }}\n {% endset %}\n {% do predicates.append(unique_key_match) %}\n {% endif %}\n {% else %}\n {% do predicates.append('FALSE') %}\n {% endif %}\n\n {{ sql_header if sql_header is not none }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on {{\"(\" ~ predicates | join(\") and (\") ~ \")\"}}\n\n {% if unique_key %}\n when matched then update set\n {% for column_name in update_columns -%}\n {{ column_name }} = DBT_INTERNAL_SOURCE.{{ column_name }}\n {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n {% endif %}\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv", - "macro.dbt.get_merge_update_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5165172, - "supported_languages": null - }, - "macro.dbt.get_delete_insert_merge_sql": { - "name": "get_delete_insert_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.get_delete_insert_merge_sql", - "macro_sql": "{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n {{ adapter.dispatch('get_delete_insert_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_delete_insert_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.516791, - "supported_languages": null - }, - "macro.dbt.default__get_delete_insert_merge_sql": { - "name": "default__get_delete_insert_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.default__get_delete_insert_merge_sql", - "macro_sql": "{% macro default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }}\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = {{ target }}.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5176718, - "supported_languages": null - }, - "macro.dbt.get_insert_overwrite_merge_sql": { - "name": "get_insert_overwrite_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.get_insert_overwrite_merge_sql", - "macro_sql": "{% macro get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header=false) -%}\n {{ adapter.dispatch('get_insert_overwrite_merge_sql', 'dbt')(target, source, dest_columns, predicates, include_sql_header) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_insert_overwrite_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.517919, - "supported_languages": null - }, - "macro.dbt.default__get_insert_overwrite_merge_sql": { - "name": "default__get_insert_overwrite_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/merge.sql", - "original_file_path": "macros/materializations/models/incremental/merge.sql", - "unique_id": "macro.dbt.default__get_insert_overwrite_merge_sql", - "macro_sql": "{% macro default__get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header) -%}\n {#-- The only time include_sql_header is True: --#}\n {#-- BigQuery + insert_overwrite strategy + \"static\" partitions config --#}\n {#-- We should consider including the sql header at the materialization level instead --#}\n\n {%- set predicates = [] if predicates is none else [] + predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none and include_sql_header }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on FALSE\n\n when not matched by source\n {% if predicates %} and {{ predicates | join(' and ') }} {% endif %}\n then delete\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.518493, - "supported_languages": null - }, - "macro.dbt.is_incremental": { - "name": "is_incremental", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/is_incremental.sql", - "original_file_path": "macros/materializations/models/incremental/is_incremental.sql", - "unique_id": "macro.dbt.is_incremental", - "macro_sql": "{% macro is_incremental() %}\n {#-- do not run introspective queries in parsing #}\n {% if not execute %}\n {{ return(False) }}\n {% else %}\n {% set relation = adapter.get_relation(this.database, this.schema, this.table) %}\n {{ return(relation is not none\n and relation.type == 'table'\n and model.config.materialized == 'incremental'\n and not should_full_refresh()) }}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.should_full_refresh" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.519082, - "supported_languages": null - }, - "macro.dbt.get_incremental_append_sql": { - "name": "get_incremental_append_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_append_sql", - "macro_sql": "{% macro get_incremental_append_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_append_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_append_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.519902, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_append_sql": { - "name": "default__get_incremental_append_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_append_sql", - "macro_sql": "{% macro default__get_incremental_append_sql(arg_dict) %}\n\n {% do return(get_insert_into_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_insert_into_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.520115, - "supported_languages": null - }, - "macro.dbt.get_incremental_delete_insert_sql": { - "name": "get_incremental_delete_insert_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_delete_insert_sql", - "macro_sql": "{% macro get_incremental_delete_insert_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_delete_insert_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_delete_insert_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.520279, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_delete_insert_sql": { - "name": "default__get_incremental_delete_insert_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_delete_insert_sql", - "macro_sql": "{% macro default__get_incremental_delete_insert_sql(arg_dict) %}\n\n {% do return(get_delete_insert_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_delete_insert_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5205388, - "supported_languages": null - }, - "macro.dbt.get_incremental_merge_sql": { - "name": "get_incremental_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_merge_sql", - "macro_sql": "{% macro get_incremental_merge_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_merge_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5207071, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_merge_sql": { - "name": "default__get_incremental_merge_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_merge_sql", - "macro_sql": "{% macro default__get_incremental_merge_sql(arg_dict) %}\n\n {% do return(get_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.520973, - "supported_languages": null - }, - "macro.dbt.get_incremental_insert_overwrite_sql": { - "name": "get_incremental_insert_overwrite_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_insert_overwrite_sql", - "macro_sql": "{% macro get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_insert_overwrite_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_incremental_insert_overwrite_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.521295, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_insert_overwrite_sql": { - "name": "default__get_incremental_insert_overwrite_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_insert_overwrite_sql", - "macro_sql": "{% macro default__get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {% do return(get_insert_overwrite_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_insert_overwrite_merge_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.522431, - "supported_languages": null - }, - "macro.dbt.get_incremental_default_sql": { - "name": "get_incremental_default_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_incremental_default_sql", - "macro_sql": "{% macro get_incremental_default_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_default_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_incremental_default_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.523007, - "supported_languages": null - }, - "macro.dbt.default__get_incremental_default_sql": { - "name": "default__get_incremental_default_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.default__get_incremental_default_sql", - "macro_sql": "{% macro default__get_incremental_default_sql(arg_dict) %}\n\n {% do return(get_incremental_append_sql(arg_dict)) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_incremental_append_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.523458, - "supported_languages": null - }, - "macro.dbt.get_insert_into_sql": { - "name": "get_insert_into_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/strategies.sql", - "original_file_path": "macros/materializations/models/incremental/strategies.sql", - "unique_id": "macro.dbt.get_insert_into_sql", - "macro_sql": "{% macro get_insert_into_sql(target_relation, temp_relation, dest_columns) %}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n insert into {{ target_relation }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ temp_relation }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_quoted_csv" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.523917, - "supported_languages": null - }, - "macro.dbt.materialization_incremental_default": { - "name": "materialization_incremental_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/incremental.sql", - "original_file_path": "macros/materializations/models/incremental/incremental.sql", - "unique_id": "macro.dbt.materialization_incremental_default", - "macro_sql": "{% materialization incremental, default -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = get_create_table_as_sql(False, target_relation, sql) %}\n {% elif full_refresh_mode %}\n {% set build_sql = get_create_table_as_sql(False, intermediate_relation, sql) %}\n {% set need_swap = true %}\n {% else %}\n {% do run_query(get_create_table_as_sql(True, temp_relation, sql)) %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n\n {% endif %}\n\n {% call statement(\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.make_temp_relation", - "macro.dbt.make_intermediate_relation", - "macro.dbt.make_backup_relation", - "macro.dbt.should_full_refresh", - "macro.dbt.incremental_validate_on_schema_change", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.run_hooks", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.run_query", - "macro.dbt.process_schema_changes", - "macro.dbt.statement", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.528948, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.incremental_validate_on_schema_change": { - "name": "incremental_validate_on_schema_change", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.incremental_validate_on_schema_change", - "macro_sql": "{% macro incremental_validate_on_schema_change(on_schema_change, default='ignore') %}\n\n {% if on_schema_change not in ['sync_all_columns', 'append_new_columns', 'fail', 'ignore'] %}\n\n {% set log_message = 'Invalid value for on_schema_change (%s) specified. Setting default value of %s.' % (on_schema_change, default) %}\n {% do log(log_message) %}\n\n {{ return(default) }}\n\n {% else %}\n\n {{ return(on_schema_change) }}\n\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.534081, - "supported_languages": null - }, - "macro.dbt.check_for_schema_changes": { - "name": "check_for_schema_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.check_for_schema_changes", - "macro_sql": "{% macro check_for_schema_changes(source_relation, target_relation) %}\n\n {% set schema_changed = False %}\n\n {%- set source_columns = adapter.get_columns_in_relation(source_relation) -%}\n {%- set target_columns = adapter.get_columns_in_relation(target_relation) -%}\n {%- set source_not_in_target = diff_columns(source_columns, target_columns) -%}\n {%- set target_not_in_source = diff_columns(target_columns, source_columns) -%}\n\n {% set new_target_types = diff_column_data_types(source_columns, target_columns) %}\n\n {% if source_not_in_target != [] %}\n {% set schema_changed = True %}\n {% elif target_not_in_source != [] or new_target_types != [] %}\n {% set schema_changed = True %}\n {% elif new_target_types != [] %}\n {% set schema_changed = True %}\n {% endif %}\n\n {% set changes_dict = {\n 'schema_changed': schema_changed,\n 'source_not_in_target': source_not_in_target,\n 'target_not_in_source': target_not_in_source,\n 'source_columns': source_columns,\n 'target_columns': target_columns,\n 'new_target_types': new_target_types\n } %}\n\n {% set msg %}\n In {{ target_relation }}:\n Schema changed: {{ schema_changed }}\n Source columns not in target: {{ source_not_in_target }}\n Target columns not in source: {{ target_not_in_source }}\n New column types: {{ new_target_types }}\n {% endset %}\n\n {% do log(msg) %}\n\n {{ return(changes_dict) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.diff_columns", - "macro.dbt.diff_column_data_types" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5354052, - "supported_languages": null - }, - "macro.dbt.sync_column_schemas": { - "name": "sync_column_schemas", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.sync_column_schemas", - "macro_sql": "{% macro sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {%- set add_to_target_arr = schema_changes_dict['source_not_in_target'] -%}\n\n {%- if on_schema_change == 'append_new_columns'-%}\n {%- if add_to_target_arr | length > 0 -%}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, none) -%}\n {%- endif -%}\n\n {% elif on_schema_change == 'sync_all_columns' %}\n {%- set remove_from_target_arr = schema_changes_dict['target_not_in_source'] -%}\n {%- set new_target_types = schema_changes_dict['new_target_types'] -%}\n\n {% if add_to_target_arr | length > 0 or remove_from_target_arr | length > 0 %}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, remove_from_target_arr) -%}\n {% endif %}\n\n {% if new_target_types != [] %}\n {% for ntt in new_target_types %}\n {% set column_name = ntt['column_name'] %}\n {% set new_type = ntt['new_type'] %}\n {% do alter_column_type(target_relation, column_name, new_type) %}\n {% endfor %}\n {% endif %}\n\n {% endif %}\n\n {% set schema_change_message %}\n In {{ target_relation }}:\n Schema change approach: {{ on_schema_change }}\n Columns added: {{ add_to_target_arr }}\n Columns removed: {{ remove_from_target_arr }}\n Data types changed: {{ new_target_types }}\n {% endset %}\n\n {% do log(schema_change_message) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.alter_relation_add_remove_columns", - "macro.dbt.alter_column_type" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.536468, - "supported_languages": null - }, - "macro.dbt.process_schema_changes": { - "name": "process_schema_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/incremental/on_schema_change.sql", - "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", - "unique_id": "macro.dbt.process_schema_changes", - "macro_sql": "{% macro process_schema_changes(on_schema_change, source_relation, target_relation) %}\n\n {% if on_schema_change == 'ignore' %}\n\n {{ return({}) }}\n\n {% else %}\n\n {% set schema_changes_dict = check_for_schema_changes(source_relation, target_relation) %}\n\n {% if schema_changes_dict['schema_changed'] %}\n\n {% if on_schema_change == 'fail' %}\n\n {% set fail_msg %}\n The source and target schemas on this incremental model are out of sync!\n They can be reconciled in several ways:\n - set the `on_schema_change` config to either append_new_columns or sync_all_columns, depending on your situation.\n - Re-run the incremental model with `full_refresh: True` to update the target schema.\n - update the schema manually and re-run the process.\n\n Additional troubleshooting context:\n Source columns not in target: {{ schema_changes_dict['source_not_in_target'] }}\n Target columns not in source: {{ schema_changes_dict['target_not_in_source'] }}\n New column types: {{ schema_changes_dict['new_target_types'] }}\n {% endset %}\n\n {% do exceptions.raise_compiler_error(fail_msg) %}\n\n {# -- unless we ignore, run the sync operation per the config #}\n {% else %}\n\n {% do sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {% endif %}\n\n {% endif %}\n\n {{ return(schema_changes_dict['source_columns']) }}\n\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.check_for_schema_changes", - "macro.dbt.sync_column_schemas" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.537212, - "supported_languages": null - }, - "macro.dbt.can_clone_table": { - "name": "can_clone_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/can_clone_table.sql", - "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", - "unique_id": "macro.dbt.can_clone_table", - "macro_sql": "{% macro can_clone_table() %}\n {{ return(adapter.dispatch('can_clone_table', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__can_clone_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.537436, - "supported_languages": null - }, - "macro.dbt.default__can_clone_table": { - "name": "default__can_clone_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/can_clone_table.sql", - "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", - "unique_id": "macro.dbt.default__can_clone_table", - "macro_sql": "{% macro default__can_clone_table() %}\n {{ return(False) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5375419, - "supported_languages": null - }, - "macro.dbt.create_or_replace_clone": { - "name": "create_or_replace_clone", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "unique_id": "macro.dbt.create_or_replace_clone", - "macro_sql": "{% macro create_or_replace_clone(this_relation, defer_relation) %}\n {{ return(adapter.dispatch('create_or_replace_clone', 'dbt')(this_relation, defer_relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_or_replace_clone" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.537806, - "supported_languages": null - }, - "macro.dbt.default__create_or_replace_clone": { - "name": "default__create_or_replace_clone", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", - "unique_id": "macro.dbt.default__create_or_replace_clone", - "macro_sql": "{% macro default__create_or_replace_clone(this_relation, defer_relation) %}\n create or replace table {{ this_relation }} clone {{ defer_relation }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5380218, - "supported_languages": null - }, - "macro.dbt.materialization_clone_default": { - "name": "materialization_clone_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/models/clone/clone.sql", - "original_file_path": "macros/materializations/models/clone/clone.sql", - "unique_id": "macro.dbt.materialization_clone_default", - "macro_sql": "{%- materialization clone, default -%}\n\n {%- set relations = {'relations': []} -%}\n\n {%- if not defer_relation -%}\n -- nothing to do\n {{ log(\"No relation found in state manifest for \" ~ model.unique_id, info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n\n {%- if existing_relation and not flags.FULL_REFRESH -%}\n -- noop!\n {{ log(\"Relation \" ~ existing_relation ~ \" already exists\", info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set other_existing_relation = load_cached_relation(defer_relation) -%}\n\n -- If this is a database that can do zero-copy cloning of tables, and the other relation is a table, then this will be a table\n -- Otherwise, this will be a view\n\n {% set can_clone_table = can_clone_table() %}\n\n {%- if other_existing_relation and other_existing_relation.type == 'table' and can_clone_table -%}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {% if existing_relation is not none and not existing_relation.is_table %}\n {{ log(\"Dropping relation \" ~ existing_relation ~ \" because it is of type \" ~ existing_relation.type) }}\n {{ drop_relation_if_exists(existing_relation) }}\n {% endif %}\n\n -- as a general rule, data platforms that can clone tables can also do atomic 'create or replace'\n {% call statement('main') %}\n {% if target_relation and defer_relation and target_relation == defer_relation %}\n {{ log(\"Target relation and defer relation are the same, skipping clone for relation: \" ~ target_relation) }}\n {% else %}\n {{ create_or_replace_clone(target_relation, defer_relation) }}\n {% endif %}\n\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n {%- else -%}\n\n {%- set target_relation = this.incorporate(type='view') -%}\n\n -- reuse the view materialization\n -- TODO: support actual dispatch for materialization macros\n -- Tracking ticket: https://github.com/dbt-labs/dbt-core/issues/7799\n {% set search_name = \"materialization_view_\" ~ adapter.type() %}\n {% if not search_name in context %}\n {% set search_name = \"materialization_view_default\" %}\n {% endif %}\n {% set materialization_macro = context[search_name] %}\n {% set relations = materialization_macro() %}\n {{ return(relations) }}\n\n {%- endif -%}\n\n{%- endmaterialization -%}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation", - "macro.dbt.can_clone_table", - "macro.dbt.drop_relation_if_exists", - "macro.dbt.statement", - "macro.dbt.create_or_replace_clone", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5418, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.materialization_seed_default": { - "name": "materialization_seed_default", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/seed.sql", - "original_file_path": "macros/materializations/seeds/seed.sql", - "unique_id": "macro.dbt.materialization_seed_default", - "macro_sql": "{% materialization seed, default %}\n\n {%- set identifier = model['alias'] -%}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n\n {%- set exists_as_table = (old_relation is not none and old_relation.is_table) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set grant_config = config.get('grants') -%}\n {%- set agate_table = load_agate_table() -%}\n -- grab current tables grants config for comparison later on\n\n {%- do store_result('agate_table', response='OK', agate_table=agate_table) -%}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% set create_table_sql = \"\" %}\n {% if exists_as_view %}\n {{ exceptions.raise_compiler_error(\"Cannot seed to '{}', it is a view\".format(old_relation)) }}\n {% elif exists_as_table %}\n {% set create_table_sql = reset_csv_table(model, full_refresh_mode, old_relation, agate_table) %}\n {% else %}\n {% set create_table_sql = create_csv_table(model, agate_table) %}\n {% endif %}\n\n {% set code = 'CREATE' if full_refresh_mode else 'INSERT' %}\n {% set rows_affected = (agate_table.rows | length) %}\n {% set sql = load_csv_rows(model, agate_table) %}\n\n {% call noop_statement('main', code ~ ' ' ~ rows_affected, code, rows_affected) %}\n {{ get_csv_sql(create_table_sql, sql) }};\n {% endcall %}\n\n {% set target_relation = this.incorporate(type='table') %}\n\n {% set should_revoke = should_revoke(old_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if full_refresh_mode or not exists_as_table %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", - "depends_on": { - "macros": [ - "macro.dbt.should_full_refresh", - "macro.dbt.run_hooks", - "macro.dbt.reset_csv_table", - "macro.dbt.create_csv_table", - "macro.dbt.load_csv_rows", - "macro.dbt.noop_statement", - "macro.dbt.get_csv_sql", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants", - "macro.dbt.persist_docs", - "macro.dbt.create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.544598, - "supported_languages": [ - "sql" - ] - }, - "macro.dbt.create_csv_table": { - "name": "create_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.create_csv_table", - "macro_sql": "{% macro create_csv_table(model, agate_table) -%}\n {{ adapter.dispatch('create_csv_table', 'dbt')(model, agate_table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_csv_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.551334, - "supported_languages": null - }, - "macro.dbt.default__create_csv_table": { - "name": "default__create_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__create_csv_table", - "macro_sql": "{% macro default__create_csv_table(model, agate_table) %}\n {%- set column_override = model['config'].get('column_types', {}) -%}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n\n {% set sql %}\n create table {{ this.render() }} (\n {%- for col_name in agate_table.column_names -%}\n {%- set inferred_type = adapter.convert_type(agate_table, loop.index0) -%}\n {%- set type = column_override.get(col_name, inferred_type) -%}\n {%- set column_name = (col_name | string) -%}\n {{ adapter.quote_seed_column(column_name, quote_seed_column) }} {{ type }} {%- if not loop.last -%}, {%- endif -%}\n {%- endfor -%}\n )\n {% endset %}\n\n {% call statement('_') -%}\n {{ sql }}\n {%- endcall %}\n\n {{ return(sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.552161, - "supported_languages": null - }, - "macro.dbt.reset_csv_table": { - "name": "reset_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.reset_csv_table", - "macro_sql": "{% macro reset_csv_table(model, full_refresh, old_relation, agate_table) -%}\n {{ adapter.dispatch('reset_csv_table', 'dbt')(model, full_refresh, old_relation, agate_table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__reset_csv_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.552511, - "supported_languages": null - }, - "macro.dbt.default__reset_csv_table": { - "name": "default__reset_csv_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__reset_csv_table", - "macro_sql": "{% macro default__reset_csv_table(model, full_refresh, old_relation, agate_table) %}\n {% set sql = \"\" %}\n {% if full_refresh %}\n {{ adapter.drop_relation(old_relation) }}\n {% set sql = create_csv_table(model, agate_table) %}\n {% else %}\n {{ adapter.truncate_relation(old_relation) }}\n {% set sql = \"truncate table \" ~ old_relation %}\n {% endif %}\n\n {{ return(sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.create_csv_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.553061, - "supported_languages": null - }, - "macro.dbt.get_csv_sql": { - "name": "get_csv_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_csv_sql", - "macro_sql": "{% macro get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ adapter.dispatch('get_csv_sql', 'dbt')(create_or_truncate_sql, insert_sql) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_csv_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5538182, - "supported_languages": null - }, - "macro.dbt.default__get_csv_sql": { - "name": "default__get_csv_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__get_csv_sql", - "macro_sql": "{% macro default__get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ create_or_truncate_sql }};\n -- dbt seed --\n {{ insert_sql }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.554225, - "supported_languages": null - }, - "macro.dbt.get_binding_char": { - "name": "get_binding_char", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_binding_char", - "macro_sql": "{% macro get_binding_char() -%}\n {{ adapter.dispatch('get_binding_char', 'dbt')() }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_binding_char" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5546792, - "supported_languages": null - }, - "macro.dbt.default__get_binding_char": { - "name": "default__get_binding_char", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__get_binding_char", - "macro_sql": "{% macro default__get_binding_char() %}\n {{ return('%s') }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.554869, - "supported_languages": null - }, - "macro.dbt.get_batch_size": { - "name": "get_batch_size", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_batch_size", - "macro_sql": "{% macro get_batch_size() -%}\n {{ return(adapter.dispatch('get_batch_size', 'dbt')()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_batch_size" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.555418, - "supported_languages": null - }, - "macro.dbt.default__get_batch_size": { - "name": "default__get_batch_size", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__get_batch_size", - "macro_sql": "{% macro default__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.555837, - "supported_languages": null - }, - "macro.dbt.get_seed_column_quoted_csv": { - "name": "get_seed_column_quoted_csv", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.get_seed_column_quoted_csv", - "macro_sql": "{% macro get_seed_column_quoted_csv(model, column_names) %}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote_seed_column(col, quote_seed_column)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5563169, - "supported_languages": null - }, - "macro.dbt.load_csv_rows": { - "name": "load_csv_rows", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.load_csv_rows", - "macro_sql": "{% macro load_csv_rows(model, agate_table) -%}\n {{ adapter.dispatch('load_csv_rows', 'dbt')(model, agate_table) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__load_csv_rows" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5564978, - "supported_languages": null - }, - "macro.dbt.default__load_csv_rows": { - "name": "default__load_csv_rows", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/materializations/seeds/helpers.sql", - "original_file_path": "macros/materializations/seeds/helpers.sql", - "unique_id": "macro.dbt.default__load_csv_rows", - "macro_sql": "{% macro default__load_csv_rows(model, agate_table) %}\n\n {% set batch_size = get_batch_size() %}\n\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_batch_size", - "macro.dbt.get_seed_column_quoted_csv", - "macro.dbt.get_binding_char" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.557733, - "supported_languages": null - }, - "macro.dbt.generate_alias_name": { - "name": "generate_alias_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_alias.sql", - "original_file_path": "macros/get_custom_name/get_custom_alias.sql", - "unique_id": "macro.dbt.generate_alias_name", - "macro_sql": "{% macro generate_alias_name(custom_alias_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_alias_name', 'dbt')(custom_alias_name, node)) %}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_alias_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.558159, - "supported_languages": null - }, - "macro.dbt.default__generate_alias_name": { - "name": "default__generate_alias_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_alias.sql", - "original_file_path": "macros/get_custom_name/get_custom_alias.sql", - "unique_id": "macro.dbt.default__generate_alias_name", - "macro_sql": "{% macro default__generate_alias_name(custom_alias_name=none, node=none) -%}\n\n {%- if custom_alias_name -%}\n\n {{ custom_alias_name | trim }}\n\n {%- elif node.version -%}\n\n {{ return(node.name ~ \"_v\" ~ (node.version | replace(\".\", \"_\"))) }}\n\n {%- else -%}\n\n {{ node.name }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.558507, - "supported_languages": null - }, - "macro.dbt.generate_schema_name": { - "name": "generate_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_schema.sql", - "original_file_path": "macros/get_custom_name/get_custom_schema.sql", - "unique_id": "macro.dbt.generate_schema_name", - "macro_sql": "{% macro generate_schema_name(custom_schema_name=none, node=none) -%}\n {{ return(adapter.dispatch('generate_schema_name', 'dbt')(custom_schema_name, node)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_schema_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.558992, - "supported_languages": null - }, - "macro.dbt.default__generate_schema_name": { - "name": "default__generate_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_schema.sql", - "original_file_path": "macros/get_custom_name/get_custom_schema.sql", - "unique_id": "macro.dbt.default__generate_schema_name", - "macro_sql": "{% macro default__generate_schema_name(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if custom_schema_name is none -%}\n\n {{ default_schema }}\n\n {%- else -%}\n\n {{ default_schema }}_{{ custom_schema_name | trim }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5593102, - "supported_languages": null - }, - "macro.dbt.generate_schema_name_for_env": { - "name": "generate_schema_name_for_env", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_schema.sql", - "original_file_path": "macros/get_custom_name/get_custom_schema.sql", - "unique_id": "macro.dbt.generate_schema_name_for_env", - "macro_sql": "{% macro generate_schema_name_for_env(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if target.name == 'prod' and custom_schema_name is not none -%}\n\n {{ custom_schema_name | trim }}\n\n {%- else -%}\n\n {{ default_schema }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5596, - "supported_languages": null - }, - "macro.dbt.generate_database_name": { - "name": "generate_database_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_database.sql", - "original_file_path": "macros/get_custom_name/get_custom_database.sql", - "unique_id": "macro.dbt.generate_database_name", - "macro_sql": "{% macro generate_database_name(custom_database_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_database_name', 'dbt')(custom_database_name, node)) %}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_database_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.55999, - "supported_languages": null - }, - "macro.dbt.default__generate_database_name": { - "name": "default__generate_database_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/get_custom_name/get_custom_database.sql", - "original_file_path": "macros/get_custom_name/get_custom_database.sql", - "unique_id": "macro.dbt.default__generate_database_name", - "macro_sql": "{% macro default__generate_database_name(custom_database_name=none, node=none) -%}\n {%- set default_database = target.database -%}\n {%- if custom_database_name is none -%}\n\n {{ default_database }}\n\n {%- else -%}\n\n {{ custom_database_name }}\n\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.560228, - "supported_languages": null - }, - "macro.dbt.get_drop_sql": { - "name": "get_drop_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.get_drop_sql", - "macro_sql": "{%- macro get_drop_sql(relation) -%}\n {{- log('Applying DROP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_drop_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.561318, - "supported_languages": null - }, - "macro.dbt.default__get_drop_sql": { - "name": "default__get_drop_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.default__get_drop_sql", - "macro_sql": "{%- macro default__get_drop_sql(relation) -%}\n\n {%- if relation.is_view -%}\n {{ drop_view(relation) }}\n\n {%- elif relation.is_table -%}\n {{ drop_table(relation) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ drop_materialized_view(relation) }}\n\n {%- else -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.drop_view", - "macro.dbt.drop_table", - "macro.dbt.drop_materialized_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5617652, - "supported_languages": null - }, - "macro.dbt.drop_relation": { - "name": "drop_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.drop_relation", - "macro_sql": "{% macro drop_relation(relation) -%}\n {{ return(adapter.dispatch('drop_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__drop_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.561973, - "supported_languages": null - }, - "macro.dbt.default__drop_relation": { - "name": "default__drop_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.default__drop_relation", - "macro_sql": "{% macro default__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n {{ get_drop_sql(relation) }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.get_drop_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5626612, - "supported_languages": null - }, - "macro.dbt.drop_relation_if_exists": { - "name": "drop_relation_if_exists", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop.sql", - "original_file_path": "macros/relations/drop.sql", - "unique_id": "macro.dbt.drop_relation_if_exists", - "macro_sql": "{% macro drop_relation_if_exists(relation) %}\n {% if relation is not none %}\n {{ adapter.drop_relation(relation) }}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5631418, - "supported_languages": null - }, - "macro.dbt.get_replace_sql": { - "name": "get_replace_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/replace.sql", - "original_file_path": "macros/relations/replace.sql", - "unique_id": "macro.dbt.get_replace_sql", - "macro_sql": "{% macro get_replace_sql(existing_relation, target_relation, sql) %}\n {{- log('Applying REPLACE to: ' ~ existing_relation) -}}\n {{- adapter.dispatch('get_replace_sql', 'dbt')(existing_relation, target_relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.564019, - "supported_languages": null - }, - "macro.dbt.default__get_replace_sql": { - "name": "default__get_replace_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/replace.sql", - "original_file_path": "macros/relations/replace.sql", - "unique_id": "macro.dbt.default__get_replace_sql", - "macro_sql": "{% macro default__get_replace_sql(existing_relation, target_relation, sql) %}\n\n {# /* use a create or replace statement if possible */ #}\n\n {% set is_replaceable = existing_relation.type == target_relation_type and existing_relation.can_be_replaced %}\n\n {% if is_replaceable and existing_relation.is_view %}\n {{ get_replace_view_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_table %}\n {{ get_replace_table_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_materialized_view %}\n {{ get_replace_materialized_view_sql(target_relation, sql) }}\n\n {# /* a create or replace statement is not possible, so try to stage and/or backup to be safe */ #}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one using a backup */ #}\n {%- elif target_relation.can_be_renamed and existing_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one without using a backup */ #}\n {%- elif target_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_drop_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }}\n\n {# /* create target_relation in place by first backing up the existing relation */ #}\n {%- elif existing_relation.can_be_renamed -%}\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* no renaming is allowed, so just drop and create */ #}\n {%- else -%}\n {{ get_drop_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }}\n\n {%- endif -%}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_replace_view_sql", - "macro.dbt.get_replace_table_sql", - "macro.dbt.get_replace_materialized_view_sql", - "macro.dbt.get_create_intermediate_sql", - "macro.dbt.get_create_backup_sql", - "macro.dbt.get_rename_intermediate_sql", - "macro.dbt.get_drop_backup_sql", - "macro.dbt.get_drop_sql", - "macro.dbt.get_create_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.566122, - "supported_languages": null - }, - "macro.dbt.get_create_intermediate_sql": { - "name": "get_create_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_intermediate.sql", - "original_file_path": "macros/relations/create_intermediate.sql", - "unique_id": "macro.dbt.get_create_intermediate_sql", - "macro_sql": "{%- macro get_create_intermediate_sql(relation, sql) -%}\n {{- log('Applying CREATE INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_intermediate_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_intermediate_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.566592, - "supported_languages": null - }, - "macro.dbt.default__get_create_intermediate_sql": { - "name": "default__get_create_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_intermediate.sql", - "original_file_path": "macros/relations/create_intermediate.sql", - "unique_id": "macro.dbt.default__get_create_intermediate_sql", - "macro_sql": "{%- macro default__get_create_intermediate_sql(relation, sql) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n -- drop any pre-existing intermediate\n {{ get_drop_sql(intermediate_relation) }};\n\n {{ get_create_sql(intermediate_relation, sql) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_intermediate_relation", - "macro.dbt.get_drop_sql", - "macro.dbt.get_create_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.566942, - "supported_languages": null - }, - "macro.dbt.drop_schema_named": { - "name": "drop_schema_named", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/schema.sql", - "original_file_path": "macros/relations/schema.sql", - "unique_id": "macro.dbt.drop_schema_named", - "macro_sql": "{% macro drop_schema_named(schema_name) %}\n {{ return(adapter.dispatch('drop_schema_named', 'dbt') (schema_name)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_schema_named" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.56729, - "supported_languages": null - }, - "macro.dbt.default__drop_schema_named": { - "name": "default__drop_schema_named", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/schema.sql", - "original_file_path": "macros/relations/schema.sql", - "unique_id": "macro.dbt.default__drop_schema_named", - "macro_sql": "{% macro default__drop_schema_named(schema_name) %}\n {% set schema_relation = api.Relation.create(schema=schema_name) %}\n {{ adapter.drop_schema(schema_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.567498, - "supported_languages": null - }, - "macro.dbt.get_drop_backup_sql": { - "name": "get_drop_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop_backup.sql", - "original_file_path": "macros/relations/drop_backup.sql", - "unique_id": "macro.dbt.get_drop_backup_sql", - "macro_sql": "{%- macro get_drop_backup_sql(relation) -%}\n {{- log('Applying DROP BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_drop_backup_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.567807, - "supported_languages": null - }, - "macro.dbt.default__get_drop_backup_sql": { - "name": "default__get_drop_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/drop_backup.sql", - "original_file_path": "macros/relations/drop_backup.sql", - "unique_id": "macro.dbt.default__get_drop_backup_sql", - "macro_sql": "{%- macro default__get_drop_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n {{ get_drop_sql(backup_relation) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_backup_relation", - "macro.dbt.get_drop_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.568009, - "supported_languages": null - }, - "macro.dbt.get_rename_sql": { - "name": "get_rename_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.get_rename_sql", - "macro_sql": "{%- macro get_rename_sql(relation, new_name) -%}\n {{- log('Applying RENAME to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_sql', 'dbt')(relation, new_name) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5687559, - "supported_languages": null - }, - "macro.dbt.default__get_rename_sql": { - "name": "default__get_rename_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.default__get_rename_sql", - "macro_sql": "{%- macro default__get_rename_sql(relation, new_name) -%}\n\n {%- if relation.is_view -%}\n {{ get_rename_view_sql(relation, new_name) }}\n\n {%- elif relation.is_table -%}\n {{ get_rename_table_sql(relation, new_name) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_rename_materialized_view_sql(relation, new_name) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_rename_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.get_rename_view_sql", - "macro.dbt.get_rename_table_sql", - "macro.dbt.get_rename_materialized_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.569163, - "supported_languages": null - }, - "macro.dbt.rename_relation": { - "name": "rename_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.rename_relation", - "macro_sql": "{% macro rename_relation(from_relation, to_relation) -%}\n {{ return(adapter.dispatch('rename_relation', 'dbt')(from_relation, to_relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__rename_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.569356, - "supported_languages": null - }, - "macro.dbt.default__rename_relation": { - "name": "default__rename_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename.sql", - "original_file_path": "macros/relations/rename.sql", - "unique_id": "macro.dbt.default__rename_relation", - "macro_sql": "{% macro default__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter table {{ from_relation }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5696042, - "supported_languages": null - }, - "macro.dbt.get_create_backup_sql": { - "name": "get_create_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_backup.sql", - "original_file_path": "macros/relations/create_backup.sql", - "unique_id": "macro.dbt.get_create_backup_sql", - "macro_sql": "{%- macro get_create_backup_sql(relation) -%}\n {{- log('Applying CREATE BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_backup_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.569935, - "supported_languages": null - }, - "macro.dbt.default__get_create_backup_sql": { - "name": "default__get_create_backup_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create_backup.sql", - "original_file_path": "macros/relations/create_backup.sql", - "unique_id": "macro.dbt.default__get_create_backup_sql", - "macro_sql": "{%- macro default__get_create_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n -- drop any pre-existing backup\n {{ get_drop_sql(backup_relation) }};\n\n {{ get_rename_sql(relation, backup_relation.identifier) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_backup_relation", - "macro.dbt.get_drop_sql", - "macro.dbt.get_rename_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.570176, - "supported_languages": null - }, - "macro.dbt.get_create_sql": { - "name": "get_create_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create.sql", - "original_file_path": "macros/relations/create.sql", - "unique_id": "macro.dbt.get_create_sql", - "macro_sql": "{%- macro get_create_sql(relation, sql) -%}\n {{- log('Applying CREATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.570603, - "supported_languages": null - }, - "macro.dbt.default__get_create_sql": { - "name": "default__get_create_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/create.sql", - "original_file_path": "macros/relations/create.sql", - "unique_id": "macro.dbt.default__get_create_sql", - "macro_sql": "{%- macro default__get_create_sql(relation, sql) -%}\n\n {%- if relation.is_view -%}\n {{ get_create_view_as_sql(relation, sql) }}\n\n {%- elif relation.is_table -%}\n {{ get_create_table_as_sql(False, relation, sql) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_create_materialized_view_as_sql(relation, sql) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_create_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.get_create_view_as_sql", - "macro.dbt.get_create_table_as_sql", - "macro.dbt.get_create_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571, - "supported_languages": null - }, - "macro.dbt.get_rename_intermediate_sql": { - "name": "get_rename_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename_intermediate.sql", - "original_file_path": "macros/relations/rename_intermediate.sql", - "unique_id": "macro.dbt.get_rename_intermediate_sql", - "macro_sql": "{%- macro get_rename_intermediate_sql(relation) -%}\n {{- log('Applying RENAME INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_intermediate_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_intermediate_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571303, - "supported_languages": null - }, - "macro.dbt.default__get_rename_intermediate_sql": { - "name": "default__get_rename_intermediate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/rename_intermediate.sql", - "original_file_path": "macros/relations/rename_intermediate.sql", - "unique_id": "macro.dbt.default__get_rename_intermediate_sql", - "macro_sql": "{%- macro default__get_rename_intermediate_sql(relation) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n {{ get_rename_sql(intermediate_relation, relation.identifier) }}\n\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.make_intermediate_relation", - "macro.dbt.get_rename_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.57149, - "supported_languages": null - }, - "macro.dbt.drop_materialized_view": { - "name": "drop_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/drop.sql", - "original_file_path": "macros/relations/materialized_view/drop.sql", - "unique_id": "macro.dbt.drop_materialized_view", - "macro_sql": "{% macro drop_materialized_view(relation) -%}\n {{- adapter.dispatch('drop_materialized_view', 'dbt')(relation) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_materialized_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571809, - "supported_languages": null - }, - "macro.dbt.default__drop_materialized_view": { - "name": "default__drop_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/drop.sql", - "original_file_path": "macros/relations/materialized_view/drop.sql", - "unique_id": "macro.dbt.default__drop_materialized_view", - "macro_sql": "{% macro default__drop_materialized_view(relation) -%}\n drop materialized view if exists {{ relation }} cascade\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.571914, - "supported_languages": null - }, - "macro.dbt.get_replace_materialized_view_sql": { - "name": "get_replace_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/replace.sql", - "original_file_path": "macros/relations/materialized_view/replace.sql", - "unique_id": "macro.dbt.get_replace_materialized_view_sql", - "macro_sql": "{% macro get_replace_materialized_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_materialized_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_materialized_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.572164, - "supported_languages": null - }, - "macro.dbt.default__get_replace_materialized_view_sql": { - "name": "default__get_replace_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/replace.sql", - "original_file_path": "macros/relations/materialized_view/replace.sql", - "unique_id": "macro.dbt.default__get_replace_materialized_view_sql", - "macro_sql": "{% macro default__get_replace_materialized_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.572374, - "supported_languages": null - }, - "macro.dbt.refresh_materialized_view": { - "name": "refresh_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/refresh.sql", - "original_file_path": "macros/relations/materialized_view/refresh.sql", - "unique_id": "macro.dbt.refresh_materialized_view", - "macro_sql": "{% macro refresh_materialized_view(relation) %}\n {{- log('Applying REFRESH to: ' ~ relation) -}}\n {{- adapter.dispatch('refresh_materialized_view', 'dbt')(relation) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__refresh_materialized_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5726552, - "supported_languages": null - }, - "macro.dbt.default__refresh_materialized_view": { - "name": "default__refresh_materialized_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/refresh.sql", - "original_file_path": "macros/relations/materialized_view/refresh.sql", - "unique_id": "macro.dbt.default__refresh_materialized_view", - "macro_sql": "{% macro default__refresh_materialized_view(relation) %}\n {{ exceptions.raise_compiler_error(\"`refresh_materialized_view` has not been implemented for this adapter.\") }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.572781, - "supported_languages": null - }, - "macro.dbt.get_rename_materialized_view_sql": { - "name": "get_rename_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/rename.sql", - "original_file_path": "macros/relations/materialized_view/rename.sql", - "unique_id": "macro.dbt.get_rename_materialized_view_sql", - "macro_sql": "{% macro get_rename_materialized_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_materialized_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_materialized_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.573028, - "supported_languages": null - }, - "macro.dbt.default__get_rename_materialized_view_sql": { - "name": "default__get_rename_materialized_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/rename.sql", - "original_file_path": "macros/relations/materialized_view/rename.sql", - "unique_id": "macro.dbt.default__get_rename_materialized_view_sql", - "macro_sql": "{% macro default__get_rename_materialized_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.573157, - "supported_languages": null - }, - "macro.dbt.get_alter_materialized_view_as_sql": { - "name": "get_alter_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.get_alter_materialized_view_as_sql", - "macro_sql": "{% macro get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{- log('Applying ALTER to: ' ~ relation) -}}\n {{- adapter.dispatch('get_alter_materialized_view_as_sql', 'dbt')(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n ) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_alter_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574096, - "supported_languages": null - }, - "macro.dbt.default__get_alter_materialized_view_as_sql": { - "name": "default__get_alter_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.default__get_alter_materialized_view_as_sql", - "macro_sql": "{% macro default__get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574272, - "supported_languages": null - }, - "macro.dbt.get_materialized_view_configuration_changes": { - "name": "get_materialized_view_configuration_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.get_materialized_view_configuration_changes", - "macro_sql": "{% macro get_materialized_view_configuration_changes(existing_relation, new_config) %}\n /* {#\n It's recommended that configuration changes be formatted as follows:\n {\"\": [{\"action\": \"\", \"context\": ...}]}\n\n For example:\n {\n \"indexes\": [\n {\"action\": \"drop\", \"context\": \"index_abc\"},\n {\"action\": \"create\", \"context\": {\"columns\": [\"column_1\", \"column_2\"], \"type\": \"hash\", \"unique\": True}},\n ],\n }\n\n Either way, `get_materialized_view_configuration_changes` needs to align with `get_alter_materialized_view_as_sql`.\n #} */\n {{- log('Determining configuration changes on: ' ~ existing_relation) -}}\n {%- do return(adapter.dispatch('get_materialized_view_configuration_changes', 'dbt')(existing_relation, new_config)) -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_materialized_view_configuration_changes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574531, - "supported_languages": null - }, - "macro.dbt.default__get_materialized_view_configuration_changes": { - "name": "default__get_materialized_view_configuration_changes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/alter.sql", - "original_file_path": "macros/relations/materialized_view/alter.sql", - "unique_id": "macro.dbt.default__get_materialized_view_configuration_changes", - "macro_sql": "{% macro default__get_materialized_view_configuration_changes(existing_relation, new_config) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.574666, - "supported_languages": null - }, - "macro.dbt.get_create_materialized_view_as_sql": { - "name": "get_create_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/create.sql", - "original_file_path": "macros/relations/materialized_view/create.sql", - "unique_id": "macro.dbt.get_create_materialized_view_as_sql", - "macro_sql": "{% macro get_create_materialized_view_as_sql(relation, sql) -%}\n {{- adapter.dispatch('get_create_materialized_view_as_sql', 'dbt')(relation, sql) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_materialized_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5749178, - "supported_languages": null - }, - "macro.dbt.default__get_create_materialized_view_as_sql": { - "name": "default__get_create_materialized_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/materialized_view/create.sql", - "original_file_path": "macros/relations/materialized_view/create.sql", - "unique_id": "macro.dbt.default__get_create_materialized_view_as_sql", - "macro_sql": "{% macro default__get_create_materialized_view_as_sql(relation, sql) -%}\n {{ exceptions.raise_compiler_error(\n \"`get_create_materialized_view_as_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5750499, - "supported_languages": null - }, - "macro.dbt.get_table_columns_and_constraints": { - "name": "get_table_columns_and_constraints", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.get_table_columns_and_constraints", - "macro_sql": "{%- macro get_table_columns_and_constraints() -%}\n {{ adapter.dispatch('get_table_columns_and_constraints', 'dbt')() }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_table_columns_and_constraints" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.575975, - "supported_languages": null - }, - "macro.dbt.default__get_table_columns_and_constraints": { - "name": "default__get_table_columns_and_constraints", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.default__get_table_columns_and_constraints", - "macro_sql": "{% macro default__get_table_columns_and_constraints() -%}\n {{ return(table_columns_and_constraints()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.table_columns_and_constraints" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.576086, - "supported_languages": null - }, - "macro.dbt.table_columns_and_constraints": { - "name": "table_columns_and_constraints", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.table_columns_and_constraints", - "macro_sql": "{% macro table_columns_and_constraints() %}\n {# loop through user_provided_columns to create DDL with data types and constraints #}\n {%- set raw_column_constraints = adapter.render_raw_columns_constraints(raw_columns=model['columns']) -%}\n {%- set raw_model_constraints = adapter.render_raw_model_constraints(raw_constraints=model['constraints']) -%}\n (\n {% for c in raw_column_constraints -%}\n {{ c }}{{ \",\" if not loop.last or raw_model_constraints }}\n {% endfor %}\n {% for c in raw_model_constraints -%}\n {{ c }}{{ \",\" if not loop.last }}\n {% endfor -%}\n )\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5765572, - "supported_languages": null - }, - "macro.dbt.get_assert_columns_equivalent": { - "name": "get_assert_columns_equivalent", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.get_assert_columns_equivalent", - "macro_sql": "\n\n{%- macro get_assert_columns_equivalent(sql) -%}\n {{ adapter.dispatch('get_assert_columns_equivalent', 'dbt')(sql) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__get_assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.576898, - "supported_languages": null - }, - "macro.dbt.default__get_assert_columns_equivalent": { - "name": "default__get_assert_columns_equivalent", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.default__get_assert_columns_equivalent", - "macro_sql": "{% macro default__get_assert_columns_equivalent(sql) -%}\n {{ return(assert_columns_equivalent(sql)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.577066, - "supported_languages": null - }, - "macro.dbt.assert_columns_equivalent": { - "name": "assert_columns_equivalent", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.assert_columns_equivalent", - "macro_sql": "{% macro assert_columns_equivalent(sql) %}\n\n {#-- First ensure the user has defined 'columns' in yaml specification --#}\n {%- set user_defined_columns = model['columns'] -%}\n {%- if not user_defined_columns -%}\n {{ exceptions.raise_contract_error([], []) }}\n {%- endif -%}\n\n {#-- Obtain the column schema provided by sql file. #}\n {%- set sql_file_provided_columns = get_column_schema_from_query(sql, config.get('sql_header', none)) -%}\n {#--Obtain the column schema provided by the schema file by generating an 'empty schema' query from the model's columns. #}\n {%- set schema_file_provided_columns = get_column_schema_from_query(get_empty_schema_sql(user_defined_columns)) -%}\n\n {#-- create dictionaries with name and formatted data type and strings for exception #}\n {%- set sql_columns = format_columns(sql_file_provided_columns) -%}\n {%- set yaml_columns = format_columns(schema_file_provided_columns) -%}\n\n {%- if sql_columns|length != yaml_columns|length -%}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n\n {%- for sql_col in sql_columns -%}\n {%- set yaml_col = [] -%}\n {%- for this_col in yaml_columns -%}\n {%- if this_col['name'] == sql_col['name'] -%}\n {%- do yaml_col.append(this_col) -%}\n {%- break -%}\n {%- endif -%}\n {%- endfor -%}\n {%- if not yaml_col -%}\n {#-- Column with name not found in yaml #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- if sql_col['formatted'] != yaml_col[0]['formatted'] -%}\n {#-- Column data types don't match #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- endfor -%}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_column_schema_from_query", - "macro.dbt.get_empty_schema_sql", - "macro.dbt.format_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.578506, - "supported_languages": null - }, - "macro.dbt.format_columns": { - "name": "format_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.format_columns", - "macro_sql": "{% macro format_columns(columns) %}\n {% set formatted_columns = [] %}\n {% for column in columns %}\n {%- set formatted_column = adapter.dispatch('format_column', 'dbt')(column) -%}\n {%- do formatted_columns.append(formatted_column) -%}\n {% endfor %}\n {{ return(formatted_columns) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__format_column" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5790122, - "supported_languages": null - }, - "macro.dbt.default__format_column": { - "name": "default__format_column", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/column/columns_spec_ddl.sql", - "original_file_path": "macros/relations/column/columns_spec_ddl.sql", - "unique_id": "macro.dbt.default__format_column", - "macro_sql": "{% macro default__format_column(column) -%}\n {% set data_type = column.dtype %}\n {% set formatted = column.column.lower() ~ \" \" ~ data_type %}\n {{ return({'name': column.name, 'data_type': data_type, 'formatted': formatted}) }}\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579401, - "supported_languages": null - }, - "macro.dbt.drop_table": { - "name": "drop_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/drop.sql", - "original_file_path": "macros/relations/table/drop.sql", - "unique_id": "macro.dbt.drop_table", - "macro_sql": "{% macro drop_table(relation) -%}\n {{- adapter.dispatch('drop_table', 'dbt')(relation) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579648, - "supported_languages": null - }, - "macro.dbt.default__drop_table": { - "name": "default__drop_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/drop.sql", - "original_file_path": "macros/relations/table/drop.sql", - "unique_id": "macro.dbt.default__drop_table", - "macro_sql": "{% macro default__drop_table(relation) -%}\n drop table if exists {{ relation }} cascade\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579745, - "supported_languages": null - }, - "macro.dbt.get_replace_table_sql": { - "name": "get_replace_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/replace.sql", - "original_file_path": "macros/relations/table/replace.sql", - "unique_id": "macro.dbt.get_replace_table_sql", - "macro_sql": "{% macro get_replace_table_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_table_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_table_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.579995, - "supported_languages": null - }, - "macro.dbt.default__get_replace_table_sql": { - "name": "default__get_replace_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/replace.sql", - "original_file_path": "macros/relations/table/replace.sql", - "unique_id": "macro.dbt.default__get_replace_table_sql", - "macro_sql": "{% macro default__get_replace_table_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5801332, - "supported_languages": null - }, - "macro.dbt.get_rename_table_sql": { - "name": "get_rename_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/rename.sql", - "original_file_path": "macros/relations/table/rename.sql", - "unique_id": "macro.dbt.get_rename_table_sql", - "macro_sql": "{% macro get_rename_table_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_table_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_table_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.580383, - "supported_languages": null - }, - "macro.dbt.default__get_rename_table_sql": { - "name": "default__get_rename_table_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/rename.sql", - "original_file_path": "macros/relations/table/rename.sql", - "unique_id": "macro.dbt.default__get_rename_table_sql", - "macro_sql": "{% macro default__get_rename_table_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.580514, - "supported_languages": null - }, - "macro.dbt.get_create_table_as_sql": { - "name": "get_create_table_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.get_create_table_as_sql", - "macro_sql": "{% macro get_create_table_as_sql(temporary, relation, sql) -%}\n {{ adapter.dispatch('get_create_table_as_sql', 'dbt')(temporary, relation, sql) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_table_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5813088, - "supported_languages": null - }, - "macro.dbt.default__get_create_table_as_sql": { - "name": "default__get_create_table_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__get_create_table_as_sql", - "macro_sql": "{% macro default__get_create_table_as_sql(temporary, relation, sql) -%}\n {{ return(create_table_as(temporary, relation, sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5814779, - "supported_languages": null - }, - "macro.dbt.create_table_as": { - "name": "create_table_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.create_table_as", - "macro_sql": "{% macro create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {# backward compatibility for create_table_as that does not support language #}\n {% if language == \"sql\" %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code)}}\n {% else %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code, language) }}\n {% endif %}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__create_table_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5818748, - "supported_languages": null - }, - "macro.dbt.default__create_table_as": { - "name": "default__create_table_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__create_table_as", - "macro_sql": "{% macro default__create_table_as(temporary, relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced and (not temporary) %}\n {{ get_assert_columns_equivalent(sql) }}\n {{ get_table_columns_and_constraints() }}\n {%- set sql = get_select_subquery(sql) %}\n {% endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent", - "macro.dbt.get_table_columns_and_constraints", - "macro.dbt.get_select_subquery" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5825112, - "supported_languages": null - }, - "macro.dbt.default__get_column_names": { - "name": "default__get_column_names", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__get_column_names", - "macro_sql": "{% macro default__get_column_names() %}\n {#- loop through user_provided_columns to get column names -#}\n {%- set user_provided_columns = model['columns'] -%}\n {%- for i in user_provided_columns %}\n {%- set col = user_provided_columns[i] -%}\n {%- set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] -%}\n {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.582929, - "supported_languages": null - }, - "macro.dbt.get_select_subquery": { - "name": "get_select_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.get_select_subquery", - "macro_sql": "{% macro get_select_subquery(sql) %}\n {{ return(adapter.dispatch('get_select_subquery', 'dbt')(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_select_subquery" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5830982, - "supported_languages": null - }, - "macro.dbt.default__get_select_subquery": { - "name": "default__get_select_subquery", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/table/create.sql", - "original_file_path": "macros/relations/table/create.sql", - "unique_id": "macro.dbt.default__get_select_subquery", - "macro_sql": "{% macro default__get_select_subquery(sql) %}\n select {{ adapter.dispatch('get_column_names', 'dbt')() }}\n from (\n {{ sql }}\n ) as model_subq\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.get_column_names", - "macro.dbt.default__get_column_names" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5832698, - "supported_languages": null - }, - "macro.dbt.drop_view": { - "name": "drop_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/drop.sql", - "original_file_path": "macros/relations/view/drop.sql", - "unique_id": "macro.dbt.drop_view", - "macro_sql": "{% macro drop_view(relation) -%}\n {{- adapter.dispatch('drop_view', 'dbt')(relation) -}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__drop_view" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5834901, - "supported_languages": null - }, - "macro.dbt.default__drop_view": { - "name": "default__drop_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/drop.sql", - "original_file_path": "macros/relations/view/drop.sql", - "unique_id": "macro.dbt.default__drop_view", - "macro_sql": "{% macro default__drop_view(relation) -%}\n drop view if exists {{ relation }} cascade\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.583584, - "supported_languages": null - }, - "macro.dbt.get_replace_view_sql": { - "name": "get_replace_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.get_replace_view_sql", - "macro_sql": "{% macro get_replace_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_replace_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.584353, - "supported_languages": null - }, - "macro.dbt.default__get_replace_view_sql": { - "name": "default__get_replace_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.default__get_replace_view_sql", - "macro_sql": "{% macro default__get_replace_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.584754, - "supported_languages": null - }, - "macro.dbt.create_or_replace_view": { - "name": "create_or_replace_view", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.create_or_replace_view", - "macro_sql": "{% macro create_or_replace_view() %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks) }}\n\n -- If there's a table with the same name and we weren't told to full refresh,\n -- that's an error. If we were told to full refresh, drop it. This behavior differs\n -- for Snowflake and BigQuery, so multiple dispatch is used.\n {%- if old_relation is not none and old_relation.is_table -%}\n {{ handle_existing_table(should_full_refresh(), old_relation) }}\n {%- endif -%}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(target_relation, sql) }}\n {%- endcall %}\n\n {% set should_revoke = should_revoke(exists_as_view, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {{ run_hooks(post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_hooks", - "macro.dbt.handle_existing_table", - "macro.dbt.should_full_refresh", - "macro.dbt.statement", - "macro.dbt.get_create_view_as_sql", - "macro.dbt.should_revoke", - "macro.dbt.apply_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.585983, - "supported_languages": null - }, - "macro.dbt.handle_existing_table": { - "name": "handle_existing_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.handle_existing_table", - "macro_sql": "{% macro handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.dispatch('handle_existing_table', 'dbt')(full_refresh, old_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__handle_existing_table" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.586167, - "supported_languages": null - }, - "macro.dbt.default__handle_existing_table": { - "name": "default__handle_existing_table", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/replace.sql", - "original_file_path": "macros/relations/view/replace.sql", - "unique_id": "macro.dbt.default__handle_existing_table", - "macro_sql": "{% macro default__handle_existing_table(full_refresh, old_relation) %}\n {{ log(\"Dropping relation \" ~ old_relation ~ \" because it is of type \" ~ old_relation.type) }}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5863621, - "supported_languages": null - }, - "macro.dbt.get_rename_view_sql": { - "name": "get_rename_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/rename.sql", - "original_file_path": "macros/relations/view/rename.sql", - "unique_id": "macro.dbt.get_rename_view_sql", - "macro_sql": "{% macro get_rename_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_rename_view_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.586609, - "supported_languages": null - }, - "macro.dbt.default__get_rename_view_sql": { - "name": "default__get_rename_view_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/rename.sql", - "original_file_path": "macros/relations/view/rename.sql", - "unique_id": "macro.dbt.default__get_rename_view_sql", - "macro_sql": "{% macro default__get_rename_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.586755, - "supported_languages": null - }, - "macro.dbt.get_create_view_as_sql": { - "name": "get_create_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.get_create_view_as_sql", - "macro_sql": "{% macro get_create_view_as_sql(relation, sql) -%}\n {{ adapter.dispatch('get_create_view_as_sql', 'dbt')(relation, sql) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_view_as_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.587469, - "supported_languages": null - }, - "macro.dbt.default__get_create_view_as_sql": { - "name": "default__get_create_view_as_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.default__get_create_view_as_sql", - "macro_sql": "{% macro default__get_create_view_as_sql(relation, sql) -%}\n {{ return(create_view_as(relation, sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.create_view_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.587637, - "supported_languages": null - }, - "macro.dbt.create_view_as": { - "name": "create_view_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.create_view_as", - "macro_sql": "{% macro create_view_as(relation, sql) -%}\n {{ adapter.dispatch('create_view_as', 'dbt')(relation, sql) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__create_view_as" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.587903, - "supported_languages": null - }, - "macro.dbt.default__create_view_as": { - "name": "default__create_view_as", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/relations/view/create.sql", - "original_file_path": "macros/relations/view/create.sql", - "unique_id": "macro.dbt.default__create_view_as", - "macro_sql": "{% macro default__create_view_as(relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_assert_columns_equivalent" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.588358, - "supported_languages": null - }, - "macro.dbt.default__test_relationships": { - "name": "default__test_relationships", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/relationships.sql", - "original_file_path": "macros/generic_test_sql/relationships.sql", - "unique_id": "macro.dbt.default__test_relationships", - "macro_sql": "{% macro default__test_relationships(model, column_name, to, field) %}\n\nwith child as (\n select {{ column_name }} as from_field\n from {{ model }}\n where {{ column_name }} is not null\n),\n\nparent as (\n select {{ field }} as to_field\n from {{ to }}\n)\n\nselect\n from_field\n\nfrom child\nleft join parent\n on child.from_field = parent.to_field\n\nwhere parent.to_field is null\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5886998, - "supported_languages": null - }, - "macro.dbt.default__test_not_null": { - "name": "default__test_not_null", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/not_null.sql", - "original_file_path": "macros/generic_test_sql/not_null.sql", - "unique_id": "macro.dbt.default__test_not_null", - "macro_sql": "{% macro default__test_not_null(model, column_name) %}\n\n{% set column_list = '*' if should_store_failures() else column_name %}\n\nselect {{ column_list }}\nfrom {{ model }}\nwhere {{ column_name }} is null\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.should_store_failures" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.588962, - "supported_languages": null - }, - "macro.dbt.default__test_unique": { - "name": "default__test_unique", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/unique.sql", - "original_file_path": "macros/generic_test_sql/unique.sql", - "unique_id": "macro.dbt.default__test_unique", - "macro_sql": "{% macro default__test_unique(model, column_name) %}\n\nselect\n {{ column_name }} as unique_field,\n count(*) as n_records\n\nfrom {{ model }}\nwhere {{ column_name }} is not null\ngroup by {{ column_name }}\nhaving count(*) > 1\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.58918, - "supported_languages": null - }, - "macro.dbt.default__test_accepted_values": { - "name": "default__test_accepted_values", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/generic_test_sql/accepted_values.sql", - "original_file_path": "macros/generic_test_sql/accepted_values.sql", - "unique_id": "macro.dbt.default__test_accepted_values", - "macro_sql": "{% macro default__test_accepted_values(model, column_name, values, quote=True) %}\n\nwith all_values as (\n\n select\n {{ column_name }} as value_field,\n count(*) as n_records\n\n from {{ model }}\n group by {{ column_name }}\n\n)\n\nselect *\nfrom all_values\nwhere value_field not in (\n {% for value in values -%}\n {% if quote -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n)\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.589668, - "supported_languages": null - }, - "macro.dbt.statement": { - "name": "statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/statement.sql", - "original_file_path": "macros/etc/statement.sql", - "unique_id": "macro.dbt.statement", - "macro_sql": "\n{%- macro statement(name=None, fetch_result=False, auto_begin=True, language='sql') -%}\n {%- if execute: -%}\n {%- set compiled_code = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime {} for node \"{}\"'.format(language, model['unique_id'])) }}\n {{ write(compiled_code) }}\n {%- endif -%}\n {%- if language == 'sql'-%}\n {%- set res, table = adapter.execute(compiled_code, auto_begin=auto_begin, fetch=fetch_result) -%}\n {%- elif language == 'python' -%}\n {%- set res = submit_python_job(model, compiled_code) -%}\n {#-- TODO: What should table be for python models? --#}\n {%- set table = None -%}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"statement macro didn't get supported language\") %}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_result(name, response=res, agate_table=table) }}\n {%- endif -%}\n\n {%- endif -%}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5913348, - "supported_languages": null - }, - "macro.dbt.noop_statement": { - "name": "noop_statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/statement.sql", - "original_file_path": "macros/etc/statement.sql", - "unique_id": "macro.dbt.noop_statement", - "macro_sql": "{% macro noop_statement(name=None, message=None, code=None, rows_affected=None, res=None) -%}\n {%- set sql = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime SQL for node \"{}\"'.format(model['unique_id'])) }}\n {{ write(sql) }}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_raw_result(name, message=message, code=code, rows_affected=rows_affected, agate_table=res) }}\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.592107, - "supported_languages": null - }, - "macro.dbt.run_query": { - "name": "run_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/statement.sql", - "original_file_path": "macros/etc/statement.sql", - "unique_id": "macro.dbt.run_query", - "macro_sql": "{% macro run_query(sql) %}\n {% call statement(\"run_query_statement\", fetch_result=true, auto_begin=false) %}\n {{ sql }}\n {% endcall %}\n\n {% do return(load_result(\"run_query_statement\").table) %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5923688, - "supported_languages": null - }, - "macro.dbt.convert_datetime": { - "name": "convert_datetime", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.convert_datetime", - "macro_sql": "{% macro convert_datetime(date_str, date_fmt) %}\n\n {% set error_msg -%}\n The provided partition date '{{ date_str }}' does not match the expected format '{{ date_fmt }}'\n {%- endset %}\n\n {% set res = try_or_compiler_error(error_msg, modules.datetime.datetime.strptime, date_str.strip(), date_fmt) %}\n {{ return(res) }}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.594178, - "supported_languages": null - }, - "macro.dbt.dates_in_range": { - "name": "dates_in_range", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.dates_in_range", - "macro_sql": "{% macro dates_in_range(start_date_str, end_date_str=none, in_fmt=\"%Y%m%d\", out_fmt=\"%Y%m%d\") %}\n {% set end_date_str = start_date_str if end_date_str is none else end_date_str %}\n\n {% set start_date = convert_datetime(start_date_str, in_fmt) %}\n {% set end_date = convert_datetime(end_date_str, in_fmt) %}\n\n {% set day_count = (end_date - start_date).days %}\n {% if day_count < 0 %}\n {% set msg -%}\n Partition start date is after the end date ({{ start_date }}, {{ end_date }})\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg, model) }}\n {% endif %}\n\n {% set date_list = [] %}\n {% for i in range(0, day_count + 1) %}\n {% set the_date = (modules.datetime.timedelta(days=i) + start_date) %}\n {% if not out_fmt %}\n {% set _ = date_list.append(the_date) %}\n {% else %}\n {% set _ = date_list.append(the_date.strftime(out_fmt)) %}\n {% endif %}\n {% endfor %}\n\n {{ return(date_list) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.convert_datetime" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.595413, - "supported_languages": null - }, - "macro.dbt.partition_range": { - "name": "partition_range", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.partition_range", - "macro_sql": "{% macro partition_range(raw_partition_date, date_fmt='%Y%m%d') %}\n {% set partition_range = (raw_partition_date | string).split(\",\") %}\n\n {% if (partition_range | length) == 1 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = none %}\n {% elif (partition_range | length) == 2 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = partition_range[1] %}\n {% else %}\n {{ exceptions.raise_compiler_error(\"Invalid partition time. Expected format: {Start Date}[,{End Date}]. Got: \" ~ raw_partition_date) }}\n {% endif %}\n\n {{ return(dates_in_range(start_date, end_date, in_fmt=date_fmt)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.dates_in_range" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.596152, - "supported_languages": null - }, - "macro.dbt.py_current_timestring": { - "name": "py_current_timestring", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/etc/datetime.sql", - "original_file_path": "macros/etc/datetime.sql", - "unique_id": "macro.dbt.py_current_timestring", - "macro_sql": "{% macro py_current_timestring() %}\n {% set dt = modules.datetime.datetime.now() %}\n {% do return(dt.strftime(\"%Y%m%d%H%M%S%f\")) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5963662, - "supported_languages": null - }, - "macro.dbt.except": { - "name": "except", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/except.sql", - "original_file_path": "macros/utils/except.sql", - "unique_id": "macro.dbt.except", - "macro_sql": "{% macro except() %}\n {{ return(adapter.dispatch('except', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__except" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.596595, - "supported_languages": null - }, - "macro.dbt.default__except": { - "name": "default__except", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/except.sql", - "original_file_path": "macros/utils/except.sql", - "unique_id": "macro.dbt.default__except", - "macro_sql": "{% macro default__except() %}\n\n except\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.5966668, - "supported_languages": null - }, - "macro.dbt.get_intervals_between": { - "name": "get_intervals_between", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.get_intervals_between", - "macro_sql": "{% macro get_intervals_between(start_date, end_date, datepart) -%}\n {{ return(adapter.dispatch('get_intervals_between', 'dbt')(start_date, end_date, datepart)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_intervals_between" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.597534, - "supported_languages": null - }, - "macro.dbt.default__get_intervals_between": { - "name": "default__get_intervals_between", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.default__get_intervals_between", - "macro_sql": "{% macro default__get_intervals_between(start_date, end_date, datepart) -%}\n {%- call statement('get_intervals_between', fetch_result=True) %}\n\n select {{ dbt.datediff(start_date, end_date, datepart) }}\n\n {%- endcall -%}\n\n {%- set value_list = load_result('get_intervals_between') -%}\n\n {%- if value_list and value_list['data'] -%}\n {%- set values = value_list['data'] | map(attribute=0) | list %}\n {{ return(values[0]) }}\n {%- else -%}\n {{ return(1) }}\n {%- endif -%}\n\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.datediff" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598059, - "supported_languages": null - }, - "macro.dbt.date_spine": { - "name": "date_spine", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.date_spine", - "macro_sql": "{% macro date_spine(datepart, start_date, end_date) %}\n {{ return(adapter.dispatch('date_spine', 'dbt')(datepart, start_date, end_date)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__date_spine" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598263, - "supported_languages": null - }, - "macro.dbt.default__date_spine": { - "name": "default__date_spine", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_spine.sql", - "original_file_path": "macros/utils/date_spine.sql", - "unique_id": "macro.dbt.default__date_spine", - "macro_sql": "{% macro default__date_spine(datepart, start_date, end_date) %}\n\n\n {# call as follows:\n\n date_spine(\n \"day\",\n \"to_date('01/01/2016', 'mm/dd/yyyy')\",\n \"dbt.dateadd(week, 1, current_date)\"\n ) #}\n\n\n with rawdata as (\n\n {{dbt.generate_series(\n dbt.get_intervals_between(start_date, end_date, datepart)\n )}}\n\n ),\n\n all_periods as (\n\n select (\n {{\n dbt.dateadd(\n datepart,\n \"row_number() over (order by 1) - 1\",\n start_date\n )\n }}\n ) as date_{{datepart}}\n from rawdata\n\n ),\n\n filtered as (\n\n select *\n from all_periods\n where date_{{datepart}} <= {{ end_date }}\n\n )\n\n select * from filtered\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.generate_series", - "macro.dbt.get_intervals_between", - "macro.dbt.dateadd" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598598, - "supported_languages": null - }, - "macro.dbt.date": { - "name": "date", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date.sql", - "original_file_path": "macros/utils/date.sql", - "unique_id": "macro.dbt.date", - "macro_sql": "{% macro date(year, month, day) %}\n {{ return(adapter.dispatch('date', 'dbt') (year, month, day)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__date" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.598995, - "supported_languages": null - }, - "macro.dbt.default__date": { - "name": "default__date", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date.sql", - "original_file_path": "macros/utils/date.sql", - "unique_id": "macro.dbt.default__date", - "macro_sql": "{% macro default__date(year, month, day) -%}\n {%- set dt = modules.datetime.date(year, month, day) -%}\n {%- set iso_8601_formatted_date = dt.strftime('%Y-%m-%d') -%}\n to_date('{{ iso_8601_formatted_date }}', 'YYYY-MM-DD')\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.599257, - "supported_languages": null - }, - "macro.dbt.replace": { - "name": "replace", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/replace.sql", - "original_file_path": "macros/utils/replace.sql", - "unique_id": "macro.dbt.replace", - "macro_sql": "{% macro replace(field, old_chars, new_chars) -%}\n {{ return(adapter.dispatch('replace', 'dbt') (field, old_chars, new_chars)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__replace" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.599692, - "supported_languages": null - }, - "macro.dbt.default__replace": { - "name": "default__replace", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/replace.sql", - "original_file_path": "macros/utils/replace.sql", - "unique_id": "macro.dbt.default__replace", - "macro_sql": "{% macro default__replace(field, old_chars, new_chars) %}\n\n replace(\n {{ field }},\n {{ old_chars }},\n {{ new_chars }}\n )\n\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.599882, - "supported_languages": null - }, - "macro.dbt.concat": { - "name": "concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/concat.sql", - "original_file_path": "macros/utils/concat.sql", - "unique_id": "macro.dbt.concat", - "macro_sql": "{% macro concat(fields) -%}\n {{ return(adapter.dispatch('concat', 'dbt')(fields)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__concat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6001291, - "supported_languages": null - }, - "macro.dbt.default__concat": { - "name": "default__concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/concat.sql", - "original_file_path": "macros/utils/concat.sql", - "unique_id": "macro.dbt.default__concat", - "macro_sql": "{% macro default__concat(fields) -%}\n {{ fields|join(' || ') }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.600281, - "supported_languages": null - }, - "macro.dbt.get_powers_of_two": { - "name": "get_powers_of_two", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.get_powers_of_two", - "macro_sql": "{% macro get_powers_of_two(upper_bound) %}\n {{ return(adapter.dispatch('get_powers_of_two', 'dbt')(upper_bound)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_powers_of_two" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6011431, - "supported_languages": null - }, - "macro.dbt.default__get_powers_of_two": { - "name": "default__get_powers_of_two", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.default__get_powers_of_two", - "macro_sql": "{% macro default__get_powers_of_two(upper_bound) %}\n\n {% if upper_bound <= 0 %}\n {{ exceptions.raise_compiler_error(\"upper bound must be positive\") }}\n {% endif %}\n\n {% for _ in range(1, 100) %}\n {% if upper_bound <= 2 ** loop.index %}{{ return(loop.index) }}{% endif %}\n {% endfor %}\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.601634, - "supported_languages": null - }, - "macro.dbt.generate_series": { - "name": "generate_series", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.generate_series", - "macro_sql": "{% macro generate_series(upper_bound) %}\n {{ return(adapter.dispatch('generate_series', 'dbt')(upper_bound)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__generate_series" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.601803, - "supported_languages": null - }, - "macro.dbt.default__generate_series": { - "name": "default__generate_series", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/generate_series.sql", - "original_file_path": "macros/utils/generate_series.sql", - "unique_id": "macro.dbt.default__generate_series", - "macro_sql": "{% macro default__generate_series(upper_bound) %}\n\n {% set n = dbt.get_powers_of_two(upper_bound) %}\n\n with p as (\n select 0 as generated_number union all select 1\n ), unioned as (\n\n select\n\n {% for i in range(n) %}\n p{{i}}.generated_number * power(2, {{i}})\n {% if not loop.last %} + {% endif %}\n {% endfor %}\n + 1\n as generated_number\n\n from\n\n {% for i in range(n) %}\n p as p{{i}}\n {% if not loop.last %} cross join {% endif %}\n {% endfor %}\n\n )\n\n select *\n from unioned\n where generated_number <= {{upper_bound}}\n order by generated_number\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_powers_of_two" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602241, - "supported_languages": null - }, - "macro.dbt.length": { - "name": "length", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/length.sql", - "original_file_path": "macros/utils/length.sql", - "unique_id": "macro.dbt.length", - "macro_sql": "{% macro length(expression) -%}\n {{ return(adapter.dispatch('length', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__length" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602468, - "supported_languages": null - }, - "macro.dbt.default__length": { - "name": "default__length", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/length.sql", - "original_file_path": "macros/utils/length.sql", - "unique_id": "macro.dbt.default__length", - "macro_sql": "{% macro default__length(expression) %}\n\n length(\n {{ expression }}\n )\n\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602565, - "supported_languages": null - }, - "macro.dbt.dateadd": { - "name": "dateadd", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/dateadd.sql", - "original_file_path": "macros/utils/dateadd.sql", - "unique_id": "macro.dbt.dateadd", - "macro_sql": "{% macro dateadd(datepart, interval, from_date_or_timestamp) %}\n {{ return(adapter.dispatch('dateadd', 'dbt')(datepart, interval, from_date_or_timestamp)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__dateadd" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.602869, - "supported_languages": null - }, - "macro.dbt.default__dateadd": { - "name": "default__dateadd", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/dateadd.sql", - "original_file_path": "macros/utils/dateadd.sql", - "unique_id": "macro.dbt.default__dateadd", - "macro_sql": "{% macro default__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n dateadd(\n {{ datepart }},\n {{ interval }},\n {{ from_date_or_timestamp }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60308, - "supported_languages": null - }, - "macro.dbt.intersect": { - "name": "intersect", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/intersect.sql", - "original_file_path": "macros/utils/intersect.sql", - "unique_id": "macro.dbt.intersect", - "macro_sql": "{% macro intersect() %}\n {{ return(adapter.dispatch('intersect', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__intersect" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60331, - "supported_languages": null - }, - "macro.dbt.default__intersect": { - "name": "default__intersect", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/intersect.sql", - "original_file_path": "macros/utils/intersect.sql", - "unique_id": "macro.dbt.default__intersect", - "macro_sql": "{% macro default__intersect() %}\n\n intersect\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.603382, - "supported_languages": null - }, - "macro.dbt.escape_single_quotes": { - "name": "escape_single_quotes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/escape_single_quotes.sql", - "original_file_path": "macros/utils/escape_single_quotes.sql", - "unique_id": "macro.dbt.escape_single_quotes", - "macro_sql": "{% macro escape_single_quotes(expression) %}\n {{ return(adapter.dispatch('escape_single_quotes', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__escape_single_quotes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6036139, - "supported_languages": null - }, - "macro.dbt.default__escape_single_quotes": { - "name": "default__escape_single_quotes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/escape_single_quotes.sql", - "original_file_path": "macros/utils/escape_single_quotes.sql", - "unique_id": "macro.dbt.default__escape_single_quotes", - "macro_sql": "{% macro default__escape_single_quotes(expression) -%}\n{{ expression | replace(\"'\",\"''\") }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.603744, - "supported_languages": null - }, - "macro.dbt.right": { - "name": "right", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/right.sql", - "original_file_path": "macros/utils/right.sql", - "unique_id": "macro.dbt.right", - "macro_sql": "{% macro right(string_text, length_expression) -%}\n {{ return(adapter.dispatch('right', 'dbt') (string_text, length_expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__right" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.604049, - "supported_languages": null - }, - "macro.dbt.default__right": { - "name": "default__right", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/right.sql", - "original_file_path": "macros/utils/right.sql", - "unique_id": "macro.dbt.default__right", - "macro_sql": "{% macro default__right(string_text, length_expression) %}\n\n right(\n {{ string_text }},\n {{ length_expression }}\n )\n\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.604373, - "supported_languages": null - }, - "macro.dbt.listagg": { - "name": "listagg", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/listagg.sql", - "original_file_path": "macros/utils/listagg.sql", - "unique_id": "macro.dbt.listagg", - "macro_sql": "{% macro listagg(measure, delimiter_text=\"','\", order_by_clause=none, limit_num=none) -%}\n {{ return(adapter.dispatch('listagg', 'dbt') (measure, delimiter_text, order_by_clause, limit_num)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__listagg" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.605271, - "supported_languages": null - }, - "macro.dbt.default__listagg": { - "name": "default__listagg", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/listagg.sql", - "original_file_path": "macros/utils/listagg.sql", - "unique_id": "macro.dbt.default__listagg", - "macro_sql": "{% macro default__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n\n {% if limit_num -%}\n array_to_string(\n array_slice(\n array_agg(\n {{ measure }}\n ){% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n ,0\n ,{{ limit_num }}\n ),\n {{ delimiter_text }}\n )\n {%- else %}\n listagg(\n {{ measure }},\n {{ delimiter_text }}\n )\n {% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n {%- endif %}\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.605628, - "supported_languages": null - }, - "macro.dbt.datediff": { - "name": "datediff", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/datediff.sql", - "original_file_path": "macros/utils/datediff.sql", - "unique_id": "macro.dbt.datediff", - "macro_sql": "{% macro datediff(first_date, second_date, datepart) %}\n {{ return(adapter.dispatch('datediff', 'dbt')(first_date, second_date, datepart)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__datediff" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6059341, - "supported_languages": null - }, - "macro.dbt.default__datediff": { - "name": "default__datediff", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/datediff.sql", - "original_file_path": "macros/utils/datediff.sql", - "unique_id": "macro.dbt.default__datediff", - "macro_sql": "{% macro default__datediff(first_date, second_date, datepart) -%}\n\n datediff(\n {{ datepart }},\n {{ first_date }},\n {{ second_date }}\n )\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.606266, - "supported_languages": null - }, - "macro.dbt.safe_cast": { - "name": "safe_cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/safe_cast.sql", - "original_file_path": "macros/utils/safe_cast.sql", - "unique_id": "macro.dbt.safe_cast", - "macro_sql": "{% macro safe_cast(field, type) %}\n {{ return(adapter.dispatch('safe_cast', 'dbt') (field, type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__safe_cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60669, - "supported_languages": null - }, - "macro.dbt.default__safe_cast": { - "name": "default__safe_cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/safe_cast.sql", - "original_file_path": "macros/utils/safe_cast.sql", - "unique_id": "macro.dbt.default__safe_cast", - "macro_sql": "{% macro default__safe_cast(field, type) %}\n {# most databases don't support this function yet\n so we just need to use cast #}\n cast({{field}} as {{type}})\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.607027, - "supported_languages": null - }, - "macro.dbt.hash": { - "name": "hash", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/hash.sql", - "original_file_path": "macros/utils/hash.sql", - "unique_id": "macro.dbt.hash", - "macro_sql": "{% macro hash(field) -%}\n {{ return(adapter.dispatch('hash', 'dbt') (field)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__hash" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.607307, - "supported_languages": null - }, - "macro.dbt.default__hash": { - "name": "default__hash", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/hash.sql", - "original_file_path": "macros/utils/hash.sql", - "unique_id": "macro.dbt.default__hash", - "macro_sql": "{% macro default__hash(field) -%}\n md5(cast({{ field }} as {{ api.Column.translate_type('string') }}))\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.607462, - "supported_languages": null - }, - "macro.dbt.cast_bool_to_text": { - "name": "cast_bool_to_text", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast_bool_to_text.sql", - "original_file_path": "macros/utils/cast_bool_to_text.sql", - "unique_id": "macro.dbt.cast_bool_to_text", - "macro_sql": "{% macro cast_bool_to_text(field) %}\n {{ adapter.dispatch('cast_bool_to_text', 'dbt') (field) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__cast_bool_to_text" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6078038, - "supported_languages": null - }, - "macro.dbt.default__cast_bool_to_text": { - "name": "default__cast_bool_to_text", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast_bool_to_text.sql", - "original_file_path": "macros/utils/cast_bool_to_text.sql", - "unique_id": "macro.dbt.default__cast_bool_to_text", - "macro_sql": "{% macro default__cast_bool_to_text(field) %}\n cast({{ field }} as {{ api.Column.translate_type('string') }})\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6080132, - "supported_languages": null - }, - "macro.dbt.cast": { - "name": "cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast.sql", - "original_file_path": "macros/utils/cast.sql", - "unique_id": "macro.dbt.cast", - "macro_sql": "{% macro cast(field, type) %}\n {{ return(adapter.dispatch('cast', 'dbt') (field, type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6082869, - "supported_languages": null - }, - "macro.dbt.default__cast": { - "name": "default__cast", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/cast.sql", - "original_file_path": "macros/utils/cast.sql", - "unique_id": "macro.dbt.default__cast", - "macro_sql": "{% macro default__cast(field, type) %}\n cast({{field}} as {{type}})\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6084092, - "supported_languages": null - }, - "macro.dbt.any_value": { - "name": "any_value", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/any_value.sql", - "original_file_path": "macros/utils/any_value.sql", - "unique_id": "macro.dbt.any_value", - "macro_sql": "{% macro any_value(expression) -%}\n {{ return(adapter.dispatch('any_value', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__any_value" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.608633, - "supported_languages": null - }, - "macro.dbt.default__any_value": { - "name": "default__any_value", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/any_value.sql", - "original_file_path": "macros/utils/any_value.sql", - "unique_id": "macro.dbt.default__any_value", - "macro_sql": "{% macro default__any_value(expression) -%}\n\n any_value({{ expression }})\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.608732, - "supported_languages": null - }, - "macro.dbt.position": { - "name": "position", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/position.sql", - "original_file_path": "macros/utils/position.sql", - "unique_id": "macro.dbt.position", - "macro_sql": "{% macro position(substring_text, string_text) -%}\n {{ return(adapter.dispatch('position', 'dbt') (substring_text, string_text)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__position" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.608992, - "supported_languages": null - }, - "macro.dbt.default__position": { - "name": "default__position", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/position.sql", - "original_file_path": "macros/utils/position.sql", - "unique_id": "macro.dbt.default__position", - "macro_sql": "{% macro default__position(substring_text, string_text) %}\n\n position(\n {{ substring_text }} in {{ string_text }}\n )\n\n{%- endmacro -%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.60912, - "supported_languages": null - }, - "macro.dbt.string_literal": { - "name": "string_literal", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/literal.sql", - "original_file_path": "macros/utils/literal.sql", - "unique_id": "macro.dbt.string_literal", - "macro_sql": "{%- macro string_literal(value) -%}\n {{ return(adapter.dispatch('string_literal', 'dbt') (value)) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__string_literal" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.609399, - "supported_languages": null - }, - "macro.dbt.default__string_literal": { - "name": "default__string_literal", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/literal.sql", - "original_file_path": "macros/utils/literal.sql", - "unique_id": "macro.dbt.default__string_literal", - "macro_sql": "{% macro default__string_literal(value) -%}\n '{{ value }}'\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.609611, - "supported_languages": null - }, - "macro.dbt.type_string": { - "name": "type_string", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_string", - "macro_sql": "\n\n{%- macro type_string() -%}\n {{ return(adapter.dispatch('type_string', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_string" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.610694, - "supported_languages": null - }, - "macro.dbt.default__type_string": { - "name": "default__type_string", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_string", - "macro_sql": "{% macro default__type_string() %}\n {{ return(api.Column.translate_type(\"string\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.610843, - "supported_languages": null - }, - "macro.dbt.type_timestamp": { - "name": "type_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_timestamp", - "macro_sql": "\n\n{%- macro type_timestamp() -%}\n {{ return(adapter.dispatch('type_timestamp', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.611068, - "supported_languages": null - }, - "macro.dbt.default__type_timestamp": { - "name": "default__type_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_timestamp", - "macro_sql": "{% macro default__type_timestamp() %}\n {{ return(api.Column.translate_type(\"timestamp\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6112902, - "supported_languages": null - }, - "macro.dbt.type_float": { - "name": "type_float", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_float", - "macro_sql": "\n\n{%- macro type_float() -%}\n {{ return(adapter.dispatch('type_float', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_float" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6115808, - "supported_languages": null - }, - "macro.dbt.default__type_float": { - "name": "default__type_float", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_float", - "macro_sql": "{% macro default__type_float() %}\n {{ return(api.Column.translate_type(\"float\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.611736, - "supported_languages": null - }, - "macro.dbt.type_numeric": { - "name": "type_numeric", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_numeric", - "macro_sql": "\n\n{%- macro type_numeric() -%}\n {{ return(adapter.dispatch('type_numeric', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_numeric" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.611878, - "supported_languages": null - }, - "macro.dbt.default__type_numeric": { - "name": "default__type_numeric", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_numeric", - "macro_sql": "{% macro default__type_numeric() %}\n {{ return(api.Column.numeric_type(\"numeric\", 28, 6)) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.61204, - "supported_languages": null - }, - "macro.dbt.type_bigint": { - "name": "type_bigint", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_bigint", - "macro_sql": "\n\n{%- macro type_bigint() -%}\n {{ return(adapter.dispatch('type_bigint', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_bigint" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.612183, - "supported_languages": null - }, - "macro.dbt.default__type_bigint": { - "name": "default__type_bigint", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_bigint", - "macro_sql": "{% macro default__type_bigint() %}\n {{ return(api.Column.translate_type(\"bigint\")) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.612608, - "supported_languages": null - }, - "macro.dbt.type_int": { - "name": "type_int", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_int", - "macro_sql": "\n\n{%- macro type_int() -%}\n {{ return(adapter.dispatch('type_int', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_int" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6128159, - "supported_languages": null - }, - "macro.dbt.default__type_int": { - "name": "default__type_int", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_int", - "macro_sql": "{%- macro default__type_int() -%}\n {{ return(api.Column.translate_type(\"integer\")) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.612986, - "supported_languages": null - }, - "macro.dbt.type_boolean": { - "name": "type_boolean", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.type_boolean", - "macro_sql": "\n\n{%- macro type_boolean() -%}\n {{ return(adapter.dispatch('type_boolean', 'dbt')()) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.default__type_boolean" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.613248, - "supported_languages": null - }, - "macro.dbt.default__type_boolean": { - "name": "default__type_boolean", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/data_types.sql", - "original_file_path": "macros/utils/data_types.sql", - "unique_id": "macro.dbt.default__type_boolean", - "macro_sql": "{%- macro default__type_boolean() -%}\n {{ return(api.Column.translate_type(\"boolean\")) }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6134121, - "supported_languages": null - }, - "macro.dbt.array_concat": { - "name": "array_concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_concat.sql", - "original_file_path": "macros/utils/array_concat.sql", - "unique_id": "macro.dbt.array_concat", - "macro_sql": "{% macro array_concat(array_1, array_2) -%}\n {{ return(adapter.dispatch('array_concat', 'dbt')(array_1, array_2)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__array_concat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.613683, - "supported_languages": null - }, - "macro.dbt.default__array_concat": { - "name": "default__array_concat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_concat.sql", - "original_file_path": "macros/utils/array_concat.sql", - "unique_id": "macro.dbt.default__array_concat", - "macro_sql": "{% macro default__array_concat(array_1, array_2) -%}\n array_cat({{ array_1 }}, {{ array_2 }})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.613804, - "supported_languages": null - }, - "macro.dbt.bool_or": { - "name": "bool_or", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/bool_or.sql", - "original_file_path": "macros/utils/bool_or.sql", - "unique_id": "macro.dbt.bool_or", - "macro_sql": "{% macro bool_or(expression) -%}\n {{ return(adapter.dispatch('bool_or', 'dbt') (expression)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__bool_or" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6140301, - "supported_languages": null - }, - "macro.dbt.default__bool_or": { - "name": "default__bool_or", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/bool_or.sql", - "original_file_path": "macros/utils/bool_or.sql", - "unique_id": "macro.dbt.default__bool_or", - "macro_sql": "{% macro default__bool_or(expression) -%}\n\n bool_or({{ expression }})\n\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.614128, - "supported_languages": null - }, - "macro.dbt.last_day": { - "name": "last_day", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/last_day.sql", - "original_file_path": "macros/utils/last_day.sql", - "unique_id": "macro.dbt.last_day", - "macro_sql": "{% macro last_day(date, datepart) %}\n {{ return(adapter.dispatch('last_day', 'dbt') (date, datepart)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__last_day" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.61443, - "supported_languages": null - }, - "macro.dbt.default_last_day": { - "name": "default_last_day", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/last_day.sql", - "original_file_path": "macros/utils/last_day.sql", - "unique_id": "macro.dbt.default_last_day", - "macro_sql": "\n\n{%- macro default_last_day(date, datepart) -%}\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd(datepart, '1', dbt.date_trunc(datepart, date))\n )}}\n as date)\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt.dateadd", - "macro.dbt.date_trunc" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.614666, - "supported_languages": null - }, - "macro.dbt.default__last_day": { - "name": "default__last_day", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/last_day.sql", - "original_file_path": "macros/utils/last_day.sql", - "unique_id": "macro.dbt.default__last_day", - "macro_sql": "{% macro default__last_day(date, datepart) -%}\n {{dbt.default_last_day(date, datepart)}}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default_last_day" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.614798, - "supported_languages": null - }, - "macro.dbt.split_part": { - "name": "split_part", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/split_part.sql", - "original_file_path": "macros/utils/split_part.sql", - "unique_id": "macro.dbt.split_part", - "macro_sql": "{% macro split_part(string_text, delimiter_text, part_number) %}\n {{ return(adapter.dispatch('split_part', 'dbt') (string_text, delimiter_text, part_number)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__split_part" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6152692, - "supported_languages": null - }, - "macro.dbt.default__split_part": { - "name": "default__split_part", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/split_part.sql", - "original_file_path": "macros/utils/split_part.sql", - "unique_id": "macro.dbt.default__split_part", - "macro_sql": "{% macro default__split_part(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n {{ part_number }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.615414, - "supported_languages": null - }, - "macro.dbt._split_part_negative": { - "name": "_split_part_negative", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/split_part.sql", - "original_file_path": "macros/utils/split_part.sql", - "unique_id": "macro.dbt._split_part_negative", - "macro_sql": "{% macro _split_part_negative(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n length({{ string_text }})\n - length(\n replace({{ string_text }}, {{ delimiter_text }}, '')\n ) + 2 + {{ part_number }}\n )\n\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.615668, - "supported_languages": null - }, - "macro.dbt.date_trunc": { - "name": "date_trunc", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_trunc.sql", - "original_file_path": "macros/utils/date_trunc.sql", - "unique_id": "macro.dbt.date_trunc", - "macro_sql": "{% macro date_trunc(datepart, date) -%}\n {{ return(adapter.dispatch('date_trunc', 'dbt') (datepart, date)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__date_trunc" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.616012, - "supported_languages": null - }, - "macro.dbt.default__date_trunc": { - "name": "default__date_trunc", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/date_trunc.sql", - "original_file_path": "macros/utils/date_trunc.sql", - "unique_id": "macro.dbt.default__date_trunc", - "macro_sql": "{% macro default__date_trunc(datepart, date) -%}\n date_trunc('{{datepart}}', {{date}})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6161332, - "supported_languages": null - }, - "macro.dbt.array_construct": { - "name": "array_construct", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_construct.sql", - "original_file_path": "macros/utils/array_construct.sql", - "unique_id": "macro.dbt.array_construct", - "macro_sql": "{% macro array_construct(inputs=[], data_type=api.Column.translate_type('integer')) -%}\n {{ return(adapter.dispatch('array_construct', 'dbt')(inputs, data_type)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__array_construct" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.616485, - "supported_languages": null - }, - "macro.dbt.default__array_construct": { - "name": "default__array_construct", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_construct.sql", - "original_file_path": "macros/utils/array_construct.sql", - "unique_id": "macro.dbt.default__array_construct", - "macro_sql": "{% macro default__array_construct(inputs, data_type) -%}\n {% if inputs|length > 0 %}\n array[ {{ inputs|join(' , ') }} ]\n {% else %}\n array[]::{{data_type}}[]\n {% endif %}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6167018, - "supported_languages": null - }, - "macro.dbt.array_append": { - "name": "array_append", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_append.sql", - "original_file_path": "macros/utils/array_append.sql", - "unique_id": "macro.dbt.array_append", - "macro_sql": "{% macro array_append(array, new_element) -%}\n {{ return(adapter.dispatch('array_append', 'dbt')(array, new_element)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__array_append" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.616954, - "supported_languages": null - }, - "macro.dbt.default__array_append": { - "name": "default__array_append", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/utils/array_append.sql", - "original_file_path": "macros/utils/array_append.sql", - "unique_id": "macro.dbt.default__array_append", - "macro_sql": "{% macro default__array_append(array, new_element) -%}\n array_append({{ array }}, {{ new_element }})\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.617163, - "supported_languages": null - }, - "macro.dbt.create_schema": { - "name": "create_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.create_schema", - "macro_sql": "{% macro create_schema(relation) -%}\n {{ adapter.dispatch('create_schema', 'dbt')(relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__create_schema" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6174898, - "supported_languages": null - }, - "macro.dbt.default__create_schema": { - "name": "default__create_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.default__create_schema", - "macro_sql": "{% macro default__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n create schema if not exists {{ relation.without_identifier() }}\n {% endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6176488, - "supported_languages": null - }, - "macro.dbt.drop_schema": { - "name": "drop_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.drop_schema", - "macro_sql": "{% macro drop_schema(relation) -%}\n {{ adapter.dispatch('drop_schema', 'dbt')(relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__drop_schema" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.617794, - "supported_languages": null - }, - "macro.dbt.default__drop_schema": { - "name": "default__drop_schema", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/schema.sql", - "original_file_path": "macros/adapters/schema.sql", - "unique_id": "macro.dbt.default__drop_schema", - "macro_sql": "{% macro default__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {% endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.617953, - "supported_languages": null - }, - "macro.dbt.current_timestamp": { - "name": "current_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.current_timestamp", - "macro_sql": "{%- macro current_timestamp() -%}\n {{ adapter.dispatch('current_timestamp', 'dbt')() }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618387, - "supported_languages": null - }, - "macro.dbt.default__current_timestamp": { - "name": "default__current_timestamp", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__current_timestamp", - "macro_sql": "{% macro default__current_timestamp() -%}\n {{ exceptions.raise_not_implemented(\n 'current_timestamp macro not implemented for adapter ' + adapter.type()) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.61852, - "supported_languages": null - }, - "macro.dbt.snapshot_get_time": { - "name": "snapshot_get_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.snapshot_get_time", - "macro_sql": "\n\n{%- macro snapshot_get_time() -%}\n {{ adapter.dispatch('snapshot_get_time', 'dbt')() }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__snapshot_get_time" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618648, - "supported_languages": null - }, - "macro.dbt.default__snapshot_get_time": { - "name": "default__snapshot_get_time", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__snapshot_get_time", - "macro_sql": "{% macro default__snapshot_get_time() %}\n {{ current_timestamp() }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618738, - "supported_languages": null - }, - "macro.dbt.current_timestamp_backcompat": { - "name": "current_timestamp_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.current_timestamp_backcompat", - "macro_sql": "{% macro current_timestamp_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__current_timestamp_backcompat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618884, - "supported_languages": null - }, - "macro.dbt.default__current_timestamp_backcompat": { - "name": "default__current_timestamp_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__current_timestamp_backcompat", - "macro_sql": "{% macro default__current_timestamp_backcompat() %}\n current_timestamp::timestamp\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.618953, - "supported_languages": null - }, - "macro.dbt.current_timestamp_in_utc_backcompat": { - "name": "current_timestamp_in_utc_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.current_timestamp_in_utc_backcompat", - "macro_sql": "{% macro current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_in_utc_backcompat', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__current_timestamp_in_utc_backcompat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.619099, - "supported_languages": null - }, - "macro.dbt.default__current_timestamp_in_utc_backcompat": { - "name": "default__current_timestamp_in_utc_backcompat", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/timestamps.sql", - "original_file_path": "macros/adapters/timestamps.sql", - "unique_id": "macro.dbt.default__current_timestamp_in_utc_backcompat", - "macro_sql": "{% macro default__current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.current_timestamp_backcompat", - "macro.dbt.default__current_timestamp_backcompat" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.619243, - "supported_languages": null - }, - "macro.dbt.get_create_index_sql": { - "name": "get_create_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.get_create_index_sql", - "macro_sql": "{% macro get_create_index_sql(relation, index_dict) -%}\n {{ return(adapter.dispatch('get_create_index_sql', 'dbt')(relation, index_dict)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_create_index_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6200519, - "supported_languages": null - }, - "macro.dbt.default__get_create_index_sql": { - "name": "default__get_create_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__get_create_index_sql", - "macro_sql": "{% macro default__get_create_index_sql(relation, index_dict) -%}\n {% do return(None) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.620178, - "supported_languages": null - }, - "macro.dbt.create_indexes": { - "name": "create_indexes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.create_indexes", - "macro_sql": "{% macro create_indexes(relation) -%}\n {{ adapter.dispatch('create_indexes', 'dbt')(relation) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__create_indexes" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6203132, - "supported_languages": null - }, - "macro.dbt.default__create_indexes": { - "name": "default__create_indexes", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__create_indexes", - "macro_sql": "{% macro default__create_indexes(relation) -%}\n {%- set _indexes = config.get('indexes', default=[]) -%}\n\n {% for _index_dict in _indexes %}\n {% set create_index_sql = get_create_index_sql(relation, _index_dict) %}\n {% if create_index_sql %}\n {% do run_query(create_index_sql) %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_create_index_sql", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.620661, - "supported_languages": null - }, - "macro.dbt.get_drop_index_sql": { - "name": "get_drop_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.get_drop_index_sql", - "macro_sql": "{% macro get_drop_index_sql(relation, index_name) -%}\n {{ adapter.dispatch('get_drop_index_sql', 'dbt')(relation, index_name) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_drop_index_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.620883, - "supported_languages": null - }, - "macro.dbt.default__get_drop_index_sql": { - "name": "default__get_drop_index_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__get_drop_index_sql", - "macro_sql": "{% macro default__get_drop_index_sql(relation, index_name) -%}\n {{ exceptions.raise_compiler_error(\"`get_drop_index_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.621006, - "supported_languages": null - }, - "macro.dbt.get_show_indexes_sql": { - "name": "get_show_indexes_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.get_show_indexes_sql", - "macro_sql": "{% macro get_show_indexes_sql(relation) -%}\n {{ adapter.dispatch('get_show_indexes_sql', 'dbt')(relation) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_show_indexes_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.621143, - "supported_languages": null - }, - "macro.dbt.default__get_show_indexes_sql": { - "name": "default__get_show_indexes_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/indexes.sql", - "original_file_path": "macros/adapters/indexes.sql", - "unique_id": "macro.dbt.default__get_show_indexes_sql", - "macro_sql": "{% macro default__get_show_indexes_sql(relation) -%}\n {{ exceptions.raise_compiler_error(\"`get_show_indexes_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.621253, - "supported_languages": null - }, - "macro.dbt.make_intermediate_relation": { - "name": "make_intermediate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.make_intermediate_relation", - "macro_sql": "{% macro make_intermediate_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_intermediate_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__make_intermediate_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.623536, - "supported_languages": null - }, - "macro.dbt.default__make_intermediate_relation": { - "name": "default__make_intermediate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__make_intermediate_relation", - "macro_sql": "{% macro default__make_intermediate_relation(base_relation, suffix) %}\n {{ return(default__make_temp_relation(base_relation, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__make_temp_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.623714, - "supported_languages": null - }, - "macro.dbt.make_temp_relation": { - "name": "make_temp_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.make_temp_relation", - "macro_sql": "{% macro make_temp_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_temp_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__make_temp_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.624009, - "supported_languages": null - }, - "macro.dbt.default__make_temp_relation": { - "name": "default__make_temp_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__make_temp_relation", - "macro_sql": "{% macro default__make_temp_relation(base_relation, suffix) %}\n {%- set temp_identifier = base_relation.identifier ~ suffix -%}\n {%- set temp_relation = base_relation.incorporate(\n path={\"identifier\": temp_identifier}) -%}\n\n {{ return(temp_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6242938, - "supported_languages": null - }, - "macro.dbt.make_backup_relation": { - "name": "make_backup_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.make_backup_relation", - "macro_sql": "{% macro make_backup_relation(base_relation, backup_relation_type, suffix='__dbt_backup') %}\n {{ return(adapter.dispatch('make_backup_relation', 'dbt')(base_relation, backup_relation_type, suffix)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__make_backup_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6245818, - "supported_languages": null - }, - "macro.dbt.default__make_backup_relation": { - "name": "default__make_backup_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__make_backup_relation", - "macro_sql": "{% macro default__make_backup_relation(base_relation, backup_relation_type, suffix) %}\n {%- set backup_identifier = base_relation.identifier ~ suffix -%}\n {%- set backup_relation = base_relation.incorporate(\n path={\"identifier\": backup_identifier},\n type=backup_relation_type\n ) -%}\n {{ return(backup_relation) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.624875, - "supported_languages": null - }, - "macro.dbt.truncate_relation": { - "name": "truncate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.truncate_relation", - "macro_sql": "{% macro truncate_relation(relation) -%}\n {{ return(adapter.dispatch('truncate_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__truncate_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6251829, - "supported_languages": null - }, - "macro.dbt.default__truncate_relation": { - "name": "default__truncate_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__truncate_relation", - "macro_sql": "{% macro default__truncate_relation(relation) -%}\n {% call statement('truncate_relation') -%}\n truncate table {{ relation }}\n {%- endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.625504, - "supported_languages": null - }, - "macro.dbt.get_or_create_relation": { - "name": "get_or_create_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.get_or_create_relation", - "macro_sql": "{% macro get_or_create_relation(database, schema, identifier, type) -%}\n {{ return(adapter.dispatch('get_or_create_relation', 'dbt')(database, schema, identifier, type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_or_create_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6259258, - "supported_languages": null - }, - "macro.dbt.default__get_or_create_relation": { - "name": "default__get_or_create_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.default__get_or_create_relation", - "macro_sql": "{% macro default__get_or_create_relation(database, schema, identifier, type) %}\n {%- set target_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% if target_relation %}\n {% do return([true, target_relation]) %}\n {% endif %}\n\n {%- set new_relation = api.Relation.create(\n database=database,\n schema=schema,\n identifier=identifier,\n type=type\n ) -%}\n {% do return([false, new_relation]) %}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6266, - "supported_languages": null - }, - "macro.dbt.load_cached_relation": { - "name": "load_cached_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.load_cached_relation", - "macro_sql": "{% macro load_cached_relation(relation) %}\n {% do return(adapter.get_relation(\n database=relation.database,\n schema=relation.schema,\n identifier=relation.identifier\n )) -%}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.626827, - "supported_languages": null - }, - "macro.dbt.load_relation": { - "name": "load_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/relation.sql", - "original_file_path": "macros/adapters/relation.sql", - "unique_id": "macro.dbt.load_relation", - "macro_sql": "{% macro load_relation(relation) %}\n {{ return(load_cached_relation(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.load_cached_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.627006, - "supported_languages": null - }, - "macro.dbt.collect_freshness": { - "name": "collect_freshness", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/freshness.sql", - "original_file_path": "macros/adapters/freshness.sql", - "unique_id": "macro.dbt.collect_freshness", - "macro_sql": "{% macro collect_freshness(source, loaded_at_field, filter) %}\n {{ return(adapter.dispatch('collect_freshness', 'dbt')(source, loaded_at_field, filter))}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__collect_freshness" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.627537, - "supported_languages": null - }, - "macro.dbt.default__collect_freshness": { - "name": "default__collect_freshness", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/freshness.sql", - "original_file_path": "macros/adapters/freshness.sql", - "unique_id": "macro.dbt.default__collect_freshness", - "macro_sql": "{% macro default__collect_freshness(source, loaded_at_field, filter) %}\n {% call statement('collect_freshness', fetch_result=True, auto_begin=False) -%}\n select\n max({{ loaded_at_field }}) as max_loaded_at,\n {{ current_timestamp() }} as snapshotted_at\n from {{ source }}\n {% if filter %}\n where {{ filter }}\n {% endif %}\n {% endcall %}\n {{ return(load_result('collect_freshness')) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.current_timestamp" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6279008, - "supported_languages": null - }, - "macro.dbt.validate_sql": { - "name": "validate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/validate_sql.sql", - "original_file_path": "macros/adapters/validate_sql.sql", - "unique_id": "macro.dbt.validate_sql", - "macro_sql": "{% macro validate_sql(sql) -%}\n {{ return(adapter.dispatch('validate_sql', 'dbt')(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__validate_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.628159, - "supported_languages": null - }, - "macro.dbt.default__validate_sql": { - "name": "default__validate_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/validate_sql.sql", - "original_file_path": "macros/adapters/validate_sql.sql", - "unique_id": "macro.dbt.default__validate_sql", - "macro_sql": "{% macro default__validate_sql(sql) -%}\n {% call statement('validate_sql') -%}\n explain {{ sql }}\n {% endcall %}\n {{ return(load_result('validate_sql')) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.628586, - "supported_languages": null - }, - "macro.dbt.copy_grants": { - "name": "copy_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.copy_grants", - "macro_sql": "{% macro copy_grants() %}\n {{ return(adapter.dispatch('copy_grants', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__copy_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.630272, - "supported_languages": null - }, - "macro.dbt.default__copy_grants": { - "name": "default__copy_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__copy_grants", - "macro_sql": "{% macro default__copy_grants() %}\n {{ return(True) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.630375, - "supported_languages": null - }, - "macro.dbt.support_multiple_grantees_per_dcl_statement": { - "name": "support_multiple_grantees_per_dcl_statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.support_multiple_grantees_per_dcl_statement", - "macro_sql": "{% macro support_multiple_grantees_per_dcl_statement() %}\n {{ return(adapter.dispatch('support_multiple_grantees_per_dcl_statement', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__support_multiple_grantees_per_dcl_statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6305249, - "supported_languages": null - }, - "macro.dbt.default__support_multiple_grantees_per_dcl_statement": { - "name": "default__support_multiple_grantees_per_dcl_statement", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__support_multiple_grantees_per_dcl_statement", - "macro_sql": "\n\n{%- macro default__support_multiple_grantees_per_dcl_statement() -%}\n {{ return(True) }}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.630635, - "supported_languages": null - }, - "macro.dbt.should_revoke": { - "name": "should_revoke", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.should_revoke", - "macro_sql": "{% macro should_revoke(existing_relation, full_refresh_mode=True) %}\n\n {% if not existing_relation %}\n {#-- The table doesn't already exist, so no grants to copy over --#}\n {{ return(False) }}\n {% elif full_refresh_mode %}\n {#-- The object is being REPLACED -- whether grants are copied over depends on the value of user config --#}\n {{ return(copy_grants()) }}\n {% else %}\n {#-- The table is being merged/upserted/inserted -- grants will be carried over --#}\n {{ return(True) }}\n {% endif %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.copy_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631142, - "supported_languages": null - }, - "macro.dbt.get_show_grant_sql": { - "name": "get_show_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_show_grant_sql", - "macro_sql": "{% macro get_show_grant_sql(relation) %}\n {{ return(adapter.dispatch(\"get_show_grant_sql\", \"dbt\")(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_show_grant_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631454, - "supported_languages": null - }, - "macro.dbt.default__get_show_grant_sql": { - "name": "default__get_show_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_show_grant_sql", - "macro_sql": "{% macro default__get_show_grant_sql(relation) %}\n show grants on {{ relation }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631595, - "supported_languages": null - }, - "macro.dbt.get_grant_sql": { - "name": "get_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_grant_sql", - "macro_sql": "{% macro get_grant_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_grant_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_grant_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.631816, - "supported_languages": null - }, - "macro.dbt.default__get_grant_sql": { - "name": "default__get_grant_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_grant_sql", - "macro_sql": "\n\n{%- macro default__get_grant_sql(relation, privilege, grantees) -%}\n grant {{ privilege }} on {{ relation }} to {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632146, - "supported_languages": null - }, - "macro.dbt.get_revoke_sql": { - "name": "get_revoke_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_revoke_sql", - "macro_sql": "{% macro get_revoke_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_revoke_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_revoke_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632417, - "supported_languages": null - }, - "macro.dbt.default__get_revoke_sql": { - "name": "default__get_revoke_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_revoke_sql", - "macro_sql": "\n\n{%- macro default__get_revoke_sql(relation, privilege, grantees) -%}\n revoke {{ privilege }} on {{ relation }} from {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632649, - "supported_languages": null - }, - "macro.dbt.get_dcl_statement_list": { - "name": "get_dcl_statement_list", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.get_dcl_statement_list", - "macro_sql": "{% macro get_dcl_statement_list(relation, grant_config, get_dcl_macro) %}\n {{ return(adapter.dispatch('get_dcl_statement_list', 'dbt')(relation, grant_config, get_dcl_macro)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_dcl_statement_list" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.632864, - "supported_languages": null - }, - "macro.dbt.default__get_dcl_statement_list": { - "name": "default__get_dcl_statement_list", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__get_dcl_statement_list", - "macro_sql": "\n\n{%- macro default__get_dcl_statement_list(relation, grant_config, get_dcl_macro) -%}\n {#\n -- Unpack grant_config into specific privileges and the set of users who need them granted/revoked.\n -- Depending on whether this database supports multiple grantees per statement, pass in the list of\n -- all grantees per privilege, or (if not) template one statement per privilege-grantee pair.\n -- `get_dcl_macro` will be either `get_grant_sql` or `get_revoke_sql`\n #}\n {%- set dcl_statements = [] -%}\n {%- for privilege, grantees in grant_config.items() %}\n {%- if support_multiple_grantees_per_dcl_statement() and grantees -%}\n {%- set dcl = get_dcl_macro(relation, privilege, grantees) -%}\n {%- do dcl_statements.append(dcl) -%}\n {%- else -%}\n {%- for grantee in grantees -%}\n {% set dcl = get_dcl_macro(relation, privilege, [grantee]) %}\n {%- do dcl_statements.append(dcl) -%}\n {% endfor -%}\n {%- endif -%}\n {%- endfor -%}\n {{ return(dcl_statements) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.support_multiple_grantees_per_dcl_statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.633584, - "supported_languages": null - }, - "macro.dbt.call_dcl_statements": { - "name": "call_dcl_statements", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.call_dcl_statements", - "macro_sql": "{% macro call_dcl_statements(dcl_statement_list) %}\n {{ return(adapter.dispatch(\"call_dcl_statements\", \"dbt\")(dcl_statement_list)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__call_dcl_statements" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.633773, - "supported_languages": null - }, - "macro.dbt.default__call_dcl_statements": { - "name": "default__call_dcl_statements", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__call_dcl_statements", - "macro_sql": "{% macro default__call_dcl_statements(dcl_statement_list) %}\n {#\n -- By default, supply all grant + revoke statements in a single semicolon-separated block,\n -- so that they're all processed together.\n\n -- Some databases do not support this. Those adapters will need to override this macro\n -- to run each statement individually.\n #}\n {% call statement('grants') %}\n {% for dcl_statement in dcl_statement_list %}\n {{ dcl_statement }};\n {% endfor %}\n {% endcall %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6339872, - "supported_languages": null - }, - "macro.dbt.apply_grants": { - "name": "apply_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.apply_grants", - "macro_sql": "{% macro apply_grants(relation, grant_config, should_revoke) %}\n {{ return(adapter.dispatch(\"apply_grants\", \"dbt\")(relation, grant_config, should_revoke)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__apply_grants" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6342359, - "supported_languages": null - }, - "macro.dbt.default__apply_grants": { - "name": "default__apply_grants", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/apply_grants.sql", - "original_file_path": "macros/adapters/apply_grants.sql", - "unique_id": "macro.dbt.default__apply_grants", - "macro_sql": "{% macro default__apply_grants(relation, grant_config, should_revoke=True) %}\n {#-- If grant_config is {} or None, this is a no-op --#}\n {% if grant_config %}\n {% if should_revoke %}\n {#-- We think previous grants may have carried over --#}\n {#-- Show current grants and calculate diffs --#}\n {% set current_grants_table = run_query(get_show_grant_sql(relation)) %}\n {% set current_grants_dict = adapter.standardize_grants_dict(current_grants_table) %}\n {% set needs_granting = diff_of_two_dicts(grant_config, current_grants_dict) %}\n {% set needs_revoking = diff_of_two_dicts(current_grants_dict, grant_config) %}\n {% if not (needs_granting or needs_revoking) %}\n {{ log('On ' ~ relation ~': All grants are in place, no revocation or granting needed.')}}\n {% endif %}\n {% else %}\n {#-- We don't think there's any chance of previous grants having carried over. --#}\n {#-- Jump straight to granting what the user has configured. --#}\n {% set needs_revoking = {} %}\n {% set needs_granting = grant_config %}\n {% endif %}\n {% if needs_granting or needs_revoking %}\n {% set revoke_statement_list = get_dcl_statement_list(relation, needs_revoking, get_revoke_sql) %}\n {% set grant_statement_list = get_dcl_statement_list(relation, needs_granting, get_grant_sql) %}\n {% set dcl_statement_list = revoke_statement_list + grant_statement_list %}\n {% if dcl_statement_list %}\n {{ call_dcl_statements(dcl_statement_list) }}\n {% endif %}\n {% endif %}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query", - "macro.dbt.get_show_grant_sql", - "macro.dbt.get_dcl_statement_list", - "macro.dbt.call_dcl_statements" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.635697, - "supported_languages": null - }, - "macro.dbt.get_show_sql": { - "name": "get_show_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/show.sql", - "original_file_path": "macros/adapters/show.sql", - "unique_id": "macro.dbt.get_show_sql", - "macro_sql": "{% macro get_show_sql(compiled_code, sql_header, limit) -%}\n {%- if sql_header -%}\n {{ sql_header }}\n {%- endif -%}\n {%- if limit is not none -%}\n {{ get_limit_subquery_sql(compiled_code, limit) }}\n {%- else -%}\n {{ compiled_code }}\n {%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_limit_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.636234, - "supported_languages": null - }, - "macro.dbt.get_limit_subquery_sql": { - "name": "get_limit_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/show.sql", - "original_file_path": "macros/adapters/show.sql", - "unique_id": "macro.dbt.get_limit_subquery_sql", - "macro_sql": "{% macro get_limit_subquery_sql(sql, limit) %}\n {{ adapter.dispatch('get_limit_subquery_sql', 'dbt')(sql, limit) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_limit_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6364129, - "supported_languages": null - }, - "macro.dbt.default__get_limit_subquery_sql": { - "name": "default__get_limit_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/show.sql", - "original_file_path": "macros/adapters/show.sql", - "unique_id": "macro.dbt.default__get_limit_subquery_sql", - "macro_sql": "{% macro default__get_limit_subquery_sql(sql, limit) %}\n select *\n from (\n {{ sql }}\n ) as model_limit_subq\n limit {{ limit }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.636543, - "supported_languages": null - }, - "macro.dbt.alter_column_comment": { - "name": "alter_column_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.alter_column_comment", - "macro_sql": "{% macro alter_column_comment(relation, column_dict) -%}\n {{ return(adapter.dispatch('alter_column_comment', 'dbt')(relation, column_dict)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__alter_column_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.637163, - "supported_languages": null - }, - "macro.dbt.default__alter_column_comment": { - "name": "default__alter_column_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.default__alter_column_comment", - "macro_sql": "{% macro default__alter_column_comment(relation, column_dict) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_column_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6373188, - "supported_languages": null - }, - "macro.dbt.alter_relation_comment": { - "name": "alter_relation_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.alter_relation_comment", - "macro_sql": "{% macro alter_relation_comment(relation, relation_comment) -%}\n {{ return(adapter.dispatch('alter_relation_comment', 'dbt')(relation, relation_comment)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__alter_relation_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.637505, - "supported_languages": null - }, - "macro.dbt.default__alter_relation_comment": { - "name": "default__alter_relation_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.default__alter_relation_comment", - "macro_sql": "{% macro default__alter_relation_comment(relation, relation_comment) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_relation_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.637656, - "supported_languages": null - }, - "macro.dbt.persist_docs": { - "name": "persist_docs", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.persist_docs", - "macro_sql": "{% macro persist_docs(relation, model, for_relation=true, for_columns=true) -%}\n {{ return(adapter.dispatch('persist_docs', 'dbt')(relation, model, for_relation, for_columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__persist_docs" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6378949, - "supported_languages": null - }, - "macro.dbt.default__persist_docs": { - "name": "default__persist_docs", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/persist_docs.sql", - "original_file_path": "macros/adapters/persist_docs.sql", - "unique_id": "macro.dbt.default__persist_docs", - "macro_sql": "{% macro default__persist_docs(relation, model, for_relation, for_columns) -%}\n {% if for_relation and config.persist_relation_docs() and model.description %}\n {% do run_query(alter_relation_comment(relation, model.description)) %}\n {% endif %}\n\n {% if for_columns and config.persist_column_docs() and model.columns %}\n {% do run_query(alter_column_comment(relation, model.columns)) %}\n {% endif %}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query", - "macro.dbt.alter_relation_comment", - "macro.dbt.alter_column_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.638315, - "supported_languages": null - }, - "macro.dbt.get_catalog_relations": { - "name": "get_catalog_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_catalog_relations", - "macro_sql": "{% macro get_catalog_relations(information_schema, relations) -%}\n {{ return(adapter.dispatch('get_catalog_relations', 'dbt')(information_schema, relations)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_catalog_relations" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.641557, - "supported_languages": null - }, - "macro.dbt.default__get_catalog_relations": { - "name": "default__get_catalog_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_catalog_relations", - "macro_sql": "{% macro default__get_catalog_relations(information_schema, relations) -%}\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog_relations not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.641786, - "supported_languages": null - }, - "macro.dbt.get_catalog": { - "name": "get_catalog", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_catalog", - "macro_sql": "{% macro get_catalog(information_schema, schemas) -%}\n {{ return(adapter.dispatch('get_catalog', 'dbt')(information_schema, schemas)) }}\n{%- endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_catalog" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.641964, - "supported_languages": null - }, - "macro.dbt.default__get_catalog": { - "name": "default__get_catalog", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_catalog", - "macro_sql": "{% macro default__get_catalog(information_schema, schemas) -%}\n\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6421819, - "supported_languages": null - }, - "macro.dbt.information_schema_name": { - "name": "information_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.information_schema_name", - "macro_sql": "{% macro information_schema_name(database) %}\n {{ return(adapter.dispatch('information_schema_name', 'dbt')(database)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__information_schema_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.642339, - "supported_languages": null - }, - "macro.dbt.default__information_schema_name": { - "name": "default__information_schema_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__information_schema_name", - "macro_sql": "{% macro default__information_schema_name(database) -%}\n {%- if database -%}\n {{ database }}.INFORMATION_SCHEMA\n {%- else -%}\n INFORMATION_SCHEMA\n {%- endif -%}\n{%- endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.642478, - "supported_languages": null - }, - "macro.dbt.list_schemas": { - "name": "list_schemas", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.list_schemas", - "macro_sql": "{% macro list_schemas(database) -%}\n {{ return(adapter.dispatch('list_schemas', 'dbt')(database)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__list_schemas" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.642636, - "supported_languages": null - }, - "macro.dbt.default__list_schemas": { - "name": "default__list_schemas", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__list_schemas", - "macro_sql": "{% macro default__list_schemas(database) -%}\n {% set sql %}\n select distinct schema_name\n from {{ information_schema_name(database) }}.SCHEMATA\n where catalog_name ilike '{{ database }}'\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.information_schema_name", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6429498, - "supported_languages": null - }, - "macro.dbt.check_schema_exists": { - "name": "check_schema_exists", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.check_schema_exists", - "macro_sql": "{% macro check_schema_exists(information_schema, schema) -%}\n {{ return(adapter.dispatch('check_schema_exists', 'dbt')(information_schema, schema)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__check_schema_exists" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.643213, - "supported_languages": null - }, - "macro.dbt.default__check_schema_exists": { - "name": "default__check_schema_exists", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__check_schema_exists", - "macro_sql": "{% macro default__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from {{ information_schema.replace(information_schema_view='SCHEMATA') }}\n where catalog_name='{{ information_schema.database }}'\n and schema_name='{{ schema }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.replace", - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.64348, - "supported_languages": null - }, - "macro.dbt.list_relations_without_caching": { - "name": "list_relations_without_caching", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.list_relations_without_caching", - "macro_sql": "{% macro list_relations_without_caching(schema_relation) %}\n {{ return(adapter.dispatch('list_relations_without_caching', 'dbt')(schema_relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__list_relations_without_caching" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.643647, - "supported_languages": null - }, - "macro.dbt.default__list_relations_without_caching": { - "name": "default__list_relations_without_caching", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__list_relations_without_caching", - "macro_sql": "{% macro default__list_relations_without_caching(schema_relation) %}\n {{ exceptions.raise_not_implemented(\n 'list_relations_without_caching macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.643786, - "supported_languages": null - }, - "macro.dbt.get_catalog_for_single_relation": { - "name": "get_catalog_for_single_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_catalog_for_single_relation", - "macro_sql": "{% macro get_catalog_for_single_relation(relation) %}\n {{ return(adapter.dispatch('get_catalog_for_single_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_catalog_for_single_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6439428, - "supported_languages": null - }, - "macro.dbt.default__get_catalog_for_single_relation": { - "name": "default__get_catalog_for_single_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_catalog_for_single_relation", - "macro_sql": "{% macro default__get_catalog_for_single_relation(relation) %}\n {{ exceptions.raise_not_implemented(\n 'get_catalog_for_single_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644087, - "supported_languages": null - }, - "macro.dbt.get_relations": { - "name": "get_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_relations", - "macro_sql": "{% macro get_relations() %}\n {{ return(adapter.dispatch('get_relations', 'dbt')()) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_relations" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644233, - "supported_languages": null - }, - "macro.dbt.default__get_relations": { - "name": "default__get_relations", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_relations", - "macro_sql": "{% macro default__get_relations() %}\n {{ exceptions.raise_not_implemented(\n 'get_relations macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6443672, - "supported_languages": null - }, - "macro.dbt.get_relation_last_modified": { - "name": "get_relation_last_modified", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.get_relation_last_modified", - "macro_sql": "{% macro get_relation_last_modified(information_schema, relations) %}\n {{ return(adapter.dispatch('get_relation_last_modified', 'dbt')(information_schema, relations)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_relation_last_modified" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644545, - "supported_languages": null - }, - "macro.dbt.default__get_relation_last_modified": { - "name": "default__get_relation_last_modified", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/metadata.sql", - "original_file_path": "macros/adapters/metadata.sql", - "unique_id": "macro.dbt.default__get_relation_last_modified", - "macro_sql": "{% macro default__get_relation_last_modified(information_schema, relations) %}\n {{ exceptions.raise_not_implemented(\n 'get_relation_last_modified macro not implemented for adapter ' + adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.644694, - "supported_languages": null - }, - "macro.dbt.get_columns_in_relation": { - "name": "get_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_columns_in_relation", - "macro_sql": "{% macro get_columns_in_relation(relation) -%}\n {{ return(adapter.dispatch('get_columns_in_relation', 'dbt')(relation)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__get_columns_in_relation" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6467142, - "supported_languages": null - }, - "macro.dbt.default__get_columns_in_relation": { - "name": "default__get_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_columns_in_relation", - "macro_sql": "{% macro default__get_columns_in_relation(relation) -%}\n {{ exceptions.raise_not_implemented(\n 'get_columns_in_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6468558, - "supported_languages": null - }, - "macro.dbt.sql_convert_columns_in_relation": { - "name": "sql_convert_columns_in_relation", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.sql_convert_columns_in_relation", - "macro_sql": "{% macro sql_convert_columns_in_relation(table) -%}\n {% set columns = [] %}\n {% for row in table %}\n {% do columns.append(api.Column(*row)) %}\n {% endfor %}\n {{ return(columns) }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6472719, - "supported_languages": null - }, - "macro.dbt.get_empty_subquery_sql": { - "name": "get_empty_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_empty_subquery_sql", - "macro_sql": "{% macro get_empty_subquery_sql(select_sql, select_sql_header=none) -%}\n {{ return(adapter.dispatch('get_empty_subquery_sql', 'dbt')(select_sql, select_sql_header)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_empty_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6476228, - "supported_languages": null - }, - "macro.dbt.default__get_empty_subquery_sql": { - "name": "default__get_empty_subquery_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_empty_subquery_sql", - "macro_sql": "{% macro default__get_empty_subquery_sql(select_sql, select_sql_header=none) %}\n {%- if select_sql_header is not none -%}\n {{ select_sql_header }}\n {%- endif -%}\n select * from (\n {{ select_sql }}\n ) as __dbt_sbq\n where false\n limit 0\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.647819, - "supported_languages": null - }, - "macro.dbt.get_empty_schema_sql": { - "name": "get_empty_schema_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_empty_schema_sql", - "macro_sql": "{% macro get_empty_schema_sql(columns) -%}\n {{ return(adapter.dispatch('get_empty_schema_sql', 'dbt')(columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_empty_schema_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.647976, - "supported_languages": null - }, - "macro.dbt.default__get_empty_schema_sql": { - "name": "default__get_empty_schema_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_empty_schema_sql", - "macro_sql": "{% macro default__get_empty_schema_sql(columns) %}\n {%- set col_err = [] -%}\n {%- set col_naked_numeric = [] -%}\n select\n {% for i in columns %}\n {%- set col = columns[i] -%}\n {%- if col['data_type'] is not defined -%}\n {%- do col_err.append(col['name']) -%}\n {#-- If this column's type is just 'numeric' then it is missing precision/scale, raise a warning --#}\n {%- elif col['data_type'].strip().lower() in ('numeric', 'decimal', 'number') -%}\n {%- do col_naked_numeric.append(col['name']) -%}\n {%- endif -%}\n {% set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] %}\n {{ cast('null', col['data_type']) }} as {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n {%- if (col_err | length) > 0 -%}\n {{ exceptions.column_type_missing(column_names=col_err) }}\n {%- elif (col_naked_numeric | length) > 0 -%}\n {{ exceptions.warn(\"Detected columns with numeric type and unspecified precision/scale, this can lead to unintended rounding: \" ~ col_naked_numeric ~ \"`\") }}\n {%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.649274, - "supported_languages": null - }, - "macro.dbt.get_column_schema_from_query": { - "name": "get_column_schema_from_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_column_schema_from_query", - "macro_sql": "{% macro get_column_schema_from_query(select_sql, select_sql_header=none) -%}\n {% set columns = [] %}\n {# -- Using an 'empty subquery' here to get the same schema as the given select_sql statement, without necessitating a data scan.#}\n {% set sql = get_empty_subquery_sql(select_sql, select_sql_header) %}\n {% set column_schema = adapter.get_column_schema_from_query(sql) %}\n {{ return(column_schema) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.get_empty_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6496909, - "supported_languages": null - }, - "macro.dbt.get_columns_in_query": { - "name": "get_columns_in_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.get_columns_in_query", - "macro_sql": "{% macro get_columns_in_query(select_sql) -%}\n {{ return(adapter.dispatch('get_columns_in_query', 'dbt')(select_sql)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__get_columns_in_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6498759, - "supported_languages": null - }, - "macro.dbt.default__get_columns_in_query": { - "name": "default__get_columns_in_query", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__get_columns_in_query", - "macro_sql": "{% macro default__get_columns_in_query(select_sql) %}\n {% call statement('get_columns_in_query', fetch_result=True, auto_begin=False) -%}\n {{ get_empty_subquery_sql(select_sql) }}\n {% endcall %}\n {{ return(load_result('get_columns_in_query').table.columns | map(attribute='name') | list) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement", - "macro.dbt.get_empty_subquery_sql" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.65018, - "supported_languages": null - }, - "macro.dbt.alter_column_type": { - "name": "alter_column_type", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.alter_column_type", - "macro_sql": "{% macro alter_column_type(relation, column_name, new_column_type) -%}\n {{ return(adapter.dispatch('alter_column_type', 'dbt')(relation, column_name, new_column_type)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__alter_column_type" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.650385, - "supported_languages": null - }, - "macro.dbt.default__alter_column_type": { - "name": "default__alter_column_type", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__alter_column_type", - "macro_sql": "{% macro default__alter_column_type(relation, column_name, new_column_type) -%}\n {#\n 1. Create a new column (w/ temp name and correct type)\n 2. Copy data over to it\n 3. Drop the existing column (cascade!)\n 4. Rename the new column to existing column\n #}\n {%- set tmp_column = column_name + \"__dbt_alter\" -%}\n\n {% call statement('alter_column_type') %}\n alter table {{ relation }} add column {{ adapter.quote(tmp_column) }} {{ new_column_type }};\n update {{ relation }} set {{ adapter.quote(tmp_column) }} = {{ adapter.quote(column_name) }};\n alter table {{ relation }} drop column {{ adapter.quote(column_name) }} cascade;\n alter table {{ relation }} rename column {{ adapter.quote(tmp_column) }} to {{ adapter.quote(column_name) }}\n {% endcall %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.statement" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.650893, - "supported_languages": null - }, - "macro.dbt.alter_relation_add_remove_columns": { - "name": "alter_relation_add_remove_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.alter_relation_add_remove_columns", - "macro_sql": "{% macro alter_relation_add_remove_columns(relation, add_columns = none, remove_columns = none) -%}\n {{ return(adapter.dispatch('alter_relation_add_remove_columns', 'dbt')(relation, add_columns, remove_columns)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt_duckdb.duckdb__alter_relation_add_remove_columns" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.651119, - "supported_languages": null - }, - "macro.dbt.default__alter_relation_add_remove_columns": { - "name": "default__alter_relation_add_remove_columns", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/adapters/columns.sql", - "original_file_path": "macros/adapters/columns.sql", - "unique_id": "macro.dbt.default__alter_relation_add_remove_columns", - "macro_sql": "{% macro default__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns is none %}\n {% set add_columns = [] %}\n {% endif %}\n {% if remove_columns is none %}\n {% set remove_columns = [] %}\n {% endif %}\n\n {% set sql -%}\n\n alter {{ relation.type }} {{ relation }}\n\n {% for column in add_columns %}\n add column {{ column.name }} {{ column.data_type }}{{ ',' if not loop.last }}\n {% endfor %}{{ ',' if add_columns and remove_columns }}\n\n {% for column in remove_columns %}\n drop column {{ column.name }}{{ ',' if not loop.last }}\n {% endfor %}\n\n {%- endset -%}\n\n {% do run_query(sql) %}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.run_query" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.651943, - "supported_languages": null - }, - "macro.dbt.get_fixture_sql": { - "name": "get_fixture_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/unit_test_sql/get_fixture_sql.sql", - "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", - "unique_id": "macro.dbt.get_fixture_sql", - "macro_sql": "{% macro get_fixture_sql(rows, column_name_to_data_types) %}\n-- Fixture for {{ model.name }}\n{% set default_row = {} %}\n\n{%- if not column_name_to_data_types -%}\n{#-- Use defer_relation IFF it is available in the manifest and 'this' is missing from the database --#}\n{%- set this_or_defer_relation = defer_relation if (defer_relation and not load_relation(this)) else this -%}\n{%- set columns_in_relation = adapter.get_columns_in_relation(this_or_defer_relation) -%}\n\n{%- set column_name_to_data_types = {} -%}\n{%- for column in columns_in_relation -%}\n{#-- This needs to be a case-insensitive comparison --#}\n{%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n{%- endfor -%}\n{%- endif -%}\n\n{%- if not column_name_to_data_types -%}\n {{ exceptions.raise_compiler_error(\"Not able to get columns for unit test '\" ~ model.name ~ \"' from relation \" ~ this ~ \" because the relation doesn't exist\") }}\n{%- endif -%}\n\n{%- for column_name, column_type in column_name_to_data_types.items() -%}\n {%- do default_row.update({column_name: (safe_cast(\"null\", column_type) | trim )}) -%}\n{%- endfor -%}\n\n\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\n{%- set default_row_copy = default_row.copy() -%}\n{%- do default_row_copy.update(formatted_row) -%}\nselect\n{%- for column_name, column_value in default_row_copy.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n\n{%- if (rows | length) == 0 -%}\n select\n {%- for column_name, column_value in default_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%},{%- endif %}\n {%- endfor %}\n limit 0\n{%- endif -%}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.load_relation", - "macro.dbt.safe_cast", - "macro.dbt.format_row" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.65484, - "supported_languages": null - }, - "macro.dbt.get_expected_sql": { - "name": "get_expected_sql", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/unit_test_sql/get_fixture_sql.sql", - "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", - "unique_id": "macro.dbt.get_expected_sql", - "macro_sql": "{% macro get_expected_sql(rows, column_name_to_data_types) %}\n\n{%- if (rows | length) == 0 -%}\n select * from dbt_internal_unit_test_actual\n limit 0\n{%- else -%}\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\nselect\n{%- for column_name, column_value in formatted_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n{%- endif -%}\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.format_row" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.655329, - "supported_languages": null - }, - "macro.dbt.format_row": { - "name": "format_row", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/unit_test_sql/get_fixture_sql.sql", - "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", - "unique_id": "macro.dbt.format_row", - "macro_sql": "\n\n{%- macro format_row(row, column_name_to_data_types) -%}\n {#-- generate case-insensitive formatted row --#}\n {% set formatted_row = {} %}\n {%- for column_name, column_value in row.items() -%}\n {% set column_name = column_name|lower %}\n\n {%- if column_name not in column_name_to_data_types %}\n {#-- if user-provided row contains column name that relation does not contain, raise an error --#}\n {% set fixture_name = \"expected output\" if model.resource_type == 'unit_test' else (\"'\" ~ model.name ~ \"'\") %}\n {{ exceptions.raise_compiler_error(\n \"Invalid column name: '\" ~ column_name ~ \"' in unit test fixture for \" ~ fixture_name ~ \".\"\n \"\\nAccepted columns for \" ~ fixture_name ~ \" are: \" ~ (column_name_to_data_types.keys()|list)\n ) }}\n {%- endif -%}\n\n {%- set column_type = column_name_to_data_types[column_name] %}\n\n {#-- sanitize column_value: wrap yaml strings in quotes, apply cast --#}\n {%- set column_value_clean = column_value -%}\n {%- if column_value is string -%}\n {%- set column_value_clean = dbt.string_literal(dbt.escape_single_quotes(column_value)) -%}\n {%- elif column_value is none -%}\n {%- set column_value_clean = 'null' -%}\n {%- endif -%}\n\n {%- set row_update = {column_name: safe_cast(column_value_clean, column_type) } -%}\n {%- do formatted_row.update(row_update) -%}\n {%- endfor -%}\n {{ return(formatted_row) }}\n{%- endmacro -%}", - "depends_on": { - "macros": [ - "macro.dbt.string_literal", - "macro.dbt.escape_single_quotes", - "macro.dbt.safe_cast" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.656342, - "supported_languages": null - }, - "macro.dbt.resolve_model_name": { - "name": "resolve_model_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.resolve_model_name", - "macro_sql": "{% macro resolve_model_name(input_model_name) %}\n {{ return(adapter.dispatch('resolve_model_name', 'dbt')(input_model_name)) }}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.default__resolve_model_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.657869, - "supported_languages": null - }, - "macro.dbt.default__resolve_model_name": { - "name": "default__resolve_model_name", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.default__resolve_model_name", - "macro_sql": "\n\n{%- macro default__resolve_model_name(input_model_name) -%}\n {{ input_model_name | string | replace('\"', '\\\"') }}\n{%- endmacro -%}\n\n", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.658015, - "supported_languages": null - }, - "macro.dbt.build_ref_function": { - "name": "build_ref_function", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.build_ref_function", - "macro_sql": "{% macro build_ref_function(model) %}\n\n {%- set ref_dict = {} -%}\n {%- for _ref in model.refs -%}\n {% set _ref_args = [_ref.get('package'), _ref['name']] if _ref.get('package') else [_ref['name'],] %}\n {%- set resolved = ref(*_ref_args, v=_ref.get('version')) -%}\n {%- if _ref.get('version') -%}\n {% do _ref_args.extend([\"v\" ~ _ref['version']]) %}\n {%- endif -%}\n {%- do ref_dict.update({_ref_args | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef ref(*args, **kwargs):\n refs = {{ ref_dict | tojson }}\n key = '.'.join(args)\n version = kwargs.get(\"v\") or kwargs.get(\"version\")\n if version:\n key += f\".v{version}\"\n dbt_load_df_function = kwargs.get(\"dbt_load_df_function\")\n return dbt_load_df_function(refs[key])\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.resolve_model_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.658728, - "supported_languages": null - }, - "macro.dbt.build_source_function": { - "name": "build_source_function", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.build_source_function", - "macro_sql": "{% macro build_source_function(model) %}\n\n {%- set source_dict = {} -%}\n {%- for _source in model.sources -%}\n {%- set resolved = source(*_source) -%}\n {%- do source_dict.update({_source | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef source(*args, dbt_load_df_function):\n sources = {{ source_dict | tojson }}\n key = '.'.join(args)\n return dbt_load_df_function(sources[key])\n\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.resolve_model_name" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.659093, - "supported_languages": null - }, - "macro.dbt.build_config_dict": { - "name": "build_config_dict", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.build_config_dict", - "macro_sql": "{% macro build_config_dict(model) %}\n {%- set config_dict = {} -%}\n {% set config_dbt_used = zip(model.config.config_keys_used, model.config.config_keys_defaults) | list %}\n {%- for key, default in config_dbt_used -%}\n {# weird type testing with enum, would be much easier to write this logic in Python! #}\n {%- if key == \"language\" -%}\n {%- set value = \"python\" -%}\n {%- endif -%}\n {%- set value = model.config.get(key, default) -%}\n {%- do config_dict.update({key: value}) -%}\n {%- endfor -%}\nconfig_dict = {{ config_dict }}\n{% endmacro %}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6598551, - "supported_languages": null - }, - "macro.dbt.py_script_postfix": { - "name": "py_script_postfix", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.py_script_postfix", - "macro_sql": "{% macro py_script_postfix(model) %}\n# This part is user provided model code\n# you will need to copy the next section to run the code\n# COMMAND ----------\n# this part is dbt logic for get ref work, do not modify\n\n{{ build_ref_function(model ) }}\n{{ build_source_function(model ) }}\n{{ build_config_dict(model) }}\n\nclass config:\n def __init__(self, *args, **kwargs):\n pass\n\n @staticmethod\n def get(key, default=None):\n return config_dict.get(key, default)\n\nclass this:\n \"\"\"dbt.this() or dbt.this.identifier\"\"\"\n database = \"{{ this.database }}\"\n schema = \"{{ this.schema }}\"\n identifier = \"{{ this.identifier }}\"\n {% set this_relation_name = resolve_model_name(this) %}\n def __repr__(self):\n return '{{ this_relation_name }}'\n\n\nclass dbtObj:\n def __init__(self, load_df_function) -> None:\n self.source = lambda *args: source(*args, dbt_load_df_function=load_df_function)\n self.ref = lambda *args, **kwargs: ref(*args, **kwargs, dbt_load_df_function=load_df_function)\n self.config = config\n self.this = this()\n self.is_incremental = {{ is_incremental() }}\n\n# COMMAND ----------\n{{py_script_comment()}}\n{% endmacro %}", - "depends_on": { - "macros": [ - "macro.dbt.build_ref_function", - "macro.dbt.build_source_function", - "macro.dbt.build_config_dict", - "macro.dbt.resolve_model_name", - "macro.dbt.is_incremental", - "macro.dbt.py_script_comment" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.660442, - "supported_languages": null - }, - "macro.dbt.py_script_comment": { - "name": "py_script_comment", - "resource_type": "macro", - "package_name": "dbt", - "path": "macros/python_model/python.sql", - "original_file_path": "macros/python_model/python.sql", - "unique_id": "macro.dbt.py_script_comment", - "macro_sql": "{%macro py_script_comment()%}\n{%endmacro%}", - "depends_on": { - "macros": [] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.660533, - "supported_languages": null - }, - "macro.dbt.test_unique": { - "name": "test_unique", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_unique", - "macro_sql": "{% test unique(model, column_name) %}\n {% set macro = adapter.dispatch('test_unique', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_unique" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.661011, - "supported_languages": null - }, - "macro.dbt.test_not_null": { - "name": "test_not_null", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_not_null", - "macro_sql": "{% test not_null(model, column_name) %}\n {% set macro = adapter.dispatch('test_not_null', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_not_null" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6612248, - "supported_languages": null - }, - "macro.dbt.test_accepted_values": { - "name": "test_accepted_values", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_accepted_values", - "macro_sql": "{% test accepted_values(model, column_name, values, quote=True) %}\n {% set macro = adapter.dispatch('test_accepted_values', 'dbt') %}\n {{ macro(model, column_name, values, quote) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_accepted_values" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.661505, - "supported_languages": null - }, - "macro.dbt.test_relationships": { - "name": "test_relationships", - "resource_type": "macro", - "package_name": "dbt", - "path": "tests/generic/builtin.sql", - "original_file_path": "tests/generic/builtin.sql", - "unique_id": "macro.dbt.test_relationships", - "macro_sql": "{% test relationships(model, column_name, to, field) %}\n {% set macro = adapter.dispatch('test_relationships', 'dbt') %}\n {{ macro(model, column_name, to, field) }}\n{% endtest %}", - "depends_on": { - "macros": [ - "macro.dbt.default__test_relationships" - ] - }, - "description": "", - "meta": {}, - "docs": { - "show": true, - "node_color": null - }, - "patch_path": null, - "arguments": [], - "created_at": 1720483775.6618419, - "supported_languages": null - } - }, - "docs": { - "doc.jaffle_shop.__overview__": { - "name": "__overview__", - "resource_type": "doc", - "package_name": "jaffle_shop", - "path": "overview.md", - "original_file_path": "models/overview.md", - "unique_id": "doc.jaffle_shop.__overview__", - "block_contents": "## Data Documentation for Jaffle Shop\n\n`jaffle_shop` is a fictional ecommerce store.\n\nThis [dbt](https://www.getdbt.com/) project is for testing out code.\n\nThe source code can be found [here](https://github.com/clrcrl/jaffle_shop)." - }, - "doc.jaffle_shop.orders_status": { - "name": "orders_status", - "resource_type": "doc", - "package_name": "jaffle_shop", - "path": "docs.md", - "original_file_path": "models/docs.md", - "unique_id": "doc.jaffle_shop.orders_status", - "block_contents": "Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |" - }, - "doc.dbt.__overview__": { - "name": "__overview__", - "resource_type": "doc", - "package_name": "dbt", - "path": "overview.md", - "original_file_path": "docs/overview.md", - "unique_id": "doc.dbt.__overview__", - "block_contents": "### Welcome!\n\nWelcome to the auto-generated documentation for your dbt project!\n\n### Navigation\n\nYou can use the `Project` and `Database` navigation tabs on the left side of the window to explore the models\nin your project.\n\n#### Project Tab\nThe `Project` tab mirrors the directory structure of your dbt project. In this tab, you can see all of the\nmodels defined in your dbt project, as well as models imported from dbt packages.\n\n#### Database Tab\nThe `Database` tab also exposes your models, but in a format that looks more like a database explorer. This view\nshows relations (tables and views) grouped into database schemas. Note that ephemeral models are _not_ shown\nin this interface, as they do not exist in the database.\n\n### Graph Exploration\nYou can click the blue icon on the bottom-right corner of the page to view the lineage graph of your models.\n\nOn model pages, you'll see the immediate parents and children of the model you're exploring. By clicking the `Expand`\nbutton at the top-right of this lineage pane, you'll be able to see all of the models that are used to build,\nor are built from, the model you're exploring.\n\nOnce expanded, you'll be able to use the `--select` and `--exclude` model selection syntax to filter the\nmodels in the graph. For more information on model selection, check out the [dbt docs](https://docs.getdbt.com/docs/model-selection-syntax).\n\nNote that you can also right-click on models to interactively filter and explore the graph.\n\n---\n\n### More information\n\n- [What is dbt](https://docs.getdbt.com/docs/introduction)?\n- Read the [dbt viewpoint](https://docs.getdbt.com/docs/viewpoint)\n- [Installation](https://docs.getdbt.com/docs/installation)\n- Join the [dbt Community](https://www.getdbt.com/community/) for questions and discussion" - } - }, - "exposures": {}, - "metrics": {}, - "groups": {}, - "selectors": {}, - "disabled": {}, - "parent_map": { - "seed.jaffle_shop.raw_customers": [], - "seed.jaffle_shop.raw_orders": [], - "seed.jaffle_shop.raw_payments": [], - "model.jaffle_shop.orders": [ - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": [ - "model.jaffle_shop.orders" - ], - "test.jaffle_shop.not_null_orders_amount.106140f9fd": [ - "model.jaffle_shop.orders" - ], - "model.jaffle_shop.stg_customers": [ - "seed.jaffle_shop.raw_customers" - ], - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": [ - "model.jaffle_shop.stg_customers" - ], - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": [ - "model.jaffle_shop.stg_customers" - ], - "model.jaffle_shop.stg_orders": [ - "seed.jaffle_shop.raw_orders" - ], - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": [ - "model.jaffle_shop.stg_orders" - ], - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": [ - "model.jaffle_shop.stg_orders" - ], - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": [ - "model.jaffle_shop.stg_orders" - ], - "model.jaffle_shop.stg_payments": [ - "seed.jaffle_shop.raw_payments" - ], - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": [ - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": [ - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": [ - "model.jaffle_shop.stg_payments" - ], - "model.jaffle_shop.customers": [ - "model.jaffle_shop.stg_customers", - "model.jaffle_shop.stg_orders", - "model.jaffle_shop.stg_payments" - ], - "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": [ - "model.jaffle_shop.customers" - ], - "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": [ - "model.jaffle_shop.customers" - ] - }, - "child_map": { - "seed.jaffle_shop.raw_customers": [ - "model.jaffle_shop.stg_customers" - ], - "seed.jaffle_shop.raw_orders": [ - "model.jaffle_shop.stg_orders" - ], - "seed.jaffle_shop.raw_payments": [ - "model.jaffle_shop.stg_payments" - ], - "model.jaffle_shop.orders": [ - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d", - "test.jaffle_shop.not_null_orders_amount.106140f9fd", - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49", - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625", - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59", - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af", - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a", - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed", - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e" - ], - "test.jaffle_shop.not_null_orders_order_id.cf6c17daed": [], - "test.jaffle_shop.unique_orders_order_id.fed79b3a6e": [], - "test.jaffle_shop.not_null_orders_customer_id.c5f02694af": [], - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": [], - "test.jaffle_shop.accepted_values_orders_status__completed__placed__return_pending__returned__shipped.a015b8fc5d": [], - "test.jaffle_shop.not_null_orders_credit_card_amount.d3ca593b59": [], - "test.jaffle_shop.not_null_orders_coupon_amount.ab90c90625": [], - "test.jaffle_shop.not_null_orders_bank_transfer_amount.7743500c49": [], - "test.jaffle_shop.not_null_orders_gift_card_amount.413a0d2d7a": [], - "test.jaffle_shop.not_null_orders_amount.106140f9fd": [], - "model.jaffle_shop.stg_customers": [ - "model.jaffle_shop.customers", - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa", - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada" - ], - "test.jaffle_shop.not_null_stg_customers_customer_id.e2cfb1f9aa": [], - "test.jaffle_shop.unique_stg_customers_customer_id.c7614daada": [], - "model.jaffle_shop.stg_orders": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders", - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61", - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64", - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a" - ], - "test.jaffle_shop.not_null_stg_orders_order_id.81cfe2fe64": [], - "test.jaffle_shop.unique_stg_orders_order_id.e3b841c71a": [], - "test.jaffle_shop.accepted_values_stg_orders_status__completed__placed__return_pending__returned__shipped.8adcbb5d61": [], - "model.jaffle_shop.stg_payments": [ - "model.jaffle_shop.customers", - "model.jaffle_shop.orders", - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246", - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075", - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712" - ], - "test.jaffle_shop.not_null_stg_payments_payment_id.c19cc50075": [], - "test.jaffle_shop.unique_stg_payments_payment_id.3744510712": [], - "test.jaffle_shop.accepted_values_stg_payments_payment_method__bank_transfer__coupon__credit_card__gift_card.1ff927f246": [], - "model.jaffle_shop.customers": [ - "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d", - "test.jaffle_shop.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2", - "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1" - ], - "test.jaffle_shop.not_null_customers_customer_id.5c9bf9911d": [], - "test.jaffle_shop.unique_customers_customer_id.c5af1ff4b1": [] - }, - "group_map": {}, - "saved_queries": {}, - "semantic_models": {}, - "unit_tests": {} -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/datacontract.html b/datacontract-cli/tests/fixtures/export/datacontract.html deleted file mode 100644 index 6af7dc3af..000000000 --- a/datacontract-cli/tests/fixtures/export/datacontract.html +++ /dev/null @@ -1,2487 +0,0 @@ - - - - Data Contract - - - - - - - -
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    Title
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    Orders Unit Test
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    - - customModelProperty1: customModelProperty1Value - -
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    - Examples: - - B12345678, - - B12345679 - -
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    SELECT quantile_cont(order_total, 0.95) AS percentile_95
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    - - - - - -
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    dataContractSpecification: 1.1.0
-id: orders-unit-test
-info:
-  title: Orders Unit Test
-  version: 1.0.0
-  status: active
-  description: The orders data contract
-  owner: checkout
-  contact:
-    url: https://wiki.example.com/teams/checkout
-    email: team-orders@example.com
-  otherField: otherValue
-servers:
-  production:
-    type: snowflake
-    environment: production
-    account: my-account
-    database: my-database
-    schema: my-schema
-    roles:
-    - name: analyst_us
-      description: Access to the data for US region
-terms:
-  usage: This data contract serves to demo datacontract CLI export.
-  limitations: Not intended to use in production
-  billing: free
-  noticePeriod: P3M
-models:
-  orders:
-    description: The orders model
-    type: table
-    title: Webshop Orders
-    fields:
-      order_id:
-        title: Order ID
-        type: varchar
-        required: true
-        unique: true
-        pii: true
-        classification: sensitive
-        pattern: ^B[0-9]+$
-        minLength: 8
-        maxLength: 10
-        tags:
-        - order_id
-        examples:
-        - B12345678
-        - B12345679
-        customFieldProperty1: customFieldProperty1Value
-      order_total:
-        type: bigint
-        required: true
-        description: The order_total field
-        minimum: 0
-        maximum: 1000000
-        quality:
-        - type: sql
-          description: 95% of all order total values are expected to be between 10
-            and 499 EUR.
-          query: 'SELECT quantile_cont(order_total, 0.95) AS percentile_95
-
-            FROM orders
-
-            '
-          mustBeBetween:
-          - 1000
-          - 49900
-      order_status:
-        type: text
-        required: true
-        enum:
-        - pending
-        - shipped
-        - delivered
-    quality:
-    - type: sql
-      description: Row Count
-      query: 'SELECT COUNT(*) AS row_count
-
-        FROM orders
-
-        '
-      mustBeGreaterThan: 1000
-    primaryKey:
-    - order_id
-    - order_status
-    customModelProperty1: customModelProperty1Value
-definitions:
-  customer_id:
-    title: Customer ID
-    description: Unique identifier for the customer.
-    type: string
-    format: uuid
-    tags:
-    - features
-    - pii
-    examples:
-    - acbd1a47-9dca-4cb8-893e-87aa0aa0f243
-    - 5742637f-bb8b-4f0c-8ed1-afb1a91300a9
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    - - - \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/datacontract.yaml b/datacontract-cli/tests/fixtures/export/datacontract.yaml deleted file mode 100644 index f4d5379a3..000000000 --- a/datacontract-cli/tests/fixtures/export/datacontract.yaml +++ /dev/null @@ -1,92 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 - status: active - owner: checkout - description: The orders data contract - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout - otherField: otherValue -terms: - usage: This data contract serves to demo datacontract CLI export. - limitations: Not intended to use in production - billing: free - noticePeriod: P3M -servers: - production: - type: snowflake - environment: production - account: my-account - database: my-database - schema: my-schema - roles: - - name: analyst_us - description: Access to the data for US region -models: - orders: - title: Webshop Orders - type: table - description: The orders model - primaryKey: - - order_id - - order_status - customModelProperty1: customModelProperty1Value - fields: - order_id: - title: Order ID - type: varchar - unique: true - required: true - minLength: 8 - maxLength: 10 - pii: true - classification: sensitive - tags: - - order_id - pattern: ^B[0-9]+$ - examples: - - B12345678 - - B12345679 - customFieldProperty1: customFieldProperty1Value - order_total: - type: bigint - required: true - description: The order_total field - minimum: 0 - maximum: 1000000 - quality: - - type: sql - description: 95% of all order total values are expected to be between 10 and 499 EUR. - query: | - SELECT quantile_cont(order_total, 0.95) AS percentile_95 - FROM orders - mustBeBetween: [1000, 49900] - order_status: - type: text - required: true - enum: - - pending - - shipped - - delivered - quality: - - type: sql - description: Row Count - query: | - SELECT COUNT(*) AS row_count - FROM orders - mustBeGreaterThan: 1000 -definitions: - customer_id: - title: Customer ID - type: string - format: uuid - description: Unique identifier for the customer. - examples: - - acbd1a47-9dca-4cb8-893e-87aa0aa0f243 - - 5742637f-bb8b-4f0c-8ed1-afb1a91300a9 - tags: - - features - - pii \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/datacontract_nested.yaml b/datacontract-cli/tests/fixtures/export/datacontract_nested.yaml deleted file mode 100644 index 8a832b011..000000000 --- a/datacontract-cli/tests/fixtures/export/datacontract_nested.yaml +++ /dev/null @@ -1,56 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 - owner: checkout - description: The orders data contract - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout -terms: - usage: This data contract serves to demo datacontract CLI export. - limitations: Not intended to use in production - billing: free - noticePeriod: P3M -servers: - production: - type: snowflake - account: my-account - database: my-database - schema: my-schema -models: - orders: - description: The orders model - fields: - order_id: - type: varchar - unique: true - required: true - minLength: 8 - maxLength: 10 - pii: true - classification: sensitive - tags: - - order_id - pattern: ^B[0-9]+$ - order_total: - type: bigint - required: true - description: The order_total field - minimum: 0 - maximum: 1000000 - order_status: - type: text - required: true - enum: - - pending - - shipped - - delivered - address: - type: record - fields: - street: - type: string - city: - type: string \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/datacontract_s3.yaml b/datacontract-cli/tests/fixtures/export/datacontract_s3.yaml deleted file mode 100644 index d140bf9e1..000000000 --- a/datacontract-cli/tests/fixtures/export/datacontract_s3.yaml +++ /dev/null @@ -1,50 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 - owner: checkout - description: The orders data contract - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout -terms: - usage: This data contract serves to demo datacontract CLI export. - limitations: Not intended to use in production - billing: free - noticePeriod: P3M -servers: - production: - type: s3 - location: s3://datacontract-example-orders-latest/data/{model}/*.json - format: json - delimiter: new_line - dataProductId: orders -models: - orders: - description: The orders model - fields: - order_id: - type: varchar - unique: true - required: true - minLength: 8 - maxLength: 10 - pii: true - classification: sensitive - tags: - - order_id - pattern: ^B[0-9]+$ - order_total: - type: bigint - required: true - description: The order_total field - minimum: 0 - maximum: 1000000 - order_status: - type: text - required: true - enum: - - pending - - shipped - - delivered \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/rdf/datacontract-complex.yaml b/datacontract-cli/tests/fixtures/export/rdf/datacontract-complex.yaml deleted file mode 100644 index cd79a7637..000000000 --- a/datacontract-cli/tests/fixtures/export/rdf/datacontract-complex.yaml +++ /dev/null @@ -1,128 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-latest -info: - title: Orders Latest - version: 1.0.0 - description: | - Successful customer orders in the webshop. All orders since 2020-01-01. Orders with their line items are in their current state (no history included). - owner: urn:acme:CheckoutTeam - contact: - name: John Doe (Data Product Owner) - url: https://teams.microsoft.com/l/channel/acme/checkout -servers: - production: - type: "s3" - location: "s3://multiple-bucket/fixtures/s3-json-multiple-models/data/{model}/*.json" - format: "json" - delimiter: "new_line" -terms: - usage: > - Data can be used for reports, analytics and machine learning use cases. - Order may be linked and joined by other tables - limitations: > - Not suitable for real-time use cases. - Data may not be used to identify individual customers. - Max data processing per day: 10 TiB - billing: 5000 USD per month - noticePeriod: P3M -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - $ref: '#/definitions/order_id' - required: true - unique: true - order_timestamp: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - order_total: - description: Total amount the smallest monetary unit (e.g., cents). - type: long - required: true - customer_id: - description: Unique identifier for the customer. - type: text - minLength: 10 - maxLength: 20 - customer_email_address: - description: The email address, as entered by the customer. The email address was not verified. - type: text - format: email - required: true - line_items: - description: A single article that is part of an order. - type: table - fields: - lines_item_id: - type: text - description: Primary key of the lines_item_id table - required: true - unique: true - order_id: - $ref: '#/definitions/order_id' - sku: - description: The purchased article number - $ref: '#/definitions/sku' -definitions: - order_id: - domain: checkout - name: order_id - title: Order ID - type: text - format: uuid - description: An internal ID that identifies an order in the online shop. - example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 - pii: true - classification: restricted - sku: - domain: inventory - name: sku - title: Stock Keeping Unit - type: text - pattern: ^[A-Za-z0-9]{8,14}$ - example: "96385074" - description: | - A Stock Keeping Unit (SKU) is an internal unique identifier for an article. - It is typically associated with an article's barcode, such as the EAN/GTIN. -examples: - - type: csv # csv, json, yaml, custom - model: orders - data: |- # expressed as string or inline yaml or via "$ref: data.csv" - order_id,order_timestamp,order_total - "1001","2023-09-09T08:30:00Z",2500 - "1002","2023-09-08T15:45:00Z",1800 - "1003","2023-09-07T12:15:00Z",3200 - "1004","2023-09-06T19:20:00Z",1500 - "1005","2023-09-05T10:10:00Z",4200 - "1006","2023-09-04T14:55:00Z",2800 - "1007","2023-09-03T21:05:00Z",1900 - "1008","2023-09-02T17:40:00Z",3600 - "1009","2023-09-01T09:25:00Z",3100 - "1010","2023-08-31T22:50:00Z",2700 - - type: csv - model: line_items - data: |- - lines_item_id,order_id,sku - "1","1001","5901234123457" - "2","1001","4001234567890" - "3","1002","5901234123457" - "4","1002","2001234567893" - "5","1003","4001234567890" - "6","1003","5001234567892" - "7","1004","5901234123457" - "8","1005","2001234567893" - "9","1005","5001234567892" - "10","1005","6001234567891" -quality: - type: SodaCL # data quality check format: SodaCL, montecarlo, custom - specification: # expressed as string or inline yaml or via "$ref: checks.yaml" - checks for orders: - - freshness(order_timestamp) < 24h - - row_count >= 5000 - - duplicate_count(order_id) = 0 - checks for line_items: - - values in (order_id) must exist in orders (order_id) - - row_count >= 5000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/export/rdf/datacontract.yaml b/datacontract-cli/tests/fixtures/export/rdf/datacontract.yaml deleted file mode 100644 index 874b1d80d..000000000 --- a/datacontract-cli/tests/fixtures/export/rdf/datacontract.yaml +++ /dev/null @@ -1,42 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 - owner: checkout - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout -terms: - usage: This data contract serves to demo datacontract CLI export. - limitations: Not intended to use in production - billing: free - noticePeriod: P3M -models: - orders: - description: The orders model - fields: - order_id: - type: varchar - unique: true - required: true - minLength: 8 - maxLength: 10 - pii: true - classification: sensitive - tags: - - order_id - pattern: ^B[0-9]+$ - order_total: - type: bigint - required: true - description: The order_total field - minimum: 0 - maximum: 1000000 - order_status: - type: text - required: true - enum: - - pending - - shipped - - delivered \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/gcs-json-remote/data/README.md b/datacontract-cli/tests/fixtures/gcs-json-remote/data/README.md deleted file mode 100644 index 8ff593018..000000000 --- a/datacontract-cli/tests/fixtures/gcs-json-remote/data/README.md +++ /dev/null @@ -1 +0,0 @@ -This folder is uploaded to a GCS bucket. \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/gcs-json-remote/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json 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-{"updated_at":"2022-05-04T14:22:26.068479Z","available":3,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068496Z","available":2,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068514Z","available":1,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068532Z","available":0,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068577Z","available":15,"location":"13","sku":"9523285274332"} diff --git a/datacontract-cli/tests/fixtures/gcs-json-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/gcs-json-remote/datacontract.yaml deleted file mode 100644 index 019eb58e0..000000000 --- a/datacontract-cli/tests/fixtures/gcs-json-remote/datacontract.yaml +++ /dev/null @@ -1,32 +0,0 @@ -dataContractSpecification: 1.1.0 -id: inventory-events -info: - title: Inventory Events - version: 0.0.1 - owner: my-domain-team - contact: - email: jochen.christ@innoq.com -servers: - gcs-url: - type: gcs - location: gs://datacontract-test-inventory/inventory/*/*/*/*/*.json - delimiter: new_line - format: json - s3-style: - type: s3 - endpointUrl: https://storage.googleapis.com - location: s3://datacontract-test-inventory/inventory/*/*/*/*/*.json - delimiter: new_line - format: json -models: - inventory: - type: table - fields: - updated_at: - type: string - available: - type: numeric - location: - type: string - sku: - type: string diff --git a/datacontract-cli/tests/fixtures/glue/datacontract-empty-model.yaml b/datacontract-cli/tests/fixtures/glue/datacontract-empty-model.yaml deleted file mode 100644 index 449d07265..000000000 --- a/datacontract-cli/tests/fixtures/glue/datacontract-empty-model.yaml +++ /dev/null @@ -1,15 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -servers: - production: - account: '123456789012' - database: test_database - location: s3://test_bucket/testdb - type: glue -models: - table_1: - type: table - \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/glue/datacontract.yaml b/datacontract-cli/tests/fixtures/glue/datacontract.yaml deleted file mode 100644 index 85802cf8c..000000000 --- a/datacontract-cli/tests/fixtures/glue/datacontract.yaml +++ /dev/null @@ -1,76 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -servers: - production: - account: '123456789012' - database: test_database - location: s3://test_bucket/testdb - type: glue -models: - test_table: - type: table - fields: - field_one: - type: string - description: Comment 1 - field_two: - type: int - field_three: - type: timestamp - field_four: - type: decimal - precision: 6 - scale: 2 - field_five: - type: struct - fields: - sub_field_one: - type: string - sub_field_two: - type: boolean - field_six: - type: array - items: - type: string - field_seven: - type: array - items: - type: struct - fields: - sub_field_three: - type: string - sub_field_four: - type: int - field_eight: - type: map - keys: - type: string - values: - type: int - field_nine: - type: decimal - field_ten: - type: bigint - field_eleven: - type: float - field_twelve: - type: double - field_thirteen: - type: timestamp - field_fourteen: - type: date - field_fifteen: - type: varchar - field_sixteen: - type: varchar - maxLength: 255 - part_one: - description: Comment 2 - required: True - type: string - part_two: - required: True - type: date diff --git a/datacontract-cli/tests/fixtures/great-expectations/datacontract.yaml b/datacontract-cli/tests/fixtures/great-expectations/datacontract.yaml deleted file mode 100644 index 84758784d..000000000 --- a/datacontract-cli/tests/fixtures/great-expectations/datacontract.yaml +++ /dev/null @@ -1,35 +0,0 @@ -dataContractSpecification: 0.9.1 -id: my-data-contract-id -info: - title: Orders Unit Test - version: 1.0.0 - owner: checkout - description: The orders data contract - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout -models: - orders: - description: test - fields: - order_id: - type: string - required: true - processed_timestamp: - type: timestamp - required: true -quality: - type: great-expectations - specification: - orders: |- - [ - { - "expectation_type": "expect_table_row_count_to_be_between", - "kwargs": { - "min_value": 10 - }, - "meta": { - - } - } - ] \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/great-expectations/datacontract_missing_quality_file.yaml b/datacontract-cli/tests/fixtures/great-expectations/datacontract_missing_quality_file.yaml deleted file mode 100644 index aafdbc9af..000000000 --- a/datacontract-cli/tests/fixtures/great-expectations/datacontract_missing_quality_file.yaml +++ /dev/null @@ -1,25 +0,0 @@ -dataContractSpecification: 0.9.1 -id: my-data-contract-id -info: - title: Orders Unit Test - version: 1.0.0 - owner: checkout - description: The orders data contract - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout -models: - orders: - description: test - fields: - order_id: - type: string - required: true - processed_timestamp: - type: timestamp - required: true -quality: - type: great-expectations - specification: - orders: - $ref: ./fixtures/great-expectations/missing.json diff --git a/datacontract-cli/tests/fixtures/great-expectations/datacontract_quality_file.yaml b/datacontract-cli/tests/fixtures/great-expectations/datacontract_quality_file.yaml deleted file mode 100644 index 793e57309..000000000 --- a/datacontract-cli/tests/fixtures/great-expectations/datacontract_quality_file.yaml +++ /dev/null @@ -1,26 +0,0 @@ -dataContractSpecification: 0.9.1 -id: my-data-contract-id - -info: - title: Orders Unit Test - version: 1.0.0 - owner: checkout - description: The orders data contract - contact: - email: team-orders@example.com - url: https://wiki.example.com/teams/checkout -models: - orders: - description: test - fields: - order_id: - type: string - required: true - processed_timestamp: - type: timestamp - required: true -quality: - type: great-expectations - specification: - orders: - $ref: ./fixtures/great-expectations/quality.json diff --git a/datacontract-cli/tests/fixtures/great-expectations/quality.json b/datacontract-cli/tests/fixtures/great-expectations/quality.json deleted file mode 100644 index 369940c87..000000000 --- a/datacontract-cli/tests/fixtures/great-expectations/quality.json +++ /dev/null @@ -1,10 +0,0 @@ -[ - { - "expectation_type": "expect_table_row_count_to_be_between", - "kwargs": { - "min_value": 10 - }, - "meta": { - } - } -] \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/iceberg/invalid_schema.json b/datacontract-cli/tests/fixtures/iceberg/invalid_schema.json deleted file mode 100644 index 6758941f8..000000000 --- a/datacontract-cli/tests/fixtures/iceberg/invalid_schema.json +++ /dev/null @@ -1,3 +0,0 @@ -{ - "fields": "not a list" -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/iceberg/nested_schema.json b/datacontract-cli/tests/fixtures/iceberg/nested_schema.json deleted file mode 100644 index 841caf416..000000000 --- a/datacontract-cli/tests/fixtures/iceberg/nested_schema.json +++ /dev/null @@ -1,107 +0,0 @@ -{ - "type": "struct", - "fields": [ - { - "id": 1, - "name": "foo", - "type": "string", - "required": false - }, - { - "id": 2, - "name": "bar", - "type": "int", - "required": true - }, - { - "id": 3, - "name": "baz", - "type": "boolean", - "required": false - }, - { - "id": 4, - "name": "qux", - "type": { - "type": "list", - "element-id": 5, - "element": "string", - "element-required": true - }, - "required": true - }, - { - "id": 6, - "name": "quux", - "type": { - "type": "map", - "key-id": 7, - "key": "string", - "value-id": 8, - "value": { - "type": "map", - "key-id": 9, - "key": "string", - "value-id": 10, - "value": "int", - "value-required": true - }, - "value-required": true - }, - "required": true - }, - { - "id": 11, - "name": "location", - "type": { - "type": "list", - "element-id": 12, - "element": { - "type": "struct", - "fields": [ - { - "id": 13, - "name": "latitude", - "type": "float", - "required": false - }, - { - "id": 14, - "name": "longitude", - "type": "float", - "required": false - } - ] - }, - "element-required": true - }, - "required": true - }, - { - "id": 15, - "name": "person", - "type": { - "type": "struct", - "fields": [ - { - "id": 16, - "name": "name", - "type": "string", - "required": false - }, - { - "id": 17, - "name": "age", - "type": "int", - "required": true - } - ] - }, - "required": false - } - ], - "schema-id": 1, - "identifier-field-ids": [ - 2 - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/iceberg/simple_schema.json b/datacontract-cli/tests/fixtures/iceberg/simple_schema.json deleted file mode 100644 index 4fd3729b2..000000000 --- a/datacontract-cli/tests/fixtures/iceberg/simple_schema.json +++ /dev/null @@ -1,15 +0,0 @@ -{ - "type": "struct", - "fields": [ - { - "id": 1, - "name": "foo", - "type": "int", - "required": true - } - ], - "schema-id": 1, - "identifier-field-ids": [ - 1 - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/import/football-datacontract.yml b/datacontract-cli/tests/fixtures/import/football-datacontract.yml deleted file mode 100644 index 523c66e73..000000000 --- a/datacontract-cli/tests/fixtures/import/football-datacontract.yml +++ /dev/null @@ -1,38 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - FootballSchema: - description: Schema for football team and person details - type: object - title: FootballSchema -definitions: - person: - name: person - type: object - fields: - first_name: - type: string - required: true - last_name: - type: string - required: true - age: - type: integer - required: true - football_team: - name: football_team - type: object - fields: - name: - type: string - required: true - league: - type: string - required: true - year_founded: - type: integer - required: false - diff --git a/datacontract-cli/tests/fixtures/import/football.json b/datacontract-cli/tests/fixtures/import/football.json deleted file mode 100644 index 4d61f4602..000000000 --- a/datacontract-cli/tests/fixtures/import/football.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "$schema": "http://json-schema.org/draft-07/schema#", - "title": "FootballSchema", - "description": "Schema for football team and person details", - "type": "object", - "definitions": { - "person": { - "type": "object", - "required": ["first_name", "last_name", "age"], - "properties": { - "first_name": {"type": "string"}, - "last_name": {"type": "string"}, - "age": {"type": "integer"} - } - }, - "football_team": { - "type": "object", - "required": ["name", "league"], - "properties": { - "name": {"type": "string"}, - "league": {"type": "string"}, - "year_founded": {"type": "integer"} - } - } - }, - "allOf": [ - {"$ref": "#/definitions/person"}, - {"$ref": "#/definitions/football_team"} - ] -} diff --git a/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required.json b/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required.json deleted file mode 100644 index 291a0eca5..000000000 --- a/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "$schema": "http://json-schema.org/draft-07/schema#", - "title": "FootballSchema", - "description": "Schema for football team and person details, where team is nested under the person", - "type": "object", - "properties": { - "person": { - "type": "object", - "properties": { - "first_name": { "type": "string" }, - "last_name": { "type": "string" }, - "age": { "type": "integer" }, - "football_team": { - "type": "object", - "properties": { - "name": { "type": "string" }, - "league": { "type": "string" }, - "year_founded": { "type": "integer" } - } - } - }, - "required": ["first_name", "last_name", "age"] - } - }, - "required": ["person"] -} diff --git a/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml b/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml deleted file mode 100644 index 2751482a5..000000000 --- a/datacontract-cli/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml +++ /dev/null @@ -1,38 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - FootballSchema: - description: Schema for football team and person details, where team is nested under the person - type: object - title: FootballSchema - fields: - person: - type: object - required: true - fields: - first_name: - type: string - required: true - last_name: - type: string - required: true - age: - type: integer - required: true - football_team: - type: object - required: false - fields: - name: - type: string - required: false - league: - type: string - required: false - year_founded: - type: integer - required: false - diff --git a/datacontract-cli/tests/fixtures/import/orders.json b/datacontract-cli/tests/fixtures/import/orders.json deleted file mode 100644 index 18f7842c3..000000000 --- a/datacontract-cli/tests/fixtures/import/orders.json +++ /dev/null @@ -1,61 +0,0 @@ -{ - "$schema": "http://json-schema.org/draft-07/schema#", - "title": "OrderSchema", - "description": "Schema for order details", - "type": "object", - "properties": { - "order_id": { - "type": "string", - "title": "Order ID", - "description": "Unique identifier for the order" - }, - "order_timestamp": { - "type": "string", - "format": "date-time", - "title": "Order Timestamp", - "description": "Timestamp when the order was placed" - }, - "order_total": { - "type": "integer", - "title": "Order Total", - "description": "Total amount of the order" - }, - "line_items": { - "type": "array", - "title": "Line Items", - "items": { - "type" : ["integer", "null"] - } - }, - "customer_id": { - "type": [ - "string", - "null" - ], - "minLength": 10, - "maxLength": 20, - "title": "Customer ID", - "description": "Unique identifier for the customer" - }, - "customer_email_address": { - "type": "string", - "format": "email", - "title": "Customer Email Address", - "description": "Email address of the customer" - }, - "processed_timestamp": { - "type": "string", - "format": "date-time", - "title": "Processed Timestamp", - "description": "Timestamp when the order was processed" - } - }, - "required": [ - "order_id", - "order_timestamp", - "order_total", - "line_items", - "customer_email_address", - "processed_timestamp" - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/import/orders_union-types.json b/datacontract-cli/tests/fixtures/import/orders_union-types.json deleted file mode 100644 index 04be5a122..000000000 --- a/datacontract-cli/tests/fixtures/import/orders_union-types.json +++ /dev/null @@ -1,69 +0,0 @@ -{ - "$schema": "http://json-schema.org/draft-07/schema#", - "title": "OrderSchema", - "description": "Schema for order details", - "type": "object", - "properties": { - "order_id": { - "type": "string", - "title": "Order ID", - "description": "Unique identifier for the order" - }, - "order_timestamp": { - "type": "string", - "format": "date-time", - "title": "Order Timestamp", - "description": "Timestamp when the order was placed" - }, - "order_total": { - "type": "integer", - "title": "Order Total", - "description": "Total amount of the order" - }, - "line_items": { - "type": "array", - "title": "Line Items", - "items": { - "type" : "integer" - } - }, - "vouchers": { - "type": "array", - "title": "List of used vouchers", - "items": [ - { - "type": "integer" - } - ] - }, - "customer_id": { - "type": [ - "string", - "null" - ], - "minLength": 10, - "maxLength": 20, - "title": "Customer ID", - "description": "Unique identifier for the customer" - }, - "customer_email_address": { - "type": "string", - "format": "email", - "title": "Customer Email Address", - "description": "Email address of the customer" - }, - "processed_timestamp": { - "type": "string", - "format": "date-time", - "title": "Processed Timestamp", - "description": "Timestamp when the order was processed" - } - }, - "required": [ - "order_id", - "order_timestamp", - "order_total", - "customer_email_address", - "processed_timestamp" - ] -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/import/orders_union-types_datacontract.yml b/datacontract-cli/tests/fixtures/import/orders_union-types_datacontract.yml deleted file mode 100644 index b2cb2a0b0..000000000 --- a/datacontract-cli/tests/fixtures/import/orders_union-types_datacontract.yml +++ /dev/null @@ -1,58 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - OrderSchema: - description: Schema for order details - type: object - title: OrderSchema - fields: - order_id: - title: Order ID - type: string - required: true - description: Unique identifier for the order - order_timestamp: - title: Order Timestamp - type: string - format: date-time - required: true - description: Timestamp when the order was placed - order_total: - title: Order Total - type: integer - required: true - description: Total amount of the order - line_items: - title: Line Items - type: array - required: false - items: - type: integer - vouchers: - title: List of used vouchers - type: array - required: false - items: - type: integer - customer_id: - title: Customer ID - type: string - required: false - description: Unique identifier for the customer - minLength: 10 - maxLength: 20 - customer_email_address: - title: Customer Email Address - type: string - format: email - required: true - description: Email address of the customer - processed_timestamp: - title: Processed Timestamp - type: string - format: date-time - required: true - description: Timestamp when the order was processed \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/junit/data/somedata.csv b/datacontract-cli/tests/fixtures/junit/data/somedata.csv deleted file mode 100644 index e51facfe3..000000000 --- a/datacontract-cli/tests/fixtures/junit/data/somedata.csv +++ /dev/null @@ -1 +0,0 @@ -1,abc \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/junit/datacontract.yaml b/datacontract-cli/tests/fixtures/junit/datacontract.yaml deleted file mode 100644 index 52223eaeb..000000000 --- a/datacontract-cli/tests/fixtures/junit/datacontract.yaml +++ /dev/null @@ -1,24 +0,0 @@ -dataContractSpecification: 1.1.0 -id: junit_test -info: - title: Sample contract to demonstrate the JUnit output format - version: 1.0.0 - owner: my-domain-team -servers: - local: - type: local - path: ./fixtures/junit/data/somedata.csv - format: csv -models: - my_object: - fields: - field_ok: - description: This field is OK - type: integer - required: true - minimum: 0 - field_nok: - description: This check should fail - type: string - required: true - minLength: 4 diff --git a/datacontract-cli/tests/fixtures/kafka-avro-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/kafka-avro-remote/datacontract.yaml deleted file mode 100644 index cdf4733e9..000000000 --- a/datacontract-cli/tests/fixtures/kafka-avro-remote/datacontract.yaml +++ /dev/null @@ -1,42 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders -info: - title: Orders - version: 0.0.1 - description: Order messages as generated by Confluent Datagen Source Adapter -servers: - production: - type: kafka - host: pkc-7xoy1.eu-central-1.aws.confluent.cloud:9092 - topic: orders.avro.v1 - format: avro -models: - orders: - type: table - description: My Model - namespace: com.example.checkout - fields: - ordertime: - type: bigint - description: My Field - orderid: - type: int - itemid: - type: string - orderunits: - type: double - address: - type: object - fields: - city: - type: string - state: - type: string - zipcode: - type: long -quality: - type: SodaCL - specification: - checks for orders: - - row_count >= 5000 - diff --git a/datacontract-cli/tests/fixtures/kafka-json-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/kafka-json-remote/datacontract.yaml deleted file mode 100644 index 0e562a4a7..000000000 --- a/datacontract-cli/tests/fixtures/kafka-json-remote/datacontract.yaml +++ /dev/null @@ -1,40 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders -info: - title: Orders - version: 0.0.1 - description: Order messages as generated by Confluent Datagen Source Adapter -servers: - production: - type: kafka - host: pkc-7xoy1.eu-central-1.aws.confluent.cloud:9092 - topic: datamesh.orders.v1 - format: json -models: - orders: - type: table - fields: - ordertime: - type: bigint - required: true - orderid: - type: int - itemid: - type: string - orderunits: - type: double - address: - type: object - fields: - city: - type: string - state: - type: string - zipcode: - type: string -quality: - type: SodaCL - specification: - checks for orders: - - row_count >= 5000 - diff --git a/datacontract-cli/tests/fixtures/kafka/data/messages.json b/datacontract-cli/tests/fixtures/kafka/data/messages.json deleted file mode 100644 index b4b9117c6..000000000 --- a/datacontract-cli/tests/fixtures/kafka/data/messages.json +++ /dev/null @@ -1,10 +0,0 @@ -{"updated_at":"2022-04-20T13:50:34.228811Z","available":17,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.589142Z","available":16,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.589501Z","available":15,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.589771Z","available":14,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.590008Z","available":13,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.590261Z","available":12,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.590559Z","available":11,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.590831Z","available":12,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.591076Z","available":11,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.591308Z","available":10,"location":"18","sku":"9521582929054"} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/kafka/datacontract.yaml b/datacontract-cli/tests/fixtures/kafka/datacontract.yaml deleted file mode 100644 index 384edffa0..000000000 --- a/datacontract-cli/tests/fixtures/kafka/datacontract.yaml +++ /dev/null @@ -1,30 +0,0 @@ -dataContractSpecification: 1.1.0 -id: inventory-events -info: - title: Inventory Events - version: 0.0.1 -servers: - production: - type: kafka - topic: inventory-events - host: __KAFKA_HOST__ - format: json - dataProductId: inventory - outputPortId: s3 -models: - inventory: - type: table - fields: - updated_at: - type: string - available: - type: int - location: - type: string - sku: - type: string -quality: - type: SodaCL - specification: - checks for inventory: - - row_count >= 10 diff --git a/datacontract-cli/tests/fixtures/lint/custom_datacontract.schema.json b/datacontract-cli/tests/fixtures/lint/custom_datacontract.schema.json deleted file mode 100644 index 28be54957..000000000 --- a/datacontract-cli/tests/fixtures/lint/custom_datacontract.schema.json +++ /dev/null @@ -1,667 +0,0 @@ -{ - "$schema": "http://json-schema.org/draft-07/schema#", - "type": "object", - "properties": { - "dataContractSpecification": { - "type": "string", - "enum": [ - "0.9.2", - "0.9.2", - "0.9.1", - "0.9.0" - ], - "description": "Specifies the Data Contract Specification being used." - }, - "id": { - "type": "string", - "description": "Specifies the identifier of the data contract." - }, - "info": { - "type": "object", - "properties": { - "title": { - "type": "string", - "description": "The title of the data contract." - }, - "version": { - "type": "string", - "description": "The version of the data contract document (which is distinct from the Data Contract Specification version or the Data Product implementation version)." - }, - "description": { - "type": "string", - "description": "A description of the data contract." - }, - "owner": { - "type": "string", - "description": "The owner or team responsible for managing the data contract and providing the data." - }, - "my-custom-required-field": { - "type": "string", - "description": "The owner or team responsible for managing the data contract and providing the data." - }, - "contact": { - "type": "object", - "properties": { - "name": { - "type": "string", - "description": "The identifying name of the contact person/organization." - }, - "url": { - "type": "string", - "format": "uri", - "description": "The URL pointing to the contact information. This MUST be in the form of a URL." - }, - "email": { - "type": "string", - "format": "email", - "description": "The email address of the contact person/organization. This MUST be in the form of an email address." - } - }, - "description": "Contact information for the data contract." - } - }, - "required": [ - "title", - "version", - "my-custom-required-field" - ], - "description": "Metadata and life cycle information about the data contract." - }, - "servers": { - "type": "object", - "additionalProperties": { - "oneOf": [ - { - "type": "object", - "properties": { - "type": { - "type": "string", - "enum": [ - "bigquery", - "BigQuery" - ], - "description": "The type of the data product technology that implements the data contract." - }, - "project": { - "type": "string", - "description": "An optional string describing the server." - }, - "dataset": { - "type": "string", - "description": "An optional string describing the server." - } - }, - "additionalProperties": true, - "required": [ - "type", - "project", - "dataset" - ] - }, - { - "type": "object", - "properties": { - "type": { - "type": "string", - "enum": [ - "s3" - ], - "description": "The type of the data product technology that implements the data contract." - }, - "location": { - "type": "string", - "format": "uri", - "description": "An optional string describing the server. Must be in the form of a URL." - } - }, - "additionalProperties": true, - "required": [ - "type", - "location" - ] - }, - { - "type": "object", - "properties": { - "type": { - "type": "string", - "enum": [ - "redshift" - ], - "description": "The type of the data product technology that implements the data contract." - }, - "account": { - "type": "string", - "description": "An optional string describing the server." - }, - "database": { - "type": "string", - "description": "An optional string describing the server." - }, - "schema": { - "type": "string", - "description": "An optional string describing the server." - } - }, - "additionalProperties": true, - "required": [ - "type", - "account", - "database", - "schema" - ] - }, - { - "type": "object", - "properties": { - "type": { - "type": "string", - "enum": [ - "snowflake" - ], - "description": "The type of the data product technology that implements the data contract." - }, - "account": { - "type": "string", - "description": "An optional string describing the server." - }, - "database": { - "type": "string", - "description": "An optional string describing the server." - }, - "schema": { - "type": "string", - "description": "An optional string describing the server." - } - }, - "additionalProperties": true, - "required": [ - "type", - "account", - "database", - "schema" - ] - }, - { - "type": "object", - "properties": { - "type": { - "type": "string", - "const": "databricks", - "description": "The type of the data product technology that implements the data contract." - }, - "host": { - "type": "string", - "description": "The Databricks host", - "examples": ["dbc-abcdefgh-1234.cloud.databricks.com"] - }, - "catalog": { - "type": "string", - "description": "The name of the Hive or Unity catalog" - }, - "schema": { - "type": "string", - "description": "The schema name in the catalog" - } - }, - "additionalProperties": true, - "required": [ - "type", - "host", - "catalog", - "schema" - ] - }, - { - "type": "object", - "properties": { - "type": { - "type": "string", - "const": "postgres", - "description": "The type of the data product technology that implements the data contract." - }, - "host": { - "type": "string", - "description": "The host to the database server", - "examples": ["localhost"] - }, - "port": { - "type": "integer", - "description": "The port to the database server." - }, - "database": { - "type": "string", - "description": "The name of the database.", - "examples": ["postgres"] - }, - "schema": { - "type": "string", - "description": "The name of the schema in the database.", - "examples": ["public"] - } - }, - "additionalProperties": true, - "required": [ - "type", - "host", - "port", - "database", - "schema" - ] - }, - { - "type": "object", - "properties": { - "type": { - "type": "string", - "enum": [ - "kafka" - ], - "description": "The type of the data product technology that implements the data contract." - }, - "host": { - "type": "string", - "description": "An optional string describing the server." - }, - "topic": { - "type": "string", - "description": "An optional string describing the server." - } - }, - "additionalProperties": true, - "required": [ - "type", - "host", - "topic" - ] - }, - { - "type": "object", - "properties": { - "type": { - "type": "string", - "enum": [ - "local" - ], - "description": "The type of the data product technology that implements the data contract." - }, - "path": { - "type": "string", - "description": "The relative or absolute path to the data file(s).", - "examples": [ - "./folder/data.parquet", - "./folder/*.parquet" - ] - }, - "format": { - "type": "string", - "description": "The format of the file(s)", - "examples": ["json", "parquet", "csv"] - } - }, - "additionalProperties": true, - "required": [ - "type", - "path", - "format" - ] - } - - ] - }, - "description": "Information about the servers." - }, - "terms": { - "type": "object", - "description": "The terms and conditions of the data contract.", - "properties": { - "usage": { - "type": "string", - "description": "The usage describes the way the data is expected to be used. Can contain business and technical information." - }, - "limitations": { - "type": "string", - "description": "The limitations describe the restrictions on how the data can be used, can be technical or restrictions on what the data may not be used for." - }, - "billing": { - "type": "string", - "description": "The billing describes the pricing model for using the data, such as whether it's free, having a monthly fee, or metered pay-per-use." - }, - "noticePeriod": { - "type": "string", - "description": "The period of time that must be given by either party to terminate or modify a data usage agreement. Uses ISO-8601 period format, e.g., 'P3M' for a period of three months." - } - } - }, - "models": { - "description": "Specifies the logical data model. Use the models name (e.g., the table name) as the key.", - "type": "object", - "minProperties": 1, - "propertyNames": { - "pattern": "^[a-zA-Z0-9_-]+$" - }, - "additionalProperties": { - "type": "object", - "properties": { - "description": { - "type": "string" - }, - "type": { - "description": "The type of the model. Examples: table, view, object. Default: table.", - "type": "string", - "default": "table", - "enum": [ - "table", - "view", - "object" - ] - }, - "fields": { - "description": "Specifies a field in the data model. Use the field name (e.g., the column name) as the key.", - "type": "object", - "additionalProperties": { - "type": "object", - "properties": { - "description": { - "type": "string", - "description": "An optional string describing the semantic of the data in this field." - }, - "type": { - "type": "string", - "description": "The logical data type of the field.", - "enum": [ - "number", - "decimal", - "numeric", - "int", - "integer", - "long", - "bigint", - "float", - "double", - "string", - "text", - "varchar", - "boolean", - "timestamp", - "timestamp_tz", - "timestamp_ntz", - "date", - "array", - "object", - "record", - "struct", - "bytes", - "null" - ] - }, - "required": { - "type": "boolean", - "default": false, - "description": "An indication, if this field must contain a value and may not be null." - }, - "unique": { - "type": "boolean", - "default": false, - "description": "An indication, if the value must be unique within the model." - }, - "enum": { - "type": "array", - "items": { - "type": "string" - }, - "uniqueItems": true, - "description": "A value must be equal to one of the elements in this array value. Only evaluated if the value is not null." - }, - "minLength": { - "type": "number", - "description": "A value must greater than, or equal to, the value of this. Only applies to string types." - }, - "maxLength": { - "type": "number", - "description": "A value must less than, or equal to, the value of this. Only applies to string types." - }, - "format": { - "type": "string", - "description": "A specific format the value must comply with (e.g., 'email', 'uri', 'uuid')." - }, - "pattern": { - "type": "string", - "description": "A regular expression the value must match. Only applies to string types." - }, - "minimum": { - "type": "number", - "description": "A value of a number must greater than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "exclusiveMinimum": { - "type": "number", - "description": "A value of a number must greater than the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "maximum": { - "type": "number", - "description": "A value of a number must less than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "exclusiveMaximum": { - "type": "number", - "description": "A value of a number must less than the value of this. Only evaluated if the value is not null. Only applies to numeric values." - }, - "example": { - "type": "string", - "description": "An example value for this field." - }, - "pii": { - "type": "boolean", - "description": "An indication, if this field contains Personal Identifiable Information (PII)." - }, - "classification": { - "type": "string", - "description": "The data class defining the sensitivity level for this field, according to the organization's classification scheme.", - "examples": [ - "sensitive", - "restricted", - "internal", - "public" - ] - }, - "tags": { - "type": "array", - "items": { - "type": "string" - }, - "description": "Custom metadata to provide additional context." - }, - "$ref": { - "type": "string", - "description": "A reference URI to a definition in the specification, internally or externally. Properties will be inherited from the definition." - } - } - } - } - } - } - }, - "definitions": { - "description": "Clear and concise explanations of syntax, semantic, and classification of business objects in a given domain.", - "type": "object", - "propertyNames": { - "pattern": "^[a-zA-Z0-9_-]+$" - }, - "additionalProperties": { - "type": "object", - "properties": { - "domain": { - "type": "string", - "description": "The domain in which this definition is valid.", - "default": "global" - }, - "name": { - "type": "string", - "description": "The technical name of this definition." - }, - "title": { - "type": "string", - "description": "The business name of this definition." - }, - "description": { - "type": "string", - "description": "Clear and concise explanations related to the domain." - }, - "type": { - "type": "string", - "description": "The logical data type." - }, - "minLength": { - "type": "number", - "description": "A value must be greater than or equal to this value. Applies only to string types." - }, - "maxLength": { - "type": "number", - "description": "A value must be less than or equal to this value. Applies only to string types." - }, - "format": { - "type": "string", - "description": "Specific format requirements for the value (e.g., 'email', 'uri', 'uuid')." - }, - "pattern": { - "type": "string", - "description": "A regular expression pattern the value must match. Applies only to string types." - }, - "example": { - "type": "string", - "description": "An example value." - }, - "pii": { - "type": "boolean", - "description": "Indicates if the field contains Personal Identifiable Information (PII)." - }, - "classification": { - "type": "string", - "description": "The data class defining the sensitivity level for this field." - }, - "tags": { - "type": "array", - "items": { - "type": "string" - }, - "description": "Custom metadata to provide additional context." - } - }, - "required": [ - "name", - "type" - ] - } - }, - "schema": { - "type": "object", - "properties": { - "type": { - "type": "string", - "enum": [ - "dbt", - "bigquery", - "json-schema", - "sql-ddl", - "avro", - "protobuf", - "custom" - ], - "description": "The type of the schema. Typical values are dbt, bigquery, json-schema, sql-ddl, avro, protobuf, custom." - }, - "specification": { - "oneOf": [ - { - "type": "string", - "description": "The specification of the schema as a string." - }, - { - "type": "object", - "description": "The specification of the schema as an object." - } - ] - } - }, - "required": [ - "type", - "specification" - ], - "description": "The schema of the data contract describes the syntax and semantics of provided data sets. It supports different schema types." - }, - "examples": { - "type": "array", - "items": { - "type": "object", - "properties": { - "type": { - "type": "string", - "enum": [ - "csv", - "json", - "yaml", - "custom" - ], - "description": "The type of the example data. Well-known types are csv, json, yaml, custom." - }, - "description": { - "type": "string", - "description": "An optional string describing the example." - }, - "model": { - "type": "string", - "description": "The reference to the model in the schema, e.g., a table name." - }, - "data": { - "oneOf": [{ - "type": "string", - "description": "Example data for this model." - },{ - "type": "array", - "description": "Example data for this model in a structured format. Use this for type json or yaml." - }] - } - }, - "required": [ - "type", - "data" - ] - }, - "description": "The Examples Object is an array of Example Objects." - }, - "quality": { - "type": "object", - "properties": { - "type": { - "type": "string", - "enum": [ - "SodaCL", - "montecarlo", - "custom" - ], - "description": "The type of the quality check. Typical values are SodaCL, montecarlo, custom." - }, - "specification": { - "oneOf": [ - { - "type": "string", - "description": "The specification of the quality attributes as a string." - }, - { - "type": "object", - "description": "The specification of the quality attributes as an object." - } - ] - } - }, - "required": [ - "type", - "specification" - ], - "description": "The quality object contains quality attributes and checks." - } - }, - "required": [ - "dataContractSpecification", - "id", - "info" - ] -} diff --git a/datacontract-cli/tests/fixtures/lint/custom_datacontract.yaml b/datacontract-cli/tests/fixtures/lint/custom_datacontract.yaml deleted file mode 100644 index 2cf889495..000000000 --- a/datacontract-cli/tests/fixtures/lint/custom_datacontract.yaml +++ /dev/null @@ -1,7 +0,0 @@ -dataContractSpecification: 0.9.2 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - my-custom-required-field: hello - description: Custom data contract description. diff --git a/datacontract-cli/tests/fixtures/lint/datacontract_csv_lint_base.yaml b/datacontract-cli/tests/fixtures/lint/datacontract_csv_lint_base.yaml deleted file mode 100644 index 66ad00301..000000000 --- a/datacontract-cli/tests/fixtures/lint/datacontract_csv_lint_base.yaml +++ /dev/null @@ -1,18 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - orders: - fields: - column_1: - type: string - column_2: - type: string -examples: - - type: csv - model: orders - data: |- - column_1, column_2 - value_1, value_2 diff --git a/datacontract-cli/tests/fixtures/lint/datacontract_quality_schema.yaml b/datacontract-cli/tests/fixtures/lint/datacontract_quality_schema.yaml deleted file mode 100644 index 3a1e4fd35..000000000 --- a/datacontract-cli/tests/fixtures/lint/datacontract_quality_schema.yaml +++ /dev/null @@ -1,17 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - orders: - fields: - column_1: - type: string - column_2: - type: string -quality: - type: SodaCL - specification: |- - checks for orders: - - freshness(column_1) < 1d diff --git a/datacontract-cli/tests/fixtures/lint/datacontract_unknown_model.yaml b/datacontract-cli/tests/fixtures/lint/datacontract_unknown_model.yaml deleted file mode 100644 index 67f999edf..000000000 --- a/datacontract-cli/tests/fixtures/lint/datacontract_unknown_model.yaml +++ /dev/null @@ -1,11 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -examples: - - type: csv - model: orders - data: |- - column_1, column_2 - value_1, value_2 diff --git a/datacontract-cli/tests/fixtures/lint/invalid_datacontract.yaml b/datacontract-cli/tests/fixtures/lint/invalid_datacontract.yaml deleted file mode 100644 index c21f2d758..000000000 --- a/datacontract-cli/tests/fixtures/lint/invalid_datacontract.yaml +++ /dev/null @@ -1,5 +0,0 @@ -dataContractSpecification: 1.1.0 -#id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 diff --git a/datacontract-cli/tests/fixtures/lint/valid_datacontract.yaml b/datacontract-cli/tests/fixtures/lint/valid_datacontract.yaml deleted file mode 100644 index f28b8630a..000000000 --- a/datacontract-cli/tests/fixtures/lint/valid_datacontract.yaml +++ /dev/null @@ -1,6 +0,0 @@ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 - description: An empty data contract diff --git a/datacontract-cli/tests/fixtures/lint/valid_datacontract_ref.yaml b/datacontract-cli/tests/fixtures/lint/valid_datacontract_ref.yaml deleted file mode 100644 index 9156bd0c2..000000000 --- a/datacontract-cli/tests/fixtures/lint/valid_datacontract_ref.yaml +++ /dev/null @@ -1,30 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 1.0.0 - description: | - Successful customer orders in the webshop. - All orders since 2020-01-01. - Orders with their line items are in their current state (no history included). -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - $ref: '#/definitions/order_id' - required: true - unique: true - primaryKey: true -definitions: - order_id: - domain: checkout - name: order_id - title: Order ID - type: text - format: uuid - description: An internal ID that identifies an order in the online shop. - example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 - pii: true - classification: restricted diff --git a/datacontract-cli/tests/fixtures/lint/valid_datacontract_references.yaml b/datacontract-cli/tests/fixtures/lint/valid_datacontract_references.yaml deleted file mode 100644 index c21f1355a..000000000 --- a/datacontract-cli/tests/fixtures/lint/valid_datacontract_references.yaml +++ /dev/null @@ -1,23 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 1.0.0 - description: Data contract for orders -models: - orders: - description: One record per order. - type: table - fields: - 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a/datacontract-cli/tests/fixtures/local-delta/datacontract.yaml b/datacontract-cli/tests/fixtures/local-delta/datacontract.yaml deleted file mode 100644 index 42d03cd65..000000000 --- a/datacontract-cli/tests/fixtures/local-delta/datacontract.yaml +++ /dev/null @@ -1,23 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders-unit-test -info: - title: Orders Unit Test - version: 1.0.0 -servers: - production: - type: local - path: ./fixtures/local-delta/data/orders - format: delta - dataProductId: orders -models: - orders: - fields: - order_id: - type: varchar - unique: true - required: true - order_timestamp: - required: true - order_total: - type: bigint - required: true diff --git a/datacontract-cli/tests/fixtures/local-delta/helper/create_delta_files.py b/datacontract-cli/tests/fixtures/local-delta/helper/create_delta_files.py deleted file mode 100644 index 0304c6caa..000000000 --- a/datacontract-cli/tests/fixtures/local-delta/helper/create_delta_files.py +++ /dev/null @@ -1,67 +0,0 @@ -import os - -import pandas as pd -from deltalake import write_deltalake - -# Ensure the required directory exists -output_dir = "../data" -if not os.path.exists(output_dir): - os.makedirs(output_dir) - -# Sample data for Orders table -orders_data = { - "order_id": ["1001", "1002", "1003", "1004", "1005", "1006", "1007", "1008"], - "order_timestamp": [ - "2024-01-01T10:00:00.000Z", - "2024-01-01T11:30:00.000Z", - "2024-01-01T12:45:00.000Z", - "2024-01-02T08:20:00.000Z", - "2024-01-02T09:15:00.000Z", - "2024-01-02T10:05:00.000Z", - "2024-01-02T10:45:00.000Z", - "2024-01-02T11:30:00.000Z", - ], - "order_total": [5000, 7500, 3000, 2000, 6500, 12000, 4500, 8000], -} - -orders_df = pd.DataFrame(orders_data) -orders_df["order_timestamp"] = pd.to_datetime(orders_df["order_timestamp"], format="%Y-%m-%dT%H:%M:%S.%fZ") - -# Sample data for Line Items table -line_items_data = { - "line_item_id": [ - "LI-001", - "LI-002", - "LI-003", - "LI-004", - "LI-005", - "LI-006", - "LI-007", - "LI-008", - "LI-009", - "LI-010", - "LI-011", - "LI-012", - ], - "order_id": [1001, 1001, 1002, 1004, 1004, 1005, 1005, 1006, 1006, 1007, 1008, 1008], - "sku": [ - "SKU-12345", - "SKU-12346", - "SKU-12347", - "SKU-12348", - "SKU-12349", - "SKU-12350", - "SKU-12351", - "SKU-12352", - "SKU-12353", - "SKU-12354", - "SKU-12355", - "SKU-12356", - ], -} -line_items_df = pd.DataFrame(line_items_data) -write_deltalake("data/orders", orders_df) -write_deltalake("data/line_items", line_items_df) -# Write to Parquet files -# orders_df.to_parquet(os.path.join(output_dir, "orders.parquet")) -# line_items_df.to_parquet(os.path.join(output_dir, "line_items.parquet")) diff --git a/datacontract-cli/tests/fixtures/local-json-complex/data/sts_data.json b/datacontract-cli/tests/fixtures/local-json-complex/data/sts_data.json deleted file mode 100644 index 0391804f4..000000000 --- a/datacontract-cli/tests/fixtures/local-json-complex/data/sts_data.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "array_test_string": ["test1", "test2"], - "array_test_object": [ - { - "key": "key1", - "value": "value1" - }, - { - "key": "key2", - "value": "value2" - } - ], - "id": "11111111", - "sts_data": { - "connection_test": "SUCCESS", - "key_list": { - "0": { - "key": "12345678" - }, - "1": { - "key": "23456789" - } - } - } - } \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/local-json-complex/datacontract.yaml b/datacontract-cli/tests/fixtures/local-json-complex/datacontract.yaml deleted file mode 100644 index 748c53d0a..000000000 --- a/datacontract-cli/tests/fixtures/local-json-complex/datacontract.yaml +++ /dev/null @@ -1,85 +0,0 @@ -dataContractSpecification: 1.1.0 -id: jsonschema-complex-data -info: - title: sts data - version: 1.0.0 - owner: Checkout Team -models: - sts_data: - type: table - fields: - array_test_string: - type: array - required: true - items: - type: string - required: true - array_test_object: - type: array - required: true - items: - type: object - required: true - fields: - key: - type: string - required: true - value: - type: string - required: true - id: - type: string - minLength: 1 - maxLength: 10 - pattern: "^[0-9]{8}$" - required: true - sts_data: - type: object - required: true - fields: - connection_test: - type: string - enum: ["SUCCESS", "FAIL", "NULL"] - required: true - key_list: - type: object - required: true - fields: - ^[0-5]$: - type: object - fields: - key: - type: string - pattern: "^[0-9]{8}$" - required: true - empty_object: - type: object -examples: - - type: json # csv, json, yaml, custom - model: sts_data - data: | # expressed as string or inline yaml or via "$ref: data.csv" - { - "array_test_string": ["test1", "test2"], - "array_test_object": [ - { - "key": "key1", - "value": "value1" - }, - { - "key": "key2", - "value": "value2" - } - ], - "id": "11111111", - "sts_data": { - "connection_test": "SUCCESS", - "key_list": { - "0": { - "key": "12345678" - }, - "1": { - "key": "23456789" - } - } - } - } \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/local-json/data/verbraucherpreisindex.json b/datacontract-cli/tests/fixtures/local-json/data/verbraucherpreisindex.json deleted file mode 100644 index 7a21d4c5a..000000000 --- a/datacontract-cli/tests/fixtures/local-json/data/verbraucherpreisindex.json +++ /dev/null @@ -1,396 +0,0 @@ -{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":1991,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT01","2_Auspraegung_Label":"Januar","PREIS1__Verbraucherpreisindex__2020=100":"60,5","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":null,"Verbraucherpreisindex__CH0004__q":"","PREIS1__CH0005":null,"PREIS1__CH0005__q":""} -{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für 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-{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT11","2_Auspraegung_Label":"November","PREIS1__Verbraucherpreisindex__2020=100":"117,3","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"3,2","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"-0,4","PREIS1__CH0005__q":"e"} -{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2023,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT12","2_Auspraegung_Label":"Dezember","PREIS1__Verbraucherpreisindex__2020=100":"...","PREIS1__Verbraucherpreisindex__q":"","Verbraucherpreisindex__CH0004":"...","Verbraucherpreisindex__CH0004__q":"","PREIS1__CH0005":"...","PREIS1__CH0005__q":""} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/local-json/datacontract.json b/datacontract-cli/tests/fixtures/local-json/datacontract.json deleted file mode 100644 index 367ba41e4..000000000 --- a/datacontract-cli/tests/fixtures/local-json/datacontract.json +++ /dev/null @@ -1,118 +0,0 @@ -{ - "$schema": "http://json-schema.org/draft-07/schema#", - "type": "object", - "properties": { - "Statistik_Code": { - "type": "integer", - "description": "Statistical code for the data set", - "minimum": 0 - }, - "Statistik_Label": { - "type": "string", - "description": "Label for the statistical code" - }, - "Zeit_Code": { - "type": "string", - "description": "Code for the time dimension" - }, - "Zeit_Label": { - "type": "string", - "description": "Label for the time dimension" - }, - "Zeit": { - "type": "integer", - "description": "Year of the data" - }, - "1_Merkmal_Code": { - "type": "string", - "description": "Feature code 1" - }, - "1_Merkmal_Label": { - "type": "string", - "description": "Label for feature 1" - }, - "1_Auspraegung_Code": { - "type": "string", - "enum": [ - "DG" - ], - "description": "Expression code for feature 1" - }, - "1_Auspraegung_Label": { - "type": "string", - "enum": [ - "Deutschland" - ], - "description": "Label for the expression of feature 1" - }, - "2_Merkmal_Code": { - "type": "string", - "enum": [ - "MONAT" - ], - "description": "Feature code 2" - }, - "2_Merkmal_Label": { - "type": "string", - "description": "Label for feature 2" - }, - "2_Auspraegung_Code": { - "type": "string", - "description": "The Month" - }, - "2_Auspraegung_Label": { - "type": "string", - "description": "The German name of the month" - }, - "PREIS1__Verbraucherpreisindex__2020=100": { - "type": "string", - "description": "Consumer price index value" - }, - "PREIS1__Verbraucherpreisindex__q": { - "type": "string", - "description": "e\nendg\u00fcltiger Wert\n0\nweniger als die H\u00e4lfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts\n-\nnichts vorhanden\n...\nAngabe f\u00e4llt sp\u00e4ter an\n/\nkeine Angaben, da Zahlenwert nicht sicher genug\n.\nZahlenwert unbekannt oder geheimzuhalten\nx\nTabellenfach gesperrt, weil Aussage nicht sinnvoll\n()\nAussagewert eingeschr\u00e4nkt, da der Zahlenwert statistisch relativ unsicher ist\np\nvorl\u00e4ufige Zahl\nr\nberichtigte Zahl\ns\ngesch\u00e4tzte Zahl\n" - }, - "Verbraucherpreisindex__CH0004": { - "type": [ - "string", - "null" - ], - "description": "Ver\u00e4nderung zum Vorjahresmonat" - }, - "Verbraucherpreisindex__CH0004__q": { - "type": "string", - "description": "e\nendg\u00fcltiger Wert\n0\nweniger als die H\u00e4lfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts\n-\nnichts vorhanden\n...\nAngabe f\u00e4llt sp\u00e4ter an\n/\nkeine Angaben, da Zahlenwert nicht sicher genug\n.\nZahlenwert unbekannt oder geheimzuhalten\nx\nTabellenfach gesperrt, weil Aussage nicht sinnvoll\n()\nAussagewert eingeschr\u00e4nkt, da der Zahlenwert statistisch relativ unsicher ist\np\nvorl\u00e4ufige Zahl\nr\nberichtigte Zahl\ns\ngesch\u00e4tzte Zahl\n" - }, - "PREIS1__CH0005": { - "type": [ - "string", - "null" - ], - "description": "Ver\u00e4nderung zum Vormonat" - }, - "PREIS1__CH0005__q": { - "type": "string", - "description": "e\nendg\u00fcltiger Wert\n0\nweniger als die H\u00e4lfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts\n-\nnichts vorhanden\n...\nAngabe f\u00e4llt sp\u00e4ter an\n/\nkeine Angaben, da Zahlenwert nicht sicher genug\n.\nZahlenwert unbekannt oder geheimzuhalten\nx\nTabellenfach gesperrt, weil Aussage nicht sinnvoll\n()\nAussagewert eingeschr\u00e4nkt, da der Zahlenwert statistisch relativ unsicher ist\np\nvorl\u00e4ufige Zahl\nr\nberichtigte Zahl\ns\ngesch\u00e4tzte Zahl\n" - } - }, - "required": [ - "Statistik_Code", - "Statistik_Label", - "Zeit_Code", - "Zeit_Label", - "Zeit", - "1_Merkmal_Code", - "1_Merkmal_Label", - "1_Auspraegung_Code", - "1_Auspraegung_Label", - "2_Merkmal_Code", - "2_Merkmal_Label", - "2_Auspraegung_Code", - "2_Auspraegung_Label", - "PREIS1__Verbraucherpreisindex__2020=100", - "PREIS1__Verbraucherpreisindex__q", - "Verbraucherpreisindex__CH0004__q", - "PREIS1__CH0005__q" - ], - "description": "Model representing the Consumer Price Index for Germany" -} \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/local-json/datacontract.yaml b/datacontract-cli/tests/fixtures/local-json/datacontract.yaml deleted file mode 100644 index a2746d379..000000000 --- a/datacontract-cli/tests/fixtures/local-json/datacontract.yaml +++ /dev/null @@ -1,142 +0,0 @@ -dataContractSpecification: 1.1.0 -id: "61111-0002" -info: - title: "Verbraucherpreisindex: Deutschland, Monate" - description: A data contract for the distribution and use of the German Consumer Price Index data. - version: 1.0.0 - owner: my-domain-team -terms: - usage: This data is for research and analysis purposes only. - limitations: Data cannot be used for commercial purposes. - billing: Free access for academic research. - noticePeriod: P3M -servers: - verbraucherpreisindex/s3: - dataProductId: verbraucherpreisindex - outputPortId: s3 - type: local - path: ./fixtures/local-json/data/verbraucherpreisindex.json - location: ./fixtures/local-json/data/verbraucherpreisindex.json - format: json - delimiter: new_line -models: - verbraucherpreisindex: - description: Model representing the Consumer Price Index for Germany - fields: - Statistik_Code: - description: Statistical code for the data set - type: integer - required: true - minimum: 0 - Statistik_Label: - description: Label for the statistical code - type: string - required: true - Zeit_Code: - description: Code for the time dimension - type: string - required: true - Zeit_Label: - description: Label for the time dimension - type: string - required: true - Zeit: - description: Year of the data - type: integer - required: true - example: "2022" - 1_Merkmal_Code: - description: Feature code 1 - type: string - required: true - 1_Merkmal_Label: - description: Label for feature 1 - type: string - required: true - 1_Auspraegung_Code: - description: Expression code for feature 1 - type: string - required: true - enum: - - "DG" - 1_Auspraegung_Label: - description: Label for the expression of feature 1 - type: string - required: true - enum: - - "Deutschland" - 2_Merkmal_Code: - description: Feature code 2 - type: string - required: true - enum: - - "MONAT" - 2_Merkmal_Label: - description: Label for feature 2 - type: string - required: true - 2_Auspraegung_Code: - description: The Month - type: string - required: true - example: "MONAT01" - 2_Auspraegung_Label: - description: The German name of the month - type: string - required: true - example: "Januar" - PREIS1__Verbraucherpreisindex__2020=100: - description: Consumer price index value - type: string - required: true - PREIS1__Verbraucherpreisindex__q: - $ref: "#/definitions/qualitaetskennzeichen" - type: string - required: true - Verbraucherpreisindex__CH0004: - description: Veränderung zum Vorjahresmonat - type: string - Verbraucherpreisindex__CH0004__q: - $ref: "#/definitions/qualitaetskennzeichen" - type: string - required: true - PREIS1__CH0005: - description: Veränderung zum Vormonat - type: string - required: false - PREIS1__CH0005__q: - $ref: "#/definitions/qualitaetskennzeichen" - type: string - required: true -definitions: - qualitaetskennzeichen: - name: qualitaetskennzeichen - type: string - description: | - e - endgültiger Wert - 0 - weniger als die Hälfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts - - - nichts vorhanden - ... - Angabe fällt später an - / - keine Angaben, da Zahlenwert nicht sicher genug - . - Zahlenwert unbekannt oder geheimzuhalten - x - Tabellenfach gesperrt, weil Aussage nicht sinnvoll - () - Aussagewert eingeschränkt, da der Zahlenwert statistisch relativ unsicher ist - p - vorläufige Zahl - r - berichtigte Zahl - s - geschätzte Zahl -examples: - - type: json - description: Example entry for CPI data - model: ConsumerPriceIndex - data: '{"Statistik_Code":61111,"Statistik_Label":"Verbraucherpreisindex für Deutschland","Zeit_Code":"JAHR","Zeit_Label":"Jahr","Zeit":2022,"1_Merkmal_Code":"DINSG","1_Merkmal_Label":"Deutschland insgesamt","1_Auspraegung_Code":"DG","1_Auspraegung_Label":"Deutschland","2_Merkmal_Code":"MONAT","2_Merkmal_Label":"Monate","2_Auspraegung_Code":"MONAT01","2_Auspraegung_Label":"Januar","PREIS1__Verbraucherpreisindex__2020=100":"105,2","PREIS1__Verbraucherpreisindex__q":"e","Verbraucherpreisindex__CH0004":"4,2","Verbraucherpreisindex__CH0004__q":"e","PREIS1__CH0005":"0,5","PREIS1__CH0005__q":"e"}' diff --git a/datacontract-cli/tests/fixtures/markdown/export/datacontract.yaml b/datacontract-cli/tests/fixtures/markdown/export/datacontract.yaml deleted file mode 100644 index 871bc5649..000000000 --- a/datacontract-cli/tests/fixtures/markdown/export/datacontract.yaml +++ /dev/null @@ -1,219 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 2.0.0 - description: | - Successful customer orders in the webshop. - All orders since 2020-01-01. - Orders with their line items are in their current state (no history included). - owner: Checkout Team - contact: - name: John Doe (Data Product Owner) - url: https://teams.microsoft.com/l/channel/example/checkout -servers: - production: - type: s3 - environment: prod - location: s3://datacontract-example-orders-latest/v2/{model}/*.json - format: json - delimiter: new_line - description: "One folder per model. One file per day." - roles: - - name: analyst_us - description: Access to the data for US region - - name: analyst_cn - description: Access to the data for China region -terms: - usage: | - Data can be used for reports, analytics and machine learning use cases. - Order may be linked and joined by other tables - limitations: | - Not suitable for real-time use cases. - Data may not be used to identify individual customers. - Max data processing per day: 10 TiB - policies: - - name: privacy-policy - url: https://example.com/privacy-policy - - name: license - description: External data is licensed under agreement 1234. - url: https://example.com/license/1234 - billing: 5000 USD per month - noticePeriod: P3M -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - $ref: "#/definitions/order_id" - required: true - unique: true - primaryKey: true - order_timestamp: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - examples: - - "2024-09-09T08:30:00Z" - tags: ["business-timestamp"] - order_total: - description: Total amount the smallest monetary unit (e.g., cents). - type: long - required: true - examples: - - 9999 - # quality: - # - type: sql - # description: 95% of all order total values are expected to be between 10 and 499 EUR. - # query: | - # SELECT quantile_cont(order_total, 0.95) AS percentile_95 - # FROM orders - # mustBeBetween: [1000, 49900] - customer_id: - description: Unique identifier for the customer. - type: text - minLength: 10 - maxLength: 20 - customer_email_address: - description: The email address, as entered by the customer. - type: text - format: email - required: true - pii: true - classification: sensitive - quality: - - type: text - description: The email address is not verified and may be invalid. - lineage: - inputFields: - - namespace: com.example.service.checkout - name: checkout_db.orders - field: email_address - processed_timestamp: - description: The timestamp when the record was processed by the data platform. - type: timestamp - required: true - config: - jsonType: string - jsonFormat: date-time - quality: - # - type: sql - # description: The maximum duration between two orders should be less that 3600 seconds - # query: | - # SELECT MAX(duration) AS max_duration - # FROM ( - # SELECT epoch(order_timestamp - LAG(order_timestamp) OVER (ORDER BY order_timestamp)) AS duration - # FROM orders - # ) subquery - # mustBeLessThan: 3600 - - type: sql - description: Row Count - query: | - SELECT count(*) as row_count - FROM orders - mustBeGreaterThan: 5 - examples: - - | - order_id,order_timestamp,order_total,customer_id,customer_email_address,processed_timestamp - "1001","2030-09-09T08:30:00Z",2500,"1000000001","mary.taylor82@example.com","2030-09-09T08:31:00Z" - "1002","2030-09-08T15:45:00Z",1800,"1000000002","michael.miller83@example.com","2030-09-09T08:31:00Z" - "1003","2030-09-07T12:15:00Z",3200,"1000000003","michael.smith5@example.com","2030-09-09T08:31:00Z" - "1004","2030-09-06T19:20:00Z",1500,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" - "1005","2030-09-05T10:10:00Z",4200,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" - "1006","2030-09-04T14:55:00Z",2800,"1000000005","john.davis28@example.com","2030-09-09T08:31:00Z" - "1007","2030-09-03T21:05:00Z",1900,"1000000006","linda.brown67@example.com","2030-09-09T08:31:00Z" - "1008","2030-09-02T17:40:00Z",3600,"1000000007","patricia.smith40@example.com","2030-09-09T08:31:00Z" - "1009","2030-09-01T09:25:00Z",3100,"1000000008","linda.wilson43@example.com","2030-09-09T08:31:00Z" - "1010","2030-08-31T22:50:00Z",2700,"1000000009","mary.smith98@example.com","2030-09-09T08:31:00Z" - line_items: - description: A single article that is part of an order. - type: table - fields: - line_item_id: - type: text - description: Primary key of the lines_item_id table - required: true - order_id: - $ref: "#/definitions/order_id" - references: orders.order_id - sku: - description: The purchased article number - $ref: "#/definitions/sku" - primaryKey: ["order_id", "line_item_id"] - examples: - - | - line_item_id,order_id,sku - "LI-1","1001","5901234123457" - "LI-2","1001","4001234567890" - "LI-3","1002","5901234123457" - "LI-4","1002","2001234567893" - "LI-5","1003","4001234567890" - "LI-6","1003","5001234567892" - "LI-7","1004","5901234123457" - "LI-8","1005","2001234567893" - "LI-9","1005","5001234567892" - "LI-10","1005","6001234567891" -definitions: - order_id: - title: Order ID - type: text - format: uuid - description: An internal ID that identifies an order in the online shop. - examples: - - 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 - pii: true - classification: restricted - tags: - - orders - sku: - title: Stock Keeping Unit - type: text - pattern: ^[A-Za-z0-9]{8,14}$ - examples: - - "96385074" - description: | - A Stock Keeping Unit (SKU) is an internal unique identifier for an article. - It is typically associated with an article's barcode, such as the EAN/GTIN. - links: - wikipedia: https://en.wikipedia.org/wiki/Stock_keeping_unit - tags: - - inventory -servicelevels: - availability: - description: The server is available during support hours - percentage: 99.9% - retention: - description: Data is retained for one year - period: P1Y - unlimited: false - latency: - description: Data is available within 25 hours after the order was placed - threshold: 25h - sourceTimestampField: orders.order_timestamp - processedTimestampField: orders.processed_timestamp - freshness: - description: The age of the youngest row in a table. - threshold: 25h - timestampField: orders.order_timestamp - frequency: - description: Data is delivered once a day - type: batch # or streaming - interval: daily # for batch, either or cron - cron: 0 0 * * * # for batch, either or interval - support: - description: The data is available during typical business hours at headquarters - time: 9am to 5pm in EST on business days - responseTime: 1h - backup: - description: Data is backed up once a week, every Sunday at 0:00 UTC. - interval: weekly - cron: 0 0 * * 0 - recoveryTime: 24 hours - recoveryPoint: 1 week -tags: - - checkout - - orders - - s3 -links: - datacontractCli: https://cli.datacontract.com diff --git a/datacontract-cli/tests/fixtures/markdown/export/expected.md b/datacontract-cli/tests/fixtures/markdown/export/expected.md deleted file mode 100644 index 2380599db..000000000 --- a/datacontract-cli/tests/fixtures/markdown/export/expected.md +++ /dev/null @@ -1,90 +0,0 @@ -# urn:datacontract:checkout:orders-latest -## Info -*Successful customer orders in the webshop.
    All orders since 2020-01-01.
    Orders with their line items are in their current state (no history included).
    * -- **title:** Orders Latest -- **version:** 2.0.0 -- **owner:** Checkout Team -- **contact:** {'name': 'John Doe (Data Product Owner)', 'url': 'https://teams.microsoft.com/l/channel/example/checkout'} - -## Servers -| Name | Type | Attributes | -| ---- | ---- | ---------- | -| production | s3 | *One folder per model. One file per day.*
    • **environment:** prod
    • **format:** json
    • **delimiter:** new_line
    • **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json
    • **roles:** [{'name': 'analyst_us', 'description': 'Access to the data for US region'}, {'name': 'analyst_cn', 'description': 'Access to the data for China region'}] | - -## Terms -*No description.* -- **usage:** Data can be used for reports, analytics and machine learning use cases. -Order may be linked and joined by other tables - -- **limitations:** Not suitable for real-time use cases. -Data may not be used to identify individual customers. -Max data processing per day: 10 TiB - -- **billing:** 5000 USD per month -- **noticePeriod:** P3M -- **policies:** [{'name': 'privacy-policy', 'url': 'https://example.com/privacy-policy'}, {'name': 'license', 'description': 'External data is licensed under agreement 1234.', 'url': 'https://example.com/license/1234'}] - -## Models -### orders -*One record per order. Includes cancelled and deleted orders.* - -| Field | Type | Attributes | -| ----- | ---- | ---------- | -| order_id | None | *No description.*
    • **ref:** #/definitions/order_id
    • `required`
    • `primaryKey`
    • `unique` | -| order_timestamp | timestamp | *The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.*
    • `required`
    • **tags:** ['business-timestamp']
    • **examples:** ['2024-09-09T08:30:00Z'] | -| order_total | long | *Total amount the smallest monetary unit (e.g., cents).*
    • `required`
    • **examples:** [9999] | -| customer_id | text | *Unique identifier for the customer.*
    • **minLength:** 10
    • **maxLength:** 20 | -| customer_email_address | text | *The email address, as entered by the customer.*
    • **format:** email
    • `required`
    • `pii`
    • **classification:** sensitive
    • **quality:** [{'type': 'text', 'description': 'The email address is not verified and may be invalid.'}]
    • **lineage:** {'inputFields': [{'namespace': 'com.example.service.checkout', 'name': 'checkout_db.orders', 'field': 'email_address'}]} | -| processed_timestamp | timestamp | *The timestamp when the record was processed by the data platform.*
    • `required`
    • **config:** {'jsonType': 'string', 'jsonFormat': 'date-time'} | -### line_items -*A single article that is part of an order.* - -| Field | Type | Attributes | -| ----- | ---- | ---------- | -| line_item_id | text | *Primary key of the lines_item_id table*
    • `required` | -| order_id | None | *No description.*
    • **ref:** #/definitions/order_id
    • **references:** orders.order_id | -| sku | None | *The purchased article number*
    • **ref:** #/definitions/sku | - -## Definitions -| Name | Type | Domain | Attributes | -| ---- | ---- | ------ | ---------- | -| order_id | text | | *An internal ID that identifies an order in the online shop.*
    • **title:** Order ID
    • **format:** uuid
    • `pii`
    • **classification:** restricted
    • **tags:** ['orders']
    • **examples:** ['243c25e5-a081-43a9-aeab-6d5d5b6cb5e2'] | -| sku | text | | *A Stock Keeping Unit (SKU) is an internal unique identifier for an article.
    It is typically associated with an article's barcode, such as the EAN/GTIN.
    *
    • **title:** Stock Keeping Unit
    • **pattern:** ^[A-Za-z0-9]{8,14}$
    • **tags:** ['inventory']
    • **links:** {'wikipedia': 'https://en.wikipedia.org/wiki/Stock_keeping_unit'}
    • **examples:** ['96385074'] | - -## Service levels -### Availability -*The server is available during support hours* -- **percentage:** 99.9% - -### Retention -*Data is retained for one year* -- **period:** P1Y - -### Latency -*Data is available within 25 hours after the order was placed* -- **threshold:** 25h -- **sourceTimestampField:** orders.order_timestamp -- **processedTimestampField:** orders.processed_timestamp - -### Freshness -*The age of the youngest row in a table.* -- **threshold:** 25h -- **timestampField:** orders.order_timestamp - -### Frequency -*Data is delivered once a day* -- **type:** batch -- **interval:** daily -- **cron:** 0 0 * * * - -### Support -*The data is available during typical business hours at headquarters* -- **time:** 9am to 5pm in EST on business days -- **responseTime:** 1h - -### Backup -*Data is backed up once a week, every Sunday at 0:00 UTC.* -- **interval:** weekly -- **cron:** 0 0 * * 0 -- **recoveryTime:** 24 hours -- **recoveryPoint:** 1 week diff --git a/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.datacontract.yml b/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.datacontract.yml deleted file mode 100644 index a55dec04f..000000000 --- a/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.datacontract.yml +++ /dev/null @@ -1,4865 +0,0 @@ -dataContractSpecification: 1.1.0 -id: 6aeafdc1-ed62-4c8f-bf0a-da1061c98cdb -info: - title: '' - version: 1.0.0 -models: - department: - description: Lookup table containing the departments within the Adventure Works - Cycles company. - type: table - title: department - fields: - departmentid: - type: number - required: false - primaryKey: true - description: Primary key for Department records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Name of the department. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - groupname: - type: object - required: false - primaryKey: false - description: Name of the group to which the department belongs. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - employee: - description: Employee information such as salary, department, and title. - type: table - title: employee - fields: - businessentityid: - type: number - required: false - primaryKey: true - description: Primary key for Employee records. Foreign key to BusinessEntity.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - nationalidnumber: - type: string - required: false - primaryKey: false - description: Unique national identification number such as a social security - number. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[15] - loginid: - type: string - required: false - primaryKey: false - description: Network login. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[256] - jobtitle: - type: string - required: false - primaryKey: false - description: Work title such as Buyer or Sales Representative. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - birthdate: - type: date - required: false - primaryKey: false - description: Date of birth. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: date - maritalstatus: - type: string - required: false - primaryKey: false - description: M = Married, S = Single - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - gender: - type: string - required: false - primaryKey: false - description: M = Male, F = Female - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - hiredate: - type: date - required: false - primaryKey: false - description: Employee hired on this date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: date - salariedflag: - type: object - required: false - primaryKey: false - description: Job classification. 0 = Hourly, not exempt from collective bargaining. - 1 = Salaried, exempt from collective bargaining. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - vacationhours: - type: number - required: false - primaryKey: false - description: Number of available vacation hours. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - sickleavehours: - type: number - required: false - primaryKey: false - description: Number of available sick leave hours. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - currentflag: - type: object - required: false - primaryKey: false - description: 0 = Inactive, 1 = Active - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - organizationnode: - type: string - required: false - primaryKey: false - description: Where the employee is located in corporate hierarchy. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[2147483647] - employeedepartmenthistory: - description: Employee department transfers. - type: table - title: employeedepartmenthistory - fields: - businessentityid: - type: number - required: false - primaryKey: false - description: Employee identification number. Foreign key to Employee.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - departmentid: - type: number - required: false - primaryKey: false - description: Department in which the employee worked including currently. - Foreign key to Department.DepartmentID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - shiftid: - type: number - required: false - primaryKey: false - description: Identifies which 8-hour shift the employee works. Foreign key - to Shift.Shift.ID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - startdate: - type: date - required: false - primaryKey: false - description: Date the employee started work in the department. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: date - enddate: - type: date - required: false - primaryKey: false - description: Date the employee left the department. NULL = Current department. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: date - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - employeepayhistory: - description: Employee pay history. - type: table - title: employeepayhistory - fields: - businessentityid: - type: number - required: false - primaryKey: false - description: Employee identification number. Foreign key to Employee.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - ratechangedate: - type: date - required: false - primaryKey: false - description: Date the change in pay is effective - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - rate: - type: number - required: false - primaryKey: false - description: Salary hourly rate. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - payfrequency: - type: number - required: false - primaryKey: false - description: 1 = Salary received monthly, 2 = Salary received biweekly - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - jobcandidate: - description: Résumés submitted to Human Resources by job applicants. - type: table - title: jobcandidate - fields: - jobcandidateid: - type: number - required: false - primaryKey: true - description: Primary key for JobCandidate records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - businessentityid: - type: number - required: false - primaryKey: false - description: Employee identification number if applicant was hired. Foreign - key to Employee.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - resume: - type: string - required: false - primaryKey: false - description: Résumé in XML format. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: xml - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - shift: - description: Work shift lookup table. - type: table - title: shift - fields: - shiftid: - type: number - required: false - primaryKey: true - description: Primary key for Shift records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Shift description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - starttime: - type: date - required: false - primaryKey: false - description: Shift start time. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: time - endtime: - type: date - required: false - primaryKey: false - description: Shift end time. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: time - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - address: - description: Street address information for customers, employees, and vendors. - type: table - title: address - fields: - addressid: - type: number - required: false - primaryKey: true - description: Primary key for Address records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - addressline1: - type: string - required: false - primaryKey: false - description: First street address line. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[60] - addressline2: - type: string - required: false - primaryKey: false - description: Second street address line. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[60] - city: - type: string - required: false - primaryKey: false - description: Name of the city. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[30] - stateprovinceid: - type: number - required: false - primaryKey: false - description: Unique identification number for the state or province. Foreign - key to StateProvince table. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - postalcode: - type: string - required: false - primaryKey: false - description: Postal code for the street address. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[15] - spatiallocation: - type: string - required: false - primaryKey: false - description: Latitude and longitude of this address. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bytea - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - addresstype: - description: Types of addresses stored in the Address table. - type: table - title: addresstype - fields: - addresstypeid: - type: number - required: false - primaryKey: true - description: Primary key for AddressType records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Address type description. For example, Billing, Home, or Shipping. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - businessentity: - description: Source of the ID that connects vendors, customers, and employees - with address and contact information. - type: table - title: businessentity - fields: - businessentityid: - type: number - required: false - primaryKey: true - description: Primary key for all customers, vendors, and employees. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - businessentityaddress: - description: Cross-reference table mapping customers, vendors, and employees to - their addresses. - type: table - title: businessentityaddress - fields: - businessentityid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to BusinessEntity.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - addressid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to Address.AddressID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - addresstypeid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to AddressType.AddressTypeID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - businessentitycontact: - description: Cross-reference table mapping stores, vendors, and employees to people - type: table - title: businessentitycontact - fields: - businessentityid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to BusinessEntity.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - personid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to Person.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - contacttypeid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to ContactType.ContactTypeID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - contacttype: - description: Lookup table containing the types of business entity contacts. - type: table - title: contacttype - fields: - contacttypeid: - type: number - required: false - primaryKey: true - description: Primary key for ContactType records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Contact type description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - countryregion: - description: Lookup table containing the ISO standard codes for countries and - regions. - type: table - title: countryregion - fields: - countryregioncode: - type: string - required: false - primaryKey: true - description: ISO standard code for countries and regions. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[3] - name: - type: object - required: false - primaryKey: false - description: Country or region name. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - emailaddress: - description: Where to send a person email. - type: table - title: emailaddress - fields: - businessentityid: - type: number - required: false - primaryKey: false - description: Primary key. Person associated with this email address. Foreign - key to Person.BusinessEntityID - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - emailaddressid: - type: number - required: false - primaryKey: false - description: Primary key. ID of this email address. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - emailaddress: - type: string - required: false - primaryKey: false - description: E-mail address for the person. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - password: - description: One way hashed authentication information - type: table - title: password - fields: - businessentityid: - type: number - required: false - primaryKey: true - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - passwordhash: - type: string - required: false - primaryKey: false - description: Password for the e-mail account. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[128] - passwordsalt: - type: string - required: false - primaryKey: false - description: Random value concatenated with the password string before the - password is hashed. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[10] - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - person: - description: 'Human beings involved with AdventureWorks: employees, customer contacts, - and vendor contacts.' - type: table - title: person - fields: - businessentityid: - type: number - required: false - primaryKey: true - description: Primary key for Person records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - persontype: - type: string - required: false - primaryKey: false - description: 'Primary type of person: SC = Store Contact, IN = Individual - (retail) customer, SP = Sales person, EM = Employee (non-sales), VC = Vendor - contact, GC = General contact' - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - namestyle: - type: object - required: false - primaryKey: false - description: 0 = The data in FirstName and LastName are stored in western - style (first name, last name) order. 1 = Eastern style (last name, first - name) order. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: NameStyle - title: - type: string - required: false - primaryKey: false - description: A courtesy title. For example, Mr. or Ms. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[8] - firstname: - type: object - required: false - primaryKey: false - description: First name of the person. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - middlename: - type: object - required: false - primaryKey: false - description: Middle name or middle initial of the person. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - lastname: - type: object - required: false - primaryKey: false - description: Last name of the person. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - suffix: - type: string - required: false - primaryKey: false - description: Surname suffix. For example, Sr. or Jr. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[10] - emailpromotion: - type: number - required: false - primaryKey: false - description: 0 = Contact does not wish to receive e-mail promotions, 1 = Contact - does wish to receive e-mail promotions from AdventureWorks, 2 = Contact - does wish to receive e-mail promotions from AdventureWorks and selected - partners. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - additionalcontactinfo: - type: string - required: false - primaryKey: false - description: Additional contact information about the person stored in xml - format. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: xml - demographics: - type: string - required: false - primaryKey: false - description: Personal information such as hobbies, and income collected from - online shoppers. Used for sales analysis. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: xml - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - personphone: - description: Telephone number and type of a person. - type: table - title: personphone - fields: - businessentityid: - type: number - required: false - primaryKey: false - description: Business entity identification number. Foreign key to Person.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - phonenumber: - type: object - required: false - primaryKey: false - description: Telephone number identification number. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Phone - phonenumbertypeid: - type: number - required: false - primaryKey: false - description: Kind of phone number. Foreign key to PhoneNumberType.PhoneNumberTypeID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - phonenumbertype: - description: Type of phone number of a person. - type: table - title: phonenumbertype - fields: - phonenumbertypeid: - type: number - required: false - primaryKey: true - description: Primary key for telephone number type records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Name of the telephone number type - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - stateprovince: - description: State and province lookup table. - type: table - title: stateprovince - fields: - stateprovinceid: - type: number - required: false - primaryKey: true - description: Primary key for StateProvince records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - stateprovincecode: - type: string - required: false - primaryKey: false - description: ISO standard state or province code. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - countryregioncode: - type: string - required: false - primaryKey: false - description: ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[3] - isonlystateprovinceflag: - type: object - required: false - primaryKey: false - description: 0 = StateProvinceCode exists. 1 = StateProvinceCode unavailable, - using CountryRegionCode. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - name: - type: object - required: false - primaryKey: false - description: State or province description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - territoryid: - type: number - required: false - primaryKey: false - description: ID of the territory in which the state or province is located. - Foreign key to SalesTerritory.SalesTerritoryID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - billofmaterials: - description: Items required to make bicycles and bicycle subassemblies. It identifies - the heirarchical relationship between a parent product and its components. - type: table - title: billofmaterials - fields: - billofmaterialsid: - type: number - required: false - primaryKey: true - description: Primary key for BillOfMaterials records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - productassemblyid: - type: number - required: false - primaryKey: false - description: Parent product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - componentid: - type: number - required: false - primaryKey: false - description: Component identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - startdate: - type: date - required: false - primaryKey: false - description: Date the component started being used in the assembly item. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - enddate: - type: date - required: false - primaryKey: false - description: Date the component stopped being used in the assembly item. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - unitmeasurecode: - type: string - required: false - primaryKey: false - description: Standard code identifying the unit of measure for the quantity. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - bomlevel: - type: number - required: false - primaryKey: false - description: Indicates the depth the component is from its parent (AssemblyID). - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - perassemblyqty: - type: number - required: false - primaryKey: false - description: Quantity of the component needed to create the assembly. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - culture: - description: Lookup table containing the languages in which some AdventureWorks - data is stored. - type: table - title: culture - fields: - cultureid: - type: string - required: false - primaryKey: true - description: Primary key for Culture records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - name: - type: object - required: false - primaryKey: false - description: Culture description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - document: - description: Product maintenance documents. - type: table - title: document - fields: - title: - type: string - required: false - primaryKey: false - description: Title of the document. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - owner: - type: number - required: false - primaryKey: false - description: Employee who controls the document. Foreign key to Employee.BusinessEntityID - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - folderflag: - type: object - required: false - primaryKey: false - description: 0 = This is a folder, 1 = This is a document. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - filename: - type: string - required: false - primaryKey: false - description: File name of the document - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[400] - fileextension: - type: string - required: false - primaryKey: false - description: File extension indicating the document type. For example, .doc - or .txt. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[8] - revision: - type: string - required: false - primaryKey: false - description: Revision number of the document. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - changenumber: - type: number - required: false - primaryKey: false - description: Engineering change approval number. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - status: - type: number - required: false - primaryKey: false - description: 1 = Pending approval, 2 = Approved, 3 = Obsolete - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - documentsummary: - type: string - required: false - primaryKey: false - description: Document abstract. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: text - document: - type: string - required: false - primaryKey: false - description: Complete document. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bytea - rowguid: - type: string - required: false - primaryKey: false - description: ROWGUIDCOL number uniquely identifying the record. Required for - FileStream. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - documentnode: - type: string - required: false - primaryKey: true - description: Primary key for Document records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[2147483647] - illustration: - description: Bicycle assembly diagrams. - type: table - title: illustration - fields: - illustrationid: - type: number - required: false - primaryKey: true - description: Primary key for Illustration records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - diagram: - type: string - required: false - primaryKey: false - description: Illustrations used in manufacturing instructions. Stored as XML. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: xml - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - location: - description: Product inventory and manufacturing locations. - type: table - title: location - fields: - locationid: - type: number - required: false - primaryKey: true - description: Primary key for Location records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Location description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - costrate: - type: number - required: false - primaryKey: false - description: Standard hourly cost of the manufacturing location. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - availability: - type: number - required: false - primaryKey: false - description: Work capacity (in hours) of the manufacturing location. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - product: - description: Products sold or used in the manfacturing of sold products. - type: table - title: product - fields: - productid: - type: number - required: false - primaryKey: true - description: Primary key for Product records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Name of the product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - productnumber: - type: string - required: false - primaryKey: false - description: Unique product identification number. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[25] - makeflag: - type: object - required: false - primaryKey: false - description: 0 = Product is purchased, 1 = Product is manufactured in-house. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - finishedgoodsflag: - type: object - required: false - primaryKey: false - description: 0 = Product is not a salable item. 1 = Product is salable. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - color: - type: string - required: false - primaryKey: false - description: Product color. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[15] - safetystocklevel: - type: number - required: false - primaryKey: false - description: Minimum inventory quantity. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - reorderpoint: - type: number - required: false - primaryKey: false - description: Inventory level that triggers a purchase order or work order. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - standardcost: - type: number - required: false - primaryKey: false - description: Standard cost of the product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - listprice: - type: number - required: false - primaryKey: false - description: Selling price. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - size: - type: string - required: false - primaryKey: false - description: Product size. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[5] - sizeunitmeasurecode: - type: string - required: false - primaryKey: false - description: Unit of measure for Size column. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - weightunitmeasurecode: - type: string - required: false - primaryKey: false - description: Unit of measure for Weight column. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - weight: - type: number - required: false - primaryKey: false - description: Product weight. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - daystomanufacture: - type: number - required: false - primaryKey: false - description: Number of days required to manufacture the product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - productline: - type: string - required: false - primaryKey: false - description: R = Road, M = Mountain, T = Touring, S = Standard - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - class: - type: string - required: false - primaryKey: false - description: H = High, M = Medium, L = Low - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - style: - type: string - required: false - primaryKey: false - description: W = Womens, M = Mens, U = Universal - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - productsubcategoryid: - type: number - required: false - primaryKey: false - description: Product is a member of this product subcategory. Foreign key - to ProductSubCategory.ProductSubCategoryID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - productmodelid: - type: number - required: false - primaryKey: false - description: Product is a member of this product model. Foreign key to ProductModel.ProductModelID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - sellstartdate: - type: date - required: false - primaryKey: false - description: Date the product was available for sale. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - sellenddate: - type: date - required: false - primaryKey: false - description: Date the product was no longer available for sale. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - discontinueddate: - type: date - required: false - primaryKey: false - description: Date the product was discontinued. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productcategory: - description: High-level product categorization. - type: table - title: productcategory - fields: - productcategoryid: - type: number - required: false - primaryKey: true - description: Primary key for ProductCategory records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Category description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productcosthistory: - description: Changes in the cost of a product over time. - type: table - title: productcosthistory - fields: - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - startdate: - type: date - required: false - primaryKey: false - description: Product cost start date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - enddate: - type: date - required: false - primaryKey: false - description: Product cost end date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - standardcost: - type: number - required: false - primaryKey: false - description: Standard cost of the product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productdescription: - description: Product descriptions in several languages. - type: table - title: productdescription - fields: - productdescriptionid: - type: number - required: false - primaryKey: true - description: Primary key for ProductDescription records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - description: - type: string - required: false - primaryKey: false - description: Description of the product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[400] - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productdocument: - description: Cross-reference table mapping products to related product documents. - type: table - title: productdocument - fields: - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - documentnode: - type: string - required: false - primaryKey: false - description: Document identification number. Foreign key to Document.DocumentNode. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[2147483647] - productinventory: - description: Product inventory information. - type: table - title: productinventory - fields: - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - locationid: - type: number - required: false - primaryKey: false - description: Inventory location identification number. Foreign key to Location.LocationID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - shelf: - type: string - required: false - primaryKey: false - description: Storage compartment within an inventory location. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[10] - bin: - type: number - required: false - primaryKey: false - description: Storage container on a shelf in an inventory location. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - quantity: - type: number - required: false - primaryKey: false - description: Quantity of products in the inventory location. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productlistpricehistory: - description: Changes in the list price of a product over time. - type: table - title: productlistpricehistory - fields: - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - startdate: - type: date - required: false - primaryKey: false - description: List price start date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - enddate: - type: date - required: false - primaryKey: false - description: List price end date - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - listprice: - type: number - required: false - primaryKey: false - description: Product list price. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productmodel: - description: Product model classification. - type: table - title: productmodel - fields: - productmodelid: - type: number - required: false - primaryKey: true - description: Primary key for ProductModel records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Product model description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - catalogdescription: - type: string - required: false - primaryKey: false - description: Detailed product catalog information in xml format. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: xml - instructions: - type: string - required: false - primaryKey: false - description: Manufacturing instructions in xml format. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: xml - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productmodelillustration: - description: Cross-reference table mapping product models and illustrations. - type: table - title: productmodelillustration - fields: - productmodelid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to ProductModel.ProductModelID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - illustrationid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to Illustration.IllustrationID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productmodelproductdescriptionculture: - description: Cross-reference table mapping product descriptions and the language - the description is written in. - type: table - title: productmodelproductdescriptionculture - fields: - productmodelid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to ProductModel.ProductModelID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - productdescriptionid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to ProductDescription.ProductDescriptionID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - cultureid: - type: string - required: false - primaryKey: false - description: Culture identification number. Foreign key to Culture.CultureID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productphoto: - description: Product images. - type: table - title: productphoto - fields: - productphotoid: - type: number - required: false - primaryKey: true - description: Primary key for ProductPhoto records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - thumbnailphoto: - type: string - required: false - primaryKey: false - description: Small image of the product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bytea - thumbnailphotofilename: - type: string - required: false - primaryKey: false - description: Small image file name. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - largephoto: - type: string - required: false - primaryKey: false - description: Large image of the product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bytea - largephotofilename: - type: string - required: false - primaryKey: false - description: Large image file name. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productproductphoto: - description: Cross-reference table mapping products and product photos. - type: table - title: productproductphoto - fields: - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - productphotoid: - type: number - required: false - primaryKey: false - description: Product photo identification number. Foreign key to ProductPhoto.ProductPhotoID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - primary: - type: object - required: false - primaryKey: false - description: 0 = Photo is not the principal image. 1 = Photo is the principal - image. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productreview: - description: Customer reviews of products they have purchased. - type: table - title: productreview - fields: - productreviewid: - type: number - required: false - primaryKey: true - description: Primary key for ProductReview records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - reviewername: - type: object - required: false - primaryKey: false - description: Name of the reviewer. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - reviewdate: - type: date - required: false - primaryKey: false - description: Date review was submitted. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - emailaddress: - type: string - required: false - primaryKey: false - description: Reviewer's e-mail address. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - rating: - type: number - required: false - primaryKey: false - description: Product rating given by the reviewer. Scale is 1 to 5 with 5 - as the highest rating. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - comments: - type: string - required: false - primaryKey: false - description: Reviewer's comments - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[3850] - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productsubcategory: - description: Product subcategories. See ProductCategory table. - type: table - title: productsubcategory - fields: - productsubcategoryid: - type: number - required: false - primaryKey: true - description: Primary key for ProductSubcategory records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - productcategoryid: - type: number - required: false - primaryKey: false - description: Product category identification number. Foreign key to ProductCategory.ProductCategoryID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - name: - type: object - required: false - primaryKey: false - description: Subcategory description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - scrapreason: - description: Manufacturing failure reasons lookup table. - type: table - title: scrapreason - fields: - scrapreasonid: - type: number - required: false - primaryKey: true - description: Primary key for ScrapReason records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Failure description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - transactionhistory: - description: Record of each purchase order, sales order, or work order transaction - year to date. - type: table - title: transactionhistory - fields: - transactionid: - type: number - required: false - primaryKey: true - description: Primary key for TransactionHistory records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - referenceorderid: - type: number - required: false - primaryKey: false - description: Purchase order, sales order, or work order identification number. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - referenceorderlineid: - type: number - required: false - primaryKey: false - description: Line number associated with the purchase order, sales order, - or work order. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - transactiondate: - type: date - required: false - primaryKey: false - description: Date and time of the transaction. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - transactiontype: - type: string - required: false - primaryKey: false - description: W = WorkOrder, S = SalesOrder, P = PurchaseOrder - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - quantity: - type: number - required: false - primaryKey: false - description: Product quantity. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - actualcost: - type: number - required: false - primaryKey: false - description: Product cost. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - transactionhistoryarchive: - description: Transactions for previous years. - type: table - title: transactionhistoryarchive - fields: - transactionid: - type: number - required: false - primaryKey: true - description: Primary key for TransactionHistoryArchive records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - referenceorderid: - type: number - required: false - primaryKey: false - description: Purchase order, sales order, or work order identification number. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - referenceorderlineid: - type: number - required: false - primaryKey: false - description: Line number associated with the purchase order, sales order, - or work order. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - transactiondate: - type: date - required: false - primaryKey: false - description: Date and time of the transaction. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - transactiontype: - type: string - required: false - primaryKey: false - description: W = Work Order, S = Sales Order, P = Purchase Order - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - quantity: - type: number - required: false - primaryKey: false - description: Product quantity. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - actualcost: - type: number - required: false - primaryKey: false - description: Product cost. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - unitmeasure: - description: Unit of measure lookup table. - type: table - title: unitmeasure - fields: - unitmeasurecode: - type: string - required: false - primaryKey: true - description: Primary key. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - name: - type: object - required: false - primaryKey: false - description: Unit of measure description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - workorder: - description: Manufacturing work orders. - type: table - title: workorder - fields: - workorderid: - type: number - required: false - primaryKey: true - description: Primary key for WorkOrder records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - orderqty: - type: number - required: false - primaryKey: false - description: Product quantity to build. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - scrappedqty: - type: number - required: false - primaryKey: false - description: Quantity that failed inspection. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - startdate: - type: date - required: false - primaryKey: false - description: Work order start date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - enddate: - type: date - required: false - primaryKey: false - description: Work order end date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - duedate: - type: date - required: false - primaryKey: false - description: Work order due date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - scrapreasonid: - type: number - required: false - primaryKey: false - description: Reason for inspection failure. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - workorderrouting: - description: Work order details. - type: table - title: workorderrouting - fields: - workorderid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to WorkOrder.WorkOrderID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - productid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - operationsequence: - type: number - required: false - primaryKey: false - description: Primary key. Indicates the manufacturing process sequence. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - locationid: - type: number - required: false - primaryKey: false - description: Manufacturing location where the part is processed. Foreign key - to Location.LocationID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - scheduledstartdate: - type: date - required: false - primaryKey: false - description: Planned manufacturing start date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - scheduledenddate: - type: date - required: false - primaryKey: false - description: Planned manufacturing end date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - actualstartdate: - type: date - required: false - primaryKey: false - description: Actual start date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - actualenddate: - type: date - required: false - primaryKey: false - description: Actual end date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - actualresourcehrs: - type: number - required: false - primaryKey: false - description: Number of manufacturing hours used. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - plannedcost: - type: number - required: false - primaryKey: false - description: Estimated manufacturing cost. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - actualcost: - type: number - required: false - primaryKey: false - description: Actual manufacturing cost. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - productvendor: - description: Cross-reference table mapping vendors with the products they supply. - type: table - title: productvendor - fields: - productid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - businessentityid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to Vendor.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - averageleadtime: - type: number - required: false - primaryKey: false - description: The average span of time (in days) between placing an order with - the vendor and receiving the purchased product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - standardprice: - type: number - required: false - primaryKey: false - description: The vendor's usual selling price. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - lastreceiptcost: - type: number - required: false - primaryKey: false - description: The selling price when last purchased. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - lastreceiptdate: - type: date - required: false - primaryKey: false - description: Date the product was last received by the vendor. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - minorderqty: - type: number - required: false - primaryKey: false - description: The maximum quantity that should be ordered. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - maxorderqty: - type: number - required: false - primaryKey: false - description: The minimum quantity that should be ordered. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - onorderqty: - type: number - required: false - primaryKey: false - description: The quantity currently on order. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - unitmeasurecode: - type: string - required: false - primaryKey: false - description: The product's unit of measure. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - purchaseorderdetail: - description: Individual products associated with a specific purchase order. See - PurchaseOrderHeader. - type: table - title: purchaseorderdetail - fields: - purchaseorderid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to PurchaseOrderHeader.PurchaseOrderID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - purchaseorderdetailid: - type: number - required: false - primaryKey: false - description: Primary key. One line number per purchased product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - duedate: - type: date - required: false - primaryKey: false - description: Date the product is expected to be received. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - orderqty: - type: number - required: false - primaryKey: false - description: Quantity ordered. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - unitprice: - type: number - required: false - primaryKey: false - description: Vendor's selling price of a single product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - receivedqty: - type: number - required: false - primaryKey: false - description: Quantity actually received from the vendor. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - rejectedqty: - type: number - required: false - primaryKey: false - description: Quantity rejected during inspection. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - purchaseorderheader: - description: General purchase order information. See PurchaseOrderDetail. - type: table - title: purchaseorderheader - fields: - purchaseorderid: - type: number - required: false - primaryKey: true - description: Primary key. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - revisionnumber: - type: number - required: false - primaryKey: false - description: Incremental number to track changes to the purchase order over - time. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - status: - type: number - required: false - primaryKey: false - description: Order current status. 1 = Pending; 2 = Approved; 3 = Rejected; - 4 = Complete - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - employeeid: - type: number - required: false - primaryKey: false - description: Employee who created the purchase order. Foreign key to Employee.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - vendorid: - type: number - required: false - primaryKey: false - description: Vendor with whom the purchase order is placed. Foreign key to - Vendor.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - shipmethodid: - type: number - required: false - primaryKey: false - description: Shipping method. Foreign key to ShipMethod.ShipMethodID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - orderdate: - type: date - required: false - primaryKey: false - description: Purchase order creation date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - shipdate: - type: date - required: false - primaryKey: false - description: Estimated shipment date from the vendor. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - subtotal: - type: number - required: false - primaryKey: false - description: Purchase order subtotal. Computed as SUM(PurchaseOrderDetail.LineTotal)for - the appropriate PurchaseOrderID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - taxamt: - type: number - required: false - primaryKey: false - description: Tax amount. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - freight: - type: number - required: false - primaryKey: false - description: Shipping cost. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - shipmethod: - description: Shipping company lookup table. - type: table - title: shipmethod - fields: - shipmethodid: - type: number - required: false - primaryKey: true - description: Primary key for ShipMethod records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Shipping company name. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - shipbase: - type: number - required: false - primaryKey: false - description: Minimum shipping charge. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - shiprate: - type: number - required: false - primaryKey: false - description: Shipping charge per pound. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - vendor: - description: Companies from whom Adventure Works Cycles purchases parts or other - goods. - type: table - title: vendor - fields: - businessentityid: - type: number - required: false - primaryKey: true - description: Primary key for Vendor records. Foreign key to BusinessEntity.BusinessEntityID - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - accountnumber: - type: object - required: false - primaryKey: false - description: Vendor account (identification) number. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: AccountNumber - name: - type: object - required: false - primaryKey: false - description: Company name. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - creditrating: - type: number - required: false - primaryKey: false - description: 1 = Superior, 2 = Excellent, 3 = Above average, 4 = Average, - 5 = Below average - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - preferredvendorstatus: - type: object - required: false - primaryKey: false - description: 0 = Do not use if another vendor is available. 1 = Preferred - over other vendors supplying the same product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - activeflag: - type: object - required: false - primaryKey: false - description: 0 = Vendor no longer used. 1 = Vendor is actively used. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - purchasingwebserviceurl: - type: string - required: false - primaryKey: false - description: Vendor URL. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[1024] - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - countryregioncurrency: - description: Cross-reference table mapping ISO currency codes to a country or - region. - type: table - title: countryregioncurrency - fields: - countryregioncode: - type: string - required: false - primaryKey: false - description: ISO code for countries and regions. Foreign key to CountryRegion.CountryRegionCode. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[3] - currencycode: - type: string - required: false - primaryKey: false - description: ISO standard currency code. Foreign key to Currency.CurrencyCode. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - creditcard: - description: Customer credit card information. - type: table - title: creditcard - fields: - creditcardid: - type: number - required: false - primaryKey: true - description: Primary key for CreditCard records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - cardtype: - type: string - required: false - primaryKey: false - description: Credit card name. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - cardnumber: - type: string - required: false - primaryKey: false - description: Credit card number. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[25] - expmonth: - type: number - required: false - primaryKey: false - description: Credit card expiration month. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - expyear: - type: number - required: false - primaryKey: false - description: Credit card expiration year. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - currency: - description: Lookup table containing standard ISO currencies. - type: table - title: currency - fields: - currencycode: - type: string - required: false - primaryKey: true - description: The ISO code for the Currency. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - name: - type: object - required: false - primaryKey: false - description: Currency name. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - currencyrate: - description: Currency exchange rates. - type: table - title: currencyrate - fields: - currencyrateid: - type: number - required: false - primaryKey: true - description: Primary key for CurrencyRate records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - currencyratedate: - type: date - required: false - primaryKey: false - description: Date and time the exchange rate was obtained. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - fromcurrencycode: - type: string - required: false - primaryKey: false - description: Exchange rate was converted from this currency code. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - tocurrencycode: - type: string - required: false - primaryKey: false - description: Exchange rate was converted to this currency code. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: bpchar - averagerate: - type: number - required: false - primaryKey: false - description: Average exchange rate for the day. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - endofdayrate: - type: number - required: false - primaryKey: false - description: Final exchange rate for the day. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - customer: - description: Current customer information. Also see the Person and Store tables. - type: table - title: customer - fields: - customerid: - type: number - required: false - primaryKey: true - description: Primary key. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - personid: - type: number - required: false - primaryKey: false - description: Foreign key to Person.BusinessEntityID - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - storeid: - type: number - required: false - primaryKey: false - description: Foreign key to Store.BusinessEntityID - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - territoryid: - type: number - required: false - primaryKey: false - description: ID of the territory in which the customer is located. Foreign - key to SalesTerritory.SalesTerritoryID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - personcreditcard: - description: Cross-reference table mapping people to their credit card information - in the CreditCard table. - type: table - title: personcreditcard - fields: - businessentityid: - type: number - required: false - primaryKey: false - description: Business entity identification number. Foreign key to Person.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - creditcardid: - type: number - required: false - primaryKey: false - description: Credit card identification number. Foreign key to CreditCard.CreditCardID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salesorderdetail: - description: Individual products associated with a specific sales order. See SalesOrderHeader. - type: table - title: salesorderdetail - fields: - salesorderid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to SalesOrderHeader.SalesOrderID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - salesorderdetailid: - type: number - required: false - primaryKey: false - description: Primary key. One incremental unique number per product sold. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - carriertrackingnumber: - type: string - required: false - primaryKey: false - description: Shipment tracking number supplied by the shipper. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[25] - orderqty: - type: number - required: false - primaryKey: false - description: Quantity ordered per product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - productid: - type: number - required: false - primaryKey: false - description: Product sold to customer. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - specialofferid: - type: number - required: false - primaryKey: false - description: Promotional code. Foreign key to SpecialOffer.SpecialOfferID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - unitprice: - type: number - required: false - primaryKey: false - description: Selling price of a single product. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - unitpricediscount: - type: number - required: false - primaryKey: false - description: Discount amount. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salesorderheader: - description: General sales order information. - type: table - title: salesorderheader - fields: - salesorderid: - type: number - required: false - primaryKey: true - description: Primary key. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - revisionnumber: - type: number - required: false - primaryKey: false - description: Incremental number to track changes to the sales order over time. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - orderdate: - type: date - required: false - primaryKey: false - description: Dates the sales order was created. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - duedate: - type: date - required: false - primaryKey: false - description: Date the order is due to the customer. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - shipdate: - type: date - required: false - primaryKey: false - description: Date the order was shipped to the customer. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - status: - type: number - required: false - primaryKey: false - description: Order current status. 1 = In process; 2 = Approved; 3 = Backordered; - 4 = Rejected; 5 = Shipped; 6 = Cancelled - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - onlineorderflag: - type: object - required: false - primaryKey: false - description: 0 = Order placed by sales person. 1 = Order placed online by - customer. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Flag - purchaseordernumber: - type: object - required: false - primaryKey: false - description: Customer purchase order number reference. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: OrderNumber - accountnumber: - type: object - required: false - primaryKey: false - description: Financial accounting number reference. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: AccountNumber - customerid: - type: number - required: false - primaryKey: false - description: Customer identification number. Foreign key to Customer.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - salespersonid: - type: number - required: false - primaryKey: false - description: Sales person who created the sales order. Foreign key to SalesPerson.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - territoryid: - type: number - required: false - primaryKey: false - description: Territory in which the sale was made. Foreign key to SalesTerritory.SalesTerritoryID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - billtoaddressid: - type: number - required: false - primaryKey: false - description: Customer billing address. Foreign key to Address.AddressID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - shiptoaddressid: - type: number - required: false - primaryKey: false - description: Customer shipping address. Foreign key to Address.AddressID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - shipmethodid: - type: number - required: false - primaryKey: false - description: Shipping method. Foreign key to ShipMethod.ShipMethodID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - creditcardid: - type: number - required: false - primaryKey: false - description: Credit card identification number. Foreign key to CreditCard.CreditCardID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - creditcardapprovalcode: - type: string - required: false - primaryKey: false - description: Approval code provided by the credit card company. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[15] - currencyrateid: - type: number - required: false - primaryKey: false - description: Currency exchange rate used. Foreign key to CurrencyRate.CurrencyRateID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - subtotal: - type: number - required: false - primaryKey: false - description: Sales subtotal. Computed as SUM(SalesOrderDetail.LineTotal)for - the appropriate SalesOrderID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - taxamt: - type: number - required: false - primaryKey: false - description: Tax amount. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - freight: - type: number - required: false - primaryKey: false - description: Shipping cost. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - totaldue: - type: number - required: false - primaryKey: false - description: Total due from customer. Computed as Subtotal + TaxAmt + Freight. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - comment: - type: string - required: false - primaryKey: false - description: Sales representative comments. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[128] - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salesorderheadersalesreason: - description: Cross-reference table mapping sales orders to sales reason codes. - type: table - title: salesorderheadersalesreason - fields: - salesorderid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to SalesOrderHeader.SalesOrderID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - salesreasonid: - type: number - required: false - primaryKey: false - description: Primary key. Foreign key to SalesReason.SalesReasonID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salesperson: - description: Sales representative current information. - type: table - title: salesperson - fields: - businessentityid: - type: number - required: false - primaryKey: true - description: Primary key for SalesPerson records. Foreign key to Employee.BusinessEntityID - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - territoryid: - type: number - required: false - primaryKey: false - description: Territory currently assigned to. Foreign key to SalesTerritory.SalesTerritoryID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - salesquota: - type: number - required: false - primaryKey: false - description: Projected yearly sales. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - bonus: - type: number - required: false - primaryKey: false - description: Bonus due if quota is met. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - commissionpct: - type: number - required: false - primaryKey: false - description: Commision percent received per sale. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - salesytd: - type: number - required: false - primaryKey: false - description: Sales total year to date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - saleslastyear: - type: number - required: false - primaryKey: false - description: Sales total of previous year. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salespersonquotahistory: - description: Sales performance tracking. - type: table - title: salespersonquotahistory - fields: - businessentityid: - type: number - required: false - primaryKey: false - description: Sales person identification number. Foreign key to SalesPerson.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - quotadate: - type: date - required: false - primaryKey: false - description: Sales quota date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salesquota: - type: number - required: false - primaryKey: false - description: Sales quota amount. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salesreason: - description: Lookup table of customer purchase reasons. - type: table - title: salesreason - fields: - salesreasonid: - type: number - required: false - primaryKey: true - description: Primary key for SalesReason records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Sales reason description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - reasontype: - type: object - required: false - primaryKey: false - description: Category the sales reason belongs to. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salestaxrate: - description: Tax rate lookup table. - type: table - title: salestaxrate - fields: - salestaxrateid: - type: number - required: false - primaryKey: true - description: Primary key for SalesTaxRate records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - stateprovinceid: - type: number - required: false - primaryKey: false - description: State, province, or country/region the sales tax applies to. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - taxtype: - type: number - required: false - primaryKey: false - description: 1 = Tax applied to retail transactions, 2 = Tax applied to wholesale - transactions, 3 = Tax applied to all sales (retail and wholesale) transactions. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int2 - taxrate: - type: number - required: false - primaryKey: false - description: Tax rate amount. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - name: - type: object - required: false - primaryKey: false - description: Tax rate description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salesterritory: - description: Sales territory lookup table. - type: table - title: salesterritory - fields: - territoryid: - type: number - required: false - primaryKey: true - description: Primary key for SalesTerritory records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - name: - type: object - required: false - primaryKey: false - description: Sales territory description - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - countryregioncode: - type: string - required: false - primaryKey: false - description: ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[3] - group: - type: string - required: false - primaryKey: false - description: Geographic area to which the sales territory belong. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - salesytd: - type: number - required: false - primaryKey: false - description: Sales in the territory year to date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - saleslastyear: - type: number - required: false - primaryKey: false - description: Sales in the territory the previous year. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - costytd: - type: number - required: false - primaryKey: false - description: Business costs in the territory year to date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - costlastyear: - type: number - required: false - primaryKey: false - description: Business costs in the territory the previous year. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - salesterritoryhistory: - description: Sales representative transfers to other sales territories. - type: table - title: salesterritoryhistory - fields: - businessentityid: - type: number - required: false - primaryKey: false - description: Primary key. The sales rep. Foreign key to SalesPerson.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - territoryid: - type: number - required: false - primaryKey: false - description: Primary key. Territory identification number. Foreign key to - SalesTerritory.SalesTerritoryID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - startdate: - type: date - required: false - primaryKey: false - description: Primary key. Date the sales representive started work in the - territory. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - enddate: - type: date - required: false - primaryKey: false - description: Date the sales representative left work in the territory. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - shoppingcartitem: - description: Contains online customer orders until the order is submitted or cancelled. - type: table - title: shoppingcartitem - fields: - shoppingcartitemid: - type: number - required: false - primaryKey: true - description: Primary key for ShoppingCartItem records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - shoppingcartid: - type: string - required: false - primaryKey: false - description: Shopping cart identification number. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - quantity: - type: number - required: false - primaryKey: false - description: Product quantity ordered. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - productid: - type: number - required: false - primaryKey: false - description: Product ordered. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - datecreated: - type: date - required: false - primaryKey: false - description: Date the time the record was created. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - specialoffer: - description: Sale discounts lookup table. - type: table - title: specialoffer - fields: - specialofferid: - type: number - required: false - primaryKey: true - description: Primary key for SpecialOffer records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: serial - description: - type: string - required: false - primaryKey: false - description: Discount description. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[255] - discountpct: - type: number - required: false - primaryKey: false - description: Discount precentage. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: numeric - type: - type: string - required: false - primaryKey: false - description: Discount type category. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - category: - type: string - required: false - primaryKey: false - description: Group the discount applies to such as Reseller or Customer. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: varchar[50] - startdate: - type: date - required: false - primaryKey: false - description: Discount start date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - enddate: - type: date - required: false - primaryKey: false - description: Discount end date. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - minqty: - type: number - required: false - primaryKey: false - description: Minimum discount percent allowed. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - maxqty: - type: number - required: false - primaryKey: false - description: Maximum discount percent allowed. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - specialofferproduct: - description: Cross-reference table mapping products to special offer discounts. - type: table - title: specialofferproduct - fields: - specialofferid: - type: number - required: false - primaryKey: false - description: Primary key for SpecialOfferProduct records. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - productid: - type: number - required: false - primaryKey: false - description: Product identification number. Foreign key to Product.ProductID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp - store: - description: Customers (resellers) of Adventure Works products. - type: table - title: store - fields: - businessentityid: - type: number - required: false - primaryKey: true - description: Primary key. Foreign key to Customer.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - name: - type: object - required: false - primaryKey: false - description: Name of the store. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: Name - salespersonid: - type: number - required: false - primaryKey: false - description: ID of the sales person assigned to the customer. Foreign key - to SalesPerson.BusinessEntityID. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: int4 - demographics: - type: string - required: false - primaryKey: false - description: Demographic informationg about the store such as the number of - employees, annual sales and store type. - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: xml - rowguid: - type: string - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: uuid - modifieddate: - type: date - required: false - primaryKey: false - classification: '' - config: - criticalDataElement: false - partitioned: false - physicalType: timestamp diff --git a/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.odcs.yaml b/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.odcs.yaml deleted file mode 100644 index c5e2a42dc..000000000 --- a/datacontract-cli/tests/fixtures/odcs_v3/adventureworks.odcs.yaml +++ /dev/null @@ -1,5323 +0,0 @@ -version: "1.0.0" -apiVersion: "v3.0.0" -id: "6aeafdc1-ed62-4c8f-bf0a-da1061c98cdb" -status: "Development" -kind: "DataContract" -description: {} -schema: - - name: "department" - physicalName: "department" - physicalType: "table" - description: "Lookup table containing the departments within the Adventure Works\ - \ Cycles company." - properties: - - name: "departmentid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for Department records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/department/departmentid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Name of the department." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/department/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "groupname" - logicalType: "object" - physicalType: "Name" - description: "Name of the group to which the department belongs." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/department/groupname" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/department/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "employee" - physicalName: "employee" - physicalType: "table" - description: "Employee information such as salary, department, and title." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key for Employee records. Foreign key to BusinessEntity.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "nationalidnumber" - logicalType: "string" - physicalType: "varchar[15]" - description: "Unique national identification number such as a social security\ - \ number." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/nationalidnumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "loginid" - logicalType: "string" - physicalType: "varchar[256]" - description: "Network login." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/loginid" - criticalDataElement: false - primaryKey: false - required: false - - name: "jobtitle" - logicalType: "string" - physicalType: "varchar[50]" - description: "Work title such as Buyer or Sales Representative." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/jobtitle" - criticalDataElement: false - primaryKey: false - required: false - - name: "birthdate" - logicalType: "date" - physicalType: "date" - description: "Date of birth." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/birthdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "maritalstatus" - logicalType: "string" - physicalType: "bpchar" - description: "M = Married, S = Single" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/maritalstatus" - criticalDataElement: false - primaryKey: false - required: false - - name: "gender" - logicalType: "string" - physicalType: "bpchar" - description: "M = Male, F = Female" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/gender" - criticalDataElement: false - primaryKey: false - required: false - - name: "hiredate" - logicalType: "date" - physicalType: "date" - description: "Employee hired on this date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/hiredate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salariedflag" - logicalType: "object" - physicalType: "Flag" - description: "Job classification. 0 = Hourly, not exempt from collective bargaining.\ - \ 1 = Salaried, exempt from collective bargaining." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/salariedflag" - criticalDataElement: false - primaryKey: false - required: false - - name: "vacationhours" - logicalType: "number" - physicalType: "int2" - description: "Number of available vacation hours." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/vacationhours" - criticalDataElement: false - primaryKey: false - required: false - - name: "sickleavehours" - logicalType: "number" - physicalType: "int2" - description: "Number of available sick leave hours." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/sickleavehours" - criticalDataElement: false - primaryKey: false - required: false - - name: "currentflag" - logicalType: "object" - physicalType: "Flag" - description: "0 = Inactive, 1 = Active" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/currentflag" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "organizationnode" - logicalType: "string" - physicalType: "varchar[2147483647]" - description: "Where the employee is located in corporate hierarchy." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employee/organizationnode" - criticalDataElement: false - primaryKey: false - required: false - - name: "employeedepartmenthistory" - physicalName: "employeedepartmenthistory" - physicalType: "table" - description: "Employee department transfers." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Employee identification number. Foreign key to Employee.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "departmentid" - logicalType: "number" - physicalType: "int2" - description: "Department in which the employee worked including currently. Foreign\ - \ key to Department.DepartmentID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/departmentid" - criticalDataElement: false - primaryKey: true - required: false - - name: "shiftid" - logicalType: "number" - physicalType: "int2" - description: "Identifies which 8-hour shift the employee works. Foreign key\ - \ to Shift.Shift.ID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/shiftid" - criticalDataElement: false - primaryKey: true - required: false - - name: "startdate" - logicalType: "date" - physicalType: "date" - description: "Date the employee started work in the department." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/startdate" - criticalDataElement: false - primaryKey: true - required: false - - name: "enddate" - logicalType: "date" - physicalType: "date" - description: "Date the employee left the department. NULL = Current department." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/enddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeedepartmenthistory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "employeepayhistory" - physicalName: "employeepayhistory" - physicalType: "table" - description: "Employee pay history." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Employee identification number. Foreign key to Employee.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "ratechangedate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the change in pay is effective" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/ratechangedate" - criticalDataElement: false - primaryKey: true - required: false - - name: "rate" - logicalType: "number" - physicalType: "numeric" - description: "Salary hourly rate." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/rate" - criticalDataElement: false - primaryKey: false - required: false - - name: "payfrequency" - logicalType: "number" - physicalType: "int2" - description: "1 = Salary received monthly, 2 = Salary received biweekly" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/payfrequency" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/employeepayhistory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "jobcandidate" - physicalName: "jobcandidate" - physicalType: "table" - description: "Résumés submitted to Human Resources by job applicants." - properties: - - name: "jobcandidateid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for JobCandidate records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/jobcandidate/jobcandidateid" - criticalDataElement: false - primaryKey: true - required: false - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Employee identification number if applicant was hired. Foreign\ - \ key to Employee.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/jobcandidate/businessentityid" - criticalDataElement: false - primaryKey: false - required: false - - name: "resume" - logicalType: "string" - physicalType: "xml" - description: "Résumé in XML format." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/jobcandidate/resume" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/jobcandidate/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "shift" - physicalName: "shift" - physicalType: "table" - description: "Work shift lookup table." - properties: - - name: "shiftid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for Shift records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shift/shiftid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Shift description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shift/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "starttime" - logicalType: "date" - physicalType: "time" - description: "Shift start time." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shift/starttime" - criticalDataElement: false - primaryKey: false - required: false - - name: "endtime" - logicalType: "date" - physicalType: "time" - description: "Shift end time." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shift/endtime" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shift/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "address" - physicalName: "address" - physicalType: "table" - description: "Street address information for customers, employees, and vendors." - properties: - - name: "addressid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for Address records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/address/addressid" - criticalDataElement: false - primaryKey: true - required: false - - name: "addressline1" - logicalType: "string" - physicalType: "varchar[60]" - description: "First street address line." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/address/addressline1" - criticalDataElement: false - primaryKey: false - required: false - - name: "addressline2" - logicalType: "string" - physicalType: "varchar[60]" - description: "Second street address line." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/address/addressline2" - criticalDataElement: false - primaryKey: false - required: false - - name: "city" - logicalType: "string" - physicalType: "varchar[30]" - description: "Name of the city." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/address/city" - criticalDataElement: false - primaryKey: false - required: false - - name: "stateprovinceid" - logicalType: "number" - physicalType: "int4" - description: "Unique identification number for the state or province. Foreign\ - \ key to StateProvince table." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/address/stateprovinceid" - criticalDataElement: false - primaryKey: false - required: false - - name: "postalcode" - logicalType: "string" - physicalType: "varchar[15]" - description: "Postal code for the street address." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/address/postalcode" - criticalDataElement: false - primaryKey: false - required: false - - name: "spatiallocation" - logicalType: "string" - physicalType: "bytea" - description: "Latitude and longitude of this address." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/address/spatiallocation" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/address/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/address/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "addresstype" - physicalName: "addresstype" - physicalType: "table" - description: "Types of addresses stored in the Address table." - properties: - - name: "addresstypeid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for AddressType records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/addresstype/addresstypeid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Address type description. For example, Billing, Home, or Shipping." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/addresstype/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/addresstype/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/addresstype/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "businessentity" - physicalName: "businessentity" - physicalType: "table" - description: "Source of the ID that connects vendors, customers, and employees\ - \ with address and contact information." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for all customers, vendors, and employees." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentity/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentity/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentity/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "businessentityaddress" - physicalName: "businessentityaddress" - physicalType: "table" - description: "Cross-reference table mapping customers, vendors, and employees\ - \ to their addresses." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to BusinessEntity.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "addressid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to Address.AddressID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/addressid" - criticalDataElement: false - primaryKey: true - required: false - - name: "addresstypeid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to AddressType.AddressTypeID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/addresstypeid" - criticalDataElement: false - primaryKey: true - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentityaddress/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "businessentitycontact" - physicalName: "businessentitycontact" - physicalType: "table" - description: "Cross-reference table mapping stores, vendors, and employees to\ - \ people" - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to BusinessEntity.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "personid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to Person.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/personid" - criticalDataElement: false - primaryKey: true - required: false - - name: "contacttypeid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to ContactType.ContactTypeID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/contacttypeid" - criticalDataElement: false - primaryKey: true - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/businessentitycontact/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "contacttype" - physicalName: "contacttype" - physicalType: "table" - description: "Lookup table containing the types of business entity contacts." - properties: - - name: "contacttypeid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ContactType records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/contacttype/contacttypeid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Contact type description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/contacttype/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/contacttype/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "countryregion" - physicalName: "countryregion" - physicalType: "table" - description: "Lookup table containing the ISO standard codes for countries and\ - \ regions." - properties: - - name: "countryregioncode" - logicalType: "string" - physicalType: "varchar[3]" - description: "ISO standard code for countries and regions." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/countryregion/countryregioncode" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Country or region name." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/countryregion/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/countryregion/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "emailaddress" - physicalName: "emailaddress" - physicalType: "table" - description: "Where to send a person email." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Person associated with this email address. Foreign\ - \ key to Person.BusinessEntityID" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "emailaddressid" - logicalType: "number" - physicalType: "serial" - description: "Primary key. ID of this email address." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/emailaddressid" - criticalDataElement: false - primaryKey: true - required: false - - name: "emailaddress" - logicalType: "string" - physicalType: "varchar[50]" - description: "E-mail address for the person." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/emailaddress" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/emailaddress/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "password" - physicalName: "password" - physicalType: "table" - description: "One way hashed authentication information" - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/password/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "passwordhash" - logicalType: "string" - physicalType: "varchar[128]" - description: "Password for the e-mail account." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/password/passwordhash" - criticalDataElement: false - primaryKey: false - required: false - - name: "passwordsalt" - logicalType: "string" - physicalType: "varchar[10]" - description: "Random value concatenated with the password string before the\ - \ password is hashed." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/password/passwordsalt" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/password/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/password/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "person" - physicalName: "person" - physicalType: "table" - description: "Human beings involved with AdventureWorks: employees, customer contacts,\ - \ and vendor contacts." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key for Person records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "persontype" - logicalType: "string" - physicalType: "bpchar" - description: "Primary type of person: SC = Store Contact, IN = Individual (retail)\ - \ customer, SP = Sales person, EM = Employee (non-sales), VC = Vendor contact,\ - \ GC = General contact" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/persontype" - criticalDataElement: false - primaryKey: false - required: false - - name: "namestyle" - logicalType: "object" - physicalType: "NameStyle" - description: "0 = The data in FirstName and LastName are stored in western style\ - \ (first name, last name) order. 1 = Eastern style (last name, first name)\ - \ order." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/namestyle" - criticalDataElement: false - primaryKey: false - required: false - - name: "title" - logicalType: "string" - physicalType: "varchar[8]" - description: "A courtesy title. For example, Mr. or Ms." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/title" - criticalDataElement: false - primaryKey: false - required: false - - name: "firstname" - logicalType: "object" - physicalType: "Name" - description: "First name of the person." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/firstname" - criticalDataElement: false - primaryKey: false - required: false - - name: "middlename" - logicalType: "object" - physicalType: "Name" - description: "Middle name or middle initial of the person." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/middlename" - criticalDataElement: false - primaryKey: false - required: false - - name: "lastname" - logicalType: "object" - physicalType: "Name" - description: "Last name of the person." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/lastname" - criticalDataElement: false - primaryKey: false - required: false - - name: "suffix" - logicalType: "string" - physicalType: "varchar[10]" - description: "Surname suffix. For example, Sr. or Jr." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/suffix" - criticalDataElement: false - primaryKey: false - required: false - - name: "emailpromotion" - logicalType: "number" - physicalType: "int4" - description: "0 = Contact does not wish to receive e-mail promotions, 1 = Contact\ - \ does wish to receive e-mail promotions from AdventureWorks, 2 = Contact\ - \ does wish to receive e-mail promotions from AdventureWorks and selected\ - \ partners." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/emailpromotion" - criticalDataElement: false - primaryKey: false - required: false - - name: "additionalcontactinfo" - logicalType: "string" - physicalType: "xml" - description: "Additional contact information about the person stored in xml\ - \ format." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/additionalcontactinfo" - criticalDataElement: false - primaryKey: false - required: false - - name: "demographics" - logicalType: "string" - physicalType: "xml" - description: "Personal information such as hobbies, and income collected from\ - \ online shoppers. Used for sales analysis." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/demographics" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/person/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "personphone" - physicalName: "personphone" - physicalType: "table" - description: "Telephone number and type of a person." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Business entity identification number. Foreign key to Person.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/personphone/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "phonenumber" - logicalType: "object" - physicalType: "Phone" - description: "Telephone number identification number." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/personphone/phonenumber" - criticalDataElement: false - primaryKey: true - required: false - - name: "phonenumbertypeid" - logicalType: "number" - physicalType: "int4" - description: "Kind of phone number. Foreign key to PhoneNumberType.PhoneNumberTypeID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/personphone/phonenumbertypeid" - criticalDataElement: false - primaryKey: true - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/personphone/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "phonenumbertype" - physicalName: "phonenumbertype" - physicalType: "table" - description: "Type of phone number of a person." - properties: - - name: "phonenumbertypeid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for telephone number type records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/phonenumbertype/phonenumbertypeid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Name of the telephone number type" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/phonenumbertype/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/phonenumbertype/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "stateprovince" - physicalName: "stateprovince" - physicalType: "table" - description: "State and province lookup table." - properties: - - name: "stateprovinceid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for StateProvince records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/stateprovinceid" - criticalDataElement: false - primaryKey: true - required: false - - name: "stateprovincecode" - logicalType: "string" - physicalType: "bpchar" - description: "ISO standard state or province code." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/stateprovincecode" - criticalDataElement: false - primaryKey: false - required: false - - name: "countryregioncode" - logicalType: "string" - physicalType: "varchar[3]" - description: "ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/countryregioncode" - criticalDataElement: false - primaryKey: false - required: false - - name: "isonlystateprovinceflag" - logicalType: "object" - physicalType: "Flag" - description: "0 = StateProvinceCode exists. 1 = StateProvinceCode unavailable,\ - \ using CountryRegionCode." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/isonlystateprovinceflag" - criticalDataElement: false - primaryKey: false - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "State or province description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "territoryid" - logicalType: "number" - physicalType: "int4" - description: "ID of the territory in which the state or province is located.\ - \ Foreign key to SalesTerritory.SalesTerritoryID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/territoryid" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/stateprovince/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "billofmaterials" - physicalName: "billofmaterials" - physicalType: "table" - description: "Items required to make bicycles and bicycle subassemblies. It identifies\ - \ the heirarchical relationship between a parent product and its components." - properties: - - name: "billofmaterialsid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for BillOfMaterials records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/billofmaterialsid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productassemblyid" - logicalType: "number" - physicalType: "int4" - description: "Parent product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/productassemblyid" - criticalDataElement: false - primaryKey: false - required: false - - name: "componentid" - logicalType: "number" - physicalType: "int4" - description: "Component identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/componentid" - criticalDataElement: false - primaryKey: false - required: false - - name: "startdate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the component started being used in the assembly item." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/startdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "enddate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the component stopped being used in the assembly item." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/enddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "unitmeasurecode" - logicalType: "string" - physicalType: "bpchar" - description: "Standard code identifying the unit of measure for the quantity." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/unitmeasurecode" - criticalDataElement: false - primaryKey: false - required: false - - name: "bomlevel" - logicalType: "number" - physicalType: "int2" - description: "Indicates the depth the component is from its parent (AssemblyID)." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/bomlevel" - criticalDataElement: false - primaryKey: false - required: false - - name: "perassemblyqty" - logicalType: "number" - physicalType: "numeric" - description: "Quantity of the component needed to create the assembly." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/perassemblyqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/billofmaterials/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "culture" - physicalName: "culture" - physicalType: "table" - description: "Lookup table containing the languages in which some AdventureWorks\ - \ data is stored." - properties: - - name: "cultureid" - logicalType: "string" - physicalType: "bpchar" - description: "Primary key for Culture records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/culture/cultureid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Culture description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/culture/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/culture/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "document" - physicalName: "document" - physicalType: "table" - description: "Product maintenance documents." - properties: - - name: "title" - logicalType: "string" - physicalType: "varchar[50]" - description: "Title of the document." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/title" - criticalDataElement: false - primaryKey: false - required: false - - name: "owner" - logicalType: "number" - physicalType: "int4" - description: "Employee who controls the document. Foreign key to Employee.BusinessEntityID" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/owner" - criticalDataElement: false - primaryKey: false - required: false - - name: "folderflag" - logicalType: "object" - physicalType: "Flag" - description: "0 = This is a folder, 1 = This is a document." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/folderflag" - criticalDataElement: false - primaryKey: false - required: false - - name: "filename" - logicalType: "string" - physicalType: "varchar[400]" - description: "File name of the document" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/filename" - criticalDataElement: false - primaryKey: false - required: false - - name: "fileextension" - logicalType: "string" - physicalType: "varchar[8]" - description: "File extension indicating the document type. For example, .doc\ - \ or .txt." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/fileextension" - criticalDataElement: false - primaryKey: false - required: false - - name: "revision" - logicalType: "string" - physicalType: "bpchar" - description: "Revision number of the document." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/revision" - criticalDataElement: false - primaryKey: false - required: false - - name: "changenumber" - logicalType: "number" - physicalType: "int4" - description: "Engineering change approval number." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/changenumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "status" - logicalType: "number" - physicalType: "int2" - description: "1 = Pending approval, 2 = Approved, 3 = Obsolete" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/status" - criticalDataElement: false - primaryKey: false - required: false - - name: "documentsummary" - logicalType: "string" - physicalType: "text" - description: "Document abstract." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/documentsummary" - criticalDataElement: false - primaryKey: false - required: false - - name: "document" - logicalType: "string" - physicalType: "bytea" - description: "Complete document." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/document" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - description: "ROWGUIDCOL number uniquely identifying the record. Required for\ - \ FileStream." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "documentnode" - logicalType: "string" - physicalType: "varchar[2147483647]" - description: "Primary key for Document records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/document/documentnode" - criticalDataElement: false - primaryKey: true - required: false - - name: "illustration" - physicalName: "illustration" - physicalType: "table" - description: "Bicycle assembly diagrams." - properties: - - name: "illustrationid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for Illustration records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/illustration/illustrationid" - criticalDataElement: false - primaryKey: true - required: false - - name: "diagram" - logicalType: "string" - physicalType: "xml" - description: "Illustrations used in manufacturing instructions. Stored as XML." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/illustration/diagram" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/illustration/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "location" - physicalName: "location" - physicalType: "table" - description: "Product inventory and manufacturing locations." - properties: - - name: "locationid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for Location records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/location/locationid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Location description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/location/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "costrate" - logicalType: "number" - physicalType: "numeric" - description: "Standard hourly cost of the manufacturing location." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/location/costrate" - criticalDataElement: false - primaryKey: false - required: false - - name: "availability" - logicalType: "number" - physicalType: "numeric" - description: "Work capacity (in hours) of the manufacturing location." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/location/availability" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/location/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "product" - physicalName: "product" - physicalType: "table" - description: "Products sold or used in the manfacturing of sold products." - properties: - - name: "productid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for Product records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/productid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Name of the product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "productnumber" - logicalType: "string" - physicalType: "varchar[25]" - description: "Unique product identification number." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/productnumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "makeflag" - logicalType: "object" - physicalType: "Flag" - description: "0 = Product is purchased, 1 = Product is manufactured in-house." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/makeflag" - criticalDataElement: false - primaryKey: false - required: false - - name: "finishedgoodsflag" - logicalType: "object" - physicalType: "Flag" - description: "0 = Product is not a salable item. 1 = Product is salable." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/finishedgoodsflag" - criticalDataElement: false - primaryKey: false - required: false - - name: "color" - logicalType: "string" - physicalType: "varchar[15]" - description: "Product color." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/color" - criticalDataElement: false - primaryKey: false - required: false - - name: "safetystocklevel" - logicalType: "number" - physicalType: "int2" - description: "Minimum inventory quantity." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/safetystocklevel" - criticalDataElement: false - primaryKey: false - required: false - - name: "reorderpoint" - logicalType: "number" - physicalType: "int2" - description: "Inventory level that triggers a purchase order or work order." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/reorderpoint" - criticalDataElement: false - primaryKey: false - required: false - - name: "standardcost" - logicalType: "number" - physicalType: "numeric" - description: "Standard cost of the product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/standardcost" - criticalDataElement: false - primaryKey: false - required: false - - name: "listprice" - logicalType: "number" - physicalType: "numeric" - description: "Selling price." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/listprice" - criticalDataElement: false - primaryKey: false - required: false - - name: "size" - logicalType: "string" - physicalType: "varchar[5]" - description: "Product size." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/size" - criticalDataElement: false - primaryKey: false - required: false - - name: "sizeunitmeasurecode" - logicalType: "string" - physicalType: "bpchar" - description: "Unit of measure for Size column." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/sizeunitmeasurecode" - criticalDataElement: false - primaryKey: false - required: false - - name: "weightunitmeasurecode" - logicalType: "string" - physicalType: "bpchar" - description: "Unit of measure for Weight column." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/weightunitmeasurecode" - criticalDataElement: false - primaryKey: false - required: false - - name: "weight" - logicalType: "number" - physicalType: "numeric" - description: "Product weight." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/weight" - criticalDataElement: false - primaryKey: false - required: false - - name: "daystomanufacture" - logicalType: "number" - physicalType: "int4" - description: "Number of days required to manufacture the product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/daystomanufacture" - criticalDataElement: false - primaryKey: false - required: false - - name: "productline" - logicalType: "string" - physicalType: "bpchar" - description: "R = Road, M = Mountain, T = Touring, S = Standard" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/productline" - criticalDataElement: false - primaryKey: false - required: false - - name: "class" - logicalType: "string" - physicalType: "bpchar" - description: "H = High, M = Medium, L = Low" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/class" - criticalDataElement: false - primaryKey: false - required: false - - name: "style" - logicalType: "string" - physicalType: "bpchar" - description: "W = Womens, M = Mens, U = Universal" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/style" - criticalDataElement: false - primaryKey: false - required: false - - name: "productsubcategoryid" - logicalType: "number" - physicalType: "int4" - description: "Product is a member of this product subcategory. Foreign key to\ - \ ProductSubCategory.ProductSubCategoryID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/productsubcategoryid" - criticalDataElement: false - primaryKey: false - required: false - - name: "productmodelid" - logicalType: "number" - physicalType: "int4" - description: "Product is a member of this product model. Foreign key to ProductModel.ProductModelID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/productmodelid" - criticalDataElement: false - primaryKey: false - required: false - - name: "sellstartdate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the product was available for sale." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/sellstartdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "sellenddate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the product was no longer available for sale." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/sellenddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "discontinueddate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the product was discontinued." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/discontinueddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/product/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productcategory" - physicalName: "productcategory" - physicalType: "table" - description: "High-level product categorization." - properties: - - name: "productcategoryid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ProductCategory records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productcategory/productcategoryid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Category description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productcategory/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productcategory/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productcategory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productcosthistory" - physicalName: "productcosthistory" - physicalType: "table" - description: "Changes in the cost of a product over time." - properties: - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/productid" - criticalDataElement: false - primaryKey: true - required: false - - name: "startdate" - logicalType: "date" - physicalType: "timestamp" - description: "Product cost start date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/startdate" - criticalDataElement: false - primaryKey: true - required: false - - name: "enddate" - logicalType: "date" - physicalType: "timestamp" - description: "Product cost end date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/enddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "standardcost" - logicalType: "number" - physicalType: "numeric" - description: "Standard cost of the product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/standardcost" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productcosthistory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productdescription" - physicalName: "productdescription" - physicalType: "table" - description: "Product descriptions in several languages." - properties: - - name: "productdescriptionid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ProductDescription records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productdescription/productdescriptionid" - criticalDataElement: false - primaryKey: true - required: false - - name: "description" - logicalType: "string" - physicalType: "varchar[400]" - description: "Description of the product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productdescription/description" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productdescription/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productdescription/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productdocument" - physicalName: "productdocument" - physicalType: "table" - description: "Cross-reference table mapping products to related product documents." - properties: - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productdocument/productid" - criticalDataElement: false - primaryKey: true - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productdocument/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "documentnode" - logicalType: "string" - physicalType: "varchar[2147483647]" - description: "Document identification number. Foreign key to Document.DocumentNode." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productdocument/documentnode" - criticalDataElement: false - primaryKey: true - required: false - - name: "productinventory" - physicalName: "productinventory" - physicalType: "table" - description: "Product inventory information." - properties: - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/productid" - criticalDataElement: false - primaryKey: true - required: false - - name: "locationid" - logicalType: "number" - physicalType: "int2" - description: "Inventory location identification number. Foreign key to Location.LocationID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/locationid" - criticalDataElement: false - primaryKey: true - required: false - - name: "shelf" - logicalType: "string" - physicalType: "varchar[10]" - description: "Storage compartment within an inventory location." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/shelf" - criticalDataElement: false - primaryKey: false - required: false - - name: "bin" - logicalType: "number" - physicalType: "int2" - description: "Storage container on a shelf in an inventory location." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/bin" - criticalDataElement: false - primaryKey: false - required: false - - name: "quantity" - logicalType: "number" - physicalType: "int2" - description: "Quantity of products in the inventory location." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/quantity" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productinventory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productlistpricehistory" - physicalName: "productlistpricehistory" - physicalType: "table" - description: "Changes in the list price of a product over time." - properties: - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/productid" - criticalDataElement: false - primaryKey: true - required: false - - name: "startdate" - logicalType: "date" - physicalType: "timestamp" - description: "List price start date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/startdate" - criticalDataElement: false - primaryKey: true - required: false - - name: "enddate" - logicalType: "date" - physicalType: "timestamp" - description: "List price end date" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/enddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "listprice" - logicalType: "number" - physicalType: "numeric" - description: "Product list price." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/listprice" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productlistpricehistory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productmodel" - physicalName: "productmodel" - physicalType: "table" - description: "Product model classification." - properties: - - name: "productmodelid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ProductModel records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/productmodelid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Product model description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "catalogdescription" - logicalType: "string" - physicalType: "xml" - description: "Detailed product catalog information in xml format." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/catalogdescription" - criticalDataElement: false - primaryKey: false - required: false - - name: "instructions" - logicalType: "string" - physicalType: "xml" - description: "Manufacturing instructions in xml format." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/instructions" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodel/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productmodelillustration" - physicalName: "productmodelillustration" - physicalType: "table" - description: "Cross-reference table mapping product models and illustrations." - properties: - - name: "productmodelid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to ProductModel.ProductModelID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelillustration/productmodelid" - criticalDataElement: false - primaryKey: true - required: false - - name: "illustrationid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to Illustration.IllustrationID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelillustration/illustrationid" - criticalDataElement: false - primaryKey: true - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelillustration/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productmodelproductdescriptionculture" - physicalName: "productmodelproductdescriptionculture" - physicalType: "table" - description: "Cross-reference table mapping product descriptions and the language\ - \ the description is written in." - properties: - - name: "productmodelid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to ProductModel.ProductModelID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelproductdescriptionculture/productmodelid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productdescriptionid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to ProductDescription.ProductDescriptionID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelproductdescriptionculture/productdescriptionid" - criticalDataElement: false - primaryKey: true - required: false - - name: "cultureid" - logicalType: "string" - physicalType: "bpchar" - description: "Culture identification number. Foreign key to Culture.CultureID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelproductdescriptionculture/cultureid" - criticalDataElement: false - primaryKey: true - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productmodelproductdescriptionculture/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productphoto" - physicalName: "productphoto" - physicalType: "table" - description: "Product images." - properties: - - name: "productphotoid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ProductPhoto records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/productphotoid" - criticalDataElement: false - primaryKey: true - required: false - - name: "thumbnailphoto" - logicalType: "string" - physicalType: "bytea" - description: "Small image of the product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/thumbnailphoto" - criticalDataElement: false - primaryKey: false - required: false - - name: "thumbnailphotofilename" - logicalType: "string" - physicalType: "varchar[50]" - description: "Small image file name." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/thumbnailphotofilename" - criticalDataElement: false - primaryKey: false - required: false - - name: "largephoto" - logicalType: "string" - physicalType: "bytea" - description: "Large image of the product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/largephoto" - criticalDataElement: false - primaryKey: false - required: false - - name: "largephotofilename" - logicalType: "string" - physicalType: "varchar[50]" - description: "Large image file name." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/largephotofilename" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productphoto/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productproductphoto" - physicalName: "productproductphoto" - physicalType: "table" - description: "Cross-reference table mapping products and product photos." - properties: - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productproductphoto/productid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productphotoid" - logicalType: "number" - physicalType: "int4" - description: "Product photo identification number. Foreign key to ProductPhoto.ProductPhotoID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productproductphoto/productphotoid" - criticalDataElement: false - primaryKey: true - required: false - - name: "primary" - logicalType: "object" - physicalType: "Flag" - description: "0 = Photo is not the principal image. 1 = Photo is the principal\ - \ image." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productproductphoto/primary" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productproductphoto/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productreview" - physicalName: "productreview" - physicalType: "table" - description: "Customer reviews of products they have purchased." - properties: - - name: "productreviewid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ProductReview records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/productreviewid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/productid" - criticalDataElement: false - primaryKey: false - required: false - - name: "reviewername" - logicalType: "object" - physicalType: "Name" - description: "Name of the reviewer." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/reviewername" - criticalDataElement: false - primaryKey: false - required: false - - name: "reviewdate" - logicalType: "date" - physicalType: "timestamp" - description: "Date review was submitted." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/reviewdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "emailaddress" - logicalType: "string" - physicalType: "varchar[50]" - description: "Reviewer's e-mail address." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/emailaddress" - criticalDataElement: false - primaryKey: false - required: false - - name: "rating" - logicalType: "number" - physicalType: "int4" - description: "Product rating given by the reviewer. Scale is 1 to 5 with 5 as\ - \ the highest rating." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/rating" - criticalDataElement: false - primaryKey: false - required: false - - name: "comments" - logicalType: "string" - physicalType: "varchar[3850]" - description: "Reviewer's comments" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/comments" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productreview/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productsubcategory" - physicalName: "productsubcategory" - physicalType: "table" - description: "Product subcategories. See ProductCategory table." - properties: - - name: "productsubcategoryid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ProductSubcategory records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/productsubcategoryid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productcategoryid" - logicalType: "number" - physicalType: "int4" - description: "Product category identification number. Foreign key to ProductCategory.ProductCategoryID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/productcategoryid" - criticalDataElement: false - primaryKey: false - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Subcategory description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productsubcategory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "scrapreason" - physicalName: "scrapreason" - physicalType: "table" - description: "Manufacturing failure reasons lookup table." - properties: - - name: "scrapreasonid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ScrapReason records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/scrapreason/scrapreasonid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Failure description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/scrapreason/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/scrapreason/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "transactionhistory" - physicalName: "transactionhistory" - physicalType: "table" - description: "Record of each purchase order, sales order, or work order transaction\ - \ year to date." - properties: - - name: "transactionid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for TransactionHistory records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/transactionid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/productid" - criticalDataElement: false - primaryKey: false - required: false - - name: "referenceorderid" - logicalType: "number" - physicalType: "int4" - description: "Purchase order, sales order, or work order identification number." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/referenceorderid" - criticalDataElement: false - primaryKey: false - required: false - - name: "referenceorderlineid" - logicalType: "number" - physicalType: "int4" - description: "Line number associated with the purchase order, sales order, or\ - \ work order." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/referenceorderlineid" - criticalDataElement: false - primaryKey: false - required: false - - name: "transactiondate" - logicalType: "date" - physicalType: "timestamp" - description: "Date and time of the transaction." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/transactiondate" - criticalDataElement: false - primaryKey: false - required: false - - name: "transactiontype" - logicalType: "string" - physicalType: "bpchar" - description: "W = WorkOrder, S = SalesOrder, P = PurchaseOrder" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/transactiontype" - criticalDataElement: false - primaryKey: false - required: false - - name: "quantity" - logicalType: "number" - physicalType: "int4" - description: "Product quantity." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/quantity" - criticalDataElement: false - primaryKey: false - required: false - - name: "actualcost" - logicalType: "number" - physicalType: "numeric" - description: "Product cost." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/actualcost" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "transactionhistoryarchive" - physicalName: "transactionhistoryarchive" - physicalType: "table" - description: "Transactions for previous years." - properties: - - name: "transactionid" - logicalType: "number" - physicalType: "int4" - description: "Primary key for TransactionHistoryArchive records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/transactionid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/productid" - criticalDataElement: false - primaryKey: false - required: false - - name: "referenceorderid" - logicalType: "number" - physicalType: "int4" - description: "Purchase order, sales order, or work order identification number." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/referenceorderid" - criticalDataElement: false - primaryKey: false - required: false - - name: "referenceorderlineid" - logicalType: "number" - physicalType: "int4" - description: "Line number associated with the purchase order, sales order, or\ - \ work order." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/referenceorderlineid" - criticalDataElement: false - primaryKey: false - required: false - - name: "transactiondate" - logicalType: "date" - physicalType: "timestamp" - description: "Date and time of the transaction." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/transactiondate" - criticalDataElement: false - primaryKey: false - required: false - - name: "transactiontype" - logicalType: "string" - physicalType: "bpchar" - description: "W = Work Order, S = Sales Order, P = Purchase Order" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/transactiontype" - criticalDataElement: false - primaryKey: false - required: false - - name: "quantity" - logicalType: "number" - physicalType: "int4" - description: "Product quantity." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/quantity" - criticalDataElement: false - primaryKey: false - required: false - - name: "actualcost" - logicalType: "number" - physicalType: "numeric" - description: "Product cost." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/actualcost" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/transactionhistoryarchive/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "unitmeasure" - physicalName: "unitmeasure" - physicalType: "table" - description: "Unit of measure lookup table." - properties: - - name: "unitmeasurecode" - logicalType: "string" - physicalType: "bpchar" - description: "Primary key." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/unitmeasure/unitmeasurecode" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Unit of measure description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/unitmeasure/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/unitmeasure/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "workorder" - physicalName: "workorder" - physicalType: "table" - description: "Manufacturing work orders." - properties: - - name: "workorderid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for WorkOrder records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/workorderid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/productid" - criticalDataElement: false - primaryKey: false - required: false - - name: "orderqty" - logicalType: "number" - physicalType: "int4" - description: "Product quantity to build." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/orderqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "scrappedqty" - logicalType: "number" - physicalType: "int2" - description: "Quantity that failed inspection." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/scrappedqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "startdate" - logicalType: "date" - physicalType: "timestamp" - description: "Work order start date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/startdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "enddate" - logicalType: "date" - physicalType: "timestamp" - description: "Work order end date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/enddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "duedate" - logicalType: "date" - physicalType: "timestamp" - description: "Work order due date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/duedate" - criticalDataElement: false - primaryKey: false - required: false - - name: "scrapreasonid" - logicalType: "number" - physicalType: "int2" - description: "Reason for inspection failure." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/scrapreasonid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorder/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "workorderrouting" - physicalName: "workorderrouting" - physicalType: "table" - description: "Work order details." - properties: - - name: "workorderid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to WorkOrder.WorkOrderID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/workorderid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/productid" - criticalDataElement: false - primaryKey: true - required: false - - name: "operationsequence" - logicalType: "number" - physicalType: "int2" - description: "Primary key. Indicates the manufacturing process sequence." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/operationsequence" - criticalDataElement: false - primaryKey: true - required: false - - name: "locationid" - logicalType: "number" - physicalType: "int2" - description: "Manufacturing location where the part is processed. Foreign key\ - \ to Location.LocationID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/locationid" - criticalDataElement: false - primaryKey: false - required: false - - name: "scheduledstartdate" - logicalType: "date" - physicalType: "timestamp" - description: "Planned manufacturing start date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/scheduledstartdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "scheduledenddate" - logicalType: "date" - physicalType: "timestamp" - description: "Planned manufacturing end date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/scheduledenddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "actualstartdate" - logicalType: "date" - physicalType: "timestamp" - description: "Actual start date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/actualstartdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "actualenddate" - logicalType: "date" - physicalType: "timestamp" - description: "Actual end date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/actualenddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "actualresourcehrs" - logicalType: "number" - physicalType: "numeric" - description: "Number of manufacturing hours used." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/actualresourcehrs" - criticalDataElement: false - primaryKey: false - required: false - - name: "plannedcost" - logicalType: "number" - physicalType: "numeric" - description: "Estimated manufacturing cost." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/plannedcost" - criticalDataElement: false - primaryKey: false - required: false - - name: "actualcost" - logicalType: "number" - physicalType: "numeric" - description: "Actual manufacturing cost." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/actualcost" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/workorderrouting/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "productvendor" - physicalName: "productvendor" - physicalType: "table" - description: "Cross-reference table mapping vendors with the products they supply." - properties: - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/productid" - criticalDataElement: false - primaryKey: true - required: false - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to Vendor.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "averageleadtime" - logicalType: "number" - physicalType: "int4" - description: "The average span of time (in days) between placing an order with\ - \ the vendor and receiving the purchased product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/averageleadtime" - criticalDataElement: false - primaryKey: false - required: false - - name: "standardprice" - logicalType: "number" - physicalType: "numeric" - description: "The vendor's usual selling price." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/standardprice" - criticalDataElement: false - primaryKey: false - required: false - - name: "lastreceiptcost" - logicalType: "number" - physicalType: "numeric" - description: "The selling price when last purchased." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/lastreceiptcost" - criticalDataElement: false - primaryKey: false - required: false - - name: "lastreceiptdate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the product was last received by the vendor." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/lastreceiptdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "minorderqty" - logicalType: "number" - physicalType: "int4" - description: "The maximum quantity that should be ordered." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/minorderqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "maxorderqty" - logicalType: "number" - physicalType: "int4" - description: "The minimum quantity that should be ordered." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/maxorderqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "onorderqty" - logicalType: "number" - physicalType: "int4" - description: "The quantity currently on order." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/onorderqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "unitmeasurecode" - logicalType: "string" - physicalType: "bpchar" - description: "The product's unit of measure." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/unitmeasurecode" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/productvendor/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "purchaseorderdetail" - physicalName: "purchaseorderdetail" - physicalType: "table" - description: "Individual products associated with a specific purchase order. See\ - \ PurchaseOrderHeader." - properties: - - name: "purchaseorderid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to PurchaseOrderHeader.PurchaseOrderID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/purchaseorderid" - criticalDataElement: false - primaryKey: true - required: false - - name: "purchaseorderdetailid" - logicalType: "number" - physicalType: "serial" - description: "Primary key. One line number per purchased product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/purchaseorderdetailid" - criticalDataElement: false - primaryKey: true - required: false - - name: "duedate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the product is expected to be received." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/duedate" - criticalDataElement: false - primaryKey: false - required: false - - name: "orderqty" - logicalType: "number" - physicalType: "int2" - description: "Quantity ordered." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/orderqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/productid" - criticalDataElement: false - primaryKey: false - required: false - - name: "unitprice" - logicalType: "number" - physicalType: "numeric" - description: "Vendor's selling price of a single product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/unitprice" - criticalDataElement: false - primaryKey: false - required: false - - name: "receivedqty" - logicalType: "number" - physicalType: "numeric" - description: "Quantity actually received from the vendor." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/receivedqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "rejectedqty" - logicalType: "number" - physicalType: "numeric" - description: "Quantity rejected during inspection." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/rejectedqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderdetail/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "purchaseorderheader" - physicalName: "purchaseorderheader" - physicalType: "table" - description: "General purchase order information. See PurchaseOrderDetail." - properties: - - name: "purchaseorderid" - logicalType: "number" - physicalType: "serial" - description: "Primary key." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/purchaseorderid" - criticalDataElement: false - primaryKey: true - required: false - - name: "revisionnumber" - logicalType: "number" - physicalType: "int2" - description: "Incremental number to track changes to the purchase order over\ - \ time." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/revisionnumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "status" - logicalType: "number" - physicalType: "int2" - description: "Order current status. 1 = Pending; 2 = Approved; 3 = Rejected;\ - \ 4 = Complete" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/status" - criticalDataElement: false - primaryKey: false - required: false - - name: "employeeid" - logicalType: "number" - physicalType: "int4" - description: "Employee who created the purchase order. Foreign key to Employee.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/employeeid" - criticalDataElement: false - primaryKey: false - required: false - - name: "vendorid" - logicalType: "number" - physicalType: "int4" - description: "Vendor with whom the purchase order is placed. Foreign key to\ - \ Vendor.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/vendorid" - criticalDataElement: false - primaryKey: false - required: false - - name: "shipmethodid" - logicalType: "number" - physicalType: "int4" - description: "Shipping method. Foreign key to ShipMethod.ShipMethodID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/shipmethodid" - criticalDataElement: false - primaryKey: false - required: false - - name: "orderdate" - logicalType: "date" - physicalType: "timestamp" - description: "Purchase order creation date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/orderdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "shipdate" - logicalType: "date" - physicalType: "timestamp" - description: "Estimated shipment date from the vendor." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/shipdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "subtotal" - logicalType: "number" - physicalType: "numeric" - description: "Purchase order subtotal. Computed as SUM(PurchaseOrderDetail.LineTotal)for\ - \ the appropriate PurchaseOrderID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/subtotal" - criticalDataElement: false - primaryKey: false - required: false - - name: "taxamt" - logicalType: "number" - physicalType: "numeric" - description: "Tax amount." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/taxamt" - criticalDataElement: false - primaryKey: false - required: false - - name: "freight" - logicalType: "number" - physicalType: "numeric" - description: "Shipping cost." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/freight" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/purchaseorderheader/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "shipmethod" - physicalName: "shipmethod" - physicalType: "table" - description: "Shipping company lookup table." - properties: - - name: "shipmethodid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ShipMethod records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/shipmethodid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Shipping company name." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "shipbase" - logicalType: "number" - physicalType: "numeric" - description: "Minimum shipping charge." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/shipbase" - criticalDataElement: false - primaryKey: false - required: false - - name: "shiprate" - logicalType: "number" - physicalType: "numeric" - description: "Shipping charge per pound." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/shiprate" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shipmethod/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "vendor" - physicalName: "vendor" - physicalType: "table" - description: "Companies from whom Adventure Works Cycles purchases parts or other\ - \ goods." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key for Vendor records. Foreign key to BusinessEntity.BusinessEntityID" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "accountnumber" - logicalType: "object" - physicalType: "AccountNumber" - description: "Vendor account (identification) number." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/accountnumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Company name." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "creditrating" - logicalType: "number" - physicalType: "int2" - description: "1 = Superior, 2 = Excellent, 3 = Above average, 4 = Average, 5\ - \ = Below average" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/creditrating" - criticalDataElement: false - primaryKey: false - required: false - - name: "preferredvendorstatus" - logicalType: "object" - physicalType: "Flag" - description: "0 = Do not use if another vendor is available. 1 = Preferred over\ - \ other vendors supplying the same product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/preferredvendorstatus" - criticalDataElement: false - primaryKey: false - required: false - - name: "activeflag" - logicalType: "object" - physicalType: "Flag" - description: "0 = Vendor no longer used. 1 = Vendor is actively used." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/activeflag" - criticalDataElement: false - primaryKey: false - required: false - - name: "purchasingwebserviceurl" - logicalType: "string" - physicalType: "varchar[1024]" - description: "Vendor URL." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/purchasingwebserviceurl" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/vendor/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "countryregioncurrency" - physicalName: "countryregioncurrency" - physicalType: "table" - description: "Cross-reference table mapping ISO currency codes to a country or\ - \ region." - properties: - - name: "countryregioncode" - logicalType: "string" - physicalType: "varchar[3]" - description: "ISO code for countries and regions. Foreign key to CountryRegion.CountryRegionCode." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/countryregioncurrency/countryregioncode" - criticalDataElement: false - primaryKey: true - required: false - - name: "currencycode" - logicalType: "string" - physicalType: "bpchar" - description: "ISO standard currency code. Foreign key to Currency.CurrencyCode." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/countryregioncurrency/currencycode" - criticalDataElement: false - primaryKey: true - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/countryregioncurrency/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "creditcard" - physicalName: "creditcard" - physicalType: "table" - description: "Customer credit card information." - properties: - - name: "creditcardid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for CreditCard records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/creditcardid" - criticalDataElement: false - primaryKey: true - required: false - - name: "cardtype" - logicalType: "string" - physicalType: "varchar[50]" - description: "Credit card name." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/cardtype" - criticalDataElement: false - primaryKey: false - required: false - - name: "cardnumber" - logicalType: "string" - physicalType: "varchar[25]" - description: "Credit card number." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/cardnumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "expmonth" - logicalType: "number" - physicalType: "int2" - description: "Credit card expiration month." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/expmonth" - criticalDataElement: false - primaryKey: false - required: false - - name: "expyear" - logicalType: "number" - physicalType: "int2" - description: "Credit card expiration year." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/expyear" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/creditcard/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "currency" - physicalName: "currency" - physicalType: "table" - description: "Lookup table containing standard ISO currencies." - properties: - - name: "currencycode" - logicalType: "string" - physicalType: "bpchar" - description: "The ISO code for the Currency." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currency/currencycode" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Currency name." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currency/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currency/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "currencyrate" - physicalName: "currencyrate" - physicalType: "table" - description: "Currency exchange rates." - properties: - - name: "currencyrateid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for CurrencyRate records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/currencyrateid" - criticalDataElement: false - primaryKey: true - required: false - - name: "currencyratedate" - logicalType: "date" - physicalType: "timestamp" - description: "Date and time the exchange rate was obtained." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/currencyratedate" - criticalDataElement: false - primaryKey: false - required: false - - name: "fromcurrencycode" - logicalType: "string" - physicalType: "bpchar" - description: "Exchange rate was converted from this currency code." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/fromcurrencycode" - criticalDataElement: false - primaryKey: false - required: false - - name: "tocurrencycode" - logicalType: "string" - physicalType: "bpchar" - description: "Exchange rate was converted to this currency code." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/tocurrencycode" - criticalDataElement: false - primaryKey: false - required: false - - name: "averagerate" - logicalType: "number" - physicalType: "numeric" - description: "Average exchange rate for the day." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/averagerate" - criticalDataElement: false - primaryKey: false - required: false - - name: "endofdayrate" - logicalType: "number" - physicalType: "numeric" - description: "Final exchange rate for the day." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/endofdayrate" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/currencyrate/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "customer" - physicalName: "customer" - physicalType: "table" - description: "Current customer information. Also see the Person and Store tables." - properties: - - name: "customerid" - logicalType: "number" - physicalType: "serial" - description: "Primary key." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/customer/customerid" - criticalDataElement: false - primaryKey: true - required: false - - name: "personid" - logicalType: "number" - physicalType: "int4" - description: "Foreign key to Person.BusinessEntityID" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/customer/personid" - criticalDataElement: false - primaryKey: false - required: false - - name: "storeid" - logicalType: "number" - physicalType: "int4" - description: "Foreign key to Store.BusinessEntityID" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/customer/storeid" - criticalDataElement: false - primaryKey: false - required: false - - name: "territoryid" - logicalType: "number" - physicalType: "int4" - description: "ID of the territory in which the customer is located. Foreign\ - \ key to SalesTerritory.SalesTerritoryID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/customer/territoryid" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/customer/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/customer/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "personcreditcard" - physicalName: "personcreditcard" - physicalType: "table" - description: "Cross-reference table mapping people to their credit card information\ - \ in the CreditCard table." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Business entity identification number. Foreign key to Person.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/personcreditcard/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "creditcardid" - logicalType: "number" - physicalType: "int4" - description: "Credit card identification number. Foreign key to CreditCard.CreditCardID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/personcreditcard/creditcardid" - criticalDataElement: false - primaryKey: true - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/personcreditcard/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesorderdetail" - physicalName: "salesorderdetail" - physicalType: "table" - description: "Individual products associated with a specific sales order. See\ - \ SalesOrderHeader." - properties: - - name: "salesorderid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to SalesOrderHeader.SalesOrderID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/salesorderid" - criticalDataElement: false - primaryKey: true - required: false - - name: "salesorderdetailid" - logicalType: "number" - physicalType: "serial" - description: "Primary key. One incremental unique number per product sold." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/salesorderdetailid" - criticalDataElement: false - primaryKey: true - required: false - - name: "carriertrackingnumber" - logicalType: "string" - physicalType: "varchar[25]" - description: "Shipment tracking number supplied by the shipper." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/carriertrackingnumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "orderqty" - logicalType: "number" - physicalType: "int2" - description: "Quantity ordered per product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/orderqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product sold to customer. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/productid" - criticalDataElement: false - primaryKey: false - required: false - - name: "specialofferid" - logicalType: "number" - physicalType: "int4" - description: "Promotional code. Foreign key to SpecialOffer.SpecialOfferID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/specialofferid" - criticalDataElement: false - primaryKey: false - required: false - - name: "unitprice" - logicalType: "number" - physicalType: "numeric" - description: "Selling price of a single product." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/unitprice" - criticalDataElement: false - primaryKey: false - required: false - - name: "unitpricediscount" - logicalType: "number" - physicalType: "numeric" - description: "Discount amount." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/unitpricediscount" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderdetail/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesorderheader" - physicalName: "salesorderheader" - physicalType: "table" - description: "General sales order information." - properties: - - name: "salesorderid" - logicalType: "number" - physicalType: "serial" - description: "Primary key." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/salesorderid" - criticalDataElement: false - primaryKey: true - required: false - - name: "revisionnumber" - logicalType: "number" - physicalType: "int2" - description: "Incremental number to track changes to the sales order over time." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/revisionnumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "orderdate" - logicalType: "date" - physicalType: "timestamp" - description: "Dates the sales order was created." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/orderdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "duedate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the order is due to the customer." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/duedate" - criticalDataElement: false - primaryKey: false - required: false - - name: "shipdate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the order was shipped to the customer." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/shipdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "status" - logicalType: "number" - physicalType: "int2" - description: "Order current status. 1 = In process; 2 = Approved; 3 = Backordered;\ - \ 4 = Rejected; 5 = Shipped; 6 = Cancelled" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/status" - criticalDataElement: false - primaryKey: false - required: false - - name: "onlineorderflag" - logicalType: "object" - physicalType: "Flag" - description: "0 = Order placed by sales person. 1 = Order placed online by customer." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/onlineorderflag" - criticalDataElement: false - primaryKey: false - required: false - - name: "purchaseordernumber" - logicalType: "object" - physicalType: "OrderNumber" - description: "Customer purchase order number reference." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/purchaseordernumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "accountnumber" - logicalType: "object" - physicalType: "AccountNumber" - description: "Financial accounting number reference." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/accountnumber" - criticalDataElement: false - primaryKey: false - required: false - - name: "customerid" - logicalType: "number" - physicalType: "int4" - description: "Customer identification number. Foreign key to Customer.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/customerid" - criticalDataElement: false - primaryKey: false - required: false - - name: "salespersonid" - logicalType: "number" - physicalType: "int4" - description: "Sales person who created the sales order. Foreign key to SalesPerson.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/salespersonid" - criticalDataElement: false - primaryKey: false - required: false - - name: "territoryid" - logicalType: "number" - physicalType: "int4" - description: "Territory in which the sale was made. Foreign key to SalesTerritory.SalesTerritoryID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/territoryid" - criticalDataElement: false - primaryKey: false - required: false - - name: "billtoaddressid" - logicalType: "number" - physicalType: "int4" - description: "Customer billing address. Foreign key to Address.AddressID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/billtoaddressid" - criticalDataElement: false - primaryKey: false - required: false - - name: "shiptoaddressid" - logicalType: "number" - physicalType: "int4" - description: "Customer shipping address. Foreign key to Address.AddressID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/shiptoaddressid" - criticalDataElement: false - primaryKey: false - required: false - - name: "shipmethodid" - logicalType: "number" - physicalType: "int4" - description: "Shipping method. Foreign key to ShipMethod.ShipMethodID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/shipmethodid" - criticalDataElement: false - primaryKey: false - required: false - - name: "creditcardid" - logicalType: "number" - physicalType: "int4" - description: "Credit card identification number. Foreign key to CreditCard.CreditCardID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/creditcardid" - criticalDataElement: false - primaryKey: false - required: false - - name: "creditcardapprovalcode" - logicalType: "string" - physicalType: "varchar[15]" - description: "Approval code provided by the credit card company." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/creditcardapprovalcode" - criticalDataElement: false - primaryKey: false - required: false - - name: "currencyrateid" - logicalType: "number" - physicalType: "int4" - description: "Currency exchange rate used. Foreign key to CurrencyRate.CurrencyRateID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/currencyrateid" - criticalDataElement: false - primaryKey: false - required: false - - name: "subtotal" - logicalType: "number" - physicalType: "numeric" - description: "Sales subtotal. Computed as SUM(SalesOrderDetail.LineTotal)for\ - \ the appropriate SalesOrderID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/subtotal" - criticalDataElement: false - primaryKey: false - required: false - - name: "taxamt" - logicalType: "number" - physicalType: "numeric" - description: "Tax amount." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/taxamt" - criticalDataElement: false - primaryKey: false - required: false - - name: "freight" - logicalType: "number" - physicalType: "numeric" - description: "Shipping cost." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/freight" - criticalDataElement: false - primaryKey: false - required: false - - name: "totaldue" - logicalType: "number" - physicalType: "numeric" - description: "Total due from customer. Computed as Subtotal + TaxAmt + Freight." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/totaldue" - criticalDataElement: false - primaryKey: false - required: false - - name: "comment" - logicalType: "string" - physicalType: "varchar[128]" - description: "Sales representative comments." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/comment" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheader/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesorderheadersalesreason" - physicalName: "salesorderheadersalesreason" - physicalType: "table" - description: "Cross-reference table mapping sales orders to sales reason codes." - properties: - - name: "salesorderid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to SalesOrderHeader.SalesOrderID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheadersalesreason/salesorderid" - criticalDataElement: false - primaryKey: true - required: false - - name: "salesreasonid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to SalesReason.SalesReasonID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheadersalesreason/salesreasonid" - criticalDataElement: false - primaryKey: true - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesorderheadersalesreason/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesperson" - physicalName: "salesperson" - physicalType: "table" - description: "Sales representative current information." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key for SalesPerson records. Foreign key to Employee.BusinessEntityID" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "territoryid" - logicalType: "number" - physicalType: "int4" - description: "Territory currently assigned to. Foreign key to SalesTerritory.SalesTerritoryID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/territoryid" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesquota" - logicalType: "number" - physicalType: "numeric" - description: "Projected yearly sales." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/salesquota" - criticalDataElement: false - primaryKey: false - required: false - - name: "bonus" - logicalType: "number" - physicalType: "numeric" - description: "Bonus due if quota is met." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/bonus" - criticalDataElement: false - primaryKey: false - required: false - - name: "commissionpct" - logicalType: "number" - physicalType: "numeric" - description: "Commision percent received per sale." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/commissionpct" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesytd" - logicalType: "number" - physicalType: "numeric" - description: "Sales total year to date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/salesytd" - criticalDataElement: false - primaryKey: false - required: false - - name: "saleslastyear" - logicalType: "number" - physicalType: "numeric" - description: "Sales total of previous year." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/saleslastyear" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesperson/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salespersonquotahistory" - physicalName: "salespersonquotahistory" - physicalType: "table" - description: "Sales performance tracking." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Sales person identification number. Foreign key to SalesPerson.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "quotadate" - logicalType: "date" - physicalType: "timestamp" - description: "Sales quota date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/quotadate" - criticalDataElement: false - primaryKey: true - required: false - - name: "salesquota" - logicalType: "number" - physicalType: "numeric" - description: "Sales quota amount." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/salesquota" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salespersonquotahistory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesreason" - physicalName: "salesreason" - physicalType: "table" - description: "Lookup table of customer purchase reasons." - properties: - - name: "salesreasonid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for SalesReason records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesreason/salesreasonid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Sales reason description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesreason/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "reasontype" - logicalType: "object" - physicalType: "Name" - description: "Category the sales reason belongs to." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesreason/reasontype" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesreason/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salestaxrate" - physicalName: "salestaxrate" - physicalType: "table" - description: "Tax rate lookup table." - properties: - - name: "salestaxrateid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for SalesTaxRate records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/salestaxrateid" - criticalDataElement: false - primaryKey: true - required: false - - name: "stateprovinceid" - logicalType: "number" - physicalType: "int4" - description: "State, province, or country/region the sales tax applies to." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/stateprovinceid" - criticalDataElement: false - primaryKey: false - required: false - - name: "taxtype" - logicalType: "number" - physicalType: "int2" - description: "1 = Tax applied to retail transactions, 2 = Tax applied to wholesale\ - \ transactions, 3 = Tax applied to all sales (retail and wholesale) transactions." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/taxtype" - criticalDataElement: false - primaryKey: false - required: false - - name: "taxrate" - logicalType: "number" - physicalType: "numeric" - description: "Tax rate amount." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/taxrate" - criticalDataElement: false - primaryKey: false - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Tax rate description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salestaxrate/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesterritory" - physicalName: "salesterritory" - physicalType: "table" - description: "Sales territory lookup table." - properties: - - name: "territoryid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for SalesTerritory records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/territoryid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Sales territory description" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "countryregioncode" - logicalType: "string" - physicalType: "varchar[3]" - description: "ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/countryregioncode" - criticalDataElement: false - primaryKey: false - required: false - - name: "group" - logicalType: "string" - physicalType: "varchar[50]" - description: "Geographic area to which the sales territory belong." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/group" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesytd" - logicalType: "number" - physicalType: "numeric" - description: "Sales in the territory year to date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/salesytd" - criticalDataElement: false - primaryKey: false - required: false - - name: "saleslastyear" - logicalType: "number" - physicalType: "numeric" - description: "Sales in the territory the previous year." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/saleslastyear" - criticalDataElement: false - primaryKey: false - required: false - - name: "costytd" - logicalType: "number" - physicalType: "numeric" - description: "Business costs in the territory year to date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/costytd" - criticalDataElement: false - primaryKey: false - required: false - - name: "costlastyear" - logicalType: "number" - physicalType: "numeric" - description: "Business costs in the territory the previous year." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/costlastyear" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "salesterritoryhistory" - physicalName: "salesterritoryhistory" - physicalType: "table" - description: "Sales representative transfers to other sales territories." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. The sales rep. Foreign key to SalesPerson.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "territoryid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Territory identification number. Foreign key to SalesTerritory.SalesTerritoryID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/territoryid" - criticalDataElement: false - primaryKey: true - required: false - - name: "startdate" - logicalType: "date" - physicalType: "timestamp" - description: "Primary key. Date the sales representive started work in the territory." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/startdate" - criticalDataElement: false - primaryKey: true - required: false - - name: "enddate" - logicalType: "date" - physicalType: "timestamp" - description: "Date the sales representative left work in the territory." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/enddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/salesterritoryhistory/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "shoppingcartitem" - physicalName: "shoppingcartitem" - physicalType: "table" - description: "Contains online customer orders until the order is submitted or\ - \ cancelled." - properties: - - name: "shoppingcartitemid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for ShoppingCartItem records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/shoppingcartitemid" - criticalDataElement: false - primaryKey: true - required: false - - name: "shoppingcartid" - logicalType: "string" - physicalType: "varchar[50]" - description: "Shopping cart identification number." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/shoppingcartid" - criticalDataElement: false - primaryKey: false - required: false - - name: "quantity" - logicalType: "number" - physicalType: "int4" - description: "Product quantity ordered." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/quantity" - criticalDataElement: false - primaryKey: false - required: false - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product ordered. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/productid" - criticalDataElement: false - primaryKey: false - required: false - - name: "datecreated" - logicalType: "date" - physicalType: "timestamp" - description: "Date the time the record was created." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/datecreated" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/shoppingcartitem/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "specialoffer" - physicalName: "specialoffer" - physicalType: "table" - description: "Sale discounts lookup table." - properties: - - name: "specialofferid" - logicalType: "number" - physicalType: "serial" - description: "Primary key for SpecialOffer records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/specialofferid" - criticalDataElement: false - primaryKey: true - required: false - - name: "description" - logicalType: "string" - physicalType: "varchar[255]" - description: "Discount description." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/description" - criticalDataElement: false - primaryKey: false - required: false - - name: "discountpct" - logicalType: "number" - physicalType: "numeric" - description: "Discount precentage." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/discountpct" - criticalDataElement: false - primaryKey: false - required: false - - name: "type" - logicalType: "string" - physicalType: "varchar[50]" - description: "Discount type category." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/type" - criticalDataElement: false - primaryKey: false - required: false - - name: "category" - logicalType: "string" - physicalType: "varchar[50]" - description: "Group the discount applies to such as Reseller or Customer." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/category" - criticalDataElement: false - primaryKey: false - required: false - - name: "startdate" - logicalType: "date" - physicalType: "timestamp" - description: "Discount start date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/startdate" - criticalDataElement: false - primaryKey: false - required: false - - name: "enddate" - logicalType: "date" - physicalType: "timestamp" - description: "Discount end date." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/enddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "minqty" - logicalType: "number" - physicalType: "int4" - description: "Minimum discount percent allowed." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/minqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "maxqty" - logicalType: "number" - physicalType: "int4" - description: "Maximum discount percent allowed." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/maxqty" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialoffer/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "specialofferproduct" - physicalName: "specialofferproduct" - physicalType: "table" - description: "Cross-reference table mapping products to special offer discounts." - properties: - - name: "specialofferid" - logicalType: "number" - physicalType: "int4" - description: "Primary key for SpecialOfferProduct records." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialofferproduct/specialofferid" - criticalDataElement: false - primaryKey: true - required: false - - name: "productid" - logicalType: "number" - physicalType: "int4" - description: "Product identification number. Foreign key to Product.ProductID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialofferproduct/productid" - criticalDataElement: false - primaryKey: true - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialofferproduct/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/specialofferproduct/modifieddate" - criticalDataElement: false - primaryKey: false - required: false - - name: "store" - physicalName: "store" - physicalType: "table" - description: "Customers (resellers) of Adventure Works products." - properties: - - name: "businessentityid" - logicalType: "number" - physicalType: "int4" - description: "Primary key. Foreign key to Customer.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/store/businessentityid" - criticalDataElement: false - primaryKey: true - required: false - - name: "name" - logicalType: "object" - physicalType: "Name" - description: "Name of the store." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/store/name" - criticalDataElement: false - primaryKey: false - required: false - - name: "salespersonid" - logicalType: "number" - physicalType: "int4" - description: "ID of the sales person assigned to the customer. Foreign key to\ - \ SalesPerson.BusinessEntityID." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/store/salespersonid" - criticalDataElement: false - primaryKey: false - required: false - - name: "demographics" - logicalType: "string" - physicalType: "xml" - description: "Demographic informationg about the store such as the number of\ - \ employees, annual sales and store type." - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/store/demographics" - criticalDataElement: false - primaryKey: false - required: false - - name: "rowguid" - logicalType: "string" - physicalType: "uuid" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/store/rowguid" - criticalDataElement: false - primaryKey: false - required: false - - name: "modifieddate" - logicalType: "date" - physicalType: "timestamp" - partitioned: false - authoritativeDefinitions: - - type: "implementation" - url: "jdbc:postgresql://localhost:5432/adventureworks/store/modifieddate" - criticalDataElement: false - primaryKey: false - required: false -contractCreatedTs: "2023-09-28T20:24:49.331+00:00" diff --git a/datacontract-cli/tests/fixtures/odcs_v3/full-example.datacontract.yml b/datacontract-cli/tests/fixtures/odcs_v3/full-example.datacontract.yml deleted file mode 100644 index 562130d7f..000000000 --- a/datacontract-cli/tests/fixtures/odcs_v3/full-example.datacontract.yml +++ /dev/null @@ -1,103 +0,0 @@ -dataContractSpecification: 1.1.0 -id: 53581432-6c55-4ba2-a65f-72344a91553a -info: - title: '' - version: 1.1.0 - description: Views built on top of the seller tables. - owner: seller - dataProduct: my quantum - tenant: ClimateQuantumInc -terms: - usage: Predict sales over time - limitations: Data based on seller perspective, no buyer information - billing: 9.95 USD / megabyte -servers: - my-postgres: - type: postgres - host: localhost - port: 5432 - database: pypl-edw - schema: pp_access_views -models: - tbl_1: - title: tbl - description: Provides core payment metrics - type: table - fields: - txn_ref_dt: - title: transaction reference date - type: date - required: false - primaryKey: false - description: Reference date for transaction - examples: - - "2022-10-03" - - "2020-01-28" - classification: public - config: - postgresType: date - partitioned: true - partitionKeyPosition: 1 - criticalDataElement: false - anonymizationStrategy: none - rcvr_id: - title: receiver id - type: string - required: false - primaryKey: true - description: A description for column rcvr_id. - classification: restricted - config: - postgresType: varchar(18) - partitioned: false - partitionKeyPosition: -1 - criticalDataElement: false - rcvr_cntry_code: - title: receiver country code - description: Country code - type: string - required: false - primaryKey: false - classification: public - quality: - - type: library - rule: nullCheck - description: column should not contain null values - dimension: completeness - severity: error - businessImpact: operational - schedule: 0 20 * * * - scheduler: cron - customProperties: - - property: FIELD_NAME - value: null - - property: COMPARE_TO - value: null - - property: COMPARISON_TYPE - value: Greater than - config: - postgresType: varchar(2) - partitioned: false - partitionKeyPosition: -1 - criticalDataElement: false - encryptedName: rcvr_cntry_code_encrypted - quality: - - type: library - description: Ensure row count is within expected volume range - rule: countCheck - dimension: completeness - method: reconciliation - severity: error - businessImpact: operational - schedule: 0 20 * * * - scheduler: cron - config: - dataGranularityDescription: Aggregation on columns txn_ref_dt, pmt_txn_id -servicelevels: - availability: - description: '2022-05-12T09:30:10-08:00' - retention: - period: 3y - -tags: - - transactions \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/odcs_v3/full-example.odcs.yaml b/datacontract-cli/tests/fixtures/odcs_v3/full-example.odcs.yaml deleted file mode 100644 index d4d61651d..000000000 --- a/datacontract-cli/tests/fixtures/odcs_v3/full-example.odcs.yaml +++ /dev/null @@ -1,232 +0,0 @@ -domain: seller # Domain -dataProduct: my quantum # Data product name -version: 1.1.0 # Version (follows semantic versioning) -status: current -id: 53581432-6c55-4ba2-a65f-72344a91553a - -# Lots of information -description: - purpose: Views built on top of the seller tables. - limitations: Data based on seller perspective, no buyer information - usage: Predict sales over time -tenant: ClimateQuantumInc - -kind: DataContract -apiVersion: v3.0.0 # Standard version (follows semantic versioning) - -# Infrastructure & servers -servers: - - server: my-postgres - type: postgres - host: localhost - port: 5432 - database: pypl-edw - schema: pp_access_views - -# Dataset, schema and quality -schema: - - name: tbl - physicalName: tbl_1 - physicalType: table - description: Provides core payment metrics - authoritativeDefinitions: - - url: https://catalog.data.gov/dataset/air-quality - type: businessDefinition - - url: https://youtu.be/jbY1BKFj9ec - type: videoTutorial - tags: [ ] - dataGranularityDescription: Aggregation on columns txn_ref_dt, pmt_txn_id - properties: - - name: txn_ref_dt - primaryKey: false - primaryKeyPosition: -1 - businessName: transaction reference date - logicalType: date - physicalType: date - required: false - description: Reference date for transaction - partitioned: true - partitionKeyPosition: 1 - criticalDataElement: false - tags: [ ] - classification: public - transformSourceObjects: - - table_name_1 - - table_name_2 - - table_name_3 - transformLogic: sel t1.txn_dt as txn_ref_dt from table_name_1 as t1, table_name_2 as t2, table_name_3 as t3 where t1.txn_dt=date-3 - transformDescription: defines the logic in business terms; logic for dummies - examples: - - "2022-10-03" - - "2020-01-28" - customProperties: - - property: anonymizationStrategy - value: none - - name: rcvr_id - primaryKey: true - primaryKeyPosition: 1 - businessName: receiver id - logicalType: string - physicalType: varchar(18) - required: false - description: A description for column rcvr_id. - partitioned: false - partitionKeyPosition: -1 - criticalDataElement: false - tags: [ ] - classification: restricted - - name: rcvr_cntry_code - primaryKey: false - primaryKeyPosition: -1 - businessName: receiver country code - logicalType: string - physicalType: varchar(2) - required: false - description: Country code - partitioned: false - partitionKeyPosition: -1 - criticalDataElement: false - tags: [ ] - classification: public - authoritativeDefinitions: - - url: https://collibra.com/asset/742b358f-71a5-4ab1-bda4-dcdba9418c25 - type: businessDefinition - - url: https://github.com/myorg/myrepo - type: transformationImplementation - - url: jdbc:postgresql://localhost:5432/adventureworks/tbl_1/rcvr_cntry_code - type: implementation - encryptedName: rcvr_cntry_code_encrypted - quality: - - rule: nullCheck - description: column should not contain null values - dimension: completeness # dropdown 7 values - type: library - severity: error - businessImpact: operational - schedule: 0 20 * * * - scheduler: cron - customProperties: - - property: FIELD_NAME - value: - - property: COMPARE_TO - value: - - property: COMPARISON_TYPE - value: Greater than - quality: - - rule: countCheck - type: library - description: Ensure row count is within expected volume range - dimension: completeness - method: reconciliation - severity: error - businessImpact: operational - schedule: 0 20 * * * - scheduler: cron - customProperties: - - property: business-key - value: - - txn_ref_dt - - rcvr_id - - -# Pricing -price: - priceAmount: 9.95 - priceCurrency: USD - priceUnit: megabyte - - -# Team -team: - - username: ceastwood - role: Data Scientist - dateIn: "2022-08-02" - dateOut: "2022-10-01" - replacedByUsername: mhopper - - username: mhopper - role: Data Scientist - dateIn: "2022-10-01" - - username: daustin - role: Owner - comment: Keeper of the grail - dateIn: "2022-10-01" - - -# Roles -roles: - - role: microstrategy_user_opr - access: read - firstLevelApprovers: Reporting Manager - secondLevelApprovers: 'mandolorian' - - role: bq_queryman_user_opr - access: read - firstLevelApprovers: Reporting Manager - secondLevelApprovers: na - - role: risk_data_access_opr - access: read - firstLevelApprovers: Reporting Manager - secondLevelApprovers: 'dathvador' - - role: bq_unica_user_opr - access: write - firstLevelApprovers: Reporting Manager - secondLevelApprovers: 'mickey' - -# SLA -slaDefaultElement: tab1.txn_ref_dt -slaProperties: - - property: latency # Property, see list of values in DP QoS - value: 4 - unit: d # d, day, days for days; y, yr, years for years - element: tab1.txn_ref_dt # This would not be needed as it is the same table.column as the default one - - property: generalAvailability - value: "2022-05-12T09:30:10-08:00" - - property: endOfSupport - value: "2032-05-12T09:30:10-08:00" - - property: endOfLife - value: "2042-05-12T09:30:10-08:00" - - property: retention - value: 3 - unit: y - element: tab1.txn_ref_dt - - property: frequency - value: 1 - valueExt: 1 - unit: d - element: tab1.txn_ref_dt - - property: timeOfAvailability - value: 09:00-08:00 - element: tab1.txn_ref_dt - driver: regulatory # Describes the importance of the SLA: [regulatory|analytics|operational|...] - - property: timeOfAvailability - value: 08:00-08:00 - element: tab1.txn_ref_dt - driver: analytics - - -# Support -support: - - channel: '#product-help' # Simple Slack communication channel - tool: slack - url: https://aidaug.slack.com/archives/C05UZRSBKLY - - channel: datacontract-ann # Simple distribution list - tool: email - url: mailto:datacontract-ann@bitol.io - - channel: Feedback # Product Feedback - description: General 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a/datacontract-cli/tests/fixtures/s3-delta/data/orders.delta/_delta_log/00000000000000000000.json b/datacontract-cli/tests/fixtures/s3-delta/data/orders.delta/_delta_log/00000000000000000000.json deleted file mode 100644 index efcab3462..000000000 --- a/datacontract-cli/tests/fixtures/s3-delta/data/orders.delta/_delta_log/00000000000000000000.json +++ /dev/null @@ -1,4 +0,0 @@ -{"protocol":{"minReaderVersion":3,"minWriterVersion":7,"readerFeatures":["timestampNtz"],"writerFeatures":["timestampNtz"]}} -{"metaData":{"id":"89311f21-9efa-47cd-b7ed-9e1440e5df04","name":null,"description":null,"format":{"provider":"parquet","options":{}},"schemaString":"{\"type\":\"struct\",\"fields\":[{\"name\":\"order_id\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"order_timestamp\",\"type\":\"timestamp_ntz\",\"nullable\":true,\"metadata\":{}},{\"name\":\"order_total\",\"type\":\"long\",\"nullable\":true,\"metadata\":{}}]}","partitionColumns":[],"createdTime":1713886932161,"configuration":{}}} -{"add":{"path":"0-66aaa7ef-36e3-4985-9359-72874e273705-0.parquet","partitionValues":{},"size":1481,"modificationTime":1713886932161,"dataChange":true,"stats":"{\"numRecords\": 8, \"minValues\": {\"order_id\": \"1001\", \"order_timestamp\": \"2024-01-01T10:00:00\", \"order_total\": 2000}, \"maxValues\": {\"order_id\": \"1008\", \"order_timestamp\": \"2024-01-02T11:30:00\", \"order_total\": 12000}, \"nullCount\": {\"order_id\": 0, \"order_timestamp\": 0, \"order_total\": 0}}","tags":null,"deletionVector":null,"baseRowId":null,"defaultRowCommitVersion":null,"clusteringProvider":null}} -{"commitInfo":{"timestamp":1713886932161,"operation":"CREATE TABLE","operationParameters":{"metadata":"{\"configuration\":{},\"createdTime\":1713886932161,\"description\":null,\"format\":{\"options\":{},\"provider\":\"parquet\"},\"id\":\"89311f21-9efa-47cd-b7ed-9e1440e5df04\",\"name\":null,\"partitionColumns\":[],\"schemaString\":\"{\\\"type\\\":\\\"struct\\\",\\\"fields\\\":[{\\\"name\\\":\\\"order_id\\\",\\\"type\\\":\\\"string\\\",\\\"nullable\\\":true,\\\"metadata\\\":{}},{\\\"name\\\":\\\"order_timestamp\\\",\\\"type\\\":\\\"timestamp_ntz\\\",\\\"nullable\\\":true,\\\"metadata\\\":{}},{\\\"name\\\":\\\"order_total\\\",\\\"type\\\":\\\"long\\\",\\\"nullable\\\":true,\\\"metadata\\\":{}}]}\"}","protocol":"{\"minReaderVersion\":3,\"minWriterVersion\":7,\"readerFeatures\":[\"timestampNtz\"],\"writerFeatures\":[\"timestampNtz\"]}","mode":"ErrorIfExists"},"clientVersion":"delta-rs.0.17.1"}} diff --git a/datacontract-cli/tests/fixtures/s3-delta/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-delta/datacontract.yaml deleted file mode 100644 index 2c88f3ddd..000000000 --- a/datacontract-cli/tests/fixtures/s3-delta/datacontract.yaml +++ /dev/null @@ -1,22 +0,0 @@ -dataContractSpecification: 1.1.0 -id: s3-delta-orders -info: - title: S3 Delta Table Test - version: 0.0.1 - owner: my-domain-team -servers: - orders/s3: - type: s3 - endpointUrl: __S3_ENDPOINT_URL__ - location: s3://test-bucket/fixtures/s3-delta/data/orders.delta - format: delta - dataProductId: orders - outputPortId: s3 -models: - orders: - type: table - fields: - order_id: - type: varchar - unique: true - required: true diff --git a/datacontract-cli/tests/fixtures/s3-delta/helper/create_delta_files.py b/datacontract-cli/tests/fixtures/s3-delta/helper/create_delta_files.py deleted file mode 100644 index fdfcef417..000000000 --- a/datacontract-cli/tests/fixtures/s3-delta/helper/create_delta_files.py +++ /dev/null @@ -1,31 +0,0 @@ -import os - -import pandas as pd -from deltalake.writer import write_deltalake - -# Ensure the required directory exists -output_dir = "../data" -if not os.path.exists(output_dir): - os.makedirs(output_dir) - -# Sample data for Orders table -orders_data = { - "order_id": ["1001", "1002", "1003", "1004", "1005", "1006", "1007", "1008"], - "order_timestamp": [ - "2024-01-01T10:00:00.000Z", - "2024-01-01T11:30:00.000Z", - "2024-01-01T12:45:00.000Z", - "2024-01-02T08:20:00.000Z", - "2024-01-02T09:15:00.000Z", - "2024-01-02T10:05:00.000Z", - "2024-01-02T10:45:00.000Z", - "2024-01-02T11:30:00.000Z", - ], - "order_total": [5000, 7500, 3000, 2000, 6500, 12000, 4500, 8000], -} - -orders_df = pd.DataFrame(orders_data) -orders_df["order_timestamp"] = pd.to_datetime(orders_df["order_timestamp"], format="%Y-%m-%dT%H:%M:%S.%fZ") - -# Write to Delta table files -write_deltalake(os.path.join(output_dir, "orders.delta"), orders_df) diff --git a/datacontract-cli/tests/fixtures/s3-json-complex/data/feed.json b/datacontract-cli/tests/fixtures/s3-json-complex/data/feed.json deleted file mode 100644 index 8e02c4610..000000000 --- a/datacontract-cli/tests/fixtures/s3-json-complex/data/feed.json +++ /dev/null @@ -1,37 +0,0 @@ -[{ - "specversion" : "1.0", - "type" : "org.http-feeds.example.inventory", - "source" : "https://example.http-feeds.org/inventory", - "id" : "1c6b8c6e-d8d0-4a91-b51c-1f56bd04c758", - "time" : "2021-01-01T00:00:01Z", - "subject" : "9521234567899", - "data" : { - "sku": "9521234567899", - "updated": "2022-01-01T00:00:01Z", - "quantity": 5 - } -},{ - "specversion" : "1.0", - "type" : "org.http-feeds.example.inventory", - "source" : "https://example.http-feeds.org/inventory", - "id" : "292042fb-ab04-4653-af90-19a24032bffe", - "time" : "2021-12-01T00:00:15Z", - "subject" : "9521234512349", - "data" : { - "sku": "9521234512349", - "updated": "2022-01-01T00:00:12Z", - "quantity": 0 - } -},{ - "specversion" : "1.0", - "type" : "org.http-feeds.example.inventory", - "source" : "https://example.http-feeds.org/inventory", - "id" : "fa3e2a22-398c-4d02-ad08-9415e43178e6", - "time" : "2021-01-01T00:00:22Z", - "subject" : "9521234567899", - "data" : { - "sku": "9521234567899", - "updated": "2022-01-01T00:00:21Z", - "quantity": 4 - } -}] \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/s3-json-complex/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-json-complex/datacontract.yaml deleted file mode 100644 index c3f86b2f4..000000000 --- a/datacontract-cli/tests/fixtures/s3-json-complex/datacontract.yaml +++ /dev/null @@ -1,54 +0,0 @@ -dataContractSpecification: 1.1.0 -id: inventory-events -info: - title: Inventory Events Feed - version: 0.0.1 - owner: my-domain-team -servers: - feed/s3: - type: s3 - endpointUrl: __S3_ENDPOINT_URL__ - location: s3://feed-bucket/fixtures/s3-json-complex/data/*.json - delimiter: array - format: json - dataProductId: feed - outputPortId: s3 -models: - inventory: - type: object - fields: - specversion: - type: string - const: "1.0" - required: true - type: - type: string - const: "org.http-feeds.example.inventory" - required: true - source: - type: string - format: uri - const: "https://example.http-feeds.org/inventory" - required: true - id: - type: string - required: true - time: - type: string - format: date-time - required: true - subject: - type: string - data: - type: object - fields: - sku: - type: string - required: true - updated: - type: string - format: date-time - required: true - quantity: - type: integer - required: true diff --git a/datacontract-cli/tests/fixtures/s3-json-multiple-models/data/line_items/line_items-1.json b/datacontract-cli/tests/fixtures/s3-json-multiple-models/data/line_items/line_items-1.json deleted file mode 100644 index 894f97d10..000000000 --- a/datacontract-cli/tests/fixtures/s3-json-multiple-models/data/line_items/line_items-1.json +++ /dev/null @@ -1,5000 +0,0 @@ -{"lines_item_id": "94aa82c8-50ba-47fb-994a-9b041b4127af", "order_id": "a8c38fec-2acd-4b55-883b-4b48572d4a26", "sku": "D3KT74L5EV46T"} -{"lines_item_id": 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"P9STBTYMQ79J", "customer_email_address": "test1189@example.org"} -{"order_id": "913ff950-10ab-499f-804b-af170db40329", "order_timestamp": "2020-04-15T21:44:00Z", "order_total": 94357, "customer_id": "XYFFW59I6YJZ", "customer_email_address": "test2079@example.org"} -{"order_id": "deee6007-a07a-4aed-adfb-617321ff5f93", "order_timestamp": "2020-04-15T22:01:00Z", "order_total": 19003, "customer_id": "J2MLTYHMGZG", "customer_email_address": "test8153@example.org"} -{"order_id": "1b6dde7d-2e33-47a0-bc52-2c355fd2364c", "order_timestamp": "2020-04-15T22:54:00Z", "order_total": 1375, "customer_id": "DL22T1PTE7IDX", "customer_email_address": "test8244@example.org"} -{"order_id": "056c57fa-1da6-44ad-a50e-8e951d5d6586", "order_timestamp": "2020-04-15T23:15:00Z", "order_total": 18864, "customer_id": "UA2ODTTIHKC67L449D50", "customer_email_address": "test1310@example.org"} -{"order_id": "e2527787-da27-421b-a968-07389a55ae34", "order_timestamp": "2020-04-15T23:50:00Z", "order_total": 91379, "customer_id": "A07LTN4ZJIZI40S5HRMJ", "customer_email_address": "test3454@example.org"} -{"order_id": "4bdf9f62-15b7-4569-b645-4fc32b2e9904", "order_timestamp": "2020-04-15T23:51:00Z", "order_total": 42818, "customer_id": "PYG2TILATJ5WX2", "customer_email_address": "test8612@example.org"} -{"order_id": "f4c8b0da-ae39-494e-bb84-22b0badc0a82", "order_timestamp": "2020-04-16T00:02:00Z", "order_total": 25628, "customer_id": "CVEDFPEYIW20WU1739M", "customer_email_address": "test2856@example.org"} -{"order_id": "c061787c-9112-4cff-ad2c-e0e8a6a82677", "order_timestamp": "2030-04-16T00:49:00Z", "order_total": 40567, "customer_id": "IVOY52ZLIO8BOCYE", "customer_email_address": "test745@example.org"} diff --git a/datacontract-cli/tests/fixtures/s3-json-multiple-models/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-json-multiple-models/datacontract.yaml deleted file mode 100644 index dc72857c8..000000000 --- a/datacontract-cli/tests/fixtures/s3-json-multiple-models/datacontract.yaml +++ /dev/null @@ -1,131 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 1.0.0 - description: | - Successful customer orders in the webshop. - All orders since 2020-01-01. - Orders with their line items are in their current state (no history included). - owner: Checkout Team - contact: - name: John Doe (Data Product Owner) - url: https://teams.microsoft.com/l/channel/acme/checkout -servers: - production: - type: "s3" - endpointUrl: __S3_ENDPOINT_URL__ - location: "s3://multiple-bucket/fixtures/s3-json-multiple-models/data/{model}/*.json" - format: "json" - delimiter: "new_line" -terms: - usage: > - Data can be used for reports, analytics and machine learning use cases. - Order may be linked and joined by other tables - limitations: > - Not suitable for real-time use cases. - Data may not be used to identify individual customers. - Max data processing per day: 10 TiB - billing: 5000 USD per month - noticePeriod: P3M -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - $ref: '#/definitions/order_id' - required: true - unique: true - order_timestamp: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - order_total: - description: Total amount the smallest monetary unit (e.g., cents). - type: long - required: true - customer_id: - description: Unique identifier for the customer. - type: text - minLength: 10 - maxLength: 20 - customer_email_address: - description: The email address, as entered by the customer. The email address was not verified. - type: text - format: email - required: true - line_items: - description: A single article that is part of an order. - type: table - fields: - lines_item_id: - type: text - description: Primary key of the lines_item_id table - required: true - unique: true - order_id: - $ref: '#/definitions/order_id' - sku: - description: The purchased article number - $ref: '#/definitions/sku' -definitions: - order_id: - domain: checkout - name: order_id - title: Order ID - type: text - format: uuid - description: An internal ID that identifies an order in the online shop. - example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 - pii: true - classification: restricted - sku: - domain: inventory - name: sku - title: Stock Keeping Unit - type: text - pattern: ^[A-Za-z0-9]{8,14}$ - example: "96385074" - description: | - A Stock Keeping Unit (SKU) is an internal unique identifier for an article. - It is typically associated with an article's barcode, such as the EAN/GTIN. -examples: - - type: csv # csv, json, yaml, custom - model: orders - data: |- # expressed as string or inline yaml or via "$ref: data.csv" - order_id,order_timestamp,order_total - "1001","2023-09-09T08:30:00Z",2500 - "1002","2023-09-08T15:45:00Z",1800 - "1003","2023-09-07T12:15:00Z",3200 - "1004","2023-09-06T19:20:00Z",1500 - "1005","2023-09-05T10:10:00Z",4200 - "1006","2023-09-04T14:55:00Z",2800 - "1007","2023-09-03T21:05:00Z",1900 - "1008","2023-09-02T17:40:00Z",3600 - "1009","2023-09-01T09:25:00Z",3100 - "1010","2023-08-31T22:50:00Z",2700 - - type: csv - model: line_items - data: |- - lines_item_id,order_id,sku - "1","1001","5901234123457" - "2","1001","4001234567890" - "3","1002","5901234123457" - "4","1002","2001234567893" - "5","1003","4001234567890" - "6","1003","5001234567892" - "7","1004","5901234123457" - "8","1005","2001234567893" - "9","1005","5001234567892" - "10","1005","6001234567891" -quality: - type: SodaCL # data quality check format: SodaCL, montecarlo, custom - specification: # expressed as string or inline yaml or via "$ref: checks.yaml" - checks for orders: - - freshness(order_timestamp) < 24h - - row_count >= 5000 - - duplicate_count(order_id) = 0 - checks for line_items: - - values in (order_id) must exist in orders (order_id) - - row_count >= 5000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/s3-json-multiple-models/v2/line_items/line_items-1.json b/datacontract-cli/tests/fixtures/s3-json-multiple-models/v2/line_items/line_items-1.json deleted file mode 100644 index b3ee63cff..000000000 --- a/datacontract-cli/tests/fixtures/s3-json-multiple-models/v2/line_items/line_items-1.json +++ /dev/null @@ -1,5000 +0,0 @@ -{"line_item_id": "94aa82c8-50ba-47fb-994a-9b041b4127af", "order_id": "a8c38fec-2acd-4b55-883b-4b48572d4a26", "sku": "D3KT74L5EV46T"} -{"line_item_id": "d67c963f-42a4-4aa8-afff-d7869008e3a9", "order_id": "9e44da97-4f72-4bcf-821a-9d9500d06651", "sku": "IWMJ3ZX164"} -{"line_item_id": "270ad2c1-f651-438e-a81a-d77713c1d3a3", "order_id": "8fc4621c-66ae-4031-91f1-5313beb9f541", "sku": "6MFIKLATW3IDZ"} -{"line_item_id": "cc763a72-cc07-4bc4-8ddf-c88d09db5daa", "order_id": "98d48daf-3532-4a59-b7c2-3777164bdc65", "sku": "TFH11HYOR"} -{"line_item_id": "d7ea7f72-a266-469c-a9ef-60063d5ac243", "order_id": "2fd9df43-77e8-4d00-b380-ab270e8b73f8", "sku": "4O47GESYW"} -{"line_item_id": "57dcb12b-c5d9-401b-8e01-4e940168b35d", "order_id": "b51ee660-4c28-40d0-9388-7dfd4cfe45ef", "sku": "00P2IF70PN"} -{"line_item_id": "9429582b-68ff-4af5-b076-3630da6a983b", "order_id": "cace8a8e-4c30-48a7-bfbf-0716409c9193", "sku": "NGBAQCA79VDKN"} -{"line_item_id": "c6f0a4ff-2f65-41ef-aab7-348549a9f8ee", "order_id": "f8f6b63a-8f5e-4c6f-88c2-1d0c0e255095", "sku": "B2UMMUN9"} -{"line_item_id": "c10b1517-6ad6-417f-a982-85e8769686d1", "order_id": "b3d91266-f66f-422a-a3c3-6a6fe4b7c044", "sku": "WUCXSRJAO4D"} -{"line_item_id": "fd0265b0-94fd-436b-97ad-ed2eae8cbcef", "order_id": 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"customer_email_address": "test3434@example.org"} -{"order_id": "6457ec80-9206-4fcb-a0c3-659ed59f601d", "order_timestamp": "2020-04-15T03:09:00Z", "order_total": 41070, "customer_id": "V9UXG5AZVGPGGYGX5", "customer_email_address": "test5555@example.org"} -{"order_id": "1116e970-eda8-4643-8407-520f2d555b5a", "order_timestamp": "2020-04-15T04:03:00Z", "order_total": 12194, "customer_id": "NRZKXKBX13YOEGFQ", "customer_email_address": "test9961@example.org"} -{"order_id": "2967ca4f-06e3-4013-9dd0-18b64004645a", "order_timestamp": "2020-04-15T04:28:00Z", "order_total": 39904, "customer_id": "8S1MDYIDBFNZ", "customer_email_address": "test730@example.org"} -{"order_id": "7ae8f75a-92b9-4826-9fb8-e20f6e0394d9", "order_timestamp": "2020-04-15T04:45:00Z", "order_total": 14445, "customer_id": "KUEAI2OUD3MZPK8", "customer_email_address": "test8053@example.org"} -{"order_id": "48e13830-ad46-4925-a467-aa6889697a66", "order_timestamp": "2020-04-15T05:19:00Z", "order_total": 39083, "customer_id": "3PM1THWJPVUSP2OFE82", "customer_email_address": "test4949@example.org"} -{"order_id": "a57d2923-2bb5-43f2-bb7f-06a5a055e5a6", "order_timestamp": "2020-04-15T05:49:00Z", "order_total": 97967, "customer_id": "QJZOC56FQD84UC", "customer_email_address": "test2276@example.org"} -{"order_id": "4ffff3d9-3153-4ed3-a85b-61b00d8453e7", "order_timestamp": "2020-04-15T06:11:00Z", "order_total": 57759, "customer_id": "IJPBP4NPDX", "customer_email_address": "test1962@example.org"} -{"order_id": "279939b9-f1b4-4747-aab5-bddf529637b0", "order_timestamp": "2020-04-15T06:17:00Z", "order_total": 80791, "customer_id": "2E5N7D02C35J", "customer_email_address": "test6614@example.org"} -{"order_id": "f6a15982-3975-4017-bda3-83c3c83394b6", "order_timestamp": "2020-04-15T06:34:00Z", "order_total": 92202, "customer_id": "7R25NFWIL8", "customer_email_address": "test9122@example.org"} -{"order_id": "8d143d94-4346-4b8b-9149-741a2dd8cf70", "order_timestamp": "2020-04-15T07:25:00Z", "order_total": 35780, "customer_id": "Z4GKVQR322YAH2HLRI", "customer_email_address": "test2633@example.org"} -{"order_id": "66b08094-3aa8-4240-87eb-e06d7038e0e8", "order_timestamp": "2020-04-15T07:26:00Z", "order_total": 11437, "customer_id": "H25L25NO1GP19FE4JP", "customer_email_address": "test8776@example.org"} -{"order_id": "70458d48-2637-424a-bf09-82f53e36fcf9", "order_timestamp": "2020-04-15T08:20:00Z", "order_total": 5120, "customer_id": "8AHI1HYFHX4SJ3MS7RV", "customer_email_address": "test9018@example.org"} -{"order_id": "b78579c5-7179-459d-a10a-01dfaa9a0178", "order_timestamp": "2020-04-15T08:31:00Z", "order_total": 71165, "customer_id": "EBQRF6R0Q7NGD", "customer_email_address": "test684@example.org"} -{"order_id": "13ab300f-a5ce-4ee2-972a-0c67ff8b231c", "order_timestamp": "2020-04-15T09:08:00Z", "order_total": 93949, "customer_id": "Y1J7DQI7IX1BGV7EWA8N", "customer_email_address": "test9442@example.org"} -{"order_id": "07fed8d5-b10a-4b53-9c65-577f8700cad6", "order_timestamp": "2020-04-15T09:21:00Z", "order_total": 97093, "customer_id": "BQ6NF5VM7E6", "customer_email_address": "test411@example.org"} -{"order_id": "bb326335-680d-45af-9737-7d7e148a35d6", "order_timestamp": "2020-04-15T09:40:00Z", "order_total": 60544, "customer_id": "TDM4Z32UFU7A8", "customer_email_address": "test2919@example.org"} -{"order_id": "d1ed1d49-66e8-4765-97e9-044f305d5e4f", "order_timestamp": "2020-04-15T10:24:00Z", "order_total": 67381, "customer_id": "J5M8D9CEWTRBSBTL1Q", "customer_email_address": "test8505@example.org"} -{"order_id": "d021c4d0-3fdd-4a10-9f53-11ee22478f56", "order_timestamp": "2020-04-15T10:25:00Z", "order_total": 5587, "customer_id": "2CJQSSIIV6SIHWW", "customer_email_address": "test5978@example.org"} -{"order_id": "63f93865-0140-43ad-964d-37a8570cd09d", "order_timestamp": "2020-04-15T10:45:00Z", "order_total": 74386, "customer_id": "N8U8FZ0PYC4YNAA", "customer_email_address": "test218@example.org"} -{"order_id": "acd31c10-41a4-4e04-b45a-842b4f6e6482", "order_timestamp": "2020-04-15T11:18:00Z", "order_total": 41072, "customer_id": "1DOXIL40BRUW", "customer_email_address": "test5875@example.org"} -{"order_id": "f1b83fda-d66e-496e-835e-5acab2f04010", "order_timestamp": "2020-04-15T11:22:00Z", "order_total": 2316, "customer_id": "JXP4B313XYUJHG6UU", "customer_email_address": "test7042@example.org"} -{"order_id": "8e89815e-b587-4b50-aa5c-ee936488760f", "order_timestamp": "2020-04-15T11:52:00Z", "order_total": 52089, "customer_id": "UQU1SFB3HXLY", "customer_email_address": "test4164@example.org"} -{"order_id": "d05b1137-18e5-4cd6-86b9-40ed8f4cdea8", "order_timestamp": "2020-04-15T12:35:00Z", "order_total": 13703, "customer_id": "46SRBHF0DYYZ9HJMJSC", "customer_email_address": "test2131@example.org"} -{"order_id": "89d56399-2a07-4bd7-bff5-bf00aed2f15c", "order_timestamp": "2020-04-15T12:58:00Z", "order_total": 52719, "customer_id": "XB8AIRBUT7AQR4VB323L", "customer_email_address": "test2177@example.org"} -{"order_id": "4ea10f76-0e12-4abc-8e6e-f5861a881e37", "order_timestamp": "2020-04-15T13:43:00Z", "order_total": 82280, "customer_id": "8J6Q88GFHAI2", "customer_email_address": "test7175@example.org"} -{"order_id": "feea45be-81b7-4c36-96b5-daf18e73967a", "order_timestamp": "2020-04-15T14:30:00Z", "order_total": 27476, "customer_id": "K21S5Q48JTQ", "customer_email_address": "test1613@example.org"} -{"order_id": "d8e68e70-31d9-497a-9082-c943985b899e", "order_timestamp": "2020-04-15T15:04:00Z", "order_total": 37156, "customer_id": "E984H3RZ6R7", "customer_email_address": "test5795@example.org"} -{"order_id": "f071be28-18dc-4de3-9fd8-bee8aad2c4b1", "order_timestamp": "2020-04-15T15:33:00Z", "order_total": 4707, "customer_id": "UF9EEZTFS2L4ELMB1R", "customer_email_address": "test4463@example.org"} -{"order_id": "d6441caf-53ca-4d7c-a8c3-ff233e338979", "order_timestamp": "2020-04-15T16:24:00Z", "order_total": 50421, "customer_id": "GFKPJTLZKFO7BZ8E59G0", "customer_email_address": "test8242@example.org"} -{"order_id": "8afea636-a161-4456-ab0c-00b684ebe9a4", "order_timestamp": "2020-04-15T17:19:00Z", "order_total": 95974, "customer_id": "J715BIB89HTMEFKGN23", "customer_email_address": "test892@example.org"} -{"order_id": "af28ec98-6cac-4695-825c-100591574f0f", "order_timestamp": "2020-04-15T17:41:00Z", "order_total": 71831, "customer_id": "0X6IJFV1XUDKNLZH5TTJ", "customer_email_address": "test6494@example.org"} -{"order_id": "0de6a0b7-8406-43ea-a220-2d0c46106119", "order_timestamp": "2020-04-15T17:46:00Z", "order_total": 55309, "customer_id": "462WAYMDMAMFCMJI4", "customer_email_address": "test9980@example.org"} -{"order_id": "4210436c-9c1f-4120-ac1f-e6ebd183e58d", "order_timestamp": "2020-04-15T18:18:00Z", "order_total": 87901, "customer_id": "AU1N0227L39OB", "customer_email_address": "test5168@example.org"} -{"order_id": "5d2e0c33-adf4-468b-b4b2-9b7516c7ccea", "order_timestamp": "2020-04-15T18:56:00Z", "order_total": 71579, "customer_id": "LLGV93024CNT9MIP376Q", "customer_email_address": "test102@example.org"} -{"order_id": "6fa25bf7-7734-48fc-9ec2-2b26727b6a6c", "order_timestamp": "2020-04-15T19:32:00Z", "order_total": 7871, "customer_id": "58GEU8VDI4PDJKJ", "customer_email_address": "test9385@example.org"} -{"order_id": "cbe976f5-f9f0-464f-8171-bdef2c4427cf", "order_timestamp": "2020-04-15T20:19:00Z", "order_total": 7263, "customer_id": "JC9U941L0V3H3", "customer_email_address": "test6719@example.org"} -{"order_id": "569aafa8-8b15-4ce1-afa1-fcc8426658bc", "order_timestamp": "2020-04-15T20:51:00Z", "order_total": 40205, "customer_id": "L6YYE6Y8USJLN8EB4W", "customer_email_address": "test1270@example.org"} -{"order_id": "a9cf7eb1-2b94-4ac6-8ecb-da39f0625fa6", "order_timestamp": "2020-04-15T21:41:00Z", "order_total": 76652, "customer_id": "Z17CM4KKY8JJ10F", "customer_email_address": "test183@example.org"} -{"order_id": "3665db9e-3dfd-43b4-a435-9588ea504d43", "order_timestamp": "2020-04-15T21:43:00Z", "order_total": 62159, "customer_id": "P9STBTYMQ79J", "customer_email_address": "test1189@example.org"} -{"order_id": "913ff950-10ab-499f-804b-af170db40329", "order_timestamp": "2020-04-15T21:44:00Z", "order_total": 94357, "customer_id": "XYFFW59I6YJZ", "customer_email_address": "test2079@example.org"} -{"order_id": "deee6007-a07a-4aed-adfb-617321ff5f93", "order_timestamp": "2020-04-15T22:01:00Z", "order_total": 19003, "customer_id": "J2MLTYHMGZG", "customer_email_address": "test8153@example.org"} -{"order_id": "1b6dde7d-2e33-47a0-bc52-2c355fd2364c", "order_timestamp": "2020-04-15T22:54:00Z", "order_total": 1375, "customer_id": "DL22T1PTE7IDX", "customer_email_address": "test8244@example.org"} -{"order_id": "056c57fa-1da6-44ad-a50e-8e951d5d6586", "order_timestamp": "2020-04-15T23:15:00Z", "order_total": 18864, "customer_id": "UA2ODTTIHKC67L449D50", "customer_email_address": "test1310@example.org"} -{"order_id": "e2527787-da27-421b-a968-07389a55ae34", "order_timestamp": "2020-04-15T23:50:00Z", "order_total": 91379, "customer_id": "A07LTN4ZJIZI40S5HRMJ", "customer_email_address": "test3454@example.org"} -{"order_id": "4bdf9f62-15b7-4569-b645-4fc32b2e9904", "order_timestamp": "2020-04-15T23:51:00Z", "order_total": 42818, "customer_id": "PYG2TILATJ5WX2", "customer_email_address": "test8612@example.org"} -{"order_id": "f4c8b0da-ae39-494e-bb84-22b0badc0a82", "order_timestamp": "2020-04-16T00:02:00Z", "order_total": 25628, "customer_id": "CVEDFPEYIW20WU1739M", "customer_email_address": "test2856@example.org"} -{"order_id": "c061787c-9112-4cff-ad2c-e0e8a6a82677", "order_timestamp": "2030-04-16T00:49:00Z", "order_total": 40567, "customer_id": "IVOY52ZLIO8BOCYE", "customer_email_address": "test745@example.org"} diff --git a/datacontract-cli/tests/fixtures/s3-json-remote/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-json-remote/datacontract.yaml deleted file mode 100644 index 36cb7416a..000000000 --- a/datacontract-cli/tests/fixtures/s3-json-remote/datacontract.yaml +++ /dev/null @@ -1,219 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 2.0.0 - description: | - Successful customer orders in the webshop. - All orders since 2020-01-01. - Orders with their line items are in their current state (no history included). - owner: Checkout Team - contact: - name: John Doe (Data Product Owner) - url: https://teams.microsoft.com/l/channel/example/checkout -servers: - production: - type: s3 - environment: prod - location: s3://datacontract-example-orders-latest/v2/{model}/*.json - format: json - delimiter: new_line - description: "One folder per model. One file per day." - roles: - - name: analyst_us - description: Access to the data for US region - - name: analyst_cn - description: Access to the data for China region -terms: - usage: | - Data can be used for reports, analytics and machine learning use cases. - Order may be linked and joined by other tables - limitations: | - Not suitable for real-time use cases. - Data may not be used to identify individual customers. - Max data processing per day: 10 TiB - policies: - - name: privacy-policy - url: https://example.com/privacy-policy - - name: license - description: External data is licensed under agreement 1234. - url: https://example.com/license/1234 - billing: 5000 USD per month - noticePeriod: P3M -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - order_id: - $ref: '#/definitions/order_id' - required: true - unique: true - primaryKey: true - order_timestamp: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - examples: - - "2024-09-09T08:30:00Z" - tags: ["business-timestamp"] - order_total: - description: Total amount the smallest monetary unit (e.g., cents). - type: long - required: true - examples: - - 9999 -# quality: -# - type: sql -# description: 95% of all order total values are expected to be between 10 and 499 EUR. -# query: | -# SELECT quantile_cont(order_total, 0.95) AS percentile_95 -# FROM orders -# mustBeBetween: [1000, 49900] - customer_id: - description: Unique identifier for the customer. - type: text - minLength: 10 - maxLength: 20 - customer_email_address: - description: The email address, as entered by the customer. - type: text - format: email - required: true - pii: true - classification: sensitive - quality: - - type: text - description: The email address is not verified and may be invalid. - lineage: - inputFields: - - namespace: com.example.service.checkout - name: checkout_db.orders - field: email_address - processed_timestamp: - description: The timestamp when the record was processed by the data platform. - type: timestamp - required: true - config: - jsonType: string - jsonFormat: date-time - quality: -# - type: sql -# description: The maximum duration between two orders should be less that 3600 seconds -# query: | -# SELECT MAX(duration) AS max_duration -# FROM ( -# SELECT epoch(order_timestamp - LAG(order_timestamp) OVER (ORDER BY order_timestamp)) AS duration -# FROM orders -# ) subquery -# mustBeLessThan: 3600 - - type: sql - description: Row Count - query: | - SELECT count(*) as row_count - FROM orders - mustBeGreaterThan: 5 - examples: - - | - order_id,order_timestamp,order_total,customer_id,customer_email_address,processed_timestamp - "1001","2030-09-09T08:30:00Z",2500,"1000000001","mary.taylor82@example.com","2030-09-09T08:31:00Z" - "1002","2030-09-08T15:45:00Z",1800,"1000000002","michael.miller83@example.com","2030-09-09T08:31:00Z" - "1003","2030-09-07T12:15:00Z",3200,"1000000003","michael.smith5@example.com","2030-09-09T08:31:00Z" - "1004","2030-09-06T19:20:00Z",1500,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" - "1005","2030-09-05T10:10:00Z",4200,"1000000004","elizabeth.moore80@example.com","2030-09-09T08:31:00Z" - "1006","2030-09-04T14:55:00Z",2800,"1000000005","john.davis28@example.com","2030-09-09T08:31:00Z" - "1007","2030-09-03T21:05:00Z",1900,"1000000006","linda.brown67@example.com","2030-09-09T08:31:00Z" - "1008","2030-09-02T17:40:00Z",3600,"1000000007","patricia.smith40@example.com","2030-09-09T08:31:00Z" - "1009","2030-09-01T09:25:00Z",3100,"1000000008","linda.wilson43@example.com","2030-09-09T08:31:00Z" - "1010","2030-08-31T22:50:00Z",2700,"1000000009","mary.smith98@example.com","2030-09-09T08:31:00Z" - line_items: - description: A single article that is part of an order. - type: table - fields: - line_item_id: - type: text - description: Primary key of the lines_item_id table - required: true - order_id: - $ref: '#/definitions/order_id' - references: orders.order_id - sku: - description: The purchased article number - $ref: '#/definitions/sku' - primaryKey: ["order_id", "line_item_id"] - examples: - - | - line_item_id,order_id,sku - "LI-1","1001","5901234123457" - "LI-2","1001","4001234567890" - "LI-3","1002","5901234123457" - "LI-4","1002","2001234567893" - "LI-5","1003","4001234567890" - "LI-6","1003","5001234567892" - "LI-7","1004","5901234123457" - "LI-8","1005","2001234567893" - "LI-9","1005","5001234567892" - "LI-10","1005","6001234567891" -definitions: - order_id: - title: Order ID - type: text - format: uuid - description: An internal ID that identifies an order in the online shop. - examples: - - 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 - pii: true - classification: restricted - tags: - - orders - sku: - title: Stock Keeping Unit - type: text - pattern: ^[A-Za-z0-9]{8,14}$ - examples: - - "96385074" - description: | - A Stock Keeping Unit (SKU) is an internal unique identifier for an article. - It is typically associated with an article's barcode, such as the EAN/GTIN. - links: - wikipedia: https://en.wikipedia.org/wiki/Stock_keeping_unit - tags: - - inventory -servicelevels: - availability: - description: The server is available during support hours - percentage: 99.9% - retention: - description: Data is retained for one year - period: P1Y - unlimited: false - latency: - description: Data is available within 25 hours after the order was placed - threshold: 25h - sourceTimestampField: orders.order_timestamp - processedTimestampField: orders.processed_timestamp - freshness: - description: The age of the youngest row in a table. - threshold: 25h - timestampField: orders.order_timestamp - frequency: - description: Data is delivered once a day - type: batch # or streaming - interval: daily # for batch, either or cron - cron: 0 0 * * * # for batch, either or interval - support: - description: The data is available during typical business hours at headquarters - time: 9am to 5pm in EST on business days - responseTime: 1h - backup: - description: Data is backed up once a week, every Sunday at 0:00 UTC. - interval: weekly - cron: 0 0 * * 0 - recoveryTime: 24 hours - recoveryPoint: 1 week -tags: - - checkout - - orders - - s3 -links: - datacontractCli: https://cli.datacontract.com \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/s3-json/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json b/datacontract-cli/tests/fixtures/s3-json/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json deleted file mode 100644 index 2cb45d59e..000000000 --- a/datacontract-cli/tests/fixtures/s3-json/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json +++ /dev/null @@ -1,1000 +0,0 @@ -{"updated_at":"2022-04-20T13:50:34.228811Z","available":17,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.589142Z","available":16,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.589501Z","available":15,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.589771Z","available":14,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.590008Z","available":13,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.590261Z","available":12,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.590559Z","available":11,"location":"18","sku":"9521582929054"} -{"updated_at":"2022-04-20T13:50:34.590831Z","available":12,"location":"18","sku":"9521582929054"} 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-{"updated_at":"2022-05-04T14:22:26.067774Z","available":16,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067795Z","available":15,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067812Z","available":14,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067831Z","available":15,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067849Z","available":14,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067865Z","available":13,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067885Z","available":12,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067903Z","available":11,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067919Z","available":12,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067938Z","available":11,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067955Z","available":12,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067973Z","available":11,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.067991Z","available":10,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068008Z","available":11,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068026Z","available":10,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068043Z","available":9,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068061Z","available":10,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068081Z","available":9,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068098Z","available":8,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068129Z","available":7,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068146Z","available":8,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068165Z","available":7,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068183Z","available":8,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068201Z","available":7,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068219Z","available":6,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068236Z","available":5,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068256Z","available":6,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068276Z","available":5,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068293Z","available":4,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068312Z","available":5,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068328Z","available":6,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068347Z","available":5,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068365Z","available":4,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068383Z","available":3,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068402Z","available":4,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068444Z","available":3,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068461Z","available":2,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068479Z","available":3,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068496Z","available":2,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068514Z","available":1,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068532Z","available":0,"location":"13","sku":"9528981095474"} -{"updated_at":"2022-05-04T14:22:26.068577Z","available":15,"location":"13","sku":"9523285274332"} diff --git a/datacontract-cli/tests/fixtures/s3-json/datacontract.yaml b/datacontract-cli/tests/fixtures/s3-json/datacontract.yaml deleted file mode 100644 index 7f3d1b083..000000000 --- a/datacontract-cli/tests/fixtures/s3-json/datacontract.yaml +++ /dev/null @@ -1,30 +0,0 @@ -dataContractSpecification: 1.1.0 -id: inventory-events -info: - title: Inventory Events - version: 0.0.1 - owner: my-domain-team - contact: - email: jochen.christ@innoq.com -servers: - inventory/s3: - type: s3 - endpointUrl: __S3_ENDPOINT_URL__ -# location: s3://test-bucket/topics/inventory/*/*/*/*/*.json - location: s3://test-bucket/fixtures/s3-json/data/{model}/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json - delimiter: new_line - format: json - dataProductId: inventory - outputPortId: s3 -models: - inventory: - type: table - fields: - updated_at: - type: string - available: - type: numeric - location: - type: string - sku: - type: string diff --git a/datacontract-cli/tests/fixtures/snowflake/datacontract.yaml b/datacontract-cli/tests/fixtures/snowflake/datacontract.yaml deleted file mode 100644 index 9944edb2b..000000000 --- a/datacontract-cli/tests/fixtures/snowflake/datacontract.yaml +++ /dev/null @@ -1,126 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:snowflake_orders_pii_v2 -info: - title: Orders - version: 1.0.0 - description: "All order-created events, with PII." - owner: checkout -servers: - urn:dataproduct:checkout:orders/snowflake_orders_pii_v2: - type: snowflake - account: lmtrwxs-xn14859 - database: ORDER_DB - schema: ORDERS_PII_V2 - dataProductId: urn:dataproduct:checkout:orders - outputPortId: snowflake_orders_pii_v2 -terms: - usage: Max. 10x queries per day - limitations: Not suitable for real-time use cases - billing: $1000 / month - noticePeriod: P3M -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: table - fields: - ORDER_ID: - $ref: '#/definitions/order_id' - required: true - unique: true - ORDER_TIMESTAMP: - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - type: timestamp - required: true - ORDER_TOTAL: - description: Total amount the smallest monetary unit (e.g., cents). - type: number - required: true - CUSTOMER_ID: - description: Unique identifier for the customer. - type: text - minLength: 10 - maxLength: 20 - CUSTOMER_EMAIL_ADDRESS: - description: The email address, as entered by the customer. The email address was not verified. - type: text - format: email - required: true - PROCESSING_TIMESTAMP: - description: The processing timestamp in the current session’s time zone. - type: timestamp - required: true - config: - snowflakeType: TIMESTAMP_LTZ - line_items: - description: A single article that is part of an order. - type: table - fields: - LINE_ITEM_ID: - type: text - description: Primary key of the lines_item_id table - required: true - unique: true - ORDER_ID: - $ref: '#/definitions/order_id' - SKU: - description: The purchased article number - $ref: '#/definitions/sku' -definitions: - order_id: - domain: checkout - name: order_id - title: Order ID - type: text - format: uuid - description: An internal ID that identifies an order in the online shop. - example: 243c25e5-a081-43a9-aeab-6d5d5b6cb5e2 - pii: true - classification: restricted - sku: - domain: inventory - name: sku - title: Stock Keeping Unit - type: text - pattern: ^[A-Za-z0-9]{8,14}$ - example: "96385074" - description: | - A Stock Keeping Unit (SKU) is an internal unique identifier for an article. - It is typically associated with an article's barcode, such as the EAN/GTIN. -examples: - - type: csv # csv, json, yaml, custom - model: orders - data: |- # expressed as string or inline yaml or via "$ref: data.csv" - order_id,order_timestamp,order_total - "1001","2023-09-09T08:30:00Z",2500 - "1002","2023-09-08T15:45:00Z",1800 - "1003","2023-09-07T12:15:00Z",3200 - "1004","2023-09-06T19:20:00Z",1500 - "1005","2023-09-05T10:10:00Z",4200 - "1006","2023-09-04T14:55:00Z",2800 - "1007","2023-09-03T21:05:00Z",1900 - "1008","2023-09-02T17:40:00Z",3600 - "1009","2023-09-01T09:25:00Z",3100 - "1010","2023-08-31T22:50:00Z",2700 - - type: csv - model: line_items - data: |- - lines_item_id,order_id,sku - "1","1001","5901234123457" - "2","1001","4001234567890" - "3","1002","5901234123457" - "4","1002","2001234567893" - "5","1003","4001234567890" - "6","1003","5001234567892" - "7","1004","5901234123457" - "8","1005","2001234567893" - "9","1005","5001234567892" - "10","1005","6001234567891" -quality: - type: SodaCL - specification: - checks for orders: - - freshness(order_timestamp) < 24h - - row_count >= 5000 - - duplicate_count(order_id) = 0 - checks for line_items: - - row_count >= 80000 \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/sodacl/checks.yaml b/datacontract-cli/tests/fixtures/sodacl/checks.yaml deleted file mode 100644 index a6cf136cb..000000000 --- a/datacontract-cli/tests/fixtures/sodacl/checks.yaml +++ /dev/null @@ -1,6 +0,0 @@ -checks for orders: - - freshness(processed_timestamp) < 1d - - row_count > 10 -checks for line_items: - - row_count > 10: - name: Have at lease 10 line items \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/sodacl/datacontract.yaml b/datacontract-cli/tests/fixtures/sodacl/datacontract.yaml deleted file mode 100644 index 4c07e2a62..000000000 --- a/datacontract-cli/tests/fixtures/sodacl/datacontract.yaml +++ /dev/null @@ -1,27 +0,0 @@ -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 1.0.0 - description: | - Successful customer orders in the webshop. - All orders since 2020-01-01. - Orders with their line items are in their current state (no history included). - owner: Checkout Team - contact: - name: John Doe (Data Product Owner) - url: https://teams.microsoft.com/l/channel/example/checkout -models: - orders: - description: test - fields: - order_id: - type: string - required: true - processed_timestamp: - type: timestamp - required: true -quality: - type: SodaCL - specification: - $ref: "./fixtures/sodacl/checks.yaml" \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/spark/export/datacontract.yaml b/datacontract-cli/tests/fixtures/spark/export/datacontract.yaml deleted file mode 100644 index 8931ee6bd..000000000 --- a/datacontract-cli/tests/fixtures/spark/export/datacontract.yaml +++ /dev/null @@ -1,79 +0,0 @@ -dataContractSpecification: 1.1.0 -id: orders -info: - title: Orders - version: 0.0.1 - description: Order messages as generated by Confluent Datagen Source Adapter -servers: - production: - type: s3 - location: s3://datacontract-example-orders-latest/data/{model}/*.parquet - format: parquet -models: - orders: - type: table - description: Orders Table - fields: - orderdate: - type: date - order_timestamp: - type: timestamp - delivery_timestamp: - type: timestamp_ntz - orderid: - type: int - item_list: - type: array - items: - type: object - fields: - itemid: - type: string - quantity: - type: int - orderunits: - type: double - tags: - type: array - items: - type: string - address: - type: object - fields: - city: - type: string - required: true - state: - type: string - zipcode: - type: long - customers: - type: table - description: Customers Table - fields: - id: - type: int - name: - type: string - metadata: - type: map - required: false - keys: - type: string - required: true - values: - type: struct - required: false - fields: - value: - type: string - required: false - type: - type: string - required: false - timestamp: - type: long - required: false - source: - type: string - required: false diff --git a/datacontract-cli/tests/fixtures/spec/datacontract_aliases.yaml b/datacontract-cli/tests/fixtures/spec/datacontract_aliases.yaml deleted file mode 100644 index d67c1c240..000000000 --- a/datacontract-cli/tests/fixtures/spec/datacontract_aliases.yaml +++ /dev/null @@ -1,21 +0,0 @@ -dataContractSpecification: 1.1.0 -id: "123" -info: - title: "Test" - version: 1.0.0 - owner: my-domain-team -models: - sample_model: - description: Sample Model - type: table - fields: - id: - type: text - title: ID - description: A unique identifier - $ref: '#/definitions/test' -definitions: - test: - description: Test definition reference - name: refdef - type: text diff --git a/datacontract-cli/tests/fixtures/spec/datacontract_fields_field.yaml b/datacontract-cli/tests/fixtures/spec/datacontract_fields_field.yaml deleted file mode 100644 index ef76aa116..000000000 --- a/datacontract-cli/tests/fixtures/spec/datacontract_fields_field.yaml +++ /dev/null @@ -1,30 +0,0 @@ -dataContractSpecification: 1.1.0 -id: "123" -info: - title: "Test" - version: 1.0.0 - owner: my-domain-team -models: - sample_model: - description: Sample Model - type: table - fields: - id: - type: text - title: ID - description: A unique identifier - $ref: '#/definitions/def' -definitions: - def: - description: Test definition reference - type: object - name: refdef - fields: - id: - type: text - title: MyField - $ref: '#/definitions/other' - other: - description: Another Def - type: string - name: fieldname diff --git a/datacontract-cli/tests/fixtures/sqlserver/data/data.sql b/datacontract-cli/tests/fixtures/sqlserver/data/data.sql deleted file mode 100644 index f80be08e1..000000000 --- a/datacontract-cli/tests/fixtures/sqlserver/data/data.sql +++ /dev/null @@ -1,19 +0,0 @@ --- Create the table -CREATE TABLE [dbo].[my_table] ( - field_one VARCHAR(10) PRIMARY KEY, - field_two INT NOT NULL, - field_three DATETIME2 -); - --- Insert the data -INSERT INTO [dbo].[my_table] (field_one, field_two, field_three) VALUES - ('CX-263-DU', 50, '2023-06-16 13:12:56'), - ('IK-894-MN', 47, '2023-10-08 22:40:57'), - ('ER-399-JY', 22, '2023-05-16 01:08:22 '), - ('MT-939-FH', 63, '2023-03-15 05:15:21 '), - ('LV-849-MI', 33, '2023-09-08 20:08:43 '), - ('VS-079-OH', 85, '2023-04-15 00:50:32 '), - ('DN-297-XY', 79, '2023-11-08 12:55:42 '), - ('ZE-172-FP', 14, '2023-12-03 18:38:38 '), - ('ID-840-EG', 89, '2023-10-02 17:17:58 '), - ('FK-230-KZ', 64, '2023-11-27 15:21:48 '); diff --git a/datacontract-cli/tests/fixtures/sqlserver/datacontract.yaml b/datacontract-cli/tests/fixtures/sqlserver/datacontract.yaml deleted file mode 100644 index 7c6e49001..000000000 --- a/datacontract-cli/tests/fixtures/sqlserver/datacontract.yaml +++ /dev/null @@ -1,29 +0,0 @@ -dataContractSpecification: 1.1.0 -id: sqlserver -info: - title: sqlserver - version: 0.0.1 - owner: my-domain-team -servers: - my-dataproduct/sqlserver: - type: sqlserver - host: localhost - port: __PORT__ - database: tempdb - schema: dbo - driver: ODBC Driver 18 for SQL Server -models: - my_table: - type: table - fields: - field_one: - type: varchar - required: true - unique: true - field_two: - type: int - minimum: 10 - field_three: - type: timestamp - config: - sqlserverType: DATETIME2 diff --git a/datacontract-cli/tests/fixtures/sqlserver/import/ddl.sql b/datacontract-cli/tests/fixtures/sqlserver/import/ddl.sql deleted file mode 100644 index 3d7d43cc0..000000000 --- a/datacontract-cli/tests/fixtures/sqlserver/import/ddl.sql +++ /dev/null @@ -1,39 +0,0 @@ -CREATE TABLE [dbo].[my_table] -( - field_primary_key INT PRIMARY KEY, -- Primary key - field_not_null INT NOT NULL, -- Not null - field_char CHAR(10), -- Fixed-length string - field_varchar VARCHAR(100), -- Variable-length string - field_text VARCHAR(MAX), -- Large variable-length string - field_nchar NCHAR(10), -- Fixed-length Unicode string - field_nvarchar NVARCHAR(100), -- Variable-length Unicode string - field_ntext NVARCHAR(MAX), -- Large variable-length Unicode string - - field_tinyint TINYINT, -- Integer (0-255) - field_smallint SMALLINT, -- Integer (-32,768 to 32,767) - field_int INT, -- Integer (-2.1B to 2.1B) - field_bigint BIGINT, -- Large integer (-9 quintillion to 9 quintillion) - - field_decimal DECIMAL(10, 2), -- Fixed precision decimal - field_numeric NUMERIC(10, 2), -- Same as DECIMAL - field_float FLOAT, -- Approximate floating-point - field_real REAL, -- Smaller floating-point - - field_bit BIT, -- Boolean-like (0 or 1) - - field_date DATE, -- Date only (YYYY-MM-DD) - field_time TIME, -- Time only (HH:MM:SS) - field_datetime2 DATETIME2, -- More precise datetime - field_smalldatetime SMALLDATETIME, -- Less precise datetime - field_datetimeoffset DATETIMEOFFSET, -- Datetime with time zone - - field_binary BINARY(16), -- Fixed-length binary - field_varbinary VARBINARY(100), -- Variable-length binary - - field_uniqueidentifier UNIQUEIDENTIFIER, -- GUID - - field_xml XML, -- XML data - field_json JSON, -- JSON (Stored as text) - --- field_sql_variant SQL_VARIANT -- Stores different data types -); \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/trino/data/data.sql b/datacontract-cli/tests/fixtures/trino/data/data.sql deleted file mode 100644 index 69181667d..000000000 --- a/datacontract-cli/tests/fixtures/trino/data/data.sql +++ /dev/null @@ -1,11 +0,0 @@ -INSERT INTO my_schema.my_table (field_one, field_two, field_three) -VALUES ('CX-263-DU', 50, TIMESTAMP '2023-06-16 13:12:56'), - ('IK-894-MN', 47, TIMESTAMP '2023-10-08 22:40:57'), - ('ER-399-JY', 22, TIMESTAMP '2023-05-16 01:08:22'), - ('MT-939-FH', 63, TIMESTAMP '2023-03-15 05:15:21'), - ('LV-849-MI', 33, TIMESTAMP '2023-09-08 20:08:43'), - ('VS-079-OH', 85, TIMESTAMP '2023-04-15 00:50:32'), - ('DN-297-XY', 79, TIMESTAMP '2023-11-08 12:55:42'), - ('ZE-172-FP', 14, TIMESTAMP '2023-12-03 18:38:38'), - ('ID-840-EG', 89, TIMESTAMP '2023-10-02 17:17:58'), - ('FK-230-KZ', 64, TIMESTAMP '2023-11-27 15:21:48') diff --git a/datacontract-cli/tests/fixtures/trino/data/table.sql b/datacontract-cli/tests/fixtures/trino/data/table.sql deleted file mode 100644 index cf946a43b..000000000 --- a/datacontract-cli/tests/fixtures/trino/data/table.sql +++ /dev/null @@ -1,6 +0,0 @@ -CREATE TABLE my_schema.my_table -( - field_one VARCHAR, - field_two INT, - field_three TIMESTAMP WITH TIME ZONE -) \ No newline at end of file diff --git a/datacontract-cli/tests/fixtures/trino/datacontract.yaml b/datacontract-cli/tests/fixtures/trino/datacontract.yaml deleted file mode 100644 index 137445b5a..000000000 --- a/datacontract-cli/tests/fixtures/trino/datacontract.yaml +++ /dev/null @@ -1,27 +0,0 @@ -dataContractSpecification: 1.1.0 -id: trino -info: - title: trino - version: 0.0.1 - owner: my-domain-team -servers: - my-dataproduct/trino: - type: trino - host: http://localhost - port: __PORT__ - catalog: memory - schema: my_schema -models: - my_table: - type: table - fields: - field_one: - type: varchar - required: true - unique: true - pattern: "[A-Za-z]{2}-\\d{3}-[A-Za-z]{2}$" - field_two: - type: integer - minimum: 10 - field_three: - type: timestamp diff --git a/datacontract-cli/tests/test_api.py b/datacontract-cli/tests/test_api.py deleted file mode 100644 index 68098f86e..000000000 --- a/datacontract-cli/tests/test_api.py +++ /dev/null @@ -1,35 +0,0 @@ -from fastapi.testclient import TestClient - -from datacontract.api import app - -client = TestClient(app) - - -def test_lint(): - with open("fixtures/lint/valid_datacontract.yaml", "r") as f: - data_contract_str = f.read() - - response = client.post( - url="/lint", - json=data_contract_str, - ) - assert response.status_code == 200 - print(response.json()) - assert response.json()["result"] == "passed" - assert len(response.json()["checks"]) == 7 - assert all([check["result"] == "passed" for check in response.json()["checks"]]) - - -def test_export_jsonschema(): - with open("fixtures/local-json/datacontract.yaml", "r") as f: - data_contract_str = f.read() - response = client.post( - url="/export?format=jsonschema", - json=data_contract_str, - ) - assert response.status_code == 200 - print(response.text) - with open("fixtures/local-json/datacontract.json") as file: - expected_json_schema = file.read() - print(expected_json_schema) - assert response.text == expected_json_schema diff --git a/datacontract-cli/tests/test_breaking.py b/datacontract-cli/tests/test_breaking.py deleted file mode 100644 index 37f9a1b06..000000000 --- a/datacontract-cli/tests/test_breaking.py +++ /dev/null @@ -1,250 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app - -runner = CliRunner() - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_no_breaking_changes(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-fields-v2.yaml", - "./fixtures/breaking/datacontract-fields-v2.yaml", - ], - ) - assert result.exit_code == 0 - assert "0 breaking changes: 0 error, 0 warning\n" in result.stdout - - -def test_quality_added(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-quality-v1.yaml", - "./fixtures/breaking/datacontract-quality-v2.yaml", - ], - ) - assert result.exit_code == 0 - assert "0 breaking changes: 0 error, 0 warning\n" in result.stdout - - -def test_quality_removed(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-quality-v2.yaml", - "./fixtures/breaking/datacontract-quality-v1.yaml", - ], - ) - assert result.exit_code == 0 - assert "1 breaking changes: 0 error, 1 warning\n" in result.stdout - - -def test_quality_updated(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-quality-v2.yaml", - "./fixtures/breaking/datacontract-quality-v3.yaml", - ], - ) - assert result.exit_code == 0 - assert "2 breaking changes: 0 error, 2 warning\n" in result.stdout - - -def test_models_added(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-models-v1.yaml", - "./fixtures/breaking/datacontract-models-v2.yaml", - ], - ) - - output = result.stdout - - assert result.exit_code == 0 - assert "0 breaking changes: 0 error, 0 warning\n" in output - assert "model_added" not in output - assert "model_description_added" not in output - - -def test_models_removed(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-models-v2.yaml", - "./fixtures/breaking/datacontract-models-v1.yaml", - ], - ) - - output = result.stdout - - assert result.exit_code == 1 - assert "1 breaking changes: 1 error, 0 warning\n" in output - assert "model_description_removed" not in output - - -def test_models_updated(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-models-v2.yaml", - "./fixtures/breaking/datacontract-models-v3.yaml", - ], - ) - - output = result.stdout - - assert result.exit_code == 1 - assert "1 breaking changes: 1 error, 0 warning\n" in output - assert "model_description_updated" not in output - - -def test_fields_added(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-fields-v1.yaml", - "./fixtures/breaking/datacontract-fields-v2.yaml", - ], - ) - - output = result.stdout - assert result.exit_code == 0 - assert "15 breaking changes: 0 error, 15 warning\n" in output - assert "field_added" not in output - assert "field_description_added" not in output - assert "field_tags_added" not in output - - -def test_fields_removed(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-fields-v2.yaml", - "./fixtures/breaking/datacontract-fields-v1.yaml", - ], - ) - - output = result.stdout - - assert result.exit_code == 1 - assert "16 breaking changes: 5 error, 11 warning\n" in output - assert "field_description_removed" not in output - assert "field_enum_removed" not in output - assert "field_tags_removed" not in output - - -def test_fields_updated(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-fields-v2.yaml", - "./fixtures/breaking/datacontract-fields-v3.yaml", - ], - ) - - output = result.stdout - - assert result.exit_code == 1 - assert "18 breaking changes: 15 error, 3 warning\n" in output - assert "field_description_updated" not in output - assert "field_tags_updated" not in output - - -def test_definition_added(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-definitions-v1.yaml", - "./fixtures/breaking/datacontract-definitions-v2.yaml", - ], - ) - - output = result.stdout - - assert result.exit_code == 0 - assert "13 breaking changes: 0 error, 13 warning\n" in output - assert "field_description_added" not in output - assert "field_tags_added" not in output - - -def test_definition_removed(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-definitions-v2.yaml", - "./fixtures/breaking/datacontract-definitions-v1.yaml", - ], - ) - - output = result.stdout - - assert result.exit_code == 1 - assert "12 breaking changes: 3 error, 9 warning\n" in output - assert "field_description_removed" not in output - assert "field_tags_removed" not in output - assert "field_enum_removed" not in output - - -def test_definition_updated(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-definitions-v2.yaml", - "./fixtures/breaking/datacontract-definitions-v3.yaml", - ], - ) - - output = result.stdout - - assert result.exit_code == 1 - assert "13 breaking changes: 12 error, 1 warning\n" in output - assert "field_description_updated" not in output - assert "field_tags_updated" not in output - - -def test_array_fields_updated(): - result = runner.invoke( - app, - [ - "breaking", - "./fixtures/breaking/datacontract-fields-array-v1.yaml", - "./fixtures/breaking/datacontract-fields-array-v2.yaml", - ], - ) - - output = result.stdout - - assert result.exit_code == 1 - assert "3 breaking changes: 3 error, 0 warning\n" in output - assert "field_pii_updated" in output - assert "in models.DataType.fields.Records.items.fields.Field1.pii" in output - assert "changed from `false` to `true`" in output - - assert "field_classification_updated" in output - assert "changed from `Unclassified` to `classified`" in output - - assert "field_type_updated" in output - assert "changed from `string` to `int`" in output - - assert "field_description_removed" not in output - assert "field_tags_removed" not in output - assert "field_enum_removed" not in output diff --git a/datacontract-cli/tests/test_catalog.py b/datacontract-cli/tests/test_catalog.py deleted file mode 100644 index 8e96ee4a0..000000000 --- a/datacontract-cli/tests/test_catalog.py +++ /dev/null @@ -1,17 +0,0 @@ -import os -from pathlib import PosixPath - -from typer.testing import CliRunner - -from datacontract.cli import app - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(tmp_path: PosixPath): - runner = CliRunner() - result = runner.invoke(app, ["catalog", "--files", "fixtures/catalog/*.yaml", "--output", tmp_path]) - assert result.exit_code == 0 - assert os.path.exists(tmp_path / "index.html") - assert os.path.exists(tmp_path / "fixtures/catalog/datacontract-1.html") - assert os.path.exists(tmp_path / "fixtures/catalog/datacontract-2.html") diff --git a/datacontract-cli/tests/test_changelog.py b/datacontract-cli/tests/test_changelog.py deleted file mode 100644 index a8fe17812..000000000 --- a/datacontract-cli/tests/test_changelog.py +++ /dev/null @@ -1,1216 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app - -runner = CliRunner() - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_no_changes(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-fields-v2.yaml", - "./fixtures/breaking/datacontract-fields-v2.yaml", - ], - ) - assert result.exit_code == 0 - assert "0 changes: 0 error, 0 warning, 0 info\n" in result.stdout - - -def test_quality_added(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-quality-v1.yaml", - "./fixtures/breaking/datacontract-quality-v2.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "1 changes: 0 error, 0 warning, 1 info\n" in output - assert ( - r"""info [quality_added] at ./fixtures/breaking/datacontract-quality-v2.yaml - in quality - added quality""" - in output - ) - - -def test_quality_removed(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-quality-v2.yaml", - "./fixtures/breaking/datacontract-quality-v1.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "1 changes: 0 error, 1 warning, 0 info\n" in output - assert ( - r"""warning [quality_removed] at ./fixtures/breaking/datacontract-quality-v1.yaml - in quality - removed quality""" - in output - ) - - -def test_quality_updated(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-quality-v2.yaml", - "./fixtures/breaking/datacontract-quality-v3.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "2 changes: 0 error, 2 warning, 0 info\n" in output - assert ( - r"""warning [quality_type_updated] at -./fixtures/breaking/datacontract-quality-v3.yaml - in quality.type - changed from `SodaCL` to `custom`""" - in output - ) - assert ( - r"""warning [quality_specification_updated] at -./fixtures/breaking/datacontract-quality-v3.yaml - in quality.specification - changed from `checks for orders: - - freshness(column_1) < 1d` to `checks for orders: - - freshness(column_1) < 2d`""" - in output - ) - - -def test_models_added(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-models-v1.yaml", - "./fixtures/breaking/datacontract-models-v2.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "4 changes: 0 error, 0 warning, 4 info\n" in output - assert ( - """info [model_added] at ./fixtures/breaking/datacontract-models-v2.yaml - in models.my_table_2 - added the model""" - in output - ) - assert ( - """info [model_description_added] at -./fixtures/breaking/datacontract-models-v2.yaml - in models.my_table.description - added with value: `My Model Description`""" - in output - ) - - assert ( - """info [model_another-key_added] at -./fixtures/breaking/datacontract-models-v2.yaml - in models.my_table.another-key - added with value: `original value`""" - in output - ) - - -def test_models_removed(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-models-v2.yaml", - "./fixtures/breaking/datacontract-models-v1.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "4 changes: 1 error, 0 warning, 3 info\n" in output - assert ( - r"""error [model_removed] at ./fixtures/breaking/datacontract-models-v1.yaml - in models.my_table_2 - removed the model""" - in output - ) - assert ( - """info [model_description_removed] at -./fixtures/breaking/datacontract-models-v1.yaml - in models.my_table.description - removed model property""" - in output - ) - assert ( - """info [model_another-key_removed] at -./fixtures/breaking/datacontract-models-v1.yaml - in models.my_table.another-key - removed model property""" - in output - ) - - -def test_models_updated(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-models-v2.yaml", - "./fixtures/breaking/datacontract-models-v3.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "4 changes: 1 error, 0 warning, 3 info\n" in output - assert ( - r"""error [model_type_updated] at ./fixtures/breaking/datacontract-models-v3.yaml - in models.my_table.type - changed from `table` to `object`""" - in output - ) - assert ( - """info [model_description_updated] at -./fixtures/breaking/datacontract-models-v3.yaml - in models.my_table.description - changed from `My Model Description` to `My Updated Model -Description`""" - in output - ) - - assert ( - """info [model_another-key_updated] at -./fixtures/breaking/datacontract-models-v3.yaml - in models.my_table.another-key - changed from `original value` to `updated value`""" - in output - ) - - assert ( - """info [model_some-other-key_removed] at -./fixtures/breaking/datacontract-models-v3.yaml - in models.my_table_2.some-other-key - removed model property""" - in output - ) - - -def test_fields_added(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-fields-v1.yaml", - "./fixtures/breaking/datacontract-fields-v2.yaml", - ], - ) - assert result.exit_code == 0 - output = result.stdout - assert "22 changes: 0 error, 15 warning, 7 info\n" in output - assert ( - """info [field_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.new_field - added the field""" - in output - ) - assert ( - """warning [field_references_added] at -./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_references.references - added with value: `my_table.field_type`""" - in output - ) - assert ( - r"""warning [field_type_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_type.type - added with value: `string`""" - in output - ) - assert ( - r"""warning [field_format_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_format.format - added with value: `email`""" - in output - ) - assert ( - """info [field_description_added] at -./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_description.description - added with value: `My Description`""" - in output - ) - assert ( - r"""warning [field_pii_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_pii.pii - added with value: `true`""" - in output - ) - assert ( - r"""warning [field_classification_added] at -./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_classification.classification - added with value: `sensitive`""" - in output - ) - assert ( - r"""warning [field_pattern_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_pattern.pattern - added with value: `^[A-Za-z0-9]{8,14}$`""" - in output - ) - assert ( - r"""warning [field_min_length_added] at -./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_minLength.minLength - added with value: `8`""" - in output - ) - assert ( - r"""warning [field_max_length_added] at -./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_maxLength.maxLength - added with value: `14`""" - in output - ) - assert ( - r"""warning [field_minimum_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_minimum.minimum - added with value: `8`""" - in output - ) - assert ( - r"""warning [field_exclusive_minimum_added] at -./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_exclusiveMinimum.exclusiveMinimum - added with value: `8`""" - in output - ) - assert ( - r"""warning [field_maximum_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_maximum.maximum - added with value: `14`""" - in output - ) - assert ( - r"""warning [field_exclusive_maximum_added] at -./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_exclusiveMaximum.exclusiveMaximum - added with value: `14`""" - in output - ) - assert ( - r"""warning [field_enum_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_enum.enum - added with value: `['one']`""" - in output - ) - assert ( - """info [field_tags_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_tags.tags - added with value: `['one']`""" - in output - ) - - assert ( - r"""warning [field_ref_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_ref.$ref - added with value: `#/definitions/my_definition`""" - in output - ) - - assert ( - """info [field_added] at ./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_fields.fields.new_nested_field - added the field""" - in output - ) - - assert ( - """info [field_custom_key_added] at -./fixtures/breaking/datacontract-fields-v2.yaml - in models.my_table.fields.field_custom_key.custom-key - added with value: `some value`""" - in output - ) - - -def test_fields_removed(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-fields-v2.yaml", - "./fixtures/breaking/datacontract-fields-v1.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "22 changes: 5 error, 11 warning, 6 info\n" in output - assert ( - r"""warning [field_type_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_type.type - removed field property""" - in output - ) - assert ( - r"""warning [field_format_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_format.format - removed field property""" - in output - ) - assert ( - """warning [field_references_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_references.references - removed field property""" - in output - ) - assert ( - """info [field_description_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_description.description - removed field property""" - in output - ) - assert ( - r"""error [field_pii_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_pii.pii - removed field property""" - in output - ) - assert ( - r"""error [field_classification_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_classification.classification - removed field property""" - in output - ) - assert ( - r"""error [field_pattern_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_pattern.pattern - removed field property""" - in output - ) - assert ( - r"""warning [field_min_length_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_minLength.minLength - removed field property""" - in output - ) - assert ( - r"""warning [field_max_length_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_maxLength.maxLength - removed field property""" - in output - ) - assert ( - r"""warning [field_minimum_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_minimum.minimum - removed field property""" - in output - ) - assert ( - r"""warning [field_exclusive_minimum_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_exclusiveMinimum.exclusiveMinimum - removed field property""" - in output - ) - assert ( - r"""warning [field_maximum_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_maximum.maximum - removed field property""" - in output - ) - assert ( - r"""warning [field_exclusive_maximum_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_exclusiveMaximum.exclusiveMaximum - removed field property""" - in output - ) - assert ( - r"""warning [field_ref_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_ref.$ref - removed field property""" - in output - ) - assert ( - """info [field_enum_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_enum.enum - removed field property""" - in output - ) - assert ( - """info [field_tags_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_tags.tags - removed field property""" - in output - ) - assert ( - r"""error [field_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_fields.fields.new_nested_field - removed the field""" - in output - ) - assert ( - r"""error [field_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.new_field - removed the field""" - in output - ) - - assert ( - """info [field_custom_key_removed] at -./fixtures/breaking/datacontract-fields-v1.yaml - in models.my_table.fields.field_custom_key.custom-key - removed field property""" - in output - ) - - -def test_fields_updated(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-fields-v2.yaml", - "./fixtures/breaking/datacontract-fields-v3.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "21 changes: 15 error, 3 warning, 3 info\n" in output - assert ( - r"""error [field_type_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_type.type - changed from `string` to `integer`""" - in output - ) - assert ( - """error [field_format_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_format.format - changed from `email` to `url`""" - in output - ) - assert ( - """error [field_required_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_required.required - changed from `false` to `true`""" - in output - ) - assert ( - """warning [field_primary_key_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_primaryKey.primaryKey - changed from `false` to `true`""" - in output - ) - assert ( - """warning [field_references_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_references.references - changed from `my_table.field_type` to `my_table.field_format`""" - in output - ) - assert ( - r"""error [field_unique_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_unique.unique - changed from `false` to `true`""" - in output - ) - assert ( - """info [field_description_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_description.description - changed from `My Description` to `My updated Description`""" - in output - ) - assert ( - r"""error [field_pii_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_pii.pii - changed from `true` to `false`""" - in output - ) - assert ( - r"""error [field_classification_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_classification.classification - changed from `sensitive` to `restricted`""" - in output - ) - assert ( - r"""error [field_pattern_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_pattern.pattern - changed from `^[A-Za-z0-9]{8,14}$` to `^[A-Za-z0-9]$`""" - in output - ) - assert ( - r"""error [field_min_length_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_minLength.minLength - changed from `8` to `10`""" - in output - ) - assert ( - r"""error [field_max_length_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_maxLength.maxLength - changed from `14` to `20`""" - in output - ) - assert ( - r"""error [field_minimum_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_minimum.minimum - changed from `8` to `10`""" - in output - ) - assert ( - r"""error [field_exclusive_minimum_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_exclusiveMinimum.exclusiveMinimum - changed from `8` to `10`""" - in output - ) - assert ( - r"""error [field_maximum_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_maximum.maximum - changed from `14` to `20`""" - in output - ) - assert ( - r"""error [field_exclusive_maximum_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_exclusiveMaximum.exclusiveMaximum - changed from `14` to `20`""" - in output - ) - assert ( - r"""error [field_enum_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_enum.enum - changed from `['one']` to `['one', 'two']`""" - in output - ) - assert ( - r"""warning [field_ref_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_ref.$ref - changed from `#/definitions/my_definition` to -`#/definitions/my_definition_2`""" - in output - ) - assert ( - """info [field_tags_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_tags.tags - changed from `['one']` to `['one', 'two']`""" - in output - ) - assert ( - r"""error [field_type_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_fields.fields.nested_field_1.type - changed from `string` to `integer`""" - in output - ) - assert ( - r"""info [field_custom_key_updated] at -./fixtures/breaking/datacontract-fields-v3.yaml - in models.my_table.fields.field_custom_key.custom-key - changed from `some value` to `some other value`""" - in output - ) - - -def test_definition_added(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-definitions-v1.yaml", - "./fixtures/breaking/datacontract-definitions-v2.yaml", - ], - ) - output = result.stdout - - assert result.exit_code == 0 - assert "18 changes: 0 error, 13 warning, 5 info\n" in output - assert ( - r"""warning [field_ref_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.$ref - added with value: `#/definitions/my_definition`""" - in output - ) - assert ( - r"""warning [field_type_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.type - added with value: `string`""" - in output - ) - assert ( - """info [field_description_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.description - added with value: `My Description`""" - in output - ) - assert ( - r"""warning [field_format_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.format - added with value: `uuid`""" - in output - ) - assert ( - r"""warning [field_pii_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.pii - added with value: `false`""" - in output - ) - assert ( - r"""warning [field_classification_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.classification - added with value: `internal`""" - in output - ) - assert ( - r"""warning [field_pattern_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.pattern - added with value: `.*`""" - in output - ) - assert ( - r"""warning [field_min_length_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.minLength - added with value: `8`""" - in output - ) - assert ( - r"""warning [field_max_length_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.maxLength - added with value: `14`""" - in output - ) - assert ( - r"""warning [field_minimum_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.minimum - added with value: `8`""" - in output - ) - assert ( - r"""warning [field_exclusive_minimum_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.exclusiveMinimum - added with value: `14`""" - in output - ) - assert ( - r"""warning [field_maximum_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.maximum - added with value: `14`""" - in output - ) - assert ( - r"""warning [field_exclusive_maximum_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.exclusiveMaximum - added with value: `8`""" - in output - ) - assert ( - """info [field_tags_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.tags - added with value: `['my_tags']`""" - in output - ) - assert ( - r"""warning [field_enum_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.enum - added with value: `['my_enum']`""" - in output - ) - assert ( - """info [field_example_added] at -./fixtures/breaking/datacontract-definitions-v2.yaml - in models.my_table.fields.my_field.example - added with value: `my_example`""" - in output - ) - - -def test_definition_removed(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-definitions-v2.yaml", - "./fixtures/breaking/datacontract-definitions-v1.yaml", - ], - ) - output = result.stdout - - assert result.exit_code == 0 - assert "18 changes: 3 error, 9 warning, 6 info\n" in output - assert ( - r"""warning [field_ref_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.$ref - removed field property""" - in output - ) - assert ( - r"""warning [field_type_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.type - removed field property""" - in output - ) - assert ( - """info [field_description_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.description - removed field property""" - in output - ) - assert ( - r"""warning [field_format_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.format - removed field property""" - in output - ) - assert ( - r"""error [field_pii_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.pii - removed field property""" - in output - ) - assert ( - r"""error [field_classification_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.classification - removed field property""" - in output - ) - assert ( - r"""error [field_pattern_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.pattern - removed field property""" - in output - ) - assert ( - r"""warning [field_min_length_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.minLength - removed field property""" - in output - ) - assert ( - r"""warning [field_max_length_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.maxLength - removed field property""" - in output - ) - assert ( - r"""warning [field_minimum_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.minimum - removed field property""" - in output - ) - assert ( - r"""warning [field_exclusive_minimum_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.exclusiveMinimum - removed field property""" - in output - ) - assert ( - r"""warning [field_maximum_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.maximum - removed field property""" - in output - ) - assert ( - r"""warning [field_exclusive_maximum_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.exclusiveMaximum - removed field property""" - in output - ) - assert ( - """info [field_tags_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.tags - removed field property""" - in output - ) - assert ( - """info [field_enum_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.enum - removed field property""" - in output - ) - assert ( - """info [field_example_removed] at -./fixtures/breaking/datacontract-definitions-v1.yaml - in models.my_table.fields.my_field.example - removed field property""" - in output - ) - - -def test_definition_updated(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-definitions-v2.yaml", - "./fixtures/breaking/datacontract-definitions-v3.yaml", - ], - ) - output = result.stdout - - assert result.exit_code == 0 - assert "17 changes: 12 error, 1 warning, 4 info\n" in output - assert ( - r"""warning [field_ref_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.$ref - changed from `#/definitions/my_definition` to -`#/definitions/my_definition_2`""" - in output - ) - assert ( - r"""error [field_type_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.type - changed from `string` to `integer`""" - in output - ) - assert ( - """info [field_description_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.description - changed from `My Description` to `My Description 2`""" - in output - ) - assert ( - r"""error [field_format_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.format - changed from `uuid` to `url`""" - in output - ) - assert ( - r"""error [field_pii_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.pii - changed from `false` to `true`""" - in output - ) - assert ( - r"""error [field_classification_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.classification - changed from `internal` to `sensitive`""" - in output - ) - assert ( - r"""error [field_pattern_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.pattern - changed from `.*` to `.*.*`""" - in output - ) - assert ( - r"""error [field_min_length_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.minLength - changed from `8` to `10`""" - in output - ) - assert ( - r"""error [field_max_length_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.maxLength - changed from `14` to `20`""" - in output - ) - assert ( - r"""error [field_minimum_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.minimum - changed from `8` to `10`""" - in output - ) - assert ( - r"""error [field_exclusive_minimum_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.exclusiveMinimum - changed from `14` to `10`""" - in output - ) - assert ( - r"""error [field_maximum_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.maximum - changed from `14` to `20`""" - in output - ) - assert ( - r"""error [field_exclusive_maximum_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.exclusiveMaximum - changed from `8` to `20`""" - in output - ) - assert ( - """info [field_tags_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.tags - changed from `['my_tags']` to `['my_tags_2']`""" - in output - ) - assert ( - """error [field_enum_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.enum - changed from `['my_enum']` to `['my_enum_2']`""" - in output - ) - assert ( - """info [field_example_updated] at -./fixtures/breaking/datacontract-definitions-v3.yaml - in models.my_table.fields.my_field.example - changed from `my_example` to `my_example_2`""" - in output - ) - - -def test_info_added(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-info-v1.yaml", - "./fixtures/breaking/datacontract-info-v2.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "3 changes: 0 error, 0 warning, 3 info\n" in output - - assert ( - """info [info_owner_added] at ./fixtures/breaking/datacontract-info-v2.yaml - in info.owner - added with value: `Data Team`""" - in output - ) - assert ( - """info [info_some_other_key_added] at -./fixtures/breaking/datacontract-info-v2.yaml - in info.some-other-key - added with value: `some information`""" - in output - ) - assert ( - """info [contact_added] at ./fixtures/breaking/datacontract-info-v2.yaml - in info.contact - added contact""" - in output - ) - - -def test_info_removed(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-info-v2.yaml", - "./fixtures/breaking/datacontract-info-v1.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "3 changes: 0 error, 0 warning, 3 info\n" in output - assert ( - """info [info_owner_removed] at ./fixtures/breaking/datacontract-info-v1.yaml - in info.owner - removed info property""" - in output - ) - assert ( - """info [info_some_other_key_removed] at -./fixtures/breaking/datacontract-info-v1.yaml - in info.some-other-key - removed info property""" - in output - ) - assert ( - """info [contact_removed] at ./fixtures/breaking/datacontract-info-v1.yaml - in info.contact - removed contact""" - in output - ) - - -def test_info_updated(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-info-v2.yaml", - "./fixtures/breaking/datacontract-info-v3.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "3 changes: 0 error, 0 warning, 3 info\n" in output - - assert ( - """info [info_owner_updated] at ./fixtures/breaking/datacontract-info-v3.yaml - in info.owner - changed from `Data Team` to `Another Team`""" - in output - ) - assert ( - """info [info_some_other_key_updated] at -./fixtures/breaking/datacontract-info-v3.yaml - in info.some-other-key - changed from `some information` to `new information`""" - in output - ) - assert ( - """info [contact_email_updated] at ./fixtures/breaking/datacontract-info-v3.yaml - in info.contact.email - changed from `datateam@work.com` to `anotherteam@work.com`""" - in output - ) - - -def test_terms_added(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-terms-v1.yaml", - "./fixtures/breaking/datacontract-terms-v2.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "1 changes: 0 error, 0 warning, 1 info\n" in output - - assert ( - """info [terms_added] at ./fixtures/breaking/datacontract-terms-v2.yaml - in terms - added terms""" - in output - ) - - -def test_terms_removed(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-terms-v2.yaml", - "./fixtures/breaking/datacontract-terms-v1.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "1 changes: 0 error, 0 warning, 1 info\n" in output - - assert ( - """info [terms_removed] at ./fixtures/breaking/datacontract-terms-v1.yaml - in terms - removed terms""" - in output - ) - - -def test_terms_updated(): - result = runner.invoke( - app, - [ - "changelog", - "./fixtures/breaking/datacontract-terms-v2.yaml", - "./fixtures/breaking/datacontract-terms-v3.yaml", - ], - ) - output = result.stdout - assert result.exit_code == 0 - assert "5 changes: 0 error, 0 warning, 5 info\n" in output - - assert ( - """info [terms_usage_updated] at ./fixtures/breaking/datacontract-terms-v3.yaml - in terms.usage - changed from `Data can be used for reports, analytics and machine -learning use cases. -Order may be linked and joined by other tables -` to `Data can be used for anything`""" - in output - ) - assert ( - """info [terms_limitations_removed] at -./fixtures/breaking/datacontract-terms-v3.yaml - in terms.limitations - removed info property""" - in output - ) - assert ( - """info [terms_billing_updated] at -./fixtures/breaking/datacontract-terms-v3.yaml - in terms.billing - changed from `5000 USD per month` to `1000000 GBP per month`""" - in output - ) - assert ( - """info [terms_notice_period_updated] at -./fixtures/breaking/datacontract-terms-v3.yaml - in terms.noticePeriod - changed from `P3M` to `P1Y`""" - in output - ) - assert ( - """info [terms_some_other_terms_added] at -./fixtures/breaking/datacontract-terms-v3.yaml - in terms.someOtherTerms - added with value: `must abide by policies`""" - in output - ) diff --git a/datacontract-cli/tests/test_cli.py b/datacontract-cli/tests/test_cli.py deleted file mode 100644 index 9c6f40dc8..000000000 --- a/datacontract-cli/tests/test_cli.py +++ /dev/null @@ -1,18 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app - -runner = CliRunner() - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_test_help(): - result = runner.invoke(app, ["test", "--help"]) - assert result.exit_code == 0 - - -def test_file_does_not_exist(): - result = runner.invoke(app, ["test", "unknown.yaml"]) - assert result.exit_code == 1 - assert "The file 'unknown.yaml' does not \nexist." in result.stdout diff --git a/datacontract-cli/tests/test_data_contract_checks.py b/datacontract-cli/tests/test_data_contract_checks.py deleted file mode 100644 index 9591d8207..000000000 --- a/datacontract-cli/tests/test_data_contract_checks.py +++ /dev/null @@ -1,10 +0,0 @@ -from datacontract.engines.data_contract_checks import period_to_seconds - - -def test_period_to_seconds(): - assert period_to_seconds("P1Y") == 31536000 - assert period_to_seconds("P1D") == 86400 - assert period_to_seconds("PT24H") == 86400 - assert period_to_seconds("1d") == 86400 - assert period_to_seconds("24h") == 86400 - assert period_to_seconds("60m") == 3600 diff --git a/datacontract-cli/tests/test_data_contract_specification.py b/datacontract-cli/tests/test_data_contract_specification.py deleted file mode 100644 index 6753336ef..000000000 --- a/datacontract-cli/tests/test_data_contract_specification.py +++ /dev/null @@ -1,10 +0,0 @@ -from uuid import uuid4 - -import pytest - -from datacontract.model.data_contract_specification import DataContractSpecification - - -def test_from_file_raises_exception_if_file_does_not_exist(): - with pytest.raises(FileNotFoundError): - DataContractSpecification.from_file(f"{uuid4().hex}.yaml") diff --git a/datacontract-cli/tests/test_description_linter.py b/datacontract-cli/tests/test_description_linter.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/datacontract-cli/tests/test_documentation_linter.py b/datacontract-cli/tests/test_documentation_linter.py deleted file mode 100644 index c97b0f961..000000000 --- a/datacontract-cli/tests/test_documentation_linter.py +++ /dev/null @@ -1,48 +0,0 @@ -import datacontract.model.data_contract_specification as spec -from datacontract.lint.linters.description_linter import DescriptionLinter -from datacontract.model.run import Check - - -def construct_error_check(msg: str) -> Check: - return Check( - type="lint", - name="Linter 'Objects have descriptions'", - result="warning", - engine="datacontract", - reason=msg, - ) - - -success_check = Check(type="lint", name="Linter 'Objects have descriptions'", result="passed", engine="datacontract") - -linter = DescriptionLinter() - - -def test_correct_contract(): - specification = spec.DataContractSpecification( - info=spec.Info(description="Test contract description"), - models={ - "test_model": spec.Model( - description="Test model description", - fields={"test_field": spec.Field(description="Test field description")}, - ) - }, - examples=[spec.Example(description="Example description")], - definitions={"test_definition": spec.Definition(description="Test description definition")}, - ) - assert linter.lint(specification) == [success_check] - - -def test_missing_contract(): - specification = spec.DataContractSpecification( - models={"test_model": spec.Model(fields={"test_field": spec.Field()})}, - examples=[spec.Example()], - definitions={"test_definition": spec.Definition()}, - ) - assert linter.lint(specification) == [ - construct_error_check("Contract has empty description."), - construct_error_check("Model 'test_model' has empty description."), - construct_error_check("Field 'test_field' in model 'test_model' has empty description."), - construct_error_check("Definition 'test_definition' has empty description."), - construct_error_check("Example 1 has empty description."), - ] diff --git a/datacontract-cli/tests/test_download_datacontract_file.py b/datacontract-cli/tests/test_download_datacontract_file.py deleted file mode 100644 index 5b9d11708..000000000 --- a/datacontract-cli/tests/test_download_datacontract_file.py +++ /dev/null @@ -1,48 +0,0 @@ -import requests -from typer.testing import CliRunner - -from datacontract.cli import app - -runner = CliRunner() -_default_template_url = "https://datacontract.com/datacontract.init.yaml" -_custom_template_url = "https://studio.datacontract.com/s/ef47b7ea-879c-48d5-adf4-aa68b000b00f.yaml" - - -def test_download_datacontract_file_with_defaults(tmp_path): - datacontract_test_path = tmp_path / "datacontract.yaml" - runner.invoke(app, ["init", str(datacontract_test_path)]) - _compare_test_datacontract_with(str(datacontract_test_path), _default_template_url) - - -def test_download_datacontract_file_from_custom_url(tmp_path): - datacontract_test_path = tmp_path / "datacontract.yaml" - runner.invoke(app, ["init", str(datacontract_test_path), "--template", _custom_template_url]) - _compare_test_datacontract_with(str(datacontract_test_path), _custom_template_url) - - -def test_download_datacontract_file_file_exists(tmp_path): - datacontract_test_path = tmp_path / "datacontract.yaml" - # invoke twice to produce error - runner.invoke(app, ["init", str(datacontract_test_path)]) - result = runner.invoke(app, ["init", str(datacontract_test_path), "--template", _custom_template_url]) - - assert result.exit_code == 1 - assert "File already exists, use --overwrite to overwrite" in result.stdout - _compare_test_datacontract_with(str(datacontract_test_path), _default_template_url) - - -def test_download_datacontract_file_overwrite_file(tmp_path): - datacontract_test_path = tmp_path / "datacontract.yaml" - runner.invoke(app, ["init", str(datacontract_test_path)]) - result = runner.invoke( - app, ["init", str(datacontract_test_path), "--template", _custom_template_url, "--overwrite"] - ) - - assert result.exit_code == 0 - _compare_test_datacontract_with(str(datacontract_test_path), _custom_template_url) - - -def _compare_test_datacontract_with(datacontract_test_path, url: str): - text = requests.get(url).text - with open(datacontract_test_path, "r") as tmp: - assert tmp.read().replace("\r", "") == text.replace("\r", "") diff --git a/datacontract-cli/tests/test_export_avro.py b/datacontract-cli/tests/test_export_avro.py deleted file mode 100644 index 97dddb70a..000000000 --- a/datacontract-cli/tests/test_export_avro.py +++ /dev/null @@ -1,81 +0,0 @@ -import json - -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.avro_converter import to_avro_schema_json -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/avro/export/datacontract.yaml", "--format", "avro"]) - assert result.exit_code == 0 - - -def test_to_avro_schema(): - data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract.yaml") - with open("fixtures/avro/export/orders_with_datefields.avsc") as file: - expected_avro_schema = file.read() - - model_name, model = next(iter(data_contract.models.items())) - result = to_avro_schema_json(model_name, model) - - assert json.loads(result) == json.loads(expected_avro_schema) - - -def test_to_avro_schema_with_logical_types(): - data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_logicalType.yaml") - with open("fixtures/avro/export/datacontract_logicalType.avsc") as file: - expected_avro_schema = file.read() - - model_name, model = next(iter(data_contract.models.items())) - result = to_avro_schema_json(model_name, model) - - assert json.loads(result) == json.loads(expected_avro_schema) - - -def test_to_avro_schema_with_required(): - data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_required.yaml") - with open("fixtures/avro/export/datacontract_test_required.avsc") as file: - expected_avro_schema = file.read() - - model_name, model = next(iter(data_contract.models.items())) - result = to_avro_schema_json(model_name, model) - - assert json.loads(result) == json.loads(expected_avro_schema) - - -def test_to_avro_schema_enum(): - data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_enum.yaml") - with open("fixtures/avro/export/datacontract_enum.avsc") as file: - expected_avro_schema = file.read() - - model_name, model = next(iter(data_contract.models.items())) - result = to_avro_schema_json(model_name, model) - - assert json.loads(result) == json.loads(expected_avro_schema) - - -def test_to_decimal_type(): - data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_decimal.yaml") - with open("fixtures/avro/export/datacontract_decimal.avsc") as file: - expected_avro_schema = file.read() - - model_name, model = next(iter(data_contract.models.items())) - result = to_avro_schema_json(model_name, model) - - assert json.loads(result) == json.loads(expected_avro_schema) - - -def test_to_field_namepsace(): - data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_field_namespace.yaml") - with open("fixtures/avro/export/datacontract_test_field_namespace.avsc") as file: - expected_avro_schema = file.read() - - model_name, model = next(iter(data_contract.models.items())) - result = to_avro_schema_json(model_name, model) - - assert json.loads(result) == json.loads(expected_avro_schema) diff --git a/datacontract-cli/tests/test_export_avro_idl.py b/datacontract-cli/tests/test_export_avro_idl.py deleted file mode 100644 index 078744264..000000000 --- a/datacontract-cli/tests/test_export_avro_idl.py +++ /dev/null @@ -1,137 +0,0 @@ -from textwrap import dedent - -from typer.testing import CliRunner - -import datacontract.model.data_contract_specification as spec -from datacontract.cli import app -from datacontract.export.avro_idl_converter import ( - AvroIDLProtocol, - AvroModelType, - AvroPrimitiveField, - AvroPrimitiveType, - _contract_to_avro_idl_ir, - to_avro_idl, -) -from datacontract.lint.resolve import resolve_data_contract_from_location - - -def test_ir(): - contract = resolve_data_contract_from_location("fixtures/lint/valid_datacontract_ref.yaml", inline_definitions=True) - expected = AvroIDLProtocol( - name="OrdersLatest", - description="Successful customer orders in the webshop.\n" - "All orders since 2020-01-01.\n" - "Orders with their line items are in their current state (no history included).\n", - model_types=[ - AvroModelType( - "orders", - "One record per order. Includes cancelled and deleted orders.", - [ - AvroPrimitiveField( - "order_id", - True, - "An internal ID that identifies an order in the online shop.", - type=AvroPrimitiveType.string, - ) - ], - ), - ], - ) - assert _contract_to_avro_idl_ir(contract) == expected - - -def test_avro_idl_str(): - contract = resolve_data_contract_from_location("fixtures/lint/valid_datacontract_ref.yaml", inline_definitions=True) - expected = dedent( - """ - /** Successful customer orders in the webshop. - All orders since 2020-01-01. - Orders with their line items are in their current state (no history included). - */ - protocol OrdersLatest { - /** One record per order. Includes cancelled and deleted orders. */ - record orders { - /** An internal ID that identifies an order in the online shop. */ - string order_id; - } - } - """ - ).strip() - assert to_avro_idl(contract).strip() == expected - - -def test_avro_idl_cli_export(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/lint/valid_datacontract_ref.yaml", "--format", "avro-idl"]) - if result.exit_code: - print(result.output) - assert result.exit_code == 0 - - -def test_avro_idl_complex_type(): - contract = spec.DataContractSpecification( - models={ - "test_model": spec.Model( - description="Test model", - fields={ - "test_field": spec.Field( - type="object", - required=True, - description="Complex field", - fields={"nested_field_1": spec.Field(description="Primitive field", type="text")}, - ) - }, - ) - } - ) - expected = dedent(""" - protocol Unnamed { - /** Test model */ - record test_model { - /** Complex field */ - record test_field_type { - /** Primitive field */ - string? nested_field_1; - } - /** Complex field */ - test_field_type test_field; - } - } - """).strip() - assert to_avro_idl(contract).strip() == expected - - -def test_avro_idl_array_type(): - contract = spec.DataContractSpecification( - models={ - "test_model": spec.Model( - description="Test model", - fields={ - "test_field": spec.Field( - type="array", - description="Array field", - items=spec.Field( - type="record", - description="Record field", - fields={"nested_field_1": spec.Field(type="text", description="Primitive field")}, - ), - ) - }, - ) - } - ) - expected = dedent(""" - protocol Unnamed { - /** Test model */ - record test_model { - /** Record field */ - record test_field_type { - /** Primitive field */ - string? nested_field_1; - } - /** Array field */ - array? test_field; - } - } - """).strip() - assert to_avro_idl(contract).strip() == expected diff --git a/datacontract-cli/tests/test_export_bigquery.py b/datacontract-cli/tests/test_export_bigquery.py deleted file mode 100644 index 22949112c..000000000 --- a/datacontract-cli/tests/test_export_bigquery.py +++ /dev/null @@ -1,38 +0,0 @@ -import json - -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "--format", - "bigquery", - "--server", - "bigquery", - "fixtures/bigquery/export/datacontract.yaml", - ], - ) - assert result.exit_code == 0 - - -def test_exports_bigquery_schema(): - data_contract_file: str = "fixtures/bigquery/export/datacontract.yaml" - with open(data_contract_file) as file: - file_content = file.read() - data_contract = DataContract(data_contract_str=file_content, server="bigquery") - assert data_contract.lint(enabled_linters="none").has_passed() - result = data_contract.export("bigquery") - - print("Result:\n", result) - with open("fixtures/bigquery/export/bq_table_schema.json") as file: - expected = file.read() - assert json.loads(result) == json.loads(expected) diff --git a/datacontract-cli/tests/test_export_complex_data_contract.py b/datacontract-cli/tests/test_export_complex_data_contract.py deleted file mode 100644 index 7ff007873..000000000 --- a/datacontract-cli/tests/test_export_complex_data_contract.py +++ /dev/null @@ -1,92 +0,0 @@ -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.INFO, force=True) - - -def test_export_complex_data_contract(): - """ - Use a complex data contract, and smoke test that it can be exported to various formats without exception. - """ - data_contract = DataContract( - data_contract_str=""" -dataContractSpecification: 1.1.0 -id: urn:datacontract:checkout:orders-latest -info: - title: Orders Latest - version: 1.0.0 -models: - orders: - description: One record per order. Includes cancelled and deleted orders. - type: object - fields: - order_id: - type: string - description: Primary key of the orders table - order_timestamp: - type: string - format: date-time - description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful. - order_total: - type: integer - description: Total amount of the order in the smallest monetary unit (e.g., cents). - status: - type: string - required: true - description: order status - enum: - - PLACED - - SHIPPED - - DELIVERED - - CANCELLED - config: - avroType: enum - title: Status - metadata: - type: map - required: true - description: Additional metadata about the order - values: - type: object - fields: - value: - type: string - required: true - type: - type: string - required: true - enum: - - STRING - - LONG - - DOUBLE - config: - avroType: enum - title: MetadataType - timestamp: - type: long - required: true - source: - type: string - required: true - default: {} - line_items: - type: object - fields: - lines_item_id: - type: string - description: Primary key of the lines_item_id table - order_id: - type: string - description: Foreign key to the orders table - sku: - type: string - description: The purchased article number""" - ) - - data_contract.lint() - data_contract.test() - data_contract.export(export_format="avro", model="orders") - data_contract.export(export_format="odcs") - data_contract.export(export_format="dbt") - data_contract.export(export_format="dbt-sources") - data_contract.export(export_format="dbt-staging-sql", model="orders") - data_contract.export(export_format="jsonschema", model="orders") diff --git a/datacontract-cli/tests/test_export_custom.py b/datacontract-cli/tests/test_export_custom.py deleted file mode 100644 index 018e301dd..000000000 --- a/datacontract-cli/tests/test_export_custom.py +++ /dev/null @@ -1,34 +0,0 @@ -from pathlib import Path - -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.custom_converter import to_custom -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/custom/export/datacontract.yaml", - "--format", - "custom", - "--template", - "./fixtures/custom/export/template.sql", - ], - ) - assert result.exit_code == 0 - - -def test_to_custom(): - data_contract = DataContractSpecification.from_file("fixtures/custom/export/datacontract.yaml") - template = Path("fixtures/custom/export/template.sql") - result = to_custom(data_contract, template) - - with open("fixtures/custom/export/expected.sql", "r") as file: - assert result == file.read() diff --git a/datacontract-cli/tests/test_export_custom_exporter.py b/datacontract-cli/tests/test_export_custom_exporter.py deleted file mode 100644 index 123143663..000000000 --- a/datacontract-cli/tests/test_export_custom_exporter.py +++ /dev/null @@ -1,30 +0,0 @@ -from datacontract.data_contract import DataContract -from datacontract.export.exporter import Exporter -from datacontract.export.exporter_factory import exporter_factory - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -class CustomExporter(Exporter): - def export(self, data_contract, model, server, sql_server_type, export_args) -> str: - result = { - "data_contract_servers": data_contract.servers, - "model": model, - "server": server, - "sql_server_type": sql_server_type, - "export_args": export_args, - "custom_args": export_args.get("custom_arg", ""), - } - return str(result) - - -exporter_factory.register_exporter("custom_exporter", CustomExporter) - - -def test_custom_exporter(): - expected_custom = """{'data_contract_servers': {'production': Server(type='snowflake', description=None, environment='production', format=None, project=None, dataset=None, path=None, delimiter=None, endpointUrl=None, location=None, account='my-account', database='my-database', schema_='my-schema', host=None, port=None, catalog=None, topic=None, http_path=None, token=None, dataProductId=None, outputPortId=None, driver=None, storageAccount=None, roles=[ServerRole(name='analyst_us', description='Access to the data for US region')])}, 'model': 'orders', 'server': 'production', 'sql_server_type': 'auto', 'export_args': {'server': 'production', 'custom_arg': 'my_custom_arg'}, 'custom_args': 'my_custom_arg'}""" - result = DataContract(data_contract_file="./fixtures/export/datacontract.yaml", server="production").export( - export_format="custom_exporter", model="orders", server="production", custom_arg="my_custom_arg" - ) - # TODO use json comparison instead of string comparison - assert result.strip() == expected_custom.strip() diff --git a/datacontract-cli/tests/test_export_data_caterer.py b/datacontract-cli/tests/test_export_data_caterer.py deleted file mode 100644 index bd5325c21..000000000 --- a/datacontract-cli/tests/test_export_data_caterer.py +++ /dev/null @@ -1,117 +0,0 @@ -import os -import sys - -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.data_caterer_converter import to_data_caterer_generate_yaml -from datacontract.model.data_contract_specification import DataContractSpecification - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "data-caterer"]) - assert result.exit_code == 0 - - -def test_to_data_caterer(): - data_contract = DataContractSpecification.from_string( - read_file("fixtures/data-caterer/export/datacontract_nested.yaml") - ) - expected_data_caterer_model = _get_expected_data_caterer_yaml("s3://covid19-lake/enigma-jhu/json/*.json") - - data_caterer_yaml = to_data_caterer_generate_yaml(data_contract, None) - result = yaml.safe_load(data_caterer_yaml) - - assert result == yaml.safe_load(expected_data_caterer_model) - - -def test_to_data_caterer_with_server(): - data_contract = DataContractSpecification.from_string( - read_file("fixtures/data-caterer/export/datacontract_nested.yaml") - ) - expected_data_caterer_model = _get_expected_data_caterer_yaml("s3://covid19-lake-prod/enigma-jhu/json/*.json") - - data_caterer_yaml = to_data_caterer_generate_yaml(data_contract, "s3-json-prod") - result = yaml.safe_load(data_caterer_yaml) - - assert result == yaml.safe_load(expected_data_caterer_model) - - -def _get_expected_data_caterer_yaml(path: str): - return f""" -name: Orders Unit Test -steps: -- name: orders - type: json - options: - path: {path} - fields: - - name: order_id - type: string - options: - isUnique: true - minLen: 8 - maxLen: 10 - regex: ^B[0-9]+$ - isPrimaryKey: true - - name: order_total - type: decimal - options: - min: 0 - max: 1000000 - - name: amount - type: double - - name: customer_id - type: integer - - name: customer_id_int - type: integer - - name: customer_id_long - type: long - - name: customer_id_float - type: float - - name: customer_id_number - type: double - - name: customer_id_numeric - type: double - - name: created_date - type: date - - name: created_ts - type: timestamp - - name: created_ts_tz - type: timestamp - - name: created_ts_ntz - type: timestamp - - name: order_status - type: string - options: - oneOf: - - pending - - shipped - - delivered - - name: address - type: struct - fields: - - name: street - type: string - - name: city - type: string - - name: tags - type: array - options: - arrayType: string - - name: tags_int - type: array - options: - arrayType: integer -""" - - -def read_file(file): - if not os.path.exists(file): - print(f"The file '{file}' does not exist.") - sys.exit(1) - with open(file, "r") as file: - file_content = file.read() - return file_content diff --git a/datacontract-cli/tests/test_export_dbml.py b/datacontract-cli/tests/test_export_dbml.py deleted file mode 100644 index 7dc6d10f9..000000000 --- a/datacontract-cli/tests/test_export_dbml.py +++ /dev/null @@ -1,137 +0,0 @@ -from datetime import datetime -from importlib.metadata import version - -import pytz -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/dbml/datacontract.yaml", "--format", "dbml"]) - assert result.exit_code == 0 - - -def test_cli_with_server(): - runner = CliRunner() - result = runner.invoke( - app, ["export", "./fixtures/dbml/datacontract.yaml", "--format", "dbml", "--server", "production"] - ) - assert result.exit_code == 0 - - -def test_dbml_export(): - data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.yaml") - assert data_contract.lint(enabled_linters="none").has_passed() - - result = data_contract.export("dbml") - - tz = pytz.timezone("UTC") - now = datetime.now(tz) - formatted_date = now.strftime("%b %d %Y") - try: - datacontract_cli_version = version("datacontract_cli") - except Exception: - datacontract_cli_version = "" - - expected = """ -/* - -Generated at {0} by datacontract-cli version {1} -for datacontract Orders Latest (urn:datacontract:checkout:orders-latest) version 1.0.0 -Using Logical Datacontract Types for the field types - -*/ - -Project "Orders Latest" {{ - Note: '''Successful customer orders in the webshop. -All orders since 2020-01-01. -Orders with their line items are in their current state (no history included). -''' -}} - - - -Table "orders" {{ -Note: "One record per order. Includes cancelled and deleted orders." - "order_id" "text" [pk,unique,not null,Note: "An internal ID that identifies an order in the online shop."] -"order_timestamp" "timestamp" [not null,Note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."] -"order_total" "record" [not null,Note: "Total amount the smallest monetary unit (e.g., cents)."] -"customer_id" "text" [null,Note: "Unique identifier for the customer."] -"customer_email_address" "text" [not null,Note: "The email address, as entered by the customer. The email address was not verified."] -"processed_timestamp" "timestamp" [not null,Note: "The timestamp when the record was processed by the data platform."] -}} - - -Table "line_items" {{ -Note: "A single article that is part of an order." - "lines_item_id" "text" [pk,unique,not null,Note: "Primary key of the lines_item_id table"] -"order_id" "text" [null,Note: "An internal ID that identifies an order in the online shop."] -"sku" "text" [null,Note: "The purchased article number"] -}} -Ref: line_items.order_id > orders.order_id - """.format(formatted_date, datacontract_cli_version) - - assert result.strip() == expected.strip() - - -def test_dbml_export_with_server(): - data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.yaml", server="production") - assert data_contract.lint(enabled_linters="none").has_passed() - - result = data_contract.export("dbml") - - tz = pytz.timezone("UTC") - now = datetime.now(tz) - formatted_date = now.strftime("%b %d %Y") - try: - datacontract_cli_version = version("datacontract_cli") - except Exception: - datacontract_cli_version = "" - - expected = """ -/* - -Generated at {0} by datacontract-cli version {1} -for datacontract Orders Latest (urn:datacontract:checkout:orders-latest) version 1.0.0 -Using s3 Types for the field types - -*/ - -Project "Orders Latest" {{ - Note: '''Successful customer orders in the webshop. -All orders since 2020-01-01. -Orders with their line items are in their current state (no history included). -''' -}} - - - -Table "orders" {{ -Note: "One record per order. Includes cancelled and deleted orders." - "order_id" "VARCHAR" [pk,unique,not null,Note: "An internal ID that identifies an order in the online shop."] -"order_timestamp" "TIMESTAMP WITH TIME ZONE" [not null,Note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."] -"order_total" "STRUCT(amount STRUCT(sum DECIMAL(None,None), currency VARCHAR), due_date DATE, discount DOUBLE)" [not null,Note: "Total amount the smallest monetary unit (e.g., cents)."] -"customer_id" "VARCHAR" [null,Note: "Unique identifier for the customer."] -"customer_email_address" "VARCHAR" [not null,Note: "The email address, as entered by the customer. The email address was not verified."] -"processed_timestamp" "TIMESTAMP WITH TIME ZONE" [not null,Note: "The timestamp when the record was processed by the data platform."] -}} - - -Table "line_items" {{ -Note: "A single article that is part of an order." - "lines_item_id" "VARCHAR" [pk,unique,not null,Note: "Primary key of the lines_item_id table"] -"order_id" "VARCHAR" [null,Note: "An internal ID that identifies an order in the online shop."] -"sku" "VARCHAR" [null,Note: "The purchased article number"] -}} -Ref: line_items.order_id > orders.order_id - """.format(formatted_date, datacontract_cli_version) - - print("Actual Result:\n", result.strip()) - print("Expected Result:\n", expected.strip()) - - assert result.strip() == expected.strip() diff --git a/datacontract-cli/tests/test_export_dbt_models.py b/datacontract-cli/tests/test_export_dbt_models.py deleted file mode 100644 index 302e407f9..000000000 --- a/datacontract-cli/tests/test_export_dbt_models.py +++ /dev/null @@ -1,83 +0,0 @@ -import os -import sys - -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.dbt_converter import to_dbt_models_yaml -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "dbt"]) - assert result.exit_code == 0 - - -def test_to_dbt_models(): - data_contract = DataContractSpecification.from_file("fixtures/export/datacontract.yaml") - expected_dbt_model = """ -version: 2 -models: - - name: orders - config: - meta: - owner: checkout - data_contract: orders-unit-test - materialized: table - contract: - enforced: true - description: The orders model - columns: - - name: order_id - data_type: VARCHAR - constraints: - - type: not_null - - type: unique - data_tests: - - dbt_expectations.expect_column_value_lengths_to_be_between: - min_value: 8 - max_value: 10 - - dbt_expectations.expect_column_values_to_match_regex: - regex: ^B[0-9]+$ - meta: - classification: sensitive - pii: true - tags: - - order_id - - name: order_total - data_type: NUMBER - constraints: - - type: not_null - description: The order_total field - data_tests: - - dbt_expectations.expect_column_values_to_be_between: - min_value: 0 - max_value: 1000000 - - name: order_status - data_type: TEXT - constraints: - - type: not_null - data_tests: - - accepted_values: - values: - - 'pending' - - 'shipped' - - 'delivered' -""" - - result = yaml.safe_load(to_dbt_models_yaml(data_contract)) - - assert result == yaml.safe_load(expected_dbt_model) - - -def read_file(file): - if not os.path.exists(file): - print(f"The file '{file}' does not exist.") - sys.exit(1) - with open(file, "r") as file: - file_content = file.read() - return file_content diff --git a/datacontract-cli/tests/test_export_dbt_sources.py b/datacontract-cli/tests/test_export_dbt_sources.py deleted file mode 100644 index c6c6ff238..000000000 --- a/datacontract-cli/tests/test_export_dbt_sources.py +++ /dev/null @@ -1,149 +0,0 @@ -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.dbt_converter import to_dbt_sources_yaml -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, ["export", "./fixtures/export/datacontract.yaml", "--format", "dbt-sources", "--server", "production"] - ) - print(result.stdout) - assert result.exit_code == 0 - - -def test_cli_bigquery(): - runner = CliRunner() - result = runner.invoke( - app, ["export", "./fixtures/dbt/export/datacontract.yaml", "--format", "dbt-sources", "--server", "production"] - ) - print(result.stdout) - assert result.exit_code == 0 - - -def test_to_dbt_sources(): - data_contract = DataContractSpecification.from_file("fixtures/export/datacontract.yaml") - expected_dbt_model = """ -version: 2 -sources: - - name: orders-unit-test - description: The orders data contract - database: my-database - schema: my-schema - meta: - owner: checkout - tables: - - name: orders - description: The orders model - columns: - - name: order_id - data_type: VARCHAR - data_tests: - - not_null - - unique - - dbt_expectations.expect_column_value_lengths_to_be_between: - min_value: 8 - max_value: 10 - - dbt_expectations.expect_column_values_to_match_regex: - regex: ^B[0-9]+$ - meta: - classification: sensitive - pii: true - tags: - - order_id - - name: order_total - description: The order_total field - data_type: NUMBER - data_tests: - - not_null - - dbt_expectations.expect_column_values_to_be_between: - min_value: 0 - max_value: 1000000 - - name: order_status - data_type: TEXT - data_tests: - - not_null - - accepted_values: - values: - - 'pending' - - 'shipped' - - 'delivered' -""" - - result = to_dbt_sources_yaml(data_contract, "production") - - assert yaml.safe_load(result) == yaml.safe_load(expected_dbt_model) - - -def test_to_dbt_sources_bigquery(): - data_contract = DataContractSpecification.from_file("./fixtures/dbt/export/datacontract.yaml") - expected_dbt_model = """ -version: 2 -sources: - - name: orders-unit-test - description: The orders data contract - database: my-database - schema: my-schema - meta: - owner: checkout - tables: - - name: orders - description: The orders model - columns: - - name: order_id - data_type: STRING - data_tests: - - not_null - - unique - - dbt_expectations.expect_column_value_lengths_to_be_between: - min_value: 8 - max_value: 10 - - dbt_expectations.expect_column_values_to_match_regex: - regex: ^B[0-9]+$ - meta: - classification: sensitive - pii: true - tags: - - order_id - - name: order_total - description: The order_total field - data_type: INT64 - data_tests: - - not_null - - dbt_expectations.expect_column_values_to_be_between: - min_value: 0 - max_value: 1000000 - - name: order_status - data_type: STRING - data_tests: - - not_null - - accepted_values: - values: - - 'pending' - - 'shipped' - - 'delivered' - - name: user_id - data_tests: - - not_null - - relationships: - to: source("orders-unit-test", "users") - field: user_id - data_type: STRING - - name: users - description: The users model - columns: - - name: user_id - data_tests: - - not_null - - unique - data_type: STRING -""" - - result = to_dbt_sources_yaml(data_contract, "production") - - assert yaml.safe_load(result) == yaml.safe_load(expected_dbt_model) diff --git a/datacontract-cli/tests/test_export_dbt_staging_sql.py b/datacontract-cli/tests/test_export_dbt_staging_sql.py deleted file mode 100644 index f4c1d072c..000000000 --- a/datacontract-cli/tests/test_export_dbt_staging_sql.py +++ /dev/null @@ -1,41 +0,0 @@ -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.dbt_converter import to_dbt_staging_sql -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/dbt/export/datacontract.yaml", - "--format", - "dbt-staging-sql", - "--model", - "orders", - ], - ) - print(result.stdout) - assert result.exit_code == 0 - - -def test_to_dbt_staging(): - data_contract = DataContractSpecification.from_file("fixtures/dbt/export/datacontract.yaml") - expected = """ -select - order_id, - order_total, - order_status, - user_id -from {{ source('orders-unit-test', 'orders') }} -""" - - result = to_dbt_staging_sql(data_contract, "orders", data_contract.models.get("orders")) - - assert yaml.safe_load(result) == yaml.safe_load(expected) diff --git a/datacontract-cli/tests/test_export_go.py b/datacontract-cli/tests/test_export_go.py deleted file mode 100644 index de9b5ac61..000000000 --- a/datacontract-cli/tests/test_export_go.py +++ /dev/null @@ -1,28 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "go"]) - assert result.exit_code == 0 - - -def test_to_go_types(): - actual = DataContract(data_contract_file="fixtures/export/datacontract.yaml").export("go") - expected = """ -package main - - -type Orders struct { - OrderId varchar `json:"order_id" avro:"order_id"` // None - OrderTotal bigint `json:"order_total" avro:"order_total"` // The order_total field - OrderStatus string `json:"order_status" avro:"order_status"` // None -} - -""" - assert actual.strip() == expected.strip() diff --git a/datacontract-cli/tests/test_export_great_expectations.py b/datacontract-cli/tests/test_export_great_expectations.py deleted file mode 100644 index 223f4e6ef..000000000 --- a/datacontract-cli/tests/test_export_great_expectations.py +++ /dev/null @@ -1,604 +0,0 @@ -import json -from typing import Any, Dict - -import pytest -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.great_expectations_converter import to_great_expectations -from datacontract.lint import resolve -from datacontract.model.data_contract_specification import DataContractSpecification -from datacontract.model.exceptions import DataContractException - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/export/datacontract.yaml", - "--format", - "great-expectations", - ], - ) - assert result.exit_code == 0 - - -def test_cli_multi_models(): - """ - Test with 2 model definitions in the contract with the model parameter - """ - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/export/rdf/datacontract-complex.yaml", - "--format", - "great-expectations", - "--model", - "orders", - ], - ) - assert result.exit_code == 0 - - -def test_cli_multi_models_failed(): - """ - Test with 2 model definitions in the contract without the model parameter - """ - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/export/rdf/datacontract-complex.yaml", - "--format", - "great-expectations", - ], - ) - assert result.exit_code == 1 - - -@pytest.fixture -def data_contract_basic() -> DataContractSpecification: - return DataContractSpecification.from_file("fixtures/export/datacontract.yaml") - - -@pytest.fixture -def data_contract_complex() -> DataContractSpecification: - return DataContractSpecification.from_file("fixtures/export/rdf/datacontract-complex.yaml") - - -@pytest.fixture -def data_contract_great_expectations() -> DataContractSpecification: - return resolve.resolve_data_contract_from_location( - "./fixtures/great-expectations/datacontract.yaml", inline_quality=True - ) - - -@pytest.fixture -def data_contract_great_expectations_quality_file() -> DataContractSpecification: - return resolve.resolve_data_contract_from_location( - "./fixtures/great-expectations/datacontract_quality_file.yaml", - inline_quality=True, - ) - - -@pytest.fixture -def expected_json_suite() -> Dict[str, Any]: - return { - "data_asset_type": "null", - "expectation_suite_name": "orders.1.0.0", - "expectations": [ - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_id", "type_": "string"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "processed_timestamp", "type_": "timestamp"}, - "meta": {}, - }, - { - "expectation_type": "expect_table_row_count_to_be_between", - "kwargs": {"min_value": 10}, - "meta": {}, - }, - ], - "meta": {}, - } - - -@pytest.fixture -def expected_spark_engine() -> Dict[str, Any]: - return { - "data_asset_type": "null", - "expectation_suite_name": "orders.1.0.0", - "expectations": [ - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_id", "type_": "StringType"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "processed_timestamp", "type_": "TimestampType"}, - "meta": {}, - }, - { - "expectation_type": "expect_table_row_count_to_be_between", - "kwargs": {"min_value": 10}, - "meta": {}, - }, - ], - "meta": {}, - } - - -@pytest.fixture -def expected_pandas_engine() -> Dict[str, Any]: - return { - "data_asset_type": "null", - "expectation_suite_name": "orders.1.0.0", - "expectations": [ - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_id", "type_": "str"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "processed_timestamp", "type_": "datetime64[ns]"}, - "meta": {}, - }, - { - "expectation_type": "expect_table_row_count_to_be_between", - "kwargs": {"min_value": 10}, - "meta": {}, - }, - ], - "meta": {}, - } - - -@pytest.fixture -def expected_sql_engine() -> Dict[str, Any]: - return { - "data_asset_type": "null", - "expectation_suite_name": "orders.1.0.0", - "expectations": [ - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_id", "type_": "STRING"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "processed_timestamp", "type_": "TIMESTAMP_TZ"}, - "meta": {}, - }, - { - "expectation_type": "expect_table_row_count_to_be_between", - "kwargs": {"min_value": 10}, - "meta": {}, - }, - ], - "meta": {}, - } - - -@pytest.fixture -def expected_sql_trino_engine() -> Dict[str, Any]: - return { - "data_asset_type": "null", - "expectation_suite_name": "orders.1.0.0", - "expectations": [ - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_id", "type_": "varchar"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": { - "column": "processed_timestamp", - "type_": "timestamp(3) with time zone", - }, - "meta": {}, - }, - { - "expectation_type": "expect_table_row_count_to_be_between", - "kwargs": {"min_value": 10}, - "meta": {}, - }, - ], - "meta": {}, - } - - -def test_to_great_expectation(data_contract_basic: DataContractSpecification): - expected_json_suite = { - "data_asset_type": "null", - "expectation_suite_name": "orders.1.0.0", - "expectations": [ - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": {"column_list": ["order_id", "order_total", "order_status"]}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_id", "type_": "varchar"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_unique", - "kwargs": {"column": "order_id"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_value_lengths_to_be_between", - "kwargs": {"column": "order_id", "min_value": 8, "max_value": 10}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_total", "type_": "bigint"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_between", - "kwargs": { - "column": "order_total", - "min_value": 0, - "max_value": 1000000, - }, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_status", "type_": "text"}, - "meta": {}, - }, - ], - "meta": {}, - } - - result_orders = to_great_expectations(data_contract_basic, "orders") - assert result_orders == json.dumps(expected_json_suite, indent=2) - - -def test_to_great_expectation_complex(data_contract_complex: DataContractSpecification): - """ - Test with 2 model definitions in the contract - """ - - expected_orders = { - "data_asset_type": "null", - "expectation_suite_name": "orders.1.0.0", - "expectations": [ - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": { - "column_list": [ - "order_id", - "order_timestamp", - "order_total", - "customer_id", - "customer_email_address", - ] - }, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_unique", - "kwargs": {"column": "order_id"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_timestamp", "type_": "timestamp"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_total", "type_": "long"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "customer_id", "type_": "text"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_value_lengths_to_be_between", - "kwargs": {"column": "customer_id", "min_value": 10, "max_value": 20}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "customer_email_address", "type_": "text"}, - "meta": {}, - }, - ], - "meta": {}, - } - - expected_line_items = { - "data_asset_type": "null", - "expectation_suite_name": "line_items.1.0.0", - "expectations": [ - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": {"column_list": ["lines_item_id", "order_id", "sku"]}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "lines_item_id", "type_": "text"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_unique", - "kwargs": {"column": "lines_item_id"}, - "meta": {}, - }, - ], - "meta": {}, - } - result_orders = to_great_expectations(data_contract_complex, "orders") - assert result_orders == json.dumps(expected_orders, indent=2) - - result_line_items = to_great_expectations(data_contract_complex, "line_items") - - assert result_line_items == json.dumps(expected_line_items, indent=2) - - -def test_to_great_expectation_quality( - data_contract_great_expectations: DataContractSpecification, - expected_json_suite: Dict[str, Any], -): - """ - Test with Quality definition in the contract - """ - - result = to_great_expectations(data_contract_great_expectations, "orders") - assert result == json.dumps(expected_json_suite, indent=2) - - -def test_to_great_expectation_custom_name( - data_contract_great_expectations: DataContractSpecification, -): - """ - Test with Quality definition in the contract - """ - expected = { - "data_asset_type": "null", - "expectation_suite_name": "my_expectation_suite_name", - "expectations": [ - { - "expectation_type": "expect_table_columns_to_match_ordered_list", - "kwargs": {"column_list": ["order_id", "processed_timestamp"]}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "order_id", "type_": "string"}, - "meta": {}, - }, - { - "expectation_type": "expect_column_values_to_be_of_type", - "kwargs": {"column": "processed_timestamp", "type_": "timestamp"}, - "meta": {}, - }, - { - "expectation_type": "expect_table_row_count_to_be_between", - "kwargs": {"min_value": 10}, - "meta": {}, - }, - ], - "meta": {}, - } - - result = to_great_expectations( - data_contract_great_expectations, - model_key="orders", - expectation_suite_name="my_expectation_suite_name", - ) - assert result == json.dumps(expected, indent=2) - - -def test_to_great_expectation_engine_spark( - data_contract_great_expectations: DataContractSpecification, - expected_spark_engine: Dict[str, Any], -): - """ - Test with Spark engine - """ - result = to_great_expectations( - data_contract_great_expectations, - model_key="orders", - engine="spark", - ) - assert result == json.dumps(expected_spark_engine, indent=2) - - -def test_to_great_expectation_engine_pandas( - data_contract_great_expectations: DataContractSpecification, - expected_pandas_engine: Dict[str, Any], -): - """ - Test with pandas engine - """ - result = to_great_expectations( - data_contract_great_expectations, - model_key="orders", - engine="pandas", - ) - assert result == json.dumps(expected_pandas_engine, indent=2) - - -def test_to_great_expectation_engine_sql( - data_contract_great_expectations: DataContractSpecification, - expected_sql_engine: Dict[str, Any], -): - """ - Test with sql engine - """ - result = to_great_expectations( - data_contract_great_expectations, - model_key="orders", - engine="sql", - ) - assert result == json.dumps(expected_sql_engine, indent=2) - - -def test_to_great_expectation_engine_sql_trino( - data_contract_great_expectations: DataContractSpecification, - expected_sql_trino_engine: Dict[str, Any], -): - """ - Test with sql engine and sql server trino trino - """ - result = to_great_expectations( - data_contract_great_expectations, - model_key="orders", - engine="sql", - sql_server_type="trino", - ) - assert result == json.dumps(expected_sql_trino_engine, indent=2) - - -def test_to_great_expectation_quality_json_file( - data_contract_great_expectations_quality_file: DataContractSpecification, - expected_json_suite: Dict[str, Any], -): - """ - Test with Quality definition in a json file - """ - result = to_great_expectations(data_contract_great_expectations_quality_file, "orders") - assert result == json.dumps(expected_json_suite, indent=2) - - -def test_cli_with_quality_file(expected_json_suite: Dict[str, Any]): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/great-expectations/datacontract_quality_file.yaml", - "--format", - "great-expectations", - ], - ) - assert result.output.replace("\n", "") == json.dumps(expected_json_suite, indent=2).replace("\n", "") - - -def test_cli_with_spark_engine(expected_spark_engine: Dict[str, Any]): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/great-expectations/datacontract.yaml", - "--format", - "great-expectations", - "--engine", - "spark", - ], - ) - assert result.output.replace("\n", "") == json.dumps(expected_spark_engine, indent=2).replace("\n", "") - - -def test_cli_with_pandas_engine(expected_pandas_engine: Dict[str, Any]): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/great-expectations/datacontract.yaml", - "--format", - "great-expectations", - "--engine", - "pandas", - ], - ) - assert result.output.replace("\n", "") == json.dumps(expected_pandas_engine, indent=2).replace("\n", "") - - -def test_cli_with_sql_engine(expected_sql_engine: Dict[str, Any]): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/great-expectations/datacontract.yaml", - "--format", - "great-expectations", - "--engine", - "sql", - ], - ) - assert result.output.replace("\n", "") == json.dumps(expected_sql_engine, indent=2).replace("\n", "") - - -def test_cli_with_sql_trino_engine(expected_sql_trino_engine: Dict[str, Any]): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/great-expectations/datacontract.yaml", - "--format", - "great-expectations", - "--engine", - "sql", - "--sql-server-type", - "trino", - ], - ) - assert result.output.replace("\n", "") == json.dumps(expected_sql_trino_engine, indent=2).replace("\n", "") - - -def test_to_great_expectation_missing_quality_json_file(): - """ - Test failed with missing Quality definition in a json file - """ - try: - resolve.resolve_data_contract_from_location( - "./fixtures/great-expectations/datacontract_missing_quality_file.yaml", - inline_quality=True, - ) - assert False - except DataContractException as dataContractException: - assert dataContractException.reason == "Cannot resolve reference ./fixtures/great-expectations/missing.json" diff --git a/datacontract-cli/tests/test_export_html.py b/datacontract-cli/tests/test_export_html.py deleted file mode 100644 index f16b05152..000000000 --- a/datacontract-cli/tests/test_export_html.py +++ /dev/null @@ -1,31 +0,0 @@ -import os -from pathlib import Path - -from typer.testing import CliRunner - -from datacontract.cli import app - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "html"]) - assert result.exit_code == 0 - - -def test_cli_with_output(tmp_path: Path): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/export/datacontract.yaml", - "--format", - "html", - "--output", - tmp_path / "datacontract.html", - ], - ) - assert result.exit_code == 0 - assert os.path.exists(tmp_path / "datacontract.html") diff --git a/datacontract-cli/tests/test_export_iceberg.py b/datacontract-cli/tests/test_export_iceberg.py deleted file mode 100644 index cc15eab66..000000000 --- a/datacontract-cli/tests/test_export_iceberg.py +++ /dev/null @@ -1,254 +0,0 @@ -import tempfile - -from pyiceberg import types -from pyiceberg.schema import Schema, assign_fresh_schema_ids -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.iceberg_converter import IcebergExporter -from datacontract.lint.resolve import resolve_data_contract - - -def test_cli(): - with tempfile.NamedTemporaryFile(delete=True) as tmp_input_file: - # create temp file with content - tmp_input_file.write(b""" - dataContractSpecification: 0.9.3 - id: my-id - info: - title: My Title - version: 1.0.0 - models: - orders: - fields: - order_id: - type: int - required: true - primaryKey: true - """) - tmp_input_file.flush() - - with tempfile.NamedTemporaryFile(delete=True) as tmp_output_file: - runner = CliRunner() - result = runner.invoke( - app, ["export", tmp_input_file.name, "--format", "iceberg", "--output", tmp_output_file.name] - ) - assert result.exit_code == 0 - - with open(tmp_output_file.name, "r") as f: - schema = Schema.model_validate_json(f.read()) - - assert len(schema.fields) == 1 - _assert_field(schema, "order_id", types.IntegerType(), True) - assert schema.identifier_field_ids == [1] - - -def test_type_conversion(): - datacontract = resolve_data_contract( - data_contract_str=""" - dataContractSpecification: 0.9.3 - id: my-id - info: - title: My Title - version: 1.0.0 - models: - datatypes: - fields: - string_type: - type: string - text_type: - type: text - varchar_type: - type: varchar - number_type: - type: number - decimal_type: - type: decimal - precision: 4 - scale: 2 - numeric_type: - type: numeric - int_type: - type: int - integer_type: - type: integer - long_type: - type: long - bigint_type: - type: bigint - float_type: - type: float - double_type: - type: double - boolean_type: - type: boolean - timestamp_type: - type: timestamp - timestamp_tz_type: - type: timestamp_tz - timestamp_ntz_type: - type: timestamp_ntz - date_type: - type: date - array_type: - type: array - items: - type: string - map_type: - type: map - keys: - type: string - values: - type: int - object_type: - type: object - fields: - object_field1: - type: string - record_type: - type: record - fields: - record_field1: - type: int - struct_type: - type: struct - fields: - struct_field1: - type: float - """, - inline_definitions=True, - ) - datacontract.model_dump() - schema = Schema.model_validate_json(_export(datacontract)) - - assert len(schema.fields) == 22 - _assert_field(schema, "string_type", types.StringType(), False) - _assert_field(schema, "text_type", types.StringType(), False) - _assert_field(schema, "varchar_type", types.StringType(), False) - _assert_field(schema, "number_type", types.DecimalType(precision=38, scale=0), False) - _assert_field(schema, "decimal_type", types.DecimalType(precision=4, scale=2), False) - _assert_field(schema, "numeric_type", types.DecimalType(precision=38, scale=0), False) - _assert_field(schema, "int_type", types.IntegerType(), False) - _assert_field(schema, "integer_type", types.IntegerType(), False) - _assert_field(schema, "long_type", types.LongType(), False) - _assert_field(schema, "bigint_type", types.LongType(), False) - _assert_field(schema, "float_type", types.FloatType(), False) - _assert_field(schema, "double_type", types.DoubleType(), False) - _assert_field(schema, "boolean_type", types.BooleanType(), False) - _assert_field(schema, "timestamp_type", types.TimestamptzType(), False) - _assert_field(schema, "timestamp_tz_type", types.TimestamptzType(), False) - _assert_field(schema, "timestamp_ntz_type", types.TimestampType(), False) - _assert_field(schema, "date_type", types.DateType(), False) - _assert_field( - schema, - "array_type", - types.ListType(element_id=0, element_type=types.StringType(), element_required=False), - False, - ) - _assert_field( - schema, - "map_type", - types.MapType( - key_id=0, key_type=types.StringType(), value_id=0, value_type=types.IntegerType(), value_required=False - ), - False, - ) - _assert_field( - schema, - "object_type", - types.StructType( - types.NestedField(field_id=0, name="object_field1", field_type=types.StringType(), required=False) - ), - False, - ) - _assert_field( - schema, - "record_type", - types.StructType( - types.NestedField(field_id=0, name="record_field1", field_type=types.IntegerType(), required=False) - ), - False, - ) - _assert_field( - schema, - "struct_type", - types.StructType( - types.NestedField(field_id=0, name="struct_field1", field_type=types.FloatType(), required=False) - ), - False, - ) - - -def test_round_trip(): - with open("fixtures/iceberg/nested_schema.json", "r") as f: - starting_schema = Schema.model_validate_json(f.read()) - - import_runner = CliRunner() - import_result = import_runner.invoke( - app, - [ - "import", - "--format", - "iceberg", - "--source", - "fixtures/iceberg/nested_schema.json", - "--iceberg-table", - "test-table", - ], - ) - - assert import_result.exit_code == 0 - output = import_result.stdout.strip() - - with tempfile.NamedTemporaryFile(delete=True) as tmp_input_file: - # create temp file with content - tmp_input_file.write(output.encode()) - tmp_input_file.flush() - - with tempfile.NamedTemporaryFile(delete=True) as tmp_output_file: - runner = CliRunner() - result = runner.invoke( - app, ["export", tmp_input_file.name, "--format", "iceberg", "--output", tmp_output_file.name] - ) - assert result.exit_code == 0 - - with open(tmp_output_file.name, "r") as f: - ending_schema = Schema.model_validate_json(f.read()) - - # don't use IDs in equality check since SDK resets them anyway - starting_schema = assign_fresh_schema_ids(starting_schema) - ending_schema = assign_fresh_schema_ids(ending_schema) - assert starting_schema == ending_schema - - -def _assert_field(schema, field_name, field_type, required): - field = None - for f in schema.fields: - if f.name == field_name: - field = f - break - - assert field is not None - assert field.name == field_name - assert field.required == required - - found_type = field.field_type - if found_type.is_primitive: - assert found_type == field_type - elif isinstance(found_type, types.ListType): - assert found_type.element_type == field_type.element_type - assert found_type.element_required == field_type.element_required - elif isinstance(found_type, types.MapType): - assert found_type.key_type == field_type.key_type - assert found_type.value_type == field_type.value_type - assert found_type.value_required == field_type.value_required - elif isinstance(found_type, types.StructType): - assert len(found_type.fields) == len(field_type.fields) - for nested_field in field_type.fields: - _assert_field(found_type, nested_field.name, nested_field.field_type, nested_field.required) - else: - raise ValueError(f"Unexpected field type: {found_type}") - - -def _export(datacontract, model=None): - return IcebergExporter("iceberg").export(datacontract, model, None, None, None) diff --git a/datacontract-cli/tests/test_export_jsonschema.py b/datacontract-cli/tests/test_export_jsonschema.py deleted file mode 100644 index 079f44e2e..000000000 --- a/datacontract-cli/tests/test_export_jsonschema.py +++ /dev/null @@ -1,184 +0,0 @@ -import json -import os -import sys - -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract -from datacontract.export.jsonschema_converter import to_jsonschemas -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/local-json/datacontract.yaml", "--format", "jsonschema"]) - assert result.exit_code == 0 - - -def test_to_jsonschemas(): - data_contract = DataContract( - data_contract_file="fixtures/local-json/datacontract.yaml", inline_definitions=True - ).get_data_contract_specification() - - with open("fixtures/local-json/datacontract.json") as file: - expected_json_schema = file.read() - - result = to_jsonschemas(data_contract) - assert result["verbraucherpreisindex"] == json.loads(expected_json_schema) - - -def test_to_jsonschemas_complex(): - data_contract_file = "fixtures/s3-json-complex/datacontract.yaml" - file_content = read_file(data_contract_file=data_contract_file) - data_contract = DataContractSpecification.from_string(file_content) - expected_json_schema = """{ - "$schema": "http://json-schema.org/draft-07/schema#", - "type": "object", - "properties": { - "specversion": { - "type": "string" - }, - "type": { - "type": "string" - }, - "source": { - "type": "string", - "format": "uri" - }, - "id": { - "type": "string" - }, - "time": { - "type": "string", - "format": "date-time" - }, - "subject": { - "type": ["string", "null"] - }, - "data": { - "type": ["object", "null"], - "properties": { - "sku": { - "type": "string" - }, - "updated": { - "type": "string", - "format": "date-time" - }, - "quantity": { - "type": "integer" - } - }, - "required": ["sku", "updated", "quantity"] - } - }, - "required": ["specversion", "type", "source", "id", "time"] -} -""" - - result = to_jsonschemas(data_contract) - - assert result["inventory"] == json.loads(expected_json_schema) - - -def test_to_jsonschemas_complex_2(): - data_contract_file = "fixtures/local-json-complex/datacontract.yaml" - file_content = read_file(data_contract_file=data_contract_file) - data_contract = DataContractSpecification.from_string(file_content) - expected_json_schema = """{ - "$schema": "http://json-schema.org/draft-07/schema#", - "type": "object", - "properties": { - "array_test_string": { - "type": "array", - "items": { - "type": "string" - } - }, - "array_test_object": { - "type": "array", - "items": { - "type": "object", - "properties": { - "key": { - "type": "string" - }, - "value": { - "type": "string" - } - }, - "required": [ - "key", - "value" - ] - } - }, - "id": { - "type": "string", - "pattern": "^[0-9]{8}$", - "minLength": 1, - "maxLength": 10 - }, - "sts_data": { - "type": "object", - "properties": { - "connection_test": { - "type": "string", - "enum": [ - "SUCCESS", - "FAIL", - "NULL" - ] - }, - "key_list": { - "type": "object", - "patternProperties": { - "^[0-5]$": { - "type": ["object", "null"], - "properties": { - "key": { - "type": "string", - "pattern": "^[0-9]{8}$" - } - }, - "required": [ - "key" - ] - } - }, - "required": [] - } - }, - "required": [ - "connection_test", - "key_list" - ] - }, - "empty_object": { - "type": ["object", "null"], - "properties": {}, - "required": [] - } - }, - "required": [ - "array_test_string", - "array_test_object", - "id", - "sts_data" - ] -} -""" - result = to_jsonschemas(data_contract) - assert result["sts_data"] == json.loads(expected_json_schema) - - -def read_file(data_contract_file): - if not os.path.exists(data_contract_file): - print(f"The file '{data_contract_file}' does not exist.") - sys.exit(1) - with open(data_contract_file, "r") as file: - file_content = file.read() - return file_content diff --git a/datacontract-cli/tests/test_export_markdown.py b/datacontract-cli/tests/test_export_markdown.py deleted file mode 100644 index 0743fdad3..000000000 --- a/datacontract-cli/tests/test_export_markdown.py +++ /dev/null @@ -1,30 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.markdown_converter import to_markdown -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "export", - "./fixtures/markdown/export/datacontract.yaml", - "--format", - "markdown", - ], - ) - assert result.exit_code == 0 - assert result.output.startswith("# urn:datacontract:checkout:orders-latest") - - -def test_to_markdown(): - data_contract = DataContractSpecification.from_file("fixtures/markdown/export/datacontract.yaml") - result = to_markdown(data_contract) - - with open("fixtures/markdown/export/expected.md", "r") as file: - assert result == file.read() diff --git a/datacontract-cli/tests/test_export_odcs_v3.py b/datacontract-cli/tests/test_export_odcs_v3.py deleted file mode 100644 index 5bbce4a6b..000000000 --- a/datacontract-cli/tests/test_export_odcs_v3.py +++ /dev/null @@ -1,125 +0,0 @@ -import os -import sys - -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.odcs_v3_exporter import to_odcs_v3_yaml -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "odcs"]) - assert result.exit_code == 0 - - -def test_to_odcs(): - data_contract = DataContractSpecification.from_string(read_file("fixtures/export/datacontract.yaml")) - expected_odcs_model = """ -apiVersion: v3.0.0 -kind: DataContract -id: orders-unit-test -name: Orders Unit Test -version: 1.0.0 -domain: checkout -status: active -description: - purpose: null - limitations: Not intended to use in production - usage: This data contract serves to demo datacontract CLI export. - -schema: - - name: orders - physicalName: orders - logicalType: object - physicalType: table - description: The orders model - properties: - - name: order_id - businessName: Order ID - logicalType: string - logicalTypeOptions: - minLength: 8 - maxLength: 10 - pattern: ^B[0-9]+$ - physicalType: varchar - isNullable: false - isUnique: true - tags: - - "order_id" - classification: sensitive - examples: - - B12345678 - - B12345679 - customProperties: - - property: customFieldProperty1 - value: customFieldProperty1Value - - property: pii - value: true - - name: order_total - logicalType: integer - logicalTypeOptions: - minimum: 0 - maximum: 1000000 - physicalType: bigint - isNullable: false - description: The order_total field - quality: - - type: sql - description: 95% of all order total values are expected to be between 10 and 499 EUR. - query: | - SELECT quantile_cont(order_total, 0.95) AS percentile_95 - FROM orders - mustBeBetween: [1000, 49900] - - name: order_status - logicalType: string - physicalType: text - isNullable: false - quality: - - type: sql - description: Row Count - query: | - SELECT COUNT(*) AS row_count - FROM orders - mustBeGreaterThan: 1000 - customProperties: - - property: customModelProperty1 - value: customModelProperty1Value -servers: - - server: production - type: snowflake - environment: production - account: my-account - database: my-database - schema: my-schema - roles: - - name: analyst_us - description: Access to the data for US region - -support: - - channel: email - url: mailto:team-orders@example.com - - channel: other - url: https://wiki.example.com/teams/checkout - -customProperties: -- property: otherField - value: otherValue -""" - - odcs = to_odcs_v3_yaml(data_contract) - - assert yaml.safe_load(odcs) == yaml.safe_load(expected_odcs_model) - - -def read_file(file): - if not os.path.exists(file): - print(f"The file '{file}' does not exist.") - sys.exit(1) - with open(file, "r") as file: - file_content = file.read() - return file_content diff --git a/datacontract-cli/tests/test_export_protobuf.py b/datacontract-cli/tests/test_export_protobuf.py deleted file mode 100644 index 2e86390dd..000000000 --- a/datacontract-cli/tests/test_export_protobuf.py +++ /dev/null @@ -1,56 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.protobuf_converter import to_protobuf -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "protobuf"]) - assert result.exit_code == 0 - - -def test_to_protobuf(): - data_contract = DataContractSpecification.from_file("fixtures/export/datacontract.yaml") - expected_protobuf = """ -syntax = "proto3"; - -/* The orders model */ -message Orders { - string order_id = 1; - /* The order_total field */ - int64 order_total = 2; - string order_status = 3; -} -""".strip() - - result = to_protobuf(data_contract).strip() - - assert result == expected_protobuf - - -def test_to_protobuf_nested(): - data_contract = DataContractSpecification.from_file("fixtures/export/datacontract_nested.yaml") - expected_protobuf = """ -syntax = "proto3"; - -/* The orders model */ -message Orders { - string order_id = 1; - /* The order_total field */ - int64 order_total = 2; - string order_status = 3; - message Address { - optional string street = 1; - optional string city = 2; - } - optional Address address = 4; -} -""".strip() - - result = to_protobuf(data_contract).strip() - - assert result == expected_protobuf diff --git a/datacontract-cli/tests/test_export_pydantic.py b/datacontract-cli/tests/test_export_pydantic.py deleted file mode 100644 index 2c4bc91c9..000000000 --- a/datacontract-cli/tests/test_export_pydantic.py +++ /dev/null @@ -1,122 +0,0 @@ -import ast -from textwrap import dedent - -import datacontract.export.pydantic_converter as conv -import datacontract.model.data_contract_specification as spec - - -# These tests would be easier if AST nodes were comparable. -# Current string comparisons are very brittle. -def test_simple_model_export(): - m = spec.Model(fields={"f": spec.Field(type="string")}) - ast_class = conv.generate_model_class("Test", m) - assert ( - ast.unparse(ast_class) - == dedent( - """ - class Test(pydantic.BaseModel): - f: typing.Optional[str] - """ - ).strip() - ) - - -def test_array_model_export(): - m = spec.Model(fields={"f": spec.Field(type="array", items=spec.Field(type="string", required=True))}) - ast_class = conv.generate_model_class("Test", m) - assert ( - ast.unparse(ast_class) - == dedent( - """ - class Test(pydantic.BaseModel): - f: typing.Optional[list[str]] - """ - ).strip() - ) - - -def test_object_model_export(): - m = spec.Model(fields={"f": spec.Field(type="object", fields={"f1": spec.Field(type="string", required=True)})}) - ast_class = conv.generate_model_class("Test", m) - assert ( - ast.unparse(ast_class) - == dedent( - """ - class Test(pydantic.BaseModel): - - class F(pydantic.BaseModel): - f1: str - f: typing.Optional[F] - """ - ).strip() - ) - - -def test_model_documentation_export(): - m = spec.Model( - description="A test model", - fields={ - "f": spec.Field( - type="object", description="A test field", fields={"f1": spec.Field(type="string", required=True)} - ) - }, - ) - ast_class = conv.generate_model_class("Test", m) - assert ( - ast.unparse(ast_class) - == dedent( - """ - class Test(pydantic.BaseModel): - \"""A test model\""" - - class F(pydantic.BaseModel): - \"""A test field\""" - f1: str - f: typing.Optional[F] - """ - ).strip() - ) - - -def test_model_field_description_export(): - m = spec.Model( - fields={ - "f": spec.Field( - type="object", fields={"f1": spec.Field(type="string", description="A test field", required=True)} - ) - } - ) - ast_class = conv.generate_model_class("Test", m) - assert ( - ast.unparse(ast_class) - == dedent( - """ - class Test(pydantic.BaseModel): - - class F(pydantic.BaseModel): - f1: str - 'A test field' - f: typing.Optional[F] - """ - ).strip() - ) - - -def test_model_description_export(): - m = spec.DataContractSpecification( - info=spec.Info(description="Contract description"), - models={"test_model": spec.Model(fields={"f": spec.Field(type="string")})}, - ) - result = conv.to_pydantic_model_str(m) - assert ( - result - == dedent( - """ - import datetime, typing, pydantic - 'Contract description' - - class Test_model(pydantic.BaseModel): - f: typing.Optional[str] - """ - ).strip() - ) diff --git a/datacontract-cli/tests/test_export_rdf.py b/datacontract-cli/tests/test_export_rdf.py deleted file mode 100644 index d4d7733b6..000000000 --- a/datacontract-cli/tests/test_export_rdf.py +++ /dev/null @@ -1,223 +0,0 @@ -import os -import sys - -from rdflib.compare import to_isomorphic -from rdflib.graph import Graph -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.rdf_converter import to_rdf -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, ["export", "./fixtures/export/rdf/datacontract.yaml", "--format", "rdf", "--rdf-base", "urn:acme:"] - ) - assert result.exit_code == 0 - - -def test_no_rdf_base(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/export/rdf/datacontract.yaml", "--format", "rdf"]) - assert result.exit_code == 0 - - -def test_to_rdf(): - data_contract_file = "fixtures/export/rdf/datacontract.yaml" - file_content = read_file(data_contract_file=data_contract_file) - data_contract = DataContractSpecification.from_string(file_content) - expected_rdf = """ -@prefix dc1: . -@prefix dcx: . -@prefix xsd: . - - a dc1:DataContract ; - dc1:dataContractSpecification "1.1.0" ; - dc1:id "orders-unit-test" ; - dc1:info [ a dc1:Info ; - dc1:contact [ a dc1:Contact ; - dcx:email "team-orders@example.com" ; - dc1:url "https://wiki.example.com/teams/checkout" ] ; - dc1:description "None" ; - dc1:owner "checkout" ; - dc1:title "Orders Unit Test" ; - dc1:version "1.0.0" ] ; - dc1:model ; - dc1:terms [ a dc1:Terms ; - dc1:billing "free" ; - dc1:limitations "Not intended to use in production" ; - dc1:noticePeriod "P3M" ; - dc1:usage "This data contract serves to demo datacontract CLI export." ] . - - a dc1:Model ; - dc1:description "The orders model" ; - dc1:field [ a dc1:Field ; - dc1:description "The order_total field" ; - dc1:maximum 1000000 ; - dc1:minimum 0 ; - dc1:name "order_total" ; - dc1:required true ; - dc1:type "bigint" ], - [ a dc1:Field ; - dc1:enum "delivered", - "pending", - "shipped" ; - dc1:name "order_status" ; - dc1:required true ; - dc1:type "text" ], - [ a dc1:Field ; - dcx:pattern "^B[0-9]+$" ; - dcx:tags "order_id" ; - dc1:classification "sensitive" ; - dc1:maxLength 10 ; - dc1:minLength 8 ; - dc1:name "order_id" ; - dc1:pii true ; - dc1:required true ; - dc1:type "varchar" ; - dc1:unique true ] . - -""" - g = Graph().parse(format="n3", data=expected_rdf) - - result = to_rdf(data_contract, "https://example.com/") - - iso_g1 = to_isomorphic(Graph().parse(data=g.serialize())) - iso_result = to_isomorphic(Graph().parse(data=result.serialize())) - - assert iso_g1 == iso_result - - -def test_to_rdf_complex(): - data_contract_file = "fixtures/export/rdf/datacontract-complex.yaml" - file_content = read_file(data_contract_file=data_contract_file) - data_contract = DataContractSpecification.from_string(file_content) - expected_rdf = """ -@base . -@prefix dc1: . -@prefix dcx: . -@prefix xsd: . - - a dc1:DataContract ; - dc1:dataContractSpecification "1.1.0" ; - dc1:example [ a dc1:Example ; - dc1:data \"\"\"order_id,order_timestamp,order_total -"1001","2023-09-09T08:30:00Z",2500 -"1002","2023-09-08T15:45:00Z",1800 -"1003","2023-09-07T12:15:00Z",3200 -"1004","2023-09-06T19:20:00Z",1500 -"1005","2023-09-05T10:10:00Z",4200 -"1006","2023-09-04T14:55:00Z",2800 -"1007","2023-09-03T21:05:00Z",1900 -"1008","2023-09-02T17:40:00Z",3600 -"1009","2023-09-01T09:25:00Z",3100 -"1010","2023-08-31T22:50:00Z",2700\"\"\" ; - dc1:model ; - dc1:type "csv" ], - [ a dc1:Example ; - dc1:data \"\"\"lines_item_id,order_id,sku -"1","1001","5901234123457" -"2","1001","4001234567890" -"3","1002","5901234123457" -"4","1002","2001234567893" -"5","1003","4001234567890" -"6","1003","5001234567892" -"7","1004","5901234123457" -"8","1005","2001234567893" -"9","1005","5001234567892" -"10","1005","6001234567891\\"\"\"\" ; - dc1:model ; - dc1:type "csv" ] ; - dc1:id "orders-latest" ; - dc1:info [ a dc1:Info ; - dc1:contact [ a dc1:Contact ; - dc1:name "John Doe (Data Product Owner)" ; - dc1:url "https://teams.microsoft.com/l/channel/acme/checkout" ] ; - dc1:description \"\"\"Successful customer orders in the webshop. All orders since 2020-01-01. Orders with their line items are in their current state (no history included). -\"\"\" ; - dc1:owner "urn:acme:CheckoutTeam" ; - dc1:title "Orders Latest" ; - dc1:version "1.0.0" ] ; - dc1:model , - ; - dc1:server ; - dc1:terms [ a dc1:Terms ; - dc1:billing "5000 USD per month" ; - dc1:limitations \"\"\"Not suitable for real-time use cases. Data may not be used to identify individual customers. Max data processing per day: 10 TiB -\"\"\" ; - dc1:noticePeriod "P3M" ; - dc1:usage \"\"\"Data can be used for reports, analytics and machine learning use cases. Order may be linked and joined by other tables -\"\"\" ] . - - a dc1:Server ; - dc1:delimiter "new_line" ; - dc1:format "json" ; - dc1:location "s3://multiple-bucket/fixtures/s3-json-multiple-models/data/{model}/*.json" ; - dc1:type "s3" . - - a dc1:Model ; - dc1:description "A single article that is part of an order." ; - dc1:field [ a dc1:Field ; - dc1:description "Primary key of the lines_item_id table" ; - dc1:name "lines_item_id" ; - dc1:required true ; - dc1:type "text" ; - dc1:unique true ], - [ a dc1:Field ; - dc1:name "order_id" ], - [ a dc1:Field ; - dc1:description "The purchased article number" ; - dc1:name "sku" ] . - - a dc1:Model ; - dc1:description "One record per order. Includes cancelled and deleted orders." ; - dc1:field [ a dc1:Field ; - dc1:name "order_id" ; - dc1:required true ; - dc1:unique true ], - [ a dc1:Field ; - dc1:description "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful." ; - dc1:name "order_timestamp" ; - dc1:required true ; - dc1:type "timestamp" ], - [ a dc1:Field ; - dc1:description "The email address, as entered by the customer. The email address was not verified." ; - dc1:format "email" ; - dc1:name "customer_email_address" ; - dc1:required true ; - dc1:type "text" ], - [ a dc1:Field ; - dc1:description "Unique identifier for the customer." ; - dc1:maxLength 20 ; - dc1:minLength 10 ; - dc1:name "customer_id" ; - dc1:type "text" ], - [ a dc1:Field ; - dc1:description "Total amount the smallest monetary unit (e.g., cents)." ; - dc1:name "order_total" ; - dc1:required true ; - dc1:type "long" ] . - -""" - - g = Graph().parse(format="n3", data=expected_rdf) - - result = to_rdf(data_contract, base="http://test.com/") - - iso_g1 = to_isomorphic(Graph().parse(data=g.serialize())) - iso_result = to_isomorphic(Graph().parse(data=result.serialize())) - - assert iso_g1 == iso_result - - -def read_file(data_contract_file): - if not os.path.exists(data_contract_file): - print(f"The file '{data_contract_file}' does not exist.") - sys.exit(1) - with open(data_contract_file, "r") as file: - file_content = file.read() - return file_content diff --git a/datacontract-cli/tests/test_export_sodacl.py b/datacontract-cli/tests/test_export_sodacl.py deleted file mode 100644 index 2175465b2..000000000 --- a/datacontract-cli/tests/test_export_sodacl.py +++ /dev/null @@ -1,122 +0,0 @@ -import yaml - -from datacontract.export.sodacl_converter import SodaExporter -from datacontract.model.data_contract_specification import DataContractSpecification - - -def test_export_sodacl(): - data_contract_specification_str = """ -dataContractSpecification: 1.1.0 -models: - orders: - description: test - fields: - order_id: - type: string - required: true - order_timestamp: - type: timestamp - required: true - processed_timestamp: - type: timestamp - required: true - order_total: - type: integer - quality: - - type: sql - query: | - SELECT quantile_cont({field}, 0.95) AS percentile_95 - FROM {model} - mustBeBetween: [ 1000, 49900 ] -servicelevels: - retention: - period: P1Y - timestampField: orders.processed_timestamp - latency: - threshold: 1m - sourceTimestampField: orders.order_timestamp - processedTimestampField: orders.processed_timestamp - freshness: - threshold: 24h - timestampField: orders.order_timestamp -quality: - type: SodaCL - specification: - checks for orders: - - row_count > 10 - checks for line_items: - - row_count > 10: - name: Have at lease 10 line items - """ - - expected = """ -checks for orders: - - schema: - name: orders__order_id__field_is_present - fail: - when required column missing: - - order_id - - schema: - name: orders__order_id__field_type - fail: - when wrong column type: - order_id: string - - missing_count(order_id) = 0: - name: orders__order_id__field_required - - schema: - name: orders__order_timestamp__field_is_present - fail: - when required column missing: - - order_timestamp - - schema: - name: orders__order_timestamp__field_type - fail: - when wrong column type: - order_timestamp: timestamp - - missing_count(order_timestamp) = 0: - name: orders__order_timestamp__field_required - - schema: - name: orders__processed_timestamp__field_is_present - fail: - when required column missing: - - processed_timestamp - - schema: - name: orders__processed_timestamp__field_type - fail: - when wrong column type: - processed_timestamp: timestamp - - missing_count(processed_timestamp) = 0: - name: orders__processed_timestamp__field_required - - schema: - name: orders__order_total__field_is_present - fail: - when required column missing: - - order_total - - schema: - name: orders__order_total__field_type - fail: - when wrong column type: - order_total: integer - - orders__order_total__quality_sql_0 between 1000 and 49900: - name: orders__order_total__quality_sql_0 - orders__order_total__quality_sql_0 query: | - SELECT quantile_cont(order_total, 0.95) AS percentile_95 - FROM orders - - freshness(order_timestamp) < 24h: - name: servicelevel_freshness - - orders_servicelevel_retention < 31536000: - name: servicelevel_retention - orders_servicelevel_retention expression: TIMESTAMPDIFF(SECOND, MIN(processed_timestamp), CURRENT_TIMESTAMP) - - row_count > 10 -checks for line_items: - - row_count > 10: - name: Have at lease 10 line items -""" - - data = yaml.safe_load(data_contract_specification_str) - data_contract_specification = DataContractSpecification(**data) - - exporter = SodaExporter(export_format="sodacl") - result = exporter.export(data_contract_specification, "all", None, "auto", None) - - assert yaml.safe_load(expected) == yaml.safe_load(result) diff --git a/datacontract-cli/tests/test_export_spark.py b/datacontract-cli/tests/test_export_spark.py deleted file mode 100644 index 32250c89e..000000000 --- a/datacontract-cli/tests/test_export_spark.py +++ /dev/null @@ -1,178 +0,0 @@ -from pyspark.sql import types -from pyspark.testing import assertSchemaEqual -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.spark_converter import to_spark_dict -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - ["export", "./fixtures/spark/export/datacontract.yaml", "--format", "spark"], - ) - assert result.exit_code == 0 - assert result.output == expected_str - - -def test_to_spark_schema(): - data_contract = DataContractSpecification.from_file("fixtures/spark/export/datacontract.yaml") - result = to_spark_dict(data_contract) - - assert len(result) == 2 - assertSchemaEqual(result.get("orders"), expected_dict.get("orders")) - assertSchemaEqual(result.get("customers"), expected_dict.get("customers")) - - -expected_str = """orders = StructType([ - StructField("orderdate", - DateType(), - True - ), - StructField("order_timestamp", - TimestampType(), - True - ), - StructField("delivery_timestamp", - TimestampNTZType(), - True - ), - StructField("orderid", - IntegerType(), - True - ), - StructField("item_list", - ArrayType(StructType([ - StructField("itemid", - StringType(), - True - ), - StructField("quantity", - IntegerType(), - True - ) - ])), - True - ), - StructField("orderunits", - DoubleType(), - True - ), - StructField("tags", - ArrayType(StringType()), - True - ), - StructField("address", - StructType([ - StructField("city", - StringType(), - False - ), - StructField("state", - StringType(), - True - ), - StructField("zipcode", - LongType(), - True - ) - ]), - True - ) -]) - -customers = StructType([ - StructField("id", - IntegerType(), - True - ), - StructField("name", - StringType(), - True - ), - StructField("metadata", - MapType( - StringType(), StructType([ - StructField("value", - StringType(), - True - ), - StructField("type", - StringType(), - True - ), - StructField("timestamp", - LongType(), - True - ), - StructField("source", - StringType(), - True - ) - ])), - True - ) -]) -""" - -expected_dict = { - "orders": types.StructType( - [ - types.StructField("orderdate", types.DateType(), True), - types.StructField("order_timestamp", types.TimestampType(), True), - types.StructField("delivery_timestamp", types.TimestampNTZType(), True), - types.StructField("orderid", types.IntegerType(), True), - types.StructField( - "item_list", - types.ArrayType( - types.StructType( - [ - types.StructField("itemid", types.StringType(), True), - types.StructField("quantity", types.IntegerType(), True), - ] - ), - True, - ), - True, - ), - types.StructField("orderunits", types.DoubleType(), True), - types.StructField("tags", types.ArrayType(types.StringType(), True), True), - types.StructField( - "address", - types.StructType( - [ - types.StructField("city", types.StringType(), False), - types.StructField("state", types.StringType(), True), - types.StructField("zipcode", types.LongType(), True), - ] - ), - True, - ), - ] - ), - "customers": types.StructType( - [ - types.StructField("id", types.IntegerType(), True), - types.StructField("name", types.StringType(), True), - types.StructField( - "metadata", - types.MapType( - types.StringType(), - types.StructType( - [ - types.StructField("value", types.StringType()), - types.StructField("type", types.StringType()), - types.StructField("timestamp", types.LongType()), - types.StructField("source", types.StringType()), - ] - ), - True, - ), - ), - ] - ), -} diff --git a/datacontract-cli/tests/test_export_sql.py b/datacontract-cli/tests/test_export_sql.py deleted file mode 100644 index 885aebb04..000000000 --- a/datacontract-cli/tests/test_export_sql.py +++ /dev/null @@ -1,94 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/postgres-export/datacontract.yaml", "--format", "sql"]) - assert result.exit_code == 0 - - -def test_to_sql_ddl_postgres(): - actual = DataContract(data_contract_file="fixtures/postgres-export/datacontract.yaml").export("sql") - expected = """ --- Data Contract: postgres --- SQL Dialect: postgres -CREATE TABLE my_table ( - field_one text not null, - field_two integer, - field_three timestamptz -); -""".strip() - assert actual == expected - - -def test_to_sql_ddl_snowflake(): - actual = DataContract(data_contract_file="fixtures/snowflake/datacontract.yaml").export("sql") - expected = """ --- Data Contract: urn:datacontract:checkout:snowflake_orders_pii_v2 --- SQL Dialect: snowflake -CREATE TABLE orders ( - ORDER_ID TEXT not null, - ORDER_TIMESTAMP TIMESTAMP_TZ not null, - ORDER_TOTAL NUMBER not null, - CUSTOMER_ID TEXT, - CUSTOMER_EMAIL_ADDRESS TEXT not null, - PROCESSING_TIMESTAMP TIMESTAMP_LTZ not null -); -CREATE TABLE line_items ( - LINE_ITEM_ID TEXT not null, - ORDER_ID TEXT, - SKU TEXT -); -""".strip() - assert actual == expected - - -def test_to_sql_ddl_databricks_unity_catalog(): - actual = DataContract(data_contract_file="fixtures/databricks-sql/datacontract.yaml").export("sql") - expected = """ --- Data Contract: urn:datacontract:checkout:orders-latest --- SQL Dialect: databricks -CREATE OR REPLACE TABLE datacontract_test_2.orders_latest.orders ( - order_id STRING not null COMMENT "An internal ID that identifies an order in the online shop.", - order_timestamp TIMESTAMP not null COMMENT "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.", - order_total BIGINT not null COMMENT "Total amount the smallest monetary unit (e.g., cents).", - customer_id STRING COMMENT "Unique identifier for the customer.", - customer_email_address STRING not null COMMENT "The email address, as entered by the customer. The email address was not verified.", - discounts ARRAY> COMMENT "This is an array of records" -) COMMENT "One record per order. Includes cancelled and deleted orders."; -CREATE OR REPLACE TABLE datacontract_test_2.orders_latest.line_items ( - lines_item_id STRING not null COMMENT "Primary key of the lines_item_id table", - order_id STRING COMMENT "An internal ID that identifies an order in the online shop.", - sku STRING COMMENT "The purchased article number" -) COMMENT "A single article that is part of an order."; -""".strip() - assert actual == expected - - -def test_to_sql_ddl_databricks_unity_catalog_staging(): - actual = DataContract(data_contract_file="fixtures/databricks-sql/datacontract.yaml").export( - "sql", server="staging" - ) - expected = """ --- Data Contract: urn:datacontract:checkout:orders-latest --- SQL Dialect: databricks -CREATE OR REPLACE TABLE datacontract_staging.orders_latest.orders ( - order_id STRING not null COMMENT "An internal ID that identifies an order in the online shop.", - order_timestamp TIMESTAMP not null COMMENT "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.", - order_total BIGINT not null COMMENT "Total amount the smallest monetary unit (e.g., cents).", - customer_id STRING COMMENT "Unique identifier for the customer.", - customer_email_address STRING not null COMMENT "The email address, as entered by the customer. The email address was not verified.", - discounts ARRAY> COMMENT "This is an array of records" -) COMMENT "One record per order. Includes cancelled and deleted orders."; -CREATE OR REPLACE TABLE datacontract_staging.orders_latest.line_items ( - lines_item_id STRING not null COMMENT "Primary key of the lines_item_id table", - order_id STRING COMMENT "An internal ID that identifies an order in the online shop.", - sku STRING COMMENT "The purchased article number" -) COMMENT "A single article that is part of an order."; -""".strip() - assert actual == expected diff --git a/datacontract-cli/tests/test_export_sql_query.py b/datacontract-cli/tests/test_export_sql_query.py deleted file mode 100644 index 9edce5f78..000000000 --- a/datacontract-cli/tests/test_export_sql_query.py +++ /dev/null @@ -1,43 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/postgres-export/datacontract.yaml", "--format", "sql-query"]) - assert result.exit_code == 0 - - -def test_to_sql_query_postgres(): - actual = DataContract(data_contract_file="fixtures/postgres-export/datacontract.yaml").export("sql-query") - expected = """ --- Data Contract: postgres --- SQL Dialect: postgres -select - field_one, - field_two, - field_three -from my_table -""" - assert actual.strip() == expected.strip() - - -def test_to_sql_query_snowflake(): - actual = DataContract(data_contract_file="fixtures/snowflake/datacontract.yaml").export("sql-query", model="orders") - expected = """ --- Data Contract: urn:datacontract:checkout:snowflake_orders_pii_v2 --- SQL Dialect: snowflake -select - ORDER_ID, - ORDER_TIMESTAMP, - ORDER_TOTAL, - CUSTOMER_ID, - CUSTOMER_EMAIL_ADDRESS, - PROCESSING_TIMESTAMP -from orders -""" - assert actual.strip() == expected.strip() diff --git a/datacontract-cli/tests/test_export_sqlalchemy.py b/datacontract-cli/tests/test_export_sqlalchemy.py deleted file mode 100644 index a29dd78ec..000000000 --- a/datacontract-cli/tests/test_export_sqlalchemy.py +++ /dev/null @@ -1,107 +0,0 @@ -import ast -from textwrap import dedent - -import pytest - -import datacontract.export.sqlalchemy_converter as conv -import datacontract.model.data_contract_specification as spec - - -# These tests would be easier if AST nodes were comparable. -# Current string comparisons are very brittle. -def test_simple_model_export(): - m = spec.Model(fields={"f": spec.Field(type="string", primary=True)}) - ast_class = conv.generate_model_class("Test", m) - assert ( - ast.unparse(ast_class) - == dedent( - """ - class Test(Base): - __tablename__ = 'Test' - __table_args__ = {'comment': None, 'schema': None} - f = Column(String(None), nullable=True, comment=None, primary_key=True) - """ - ).strip() - ) - - -def test_simple_model_export_with_primaryKey(): - m = spec.Model(fields={"f": spec.Field(type="string", primaryKey=True)}) - ast_class = conv.generate_model_class("Test", m) - assert ( - ast.unparse(ast_class) - == dedent( - """ - class Test(Base): - __tablename__ = 'Test' - __table_args__ = {'comment': None, 'schema': None} - f = Column(String(None), nullable=True, comment=None, primary_key=True) - """ - ).strip() - ) - - -def test_array_model_export(): - m = spec.Model(fields={"f": spec.Field(type="array", items=spec.Field(type="string", required=True))}) - ast_class = conv.generate_model_class("Test", m) - assert ( - ast.unparse(ast_class) - == dedent( - """ - class Test(Base): - __tablename__ = 'Test' - __table_args__ = {'comment': None, 'schema': None} - f = Column(ARRAY(String(None)), nullable=True, comment=None, primary_key=None) - """ - ).strip() - ) - - -def test_object_model_export(): - m = spec.Model(fields={"f": spec.Field(type="object", fields={"f1": spec.Field(type="string", required=True)})}) - # Currently unsupported - with pytest.raises(Exception): - conv.generate_model_class("Test", m) - - -def test_model_documentation_export(): - m = spec.Model( - description="A test model", - fields={"f": spec.Field(type="string", description="A test field")}, - ) - ast_class = conv.generate_model_class("Test", m) - assert ( - ast.unparse(ast_class) - == dedent( - """ - class Test(Base): - \"""A test model\""" - __tablename__ = 'Test' - __table_args__ = {'comment': 'A test model', 'schema': None} - f = Column(String(None), nullable=True, comment='A test field', primary_key=None) - """ - ).strip() - ) - - -def test_model_description_export(): - m = spec.DataContractSpecification( - info=spec.Info(description="Contract description"), - models={"test_model": spec.Model(fields={"f": spec.Field(type="string")})}, - ) - result = conv.to_sqlalchemy_model_str(m) - assert result.strip().endswith( - dedent( - """ - 'Contract description' - - class Base(DeclarativeBase): - pass - - class Test_model(Base): - __tablename__ = 'test_model' - __table_args__ = {'comment': None, 'schema': None} - f = Column(String(None), nullable=True, comment=None, primary_key=None) - """ - ).strip() - ) diff --git a/datacontract-cli/tests/test_export_terraform.py b/datacontract-cli/tests/test_export_terraform.py deleted file mode 100644 index ba49e9250..000000000 --- a/datacontract-cli/tests/test_export_terraform.py +++ /dev/null @@ -1,33 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.export.terraform_converter import to_terraform -from datacontract.model.data_contract_specification import DataContractSpecification - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/export/datacontract_s3.yaml", "--format", "terraform"]) - assert result.exit_code == 0 - - -def test_to_terraform(): - data_contract = DataContractSpecification.from_file("fixtures/export/datacontract_s3.yaml") - expected_terraform_file = """ -resource "aws_s3_bucket" "orders-unit-test_production" { - bucket = "datacontract-example-orders-latest" - - tags = { - Name = "Orders Unit Test" - DataContract = "orders-unit-test" - Server = "production" - DataProduct = "orders" - } -} -""".strip() - - result = to_terraform(data_contract) - - assert result == expected_terraform_file diff --git a/datacontract-cli/tests/test_field_constraint_linter.py b/datacontract-cli/tests/test_field_constraint_linter.py deleted file mode 100644 index 5a7d15158..000000000 --- a/datacontract-cli/tests/test_field_constraint_linter.py +++ /dev/null @@ -1,68 +0,0 @@ -import datacontract.model.data_contract_specification as spec -from datacontract.lint.linters.valid_constraints_linter import ValidFieldConstraintsLinter -from datacontract.model.run import Check - - -def construct_error_check(msg: str) -> Check: - return Check( - type="lint", - name="Linter 'Fields use valid constraints'", - result="warning", - engine="datacontract", - reason=msg, - ) - - -success_check = Check(type="lint", name="Linter 'Fields use valid constraints'", result="passed", engine="datacontract") - -linter = ValidFieldConstraintsLinter() - - -def test_empty_constraints(): - specification = spec.DataContractSpecification( - models={ - "test_model": spec.Model( - fields={"test_field_1": spec.Field(type="string"), "test_field_2": spec.Field(type="number")} - ) - } - ) - assert linter.lint(specification) == [success_check] - - -def test_correct_constraints(): - specification = spec.DataContractSpecification( - models={ - "test_model": spec.Model( - fields={ - "test_field_1": spec.Field(type="string", minLength=5, maxLength=8), - "test_field_2": spec.Field(type="number", minimum=10, maximum=100), - } - ) - } - ) - assert linter.lint(specification) == [success_check] - - -def test_incorrect_constraints(): - specification = spec.DataContractSpecification( - models={ - "test_model": spec.Model( - fields={ - "test_field_1": spec.Field(type="number", minLength=5), - "test_field_2": spec.Field(type="string", maximum=100), - } - ) - } - ) - assert linter.lint(specification) == [ - construct_error_check( - "Forbidden constraint 'minLength' defined on " - "field 'test_field_1' in model 'test_model'. " - "Field type is 'number'." - ), - construct_error_check( - "Forbidden constraint 'maximum' defined on " - "field 'test_field_2' in model 'test_model'. " - "Field type is 'string'." - ), - ] diff --git a/datacontract-cli/tests/test_field_pattern_linter.py b/datacontract-cli/tests/test_field_pattern_linter.py deleted file mode 100644 index 2e914ad99..000000000 --- a/datacontract-cli/tests/test_field_pattern_linter.py +++ /dev/null @@ -1,42 +0,0 @@ -import datacontract.model.data_contract_specification as spec -from datacontract.lint.linters.field_pattern_linter import FieldPatternLinter -from datacontract.model.run import Check - - -def construct_error_check(msg: str) -> Check: - return Check( - type="lint", - name="Linter 'Field pattern is correct regex'", - result="warning", - engine="datacontract", - reason=msg, - ) - - -success_check = Check( - type="lint", name="Linter 'Field pattern is correct regex'", result="passed", engine="datacontract" -) - -linter = FieldPatternLinter() - - -def test_correct_regex_pattern(): - specification = spec.DataContractSpecification( - models={"test_model": spec.Model(fields={"test_field": spec.Field(pattern=".")})} - ) - result = linter.lint(specification) - assert result == [success_check] - - -def test_incorrect_regex_pattern(): - specification = spec.DataContractSpecification( - models={"test_model": spec.Model(fields={"test_field": spec.Field(pattern="\\")})} - ) - result = linter.lint(specification) - assert result == [ - construct_error_check( - "Failed to compile pattern regex '\\' for field" - " 'test_field' in model 'test_model': " - "bad escape (end of pattern)" - ) - ] diff --git a/datacontract-cli/tests/test_field_reference_linter.py b/datacontract-cli/tests/test_field_reference_linter.py deleted file mode 100644 index 44cb8f163..000000000 --- a/datacontract-cli/tests/test_field_reference_linter.py +++ /dev/null @@ -1,56 +0,0 @@ -import datacontract.model.data_contract_specification as spec -from datacontract.lint.linters.field_reference_linter import FieldReferenceLinter -from datacontract.model.run import Check - - -def construct_error_check(msg: str) -> Check: - return Check( - type="lint", - name="Linter 'Field references existing field'", - result="warning", - engine="datacontract", - reason=msg, - ) - - -success_check = Check( - type="lint", name="Linter 'Field references existing field'", result="passed", engine="datacontract" -) - -linter = FieldReferenceLinter() - - -def test_correct_field_reference(): - specification = spec.DataContractSpecification( - models={ - "test_model_1": spec.Model(fields={"test_field_1": spec.Field(references="test_model_2.test_field_1")}), - "test_model_2": spec.Model(fields={"test_field_1": spec.Field()}), - } - ) - assert linter.lint(specification) == [success_check] - - -def test_incorrect_model_reference(): - specification = spec.DataContractSpecification( - models={"test_model_1": spec.Model(fields={"test_field_1": spec.Field(references="test_model_2.test_field_1")})} - ) - assert linter.lint(specification) == [ - construct_error_check( - "Field 'test_field_1' in model 'test_model_1' references non-existing model 'test_model_2'." - ) - ] - - -def test_incorrect_field_reference(): - specification = spec.DataContractSpecification( - models={ - "test_model_1": spec.Model(fields={"test_field_1": spec.Field(references="test_model_2.test_field_1")}), - "test_model_2": spec.Model(), - } - ) - assert linter.lint(specification) == [ - construct_error_check( - "Field 'test_field_1' in model 'test_model_1' references non-existing field 'test_field_1'" - " in model 'test_model_2'." - ) - ] diff --git a/datacontract-cli/tests/test_import_avro.py b/datacontract-cli/tests/test_import_avro.py deleted file mode 100644 index 84274c482..000000000 --- a/datacontract-cli/tests/test_import_avro.py +++ /dev/null @@ -1,311 +0,0 @@ -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "avro", - "--source", - "fixtures/avro/data/orders.avsc", - ], - ) - assert result.exit_code == 0 - - -def test_import_avro_schema(): - result = DataContract().import_from_source("avro", "fixtures/avro/data/orders.avsc") - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - orders: - description: My Model - namespace: com.sample.schema - fields: - ordertime: - type: long - description: My Field - required: true - orderid: - type: int - required: true - itemid: - type: string - required: true - material: - type: string - required: false - description: An optional field - orderunits: - type: double - required: true - emailaddresses: - type: array - description: Different email addresses of a customer - items: - type: string - format: email - pattern: ^.*@.*$ - required: true - address: - type: object - required: true - fields: - city: - type: string - required: true - state: - type: string - required: true - zipcode: - type: long - required: true - status: - type: string - required: true - description: order status - title: Status - enum: - - PLACED - - SHIPPED - - DELIVERED - - CANCELLED - config: - avroType: enum - metadata: - type: map - required: true - description: Additional metadata about the order - values: - type: object - fields: - value: - type: string - required: true - type: - type: string - required: true - title: MetadataType - enum: - - STRING - - LONG - - DOUBLE - config: - avroType: enum - timestamp: - type: long - required: true - source: - type: string - required: true - default: {} - """ - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_import_avro_arrays_of_records_and_nested_arrays(): - result = DataContract().import_from_source("avro", "fixtures/avro/data/arrays.avsc") - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - orders: - description: My Model - fields: - orderid: - type: int - required: true - addresses: - type: array - required: true - description: Addresses of a customer - items: - type: object - fields: - city: - type: string - required: true - state: - type: string - required: true - zipcode: - type: long - required: true - nestedArrays: - type: array - required: true - description: Example schema for an array of arrays - items: - type: array - items: - type: int - nationalities: - type: array - required: false - items: - type: string -""" - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_import_avro_nested_records(): - result = DataContract().import_from_source("avro", "fixtures/avro/data/nested.avsc") - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - Doc: - namespace: com.xxx - fields: - fieldA: - type: long - required: false - fieldB: - type: record - required: false - fields: - fieldC: - type: string - required: false -""" - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_import_avro_nested_records_with_arrays(): - result = DataContract().import_from_source("avro", "fixtures/avro/data/nested_with_arrays.avsc") - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - MarketingLoyaltyAggregation: - namespace: domain.schemas - fields: - Entries: - type: array - required: true - items: - type: object - fields: - Identifier: - type: string - required: true - BranchPromo: - type: record - required: false - fields: - CodePrefix: - type: int - required: true - Criteria: - type: object - required: true - fields: - MinimumSpendThreshold: - type: double - required: false - ApplicableBranchIDs: - type: array - required: false - items: - type: string - ProductGroupDetails: - type: record - required: false - fields: - IncludesAlcohol: - type: boolean - required: true - ItemList: - type: array - required: false - items: - type: object - fields: - ProductID: - type: string - required: true - IsPromoItem: - type: boolean - required: false -""" - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_import_avro_logicalTypes(): - result = DataContract().import_from_source("avro", "fixtures/avro/data/logicalTypes.avsc") - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - Test: - namespace: mynamespace.com - fields: - test_id: - type: string - required: true - description: id documentation test - device_id: - type: int - required: true - test_value: - type: double - required: true - num_items: - type: int - required: true - processed_timestamp: - type: long - required: true - description: 'The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29' - config: - avroLogicalType: local-timestamp-micros - description: - type: string - required: true - is_processed: - type: boolean - required: true - config: - avroDefault: false -""" - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() diff --git a/datacontract-cli/tests/test_import_bigquery.py b/datacontract-cli/tests/test_import_bigquery.py deleted file mode 100644 index e7167b808..000000000 --- a/datacontract-cli/tests/test_import_bigquery.py +++ /dev/null @@ -1,48 +0,0 @@ -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract -from datacontract.imports.bigquery_importer import import_bigquery_from_json - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "bigquery", - "--source", - "fixtures/bigquery/import/complete_table_schema.json", - ], - ) - assert result.exit_code == 0 - - -def test_import_bigquery_schema(): - result = DataContract().import_from_source("bigquery", "fixtures/bigquery/import/complete_table_schema.json") - - print("Result:\n", result.to_yaml()) - with open("fixtures/bigquery/import/datacontract.yaml") as file: - expected = file.read() - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_import_multiple_bigquery_schemas_with_different_types(): - result = DataContract().import_from_source("bigquery", "fixtures/bigquery/import/multi_import_table.json") - - result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_external_table.json") - result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_snapshot.json") - result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_view.json") - result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_materialized_view.json") - - print("Result:\n", result.to_yaml()) - with open("fixtures/bigquery/import/datacontract_multi_import.yaml") as file: - expected = file.read() - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() diff --git a/datacontract-cli/tests/test_import_csv.py b/datacontract-cli/tests/test_import_csv.py deleted file mode 100644 index 2e8b75388..000000000 --- a/datacontract-cli/tests/test_import_csv.py +++ /dev/null @@ -1,56 +0,0 @@ -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - -csv_file_path = "fixtures/csv/data/sample_data.csv" - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "csv", - "--source", - csv_file_path, - ], - ) - assert result.exit_code == 0 - - -def test_import_sql(): - result = DataContract().import_from_source("csv", csv_file_path) - - expected = """dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -servers: - production: - type: local - format: csv - path: fixtures/csv/data/sample_data.csv - delimiter: ',' -models: - sample_data: - description: Csv file with encoding ascii - type: table - fields: - field_one: - type: string - field_two: - type: integer - field_three: - type: string - """ - print("Result", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - # Disable linters so we don't get "missing description" warnings - assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_dbml.py b/datacontract-cli/tests/test_import_dbml.py deleted file mode 100644 index 3fb1f9223..000000000 --- a/datacontract-cli/tests/test_import_dbml.py +++ /dev/null @@ -1,68 +0,0 @@ -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "dbml", - "--source", - "fixtures/dbml/import/dbml.txt", - ], - ) - assert result.exit_code == 0 - - -def test_cli_with_filters(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "dbml", - "--source", - "fixtures/dbml/import/dbml.txt", - "--dbml-schema", - "test", - "--dbml-table", - "foo", - ], - ) - assert result.exit_code == 0 - - -def test_dbml_import(): - result = DataContract().import_from_source("dbml", "fixtures/dbml/import/dbml.txt") - - print("Result:\n", result.to_yaml()) - with open("fixtures/dbml/import/datacontract.yaml") as file: - expected = file.read() - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - - -def test_dbml_import_with_schema_filter(): - result = DataContract().import_from_source("dbml", "fixtures/dbml/import/dbml.txt", dbml_schema=["orders"]) - - print("Result:\n", result.to_yaml()) - with open("fixtures/dbml/import/datacontract_schema_filtered.yaml") as file: - expected = file.read() - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - - -def test_dbml_import_with_tablename_filter(): - result = DataContract().import_from_source("dbml", "fixtures/dbml/import/dbml.txt", dbml_table=["orders"]) - - print("Result:\n", result.to_yaml()) - with open("fixtures/dbml/import/datacontract_table_filtered.yaml") as file: - expected = file.read() - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) diff --git a/datacontract-cli/tests/test_import_dbt.py b/datacontract-cli/tests/test_import_dbt.py deleted file mode 100644 index 120f10c78..000000000 --- a/datacontract-cli/tests/test_import_dbt.py +++ /dev/null @@ -1,466 +0,0 @@ -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract -from datacontract.imports.dbt_importer import read_dbt_manifest - -# logging.basicConfig(level=logging.DEBUG, force=True) - -dbt_manifest = "fixtures/dbt/import/manifest_jaffle_duckdb.json" -dbt_manifest_bigquery = "fixtures/dbt/import/manifest_jaffle_bigquery.json" -dbt_manifest_empty_columns = "fixtures/dbt/import/manifest_empty_columns.json" - - -def test_read_dbt_manifest_(): - result = read_dbt_manifest(dbt_manifest) - assert len([node for node in result.nodes.values() if node.resource_type == "model"]) == 5 - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "dbt", - "--source", - dbt_manifest, - ], - ) - assert result.exit_code == 0 - - -def test_cli_bigquery(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "dbt", - "--source", - dbt_manifest_bigquery, - ], - ) - assert result.exit_code == 0 - - -def test_cli_with_filter(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "dbt", - "--source", - dbt_manifest, - "--dbt-model", - "customers", - "--dbt-model", - "orders", - ], - ) - assert result.exit_code == 0 - - -def test_import_dbt_manifest(): - result = DataContract().import_from_source("dbt", dbt_manifest) - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: jaffle_shop - version: 0.0.1 - dbt_version: 1.8.0 -models: - orders: - description: This table has basic information about orders, as well as some derived - facts based on payments - fields: - order_id: - type: integer - description: This is a unique identifier for an order - primaryKey: true - required: true - unique: true - customer_id: - type: integer - description: Foreign key to the customers table - required: true - references: customers.customer_id - order_date: - type: date - description: Date (UTC) that the order was placed - status: - type: varchar - description: 'Orders can be one of the following statuses: - - - | status | description | - - |----------------|------------------------------------------------------------------------------------------------------------------------| - - | placed | The order has been placed but has not yet left the warehouse | - - | shipped | The order has ben shipped to the customer and is currently - in transit | - - | completed | The order has been received by the customer | - - | return_pending | The customer has indicated that they would like to return - the order, but it has not yet been received at the warehouse | - - | returned | The order has been returned by the customer and received - at the warehouse |' - credit_card_amount: - type: double - description: Amount of the order (AUD) paid for by credit card - required: true - coupon_amount: - type: double - description: Amount of the order (AUD) paid for by coupon - required: true - bank_transfer_amount: - type: double - description: Amount of the order (AUD) paid for by bank transfer - required: true - gift_card_amount: - type: double - description: Amount of the order (AUD) paid for by gift card - required: true - amount: - type: double - description: Total amount (AUD) of the order - required: true - tags: [] - stg_customers: - description: '' - fields: - customer_id: - type: integer - description: '' - primaryKey: true - required: true - unique: true - first_name: - type: varchar - description: '' - last_name: - type: varchar - description: '' - tags: [] - stg_orders: - description: '' - fields: - order_id: - type: integer - description: '' - primaryKey: true - required: true - unique: true - customer_id: - type: integer - description: '' - order_date: - type: date - description: '' - status: - type: varchar - description: '' - tags: [] - stg_payments: - description: '' - fields: - payment_id: - type: integer - description: '' - primaryKey: true - required: true - unique: true - order_id: - type: integer - description: '' - payment_method: - type: varchar - description: '' - amount: - type: double - description: '' - tags: [] - customers: - description: This table has basic information about a customer, as well as some - derived facts based on a customer's orders - fields: - customer_id: - type: integer - description: This is a unique identifier for a customer - primaryKey: true - required: true - unique: true - first_name: - type: varchar - description: Customer's first name. PII. - tags: - - PII - last_name: - type: varchar - description: Customer's last name. PII. - tags: - - PII - first_order: - type: date - description: Date (UTC) of a customer's first order - most_recent_order: - type: date - description: Date (UTC) of a customer's most recent order - number_of_orders: - type: bigint - description: Count of the number of orders a customer has placed - customer_lifetime_value: - type: double - description: '' - tags: - - TABLE_PII""" - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_import_dbt_manifest_bigquery(): - result = DataContract().import_from_source("dbt", dbt_manifest_bigquery) - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: jaffle_shop - version: 0.0.1 - dbt_version: 1.8.0 -models: - orders: - description: This table has basic information about orders, as well as some derived - facts based on payments - fields: - order_id: - type: bigint - description: This is a unique identifier for an order - primaryKey: true - required: true - unique: true - customer_id: - type: bigint - description: Foreign key to the customers table - required: true - references: customers.customer_id - order_date: - type: date - description: Date (UTC) that the order was placed - status: - type: string - description: 'Orders can be one of the following statuses: - - - | status | description | - - |----------------|------------------------------------------------------------------------------------------------------------------------| - - | placed | The order has been placed but has not yet left the warehouse | - - | shipped | The order has ben shipped to the customer and is currently - in transit | - - | completed | The order has been received by the customer | - - | return_pending | The customer has indicated that they would like to return - the order, but it has not yet been received at the warehouse | - - | returned | The order has been returned by the customer and received - at the warehouse |' - credit_card_amount: - type: double - description: Amount of the order (AUD) paid for by credit card - required: true - coupon_amount: - type: double - description: Amount of the order (AUD) paid for by coupon - required: true - bank_transfer_amount: - type: double - description: Amount of the order (AUD) paid for by bank transfer - required: true - gift_card_amount: - type: double - description: Amount of the order (AUD) paid for by gift card - required: true - amount: - type: double - description: Total amount (AUD) of the order - required: true - tags: [] - stg_customers: - description: '' - fields: - customer_id: - type: bigint - description: '' - primaryKey: true - required: true - unique: true - first_name: - type: string - description: '' - last_name: - type: string - description: '' - tags: [] - stg_orders: - description: '' - fields: - order_id: - type: bigint - description: '' - primaryKey: true - required: true - unique: true - customer_id: - type: bigint - description: '' - order_date: - type: date - description: '' - status: - type: string - description: '' - tags: [] - stg_payments: - description: '' - fields: - payment_id: - type: bigint - description: '' - primaryKey: true - required: true - unique: true - order_id: - type: bigint - description: '' - payment_method: - type: string - description: '' - amount: - type: double - description: '' - tags: [] - customers: - description: This table has basic information about a customer, as well as some - derived facts based on a customer's orders - fields: - customer_id: - type: bigint - description: This is a unique identifier for a customer - primaryKey: true - required: true - unique: true - first_name: - type: string - description: Customer's first name. PII. - tags: - - PII - last_name: - type: string - description: Customer's last name. PII. - tags: - - PII - first_order: - type: date - description: Date (UTC) of a customer's first order - most_recent_order: - type: date - description: Date (UTC) of a customer's most recent order - number_of_orders: - type: bigint - description: Count of the number of orders a customer has placed - customer_lifetime_value: - type: double - description: '' - tags: - - TABLE_PII""" - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_import_dbt_manifest_with_filter_and_empty_columns(): - result = DataContract().import_from_source("dbt", dbt_manifest_empty_columns, dbt_model=["customers"]) - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: jaffle_shop - version: 0.0.1 - dbt_version: 1.8.0 -models: - customers: - description: This table has basic information about a customer, as well as some - derived facts based on a customer's orders - tags: - - TABLE_PII - """ - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_import_dbt_manifest_with_filter(): - result = DataContract().import_from_source("dbt", dbt_manifest, dbt_model=["customers"]) - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: jaffle_shop - version: 0.0.1 - dbt_version: 1.8.0 -models: - customers: - description: This table has basic information about a customer, as well as some - derived facts based on a customer's orders - fields: - customer_id: - type: integer - description: This is a unique identifier for a customer - primaryKey: true - required: true - unique: true - first_name: - type: varchar - description: Customer's first name. PII. - tags: - - PII - last_name: - type: varchar - description: Customer's last name. PII. - tags: - - PII - first_order: - type: date - description: Date (UTC) of a customer's first order - most_recent_order: - type: date - description: Date (UTC) of a customer's most recent order - number_of_orders: - type: bigint - description: Count of the number of orders a customer has placed - customer_lifetime_value: - type: double - description: '' - tags: - - TABLE_PII""" - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() diff --git a/datacontract-cli/tests/test_import_glue.py b/datacontract-cli/tests/test_import_glue.py deleted file mode 100644 index e1501eb02..000000000 --- a/datacontract-cli/tests/test_import_glue.py +++ /dev/null @@ -1,196 +0,0 @@ -import boto3 -import pytest -import yaml -from moto import mock_aws -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.INFO, force=True) - -db_name = "test_database" -table_name = "test_table" - - -@pytest.fixture(scope="function") -def aws_credentials(monkeypatch): - """Mocked AWS Credentials for moto.""" - monkeypatch.setenv("AWS_ACCESS_KEY_ID", "testing") - monkeypatch.setenv("AWS_ACCESS_KEY_ID", "testing") - monkeypatch.setenv("AWS_SECRET_ACCESS_KEY", "testing") - monkeypatch.setenv("AWS_SECURITY_TOKEN", "testing") - monkeypatch.setenv("AWS_SESSION_TOKEN", "testing") - monkeypatch.setenv("AWS_DEFAULT_REGION", "us-east-1") - - -@pytest.fixture(scope="function") -def setup_mock_glue(aws_credentials): - with mock_aws(): - client = boto3.client("glue") - - client.create_database( - DatabaseInput={ - "Name": db_name, - "LocationUri": "s3://test_bucket/testdb", - }, - ) - - client.create_table( - DatabaseName=db_name, - TableInput={ - "Name": table_name, - "StorageDescriptor": { - "Columns": [ - { - "Name": "field_one", - "Type": "string", - "Comment": "Comment 1", - }, - { - "Name": "field_two", - "Type": "int", - }, - { - "Name": "field_three", - "Type": "timestamp", - }, - {"Name": "field_four", "Type": "decimal(6,2)"}, - { - "Name": "field_five", - "Type": "struct", - }, - {"Name": "field_six", "Type": "array"}, - { - "Name": "field_seven", - "Type": "array>", - }, - { - "Name": "field_eight", - "Type": "map", - }, - { - "Name": "field_nine", - "Type": "decimal", - }, - { - "Name": "field_ten", - "Type": "bigint", - }, - { - "Name": "field_eleven", - "Type": "float", - }, - { - "Name": "field_twelve", - "Type": "double", - }, - { - "Name": "field_thirteen", - "Type": "timestamp", - }, - { - "Name": "field_fourteen", - "Type": "date", - }, - { - "Name": "field_fifteen", - "Type": "varchar", - }, - { - "Name": "field_sixteen", - "Type": "varchar(255)", - }, - ] - }, - "PartitionKeys": [ - { - "Name": "part_one", - "Type": "string", - "Comment": "Comment 2", - }, - { - "Name": "part_two", - "Type": "date", - }, - ], - }, - ) - # everything after the yield will run after the fixture is used - yield client - - -@mock_aws -def test_cli(setup_mock_glue): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "glue", - "--source", - "test_database", - ], - ) - assert result.exit_code == 0 - - -@mock_aws -def test_cli_with_table_filters(setup_mock_glue): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "glue", - "--source", - "test_database", - "--glue-table", - "table_1", - "--glue-table", - "table_2", - ], - ) - assert result.exit_code == 0 - - -@mock_aws -def test_import_glue_schema_without_glue_table_filter(setup_mock_glue): - result = DataContract().import_from_source("glue", "test_database") - - with open("fixtures/glue/datacontract.yaml") as file: - expected = file.read() - - print("Result", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - # Disable linters so we don't get "missing description" warnings - assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() - - -@mock_aws -def test_import_glue_schema_with_glue_table_filter(setup_mock_glue): - result = DataContract().import_from_source(format="glue", source="test_database", glue_table=[table_name]) - - with open("fixtures/glue/datacontract.yaml") as file: - expected = file.read() - - print("Result", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - # Disable linters so we don't get "missing description" warnings - assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() - - -@mock_aws -def test_import_glue_schema_with_non_existent_glue_table_filter(setup_mock_glue): - result = DataContract().import_from_source(format="glue", source="test_database", glue_table=["table_1"]) - - # we specify a table that the Mock doesn't have and thus expect an empty result - with open("fixtures/glue/datacontract-empty-model.yaml") as file: - expected = file.read() - - print("Result", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - # Disable linters so we don't get "missing description" warnings - assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_iceberg.py b/datacontract-cli/tests/test_import_iceberg.py deleted file mode 100644 index 6518b15d6..000000000 --- a/datacontract-cli/tests/test_import_iceberg.py +++ /dev/null @@ -1,143 +0,0 @@ -import pytest -from pyiceberg.schema import Schema -from pyiceberg.types import IntegerType, NestedField -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.imports.iceberg_importer import load_and_validate_iceberg_schema -from datacontract.model.exceptions import DataContractException - -expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - test-table: - type: table - title: test-table - fields: - foo: - title: foo - type: string - required: false - config: - icebergFieldId: 1 - bar: - title: bar - type: integer - required: true - primaryKey: true - config: - icebergFieldId: 2 - baz: - title: baz - type: boolean - required: false - config: - icebergFieldId: 3 - qux: - title: qux - type: array - required: true - items: - type: string - required: true - config: - icebergFieldId: 4 - quux: - title: quux - type: map - required: true - keys: - type: string - required: true - values: - type: map - required: true - keys: - type: string - required: true - values: - type: integer - required: true - config: - icebergFieldId: 6 - location: - title: location - type: array - required: true - items: - type: object - required: true - fields: - latitude: - title: latitude - type: float - required: false - config: - icebergFieldId: 13 - longitude: - title: longitude - type: float - required: false - config: - icebergFieldId: 14 - config: - icebergFieldId: 11 - person: - title: person - type: object - required: false - fields: - name: - title: name - type: string - required: false - config: - icebergFieldId: 16 - age: - title: age - type: integer - required: true - config: - icebergFieldId: 17 - config: - icebergFieldId: 15 - """ - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "iceberg", - "--source", - "fixtures/iceberg/nested_schema.json", - "--iceberg-table", - "test-table", - ], - ) - - output = result.stdout - assert result.exit_code == 0 - assert output.strip() == expected.strip() - - -def test_load_and_validate_iceberg_schema_success(): - s = load_and_validate_iceberg_schema("fixtures/iceberg/simple_schema.json") - - assert s == Schema( - NestedField(field_id=1, name="foo", field_type=IntegerType(), required=True), - schema_id=1, - identifier_field_ids=[1], - ) - - -def test_load_and_validate_iceberg_schema_failure(): - with pytest.raises(DataContractException): - load_and_validate_iceberg_schema("fixtures/iceberg/invalid_schema.json") diff --git a/datacontract-cli/tests/test_import_jsonschema.py b/datacontract-cli/tests/test_import_jsonschema.py deleted file mode 100644 index 0d9055462..000000000 --- a/datacontract-cli/tests/test_import_jsonschema.py +++ /dev/null @@ -1,83 +0,0 @@ -import os -from pathlib import Path - -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "jsonschema", - "--source", - "fixtures/import/orders.json", - ], - ) - assert result.exit_code == 0 - - -def test_cli_with_output(tmp_path: Path): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "jsonschema", - "--source", - "fixtures/import/orders_union-types.json", - "--output", - tmp_path / "datacontract.yaml", - ], - ) - assert result.exit_code == 0 - assert os.path.exists(tmp_path / "datacontract.yaml") - - with open(tmp_path / "datacontract.yaml") as file: - actual = file.read() - with open("fixtures/import/orders_union-types_datacontract.yml") as file: - expected = file.read() - - assert yaml.safe_load(actual) == yaml.safe_load(expected) - - -def test_import_json_schema_orders(): - result = DataContract().import_from_source("jsonschema", "fixtures/import/orders_union-types.json") - - with open("fixtures/import/orders_union-types_datacontract.yml") as file: - expected = file.read() - - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_import_json_schema_football(): - result = DataContract().import_from_source("jsonschema", "fixtures/import/football.json") - - with open("fixtures/import/football-datacontract.yml") as file: - expected = file.read() - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - - -def test_import_json_schema_football_deeply_nested_no_required(): - result = DataContract().import_from_source("jsonschema", "fixtures/import/football_deeply_nested_no_required.json") - - with open("fixtures/import/football_deeply_nested_no_required_datacontract.yml") as file: - expected = file.read() - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) diff --git a/datacontract-cli/tests/test_import_odcs_v3.py b/datacontract-cli/tests/test_import_odcs_v3.py deleted file mode 100644 index 21cb86b6b..000000000 --- a/datacontract-cli/tests/test_import_odcs_v3.py +++ /dev/null @@ -1,48 +0,0 @@ -import os -import sys - -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "odcs", - "--source", - "./fixtures/odcs_v3/full-example.odcs.yaml", - ], - ) - assert result.exit_code == 0 - - -def test_import_full_odcs(): - result = DataContract().import_from_source("odcs", "./fixtures/odcs_v3/full-example.odcs.yaml") - expected_datacontract = read_file("fixtures/odcs_v3/full-example.datacontract.yml") - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract) - assert DataContract(data_contract_str=expected_datacontract).lint(enabled_linters="none").has_passed() - - -def test_import_complex_odcs(): - result = DataContract().import_from_source("odcs", "./fixtures/odcs_v3/adventureworks.odcs.yaml") - expected_datacontract = read_file("fixtures/odcs_v3/adventureworks.datacontract.yml") - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract) - assert DataContract(data_contract_str=expected_datacontract).lint(enabled_linters="none").has_passed() - - -def read_file(file): - if not os.path.exists(file): - print(f"The file '{file}' does not exist.") - sys.exit(1) - with open(file, "r") as file: - file_content = file.read() - return file_content diff --git a/datacontract-cli/tests/test_import_parquet.py b/datacontract-cli/tests/test_import_parquet.py deleted file mode 100644 index 575621127..000000000 --- a/datacontract-cli/tests/test_import_parquet.py +++ /dev/null @@ -1,68 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -parquet_file_path = "fixtures/parquet/data/combined_no_time.parquet" - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "parquet", - "--source", - parquet_file_path, - ], - ) - assert result.exit_code == 0 - - -def test_import_parquet(): - result = DataContract().import_from_source(format="parquet", source=parquet_file_path) - - expected = """dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -models: - combined_no_time: - fields: - string_field: - type: string - blob_field: - type: bytes - boolean_field: - type: boolean - decimal_field: - type: decimal - precision: 10 - scale: 2 - float_field: - type: float - double_field: - type: double - integer_field: - type: int - bigint_field: - type: long - struct_field: - type: struct - array_field: - type: array - list_field: - type: array - map_field: - type: map - date_field: - type: date - timestamp_field: - type: timestamp -""" - - assert result.to_yaml() == expected - assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_spark.py b/datacontract-cli/tests/test_import_spark.py deleted file mode 100644 index e13528353..000000000 --- a/datacontract-cli/tests/test_import_spark.py +++ /dev/null @@ -1,239 +0,0 @@ -import pytest -import yaml -from pyspark.sql import SparkSession, types -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -servers: - local: - type: dataframe -models: - users: - fields: - id: - type: string - required: false - name: - type: string - required: false - address: - type: struct - required: false - fields: - number: - type: integer - required: false - street: - type: string - required: false - city: - type: string - required: false - tags: - type: array - required: false - items: - type: string - required: false - metadata: - type: map - required: false - keys: - type: string - required: true - values: - type: struct - required: false - fields: - value: - type: string - required: false - type: - type: string - required: false - timestamp: - type: long - required: false - source: - type: string - required: false - """ - - -@pytest.fixture(scope="session") -def spark(tmp_path_factory) -> SparkSession: - """Create and configure a Spark session.""" - spark = ( - SparkSession.builder.appName("datacontract-dataframe-unittest") - .config( - "spark.sql.warehouse.dir", - f"{tmp_path_factory.mktemp('spark')}/spark-warehouse", - ) - .config("spark.streaming.stopGracefullyOnShutdown", "true") - .config( - "spark.jars.packages", - "org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.0,org.apache.spark:spark-avro_2.12:3.5.0", - ) - .getOrCreate() - ) - spark.sparkContext.setLogLevel("WARN") - print(f"Using PySpark version {spark.version}") - return spark - - -def test_cli(spark: SparkSession): - df_user = spark.createDataFrame( - data=[ - { - "id": "1", - "name": "John Doe", - "address": { - "number": 123, - "street": "Maple Street", - "city": "Anytown", - }, - "tags": ["tag1", "tag2"], - "metadata": { - "my-source-metadata": { - "value": "1234567890", - "type": "STRING", - "timestamp": 1646053400, - "source": "my-source", - } - }, - } - ], - schema=types.StructType( - [ - types.StructField("id", types.StringType()), - types.StructField("name", types.StringType()), - types.StructField( - "address", - types.StructType( - [ - types.StructField("number", types.IntegerType()), - types.StructField("street", types.StringType()), - types.StructField("city", types.StringType()), - ] - ), - ), - types.StructField("tags", types.ArrayType(types.StringType())), - types.StructField( - "metadata", - types.MapType( - keyType=types.StringType(), - valueType=types.StructType( - [ - types.StructField("value", types.StringType()), - types.StructField("type", types.StringType()), - types.StructField("timestamp", types.LongType()), - types.StructField("source", types.StringType()), - ] - ), - ), - ), - ] - ), - ) - - df_user.createOrReplaceTempView("users") - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "spark", - "--source", - "users", - ], - ) - - output = result.stdout - assert result.exit_code == 0 - assert output.strip() == expected.strip() - - -def test_table_not_exists(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "spark", - "--source", - "table_not_exists", - ], - ) - - assert result.exit_code == 1 - - -def test_prog(spark: SparkSession): - df_user = spark.createDataFrame( - data=[ - { - "id": "1", - "name": "John Doe", - "address": { - "number": 123, - "street": "Maple Street", - "city": "Anytown", - }, - "tags": ["tag1", "tag2"], - "metadata": { - "my-source-metadata": { - "value": "1234567890", - "type": "STRING", - "timestamp": 1646053400, - "source": "my-source", - } - }, - } - ], - schema=types.StructType( - [ - types.StructField("id", types.StringType()), - types.StructField("name", types.StringType()), - types.StructField( - "address", - types.StructType( - [ - types.StructField("number", types.IntegerType()), - types.StructField("street", types.StringType()), - types.StructField("city", types.StringType()), - ] - ), - ), - types.StructField("tags", types.ArrayType(types.StringType())), - types.StructField( - "metadata", - types.MapType( - keyType=types.StringType(), - valueType=types.StructType( - [ - types.StructField("value", types.StringType()), - types.StructField("type", types.StringType()), - types.StructField("timestamp", types.LongType()), - types.StructField("source", types.StringType()), - ] - ), - ), - ), - ] - ), - ) - - df_user.createOrReplaceTempView("users") - result = DataContract().import_from_source("spark", "users") - - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) diff --git a/datacontract-cli/tests/test_import_sql_postgres.py b/datacontract-cli/tests/test_import_sql_postgres.py deleted file mode 100644 index edc18b729..000000000 --- a/datacontract-cli/tests/test_import_sql_postgres.py +++ /dev/null @@ -1,151 +0,0 @@ -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - -datacontract = "fixtures/postgres/datacontract.yaml" -sql_file_path = "fixtures/postgres/data/data.sql" - - -def test_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "sql", - "--source", - sql_file_path, - ], - ) - assert result.exit_code == 0 - - -def test_import_sql_postgres(): - result = DataContract().import_from_source("sql", sql_file_path, dialect="postgres") - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -servers: - postgres: - type: postgres -models: - my_table: - type: table - fields: - field_one: - type: string - primaryKey: true - maxLength: 10 - config: - postgresType: VARCHAR(10) - field_two: - type: int - required: true - config: - postgresType: INT - field_three: - type: timestamp_tz - config: - postgresType: TIMESTAMPTZ - """ - print("Result", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - # Disable linters so we don't get "missing description" warnings - assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() - - -def test_import_sql_constraints(): - result = DataContract().import_from_source("sql", "fixtures/postgres/data/data_constraints.sql", dialect="postgres") - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -servers: - postgres: - type: postgres -models: - customer_location: - type: table - fields: - id: - type: decimal - required: true - # primaryKey: true - config: - postgresType: DECIMAL - created_by: - type: string - required: true - maxLength: 30 - config: - postgresType: VARCHAR(30) - create_date: - type: timestamp_ntz - required: true - config: - postgresType: TIMESTAMP - changed_by: - type: string - maxLength: 30 - config: - postgresType: VARCHAR(30) - change_date: - type: timestamp_ntz - config: - postgresType: TIMESTAMP - name: - type: string - required: true - maxLength: 120 - config: - postgresType: VARCHAR(120) - short_name: - type: string - maxLength: 60 - config: - postgresType: VARCHAR(60) - display_name: - type: string - required: true - maxLength: 120 - config: - postgresType: VARCHAR(120) - code: - type: string - required: true - maxLength: 30 - config: - postgresType: VARCHAR(30) - description: - type: string - maxLength: 4000 - config: - postgresType: VARCHAR(4000) - language_id: - type: decimal - required: true - config: - postgresType: DECIMAL - status: - type: string - required: true - maxLength: 2 - config: - postgresType: VARCHAR(2) - """ - print("Result", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - # Disable linters so we don't get "missing description" warnings - assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_sql_sqlserver.py b/datacontract-cli/tests/test_import_sql_sqlserver.py deleted file mode 100644 index 498c42142..000000000 --- a/datacontract-cli/tests/test_import_sql_sqlserver.py +++ /dev/null @@ -1,178 +0,0 @@ -import yaml - -from datacontract.data_contract import DataContract - -sql_file_path = "fixtures/sqlserver/import/ddl.sql" - - -def test_import_sql_sqlserver(): - result = DataContract().import_from_source("sql", sql_file_path, dialect="sqlserver") - - expected = """ -dataContractSpecification: 1.1.0 -id: my-data-contract-id -info: - title: My Data Contract - version: 0.0.1 -servers: - sqlserver: - type: sqlserver -models: - my_table: - type: table - fields: - field_primary_key: - type: int - primaryKey: true - description: Primary key - config: - sqlserverType: INTEGER - field_not_null: - type: int - required: true - description: Not null - config: - sqlserverType: INTEGER - field_char: - type: string - maxLength: 10 - description: Fixed-length string - config: - sqlserverType: CHAR(10) - field_varchar: - type: string - maxLength: 100 - description: Variable-length string - config: - sqlserverType: VARCHAR(100) - field_text: - type: string - description: Large variable-length string - config: - sqlserverType: VARCHAR(MAX) - field_nchar: - type: string - maxLength: 10 - description: Fixed-length Unicode string - config: - sqlserverType: NCHAR(10) - field_nvarchar: - type: string - maxLength: 100 - description: Variable-length Unicode string - config: - sqlserverType: NVARCHAR(100) - field_ntext: - type: string - description: Large variable-length Unicode string - config: - sqlserverType: NVARCHAR(MAX) - field_tinyint: - type: int - description: Integer (0-255) - config: - sqlserverType: TINYINT - field_smallint: - type: int - description: Integer (-32,768 to 32,767) - config: - sqlserverType: SMALLINT - field_int: - type: int - description: Integer (-2.1B to 2.1B) - config: - sqlserverType: INTEGER - field_bigint: - type: long - description: Large integer (-9 quintillion to 9 quintillion) - config: - sqlserverType: BIGINT - field_decimal: - type: decimal - precision: 10 - scale: 2 - description: Fixed precision decimal - config: - sqlserverType: NUMERIC(10, 2) - field_numeric: - type: decimal - precision: 10 - scale: 2 - description: Same as DECIMAL - config: - sqlserverType: NUMERIC(10, 2) - field_float: - type: float - description: Approximate floating-point - config: - sqlserverType: FLOAT - field_real: - type: float - description: Smaller floating-point - config: - sqlserverType: FLOAT - field_bit: - type: boolean - description: Boolean-like (0 or 1) - config: - sqlserverType: BIT - field_date: - type: date - description: Date only (YYYY-MM-DD) - config: - sqlserverType: DATE - field_time: - type: string - description: Time only (HH:MM:SS) - config: - sqlserverType: TIME - field_datetime2: - type: timestamp_ntz - description: More precise datetime - config: - sqlserverType: DATETIME2 - field_smalldatetime: - type: timestamp_ntz - description: Less precise datetime - config: - sqlserverType: SMALLDATETIME - field_datetimeoffset: - type: timestamp_tz - description: Datetime with time zone - config: - sqlserverType: DATETIMEOFFSET - field_binary: - type: bytes - description: Fixed-length binary - config: - sqlserverType: BINARY(16) - field_varbinary: - type: bytes - description: Variable-length binary - config: - sqlserverType: VARBINARY(100) - field_uniqueidentifier: - type: string - description: GUID - config: - sqlserverType: UNIQUEIDENTIFIER - field_xml: - type: string - description: XML data - config: - sqlserverType: XML - field_json: - type: string - description: JSON (Stored as text) - config: - sqlserverType: JSON - # field_sql_variant: - # type: variant - # description: Stores different data types - # config: - # sqlserverType: SQL_VARIANT - """ - print("Result", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - # Disable linters so we don't get "missing description" warnings - assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed() diff --git a/datacontract-cli/tests/test_import_unity_file.py b/datacontract-cli/tests/test_import_unity_file.py deleted file mode 100644 index 050a88fdb..000000000 --- a/datacontract-cli/tests/test_import_unity_file.py +++ /dev/null @@ -1,65 +0,0 @@ -import yaml -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_cli(): - print("running test_cli") - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "unity", - "--source", - "fixtures/databricks-unity/import/unity_table_schema.json", - ], - ) - assert result.exit_code == 0 - - -def test_import_unity(): - print("running test_import_unity") - result = DataContract().import_from_source("unity", "fixtures/databricks-unity/import/unity_table_schema.json") - - with open("fixtures/databricks-unity/import/datacontract.yaml") as file: - expected = file.read() - - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() - - -def test_cli_complex_types(): - print("running test_cli_complex_types") - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "unity", - "--source", - "fixtures/databricks-unity/import/unity_table_schema_complex_types.json", - ], - ) - assert result.exit_code == 0 - - -def test_import_unity_complex_types(): - print("running test_import_unity_complex_types") - result = DataContract().import_from_source( - "unity", "fixtures/databricks-unity/import/unity_table_schema_complex_types.json" - ) - - with open("fixtures/databricks-unity/import/datacontract_complex_types.yaml") as file: - expected = file.read() - - print("Result:\n", result.to_yaml()) - assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected) - assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed() diff --git a/datacontract-cli/tests/test_integration_datameshmanager.py b/datacontract-cli/tests/test_integration_datameshmanager.py deleted file mode 100644 index 60e9b65d5..000000000 --- a/datacontract-cli/tests/test_integration_datameshmanager.py +++ /dev/null @@ -1,27 +0,0 @@ -import os - -import pytest -from dotenv import load_dotenv -from typer.testing import CliRunner - -from datacontract.data_contract import DataContract - -runner = CliRunner() -load_dotenv(override=True) - - -@pytest.mark.skipif( - os.environ.get("DATAMESH_MANAGER_API_KEY") is None, reason="Requires DATAMESH_MANAGER_API_KEY to be set" -) -def test_remote_data_contract(): - data_contract = DataContract( - data_contract_file="https://app.datamesh-manager.com/checker1/datacontracts/verbraucherpreisindex-61111-0002zzz", - publish_url="https://api.datamesh-manager.com/api/test-results", - ) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert len(run.checks) == 4 - assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_lint.py b/datacontract-cli/tests/test_lint.py deleted file mode 100644 index 5bb6552f2..000000000 --- a/datacontract-cli/tests/test_lint.py +++ /dev/null @@ -1,74 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract, DataContractSpecification - -# logging.basicConfig(level=logging.INFO, force=True) - -runner = CliRunner() - - -def test_lint_valid_data_contract(): - data_contract_file = "fixtures/lint/valid_datacontract.yaml" - data_contract = DataContract(data_contract_file=data_contract_file) - - run = data_contract.lint() - assert run.result == "passed" - - -def test_lint_invalid_data_contract(): - data_contract_file = "fixtures/lint/invalid_datacontract.yaml" - data_contract = DataContract(data_contract_file=data_contract_file) - - run = data_contract.lint() - - assert run.result == "failed" - - -def test_lint_cli_valid(): - data_contract_file = "fixtures/lint/valid_datacontract.yaml" - expected_output = "🟢 data contract is valid. Run 7 checks." - - result = runner.invoke(app, ["lint", data_contract_file]) - - assert result.exit_code == 0 - assert expected_output in result.stdout - - -def test_lint_cli_invalid(): - data_contract_file = "fixtures/lint/invalid_datacontract.yaml" - expected_output = "🔴 data contract is invalid, found the following errors:\n1) Check that data contract YAML is valid: data must contain ['id'] properties\n" - - result = runner.invoke(app, ["lint", data_contract_file]) - - assert result.exit_code == 1 - assert expected_output in result.stdout - - -def test_lint_custom_schema(): - data_contract_file = "fixtures/lint/custom_datacontract.yaml" - schema_file = "fixtures/lint/custom_datacontract.schema.json" - data_contract = DataContract(data_contract_file=data_contract_file, schema_location=schema_file) - - run = data_contract.lint() - - assert run.result == "passed" - - -def test_lint_with_ref(): - data_contract = DataContract( - data_contract_file="fixtures/lint/valid_datacontract_ref.yaml", inline_definitions=True - ) - - run = data_contract.lint() - DataContractSpecification.model_validate(data_contract.get_data_contract_specification()) - - assert run.result == "passed" - - -def test_lint_with_references(): - data_contract = DataContract(data_contract_file="fixtures/lint/valid_datacontract_references.yaml") - - run = data_contract.lint() - - assert run.result == "passed" diff --git a/datacontract-cli/tests/test_notice_period_linter.py b/datacontract-cli/tests/test_notice_period_linter.py deleted file mode 100644 index ab2c5478f..000000000 --- a/datacontract-cli/tests/test_notice_period_linter.py +++ /dev/null @@ -1,47 +0,0 @@ -import datacontract.model.data_contract_specification as spec -from datacontract.lint.linters.notice_period_linter import NoticePeriodLinter -from datacontract.model.run import Check - - -def construct_error_check(msg: str) -> Check: - return Check( - type="lint", - name="Linter 'noticePeriod in ISO8601 format'", - result="warning", - engine="datacontract", - reason=msg, - ) - - -success_check = Check( - type="lint", name="Linter 'noticePeriod in ISO8601 format'", result="passed", engine="datacontract" -) - - -def test_lint_correct_period(): - specification = spec.DataContractSpecification() - specification.terms = spec.Terms(noticePeriod="P1M") - result = NoticePeriodLinter().lint(specification) - assert result == [success_check] - - -def test_lint_empty_period(): - # This returns a warning that's currently ignored. - # If warnings are treated differently, change this spec. - specification = spec.DataContractSpecification(terms=spec.Terms()) - result = NoticePeriodLinter().lint(specification) - assert result == [success_check] - - -def test_lint_incorrect_period(): - # This returns a warning that's currently ignored. - # If warnings are treated differently, change this spec. - specification = spec.DataContractSpecification(terms=spec.Terms(noticePeriod="P0")) - result = NoticePeriodLinter().lint(specification) - assert result == [construct_error_check("Notice period 'P0' is not a valid ISO8601 duration.")] - - -def test_lint_correct_datetime_period(): - specification = spec.DataContractSpecification(terms=spec.Terms(noticePeriod="P00000001T000001")) - result = NoticePeriodLinter().lint(specification) - assert result == [success_check] diff --git a/datacontract-cli/tests/test_quality_schema_linter.py b/datacontract-cli/tests/test_quality_schema_linter.py deleted file mode 100644 index 278f87fb8..000000000 --- a/datacontract-cli/tests/test_quality_schema_linter.py +++ /dev/null @@ -1,35 +0,0 @@ -import datacontract.lint.resolve as resolve -from datacontract.lint.linters.quality_schema_linter import QualityUsesSchemaLinter -from datacontract.model.run import Check - - -def construct_error_check(msg: str) -> Check: - return Check( - type="lint", - name="Linter 'Quality check(s) use model'", - result="warning", - engine="datacontract", - reason=msg, - ) - - -success_check = Check(type="lint", name="Linter 'Quality check(s) use model'", result="passed", engine="datacontract") - -data_contract_file = "fixtures/lint/datacontract_quality_schema.yaml" - - -def test_lint_correct_sodacl(): - base_contract_sodacl = resolve.resolve_data_contract_from_location(data_contract_file) - result = QualityUsesSchemaLinter().lint(base_contract_sodacl) - assert result == [success_check] - - -def test_lint_incorrect_sodacl(): - base_contract_sodacl = resolve.resolve_data_contract_from_location(data_contract_file) - incorrect_contract = base_contract_sodacl.model_copy(deep=True) - incorrect_contract.quality.specification = """ - checks for tests: - - freshness(column_1) < 1d - """ - result = QualityUsesSchemaLinter().lint(incorrect_contract) - assert result == [construct_error_check("Quality check on unknown model 'tests'")] diff --git a/datacontract-cli/tests/test_resolve.py b/datacontract-cli/tests/test_resolve.py deleted file mode 100644 index 56c1f9e3f..000000000 --- a/datacontract-cli/tests/test_resolve.py +++ /dev/null @@ -1,171 +0,0 @@ -import tempfile - -from datacontract.lint.resolve import resolve_data_contract - -# logging.basicConfig(level=logging.INFO, force=True) - - -def test_resolve_data_contract_simple_definition(): - datacontract = resolve_data_contract( - data_contract_str=""" - dataContractSpecification: 1.1.0 - id: my-id - info: - title: My Title - version: 1.0.0 - models: - orders: - fields: - order_id: - $ref: "#/definitions/order_id" - definitions: - order_id: - name: order_id - type: int - """, - inline_definitions=True, - ) - assert datacontract.models["orders"].fields["order_id"].type == "int" - - -def test_resolve_data_contract_complex_definition(): - datacontract = resolve_data_contract( - data_contract_str=""" - dataContractSpecification: 1.1.0 - id: my-id - info: - title: My Title - version: 1.0.0 - models: - orders: - fields: - order_id: - $ref: "#/definitions/order/fields/order_id" - definitions: - order: - name: order - type: object - fields: - order_id: - type: int - """, - inline_definitions=True, - ) - assert datacontract.models["orders"].fields["order_id"].type == "int" - - -def test_resolve_data_contract_array_definition(): - datacontract = resolve_data_contract( - data_contract_str=""" - dataContractSpecification: 1.1.0 - id: my-id - info: - title: My Title - version: 1.0.0 - models: - my_message: - fields: - my_data: - type: array - items: - name: My Data - type: object - fields: - data_id: - $ref: "#/definitions/order_id" - required: true - definitions: - order_id: - name: order_id - type: int - """, - inline_definitions=True, - ) - assert datacontract.models["my_message"].fields["my_data"].items.fields["data_id"].type == "int" - - -def test_resolve_data_contract_nested_definition(): - datacontract = resolve_data_contract( - data_contract_str=""" - dataContractSpecification: 1.1.0 - id: my-id - info: - title: My Title - version: 1.0.0 - models: - my_message: - fields: - my_data: - name: My Data - type: object - fields: - data_id: - $ref: "#/definitions/order_id" - required: true - definitions: - order_id: - name: order_id - type: int - """, - inline_definitions=True, - ) - assert datacontract.models["my_message"].fields["my_data"].fields["data_id"].type == "int" - - -def test_resolve_data_contract_simple_definition_file(): - with tempfile.NamedTemporaryFile(delete=True) as temp_file: - # create temp file with content - temp_file.write(b""" - name: order_id - type: int - """) - temp_file.flush() - print(temp_file.name) - - datacontract = resolve_data_contract( - data_contract_str=f""" - dataContractSpecification: 1.1.0 - id: my-id - info: - title: My Title - version: 1.0.0 - models: - orders: - fields: - order_id: - $ref: "file://{temp_file.name}" - """, - inline_definitions=True, - ) - assert datacontract.models["orders"].fields["order_id"].type == "int" - - -def test_resolve_data_contract_complex_definition_file(): - with tempfile.NamedTemporaryFile(delete=True) as temp_file: - # create temp file with content - temp_file.write(b""" - name: order - type: object - fields: - order_id: - type: int - """) - temp_file.flush() - print(temp_file.name) - - datacontract = resolve_data_contract( - data_contract_str=f""" - dataContractSpecification: 1.1.0 - id: my-id - info: - title: My Title - version: 1.0.0 - models: - orders: - fields: - order_id: - $ref: "file://{temp_file.name}#/fields/order_id" - """, - inline_definitions=True, - ) - assert datacontract.models["orders"].fields["order_id"].type == "int" diff --git a/datacontract-cli/tests/test_roundtrip_jsonschema.py b/datacontract-cli/tests/test_roundtrip_jsonschema.py deleted file mode 100644 index 20f470483..000000000 --- a/datacontract-cli/tests/test_roundtrip_jsonschema.py +++ /dev/null @@ -1,50 +0,0 @@ -import json - -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract -from datacontract.export.jsonschema_converter import to_jsonschemas - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_import_cli(): - runner = CliRunner() - result = runner.invoke( - app, - [ - "import", - "--format", - "jsonschema", - "--source", - "fixtures/import/orders.json", - ], - ) - assert result.exit_code == 0 - - -def test_export_cli(): - runner = CliRunner() - result = runner.invoke(app, ["export", "./fixtures/local-json/datacontract.yaml", "--format", "jsonschema"]) - assert result.exit_code == 0 - - -def test_roundtrip_json_schema_orders(): - # Import the data contract from the JSON schema source - result_import = DataContract().import_from_source("jsonschema", "fixtures/import/orders.json") - - # Create a data contract specification with inline definitions - data_contract = DataContract( - data_contract_str=result_import.to_yaml(), inline_definitions=True - ).get_data_contract_specification() - - # Load the expected result from the JSON file - with open("fixtures/import/orders.json", "r") as f: - expected_result = json.load(f) - - # Export the data contract to JSON schema - exported_jsonschema = to_jsonschemas(data_contract) - - # Compare the exported JSON schema with the expected result - assert exported_jsonschema["OrderSchema"] == expected_result diff --git a/datacontract-cli/tests/test_spec_fields_field.py b/datacontract-cli/tests/test_spec_fields_field.py deleted file mode 100644 index 5f2c9ea08..000000000 --- a/datacontract-cli/tests/test_spec_fields_field.py +++ /dev/null @@ -1,17 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.data_contract import DataContract -from datacontract.model.data_contract_specification import Field - -runner = CliRunner() - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_aliases(): - data_contract = DataContract(data_contract_file="fixtures/spec/datacontract_fields_field.yaml") - spec = data_contract.get_data_contract_specification() - model_field = spec.models["sample_model"].fields["id"] - definition_field = model_field.fields["id"] - assert isinstance(model_field, Field) - assert isinstance(definition_field, Field) diff --git a/datacontract-cli/tests/test_spec_ref.py b/datacontract-cli/tests/test_spec_ref.py deleted file mode 100644 index afdf6c832..000000000 --- a/datacontract-cli/tests/test_spec_ref.py +++ /dev/null @@ -1,15 +0,0 @@ -from typer.testing import CliRunner - -from datacontract.data_contract import DataContract - -runner = CliRunner() - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -def test_aliases(): - data_contract = DataContract(data_contract_file="fixtures/spec/datacontract_aliases.yaml") - spec = data_contract.get_data_contract_specification() - yaml = spec.to_yaml() - print(yaml) - assert "$ref" in yaml diff --git a/datacontract-cli/tests/test_test_azure_remote.py b/datacontract-cli/tests/test_test_azure_remote.py deleted file mode 100644 index 19aa00aa8..000000000 --- a/datacontract-cli/tests/test_test_azure_remote.py +++ /dev/null @@ -1,55 +0,0 @@ -import os - -import pytest -from dotenv import load_dotenv - -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.INFO, force=True) - -load_dotenv(override=True) - - -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_AZURE_TENANT_ID") is None - or os.environ.get("DATACONTRACT_AZURE_CLIENT_ID") is None - or os.environ.get("DATACONTRACT_AZURE_CLIENT_SECRET") is None, - reason="Requires DATACONTRACT_AZURE_TENANT_ID, DATACONTRACT_AZURE_CLIENT_ID, and DATACONTRACT_AZURE_CLIENT_SECRET to be set", -) -def test_test_azure_parquet_remote(): - data_contract = DataContract(data_contract_file="fixtures/azure-parquet-remote/datacontract.yaml") - - run = data_contract.test() - - print(run) - assert run.result == "passed" - - -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_AZURE_TENANT_ID") is None - or os.environ.get("DATACONTRACT_AZURE_CLIENT_ID") is None - or os.environ.get("DATACONTRACT_AZURE_CLIENT_SECRET") is None, - reason="Requires DATACONTRACT_AZURE_TENANT_ID, DATACONTRACT_AZURE_CLIENT_ID, and DATACONTRACT_AZURE_CLIENT_SECRET to be set", -) -def test_test_azure_delta_remote(): - data_contract = DataContract(data_contract_file="fixtures/azure-delta-remote/datacontract.yaml") - - run = data_contract.test() - - print(run) - assert run.result == "passed" - - -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_AZURE_TENANT_ID") is None - or os.environ.get("DATACONTRACT_AZURE_CLIENT_ID") is None - or os.environ.get("DATACONTRACT_AZURE_CLIENT_SECRET") is None, - reason="Requires DATACONTRACT_AZURE_TENANT_ID, DATACONTRACT_AZURE_CLIENT_ID, and DATACONTRACT_AZURE_CLIENT_SECRET to be set", -) -def test_test_azure_json_remote(): - data_contract = DataContract(data_contract_file="fixtures/azure-json-remote/datacontract.yaml") - - run = data_contract.test() - - print(run.pretty()) - assert run.result == "passed" diff --git a/datacontract-cli/tests/test_test_bigquery.py b/datacontract-cli/tests/test_test_bigquery.py deleted file mode 100644 index d62a5a291..000000000 --- a/datacontract-cli/tests/test_test_bigquery.py +++ /dev/null @@ -1,43 +0,0 @@ -import os - -import pytest -from dotenv import load_dotenv - -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.INFO, force=True) - -datacontract = "fixtures/bigquery/datacontract.yaml" - -load_dotenv(override=True) - - -# Deactivated because the test requires special setup on a non-free BigQuery account. -# Can activate for testing locally, using a custom account_info file. -# For the provided datacontract.yaml the data file from s3-csv should be imported in the target BigQuery table. -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH") is None, - reason="Requires DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH to be set", -) -def _test_test_bigquery(): - data_contract = DataContract(data_contract_file=datacontract) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH") is None, - reason="Requires DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH to be set", -) -def test_test_bigquery_complex_tables(): - data_contract = DataContract(data_contract_file="fixtures/bigquery/datacontract_complex.yaml") - - run = data_contract.test() - - print(run.pretty()) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_databricks.py b/datacontract-cli/tests/test_test_databricks.py deleted file mode 100644 index 6d2630830..000000000 --- a/datacontract-cli/tests/test_test_databricks.py +++ /dev/null @@ -1,27 +0,0 @@ -import os - -import pytest -from dotenv import load_dotenv - -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - -datacontract = "fixtures/databricks-sql/datacontract.yaml" - -load_dotenv(override=True) - - -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_DATABRICKS_TOKEN") is None, reason="Requires DATACONTRACT_DATABRICKS_TOKEN to be set" -) -def _test_test_databricks_sql(): - # os.environ['DATACONTRACT_DATABRICKS_TOKEN'] = "xxx" - # os.environ['DATACONTRACT_DATABRICKS_HTTP_PATH'] = "/sql/1.0/warehouses/b053a326fa014fb3" - data_contract = DataContract(data_contract_file=datacontract) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_dataframe.py b/datacontract-cli/tests/test_test_dataframe.py deleted file mode 100644 index d5e255e48..000000000 --- a/datacontract-cli/tests/test_test_dataframe.py +++ /dev/null @@ -1,107 +0,0 @@ -from datetime import datetime - -import pytest -from dotenv import load_dotenv -from pyspark.sql import Row, SparkSession -from pyspark.sql.types import ( - ArrayType, - IntegerType, - StringType, - StructField, - StructType, - TimestampType, -) - -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.INFO, force=True) - -datacontract = "fixtures/dataframe/datacontract.yaml" - -load_dotenv(override=True) - - -@pytest.fixture(scope="session") -def spark(tmp_path_factory) -> SparkSession: - """Create and configure a Spark session.""" - spark = ( - SparkSession.builder.appName("datacontract-dataframe-unittest") - .config( - "spark.sql.warehouse.dir", - f"{tmp_path_factory.mktemp('spark')}/spark-warehouse", - ) - .config("spark.streaming.stopGracefullyOnShutdown", "true") - .config( - "spark.jars.packages", - "org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.0,org.apache.spark:spark-avro_2.12:3.5.0", - ) - .getOrCreate() - ) - spark.sparkContext.setLogLevel("WARN") - print(f"Using PySpark version {spark.version}") - return spark - - -# TODO this test conflicts with the test_test_kafka.py test -def test_test_dataframe(spark: SparkSession): - _prepare_dataframe(spark) - data_contract = DataContract( - data_contract_file=datacontract, - spark=spark, - ) - - run = data_contract.test() - - print(run.pretty()) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - spark.stop() - - -def _prepare_dataframe(spark): - schema = StructType( - [ - StructField("field_one", StringType(), nullable=False), - StructField("field_two", IntegerType(), nullable=True), - StructField("field_three", TimestampType(), nullable=True), - StructField("field_array_of_strings", ArrayType(StringType()), nullable=True), - StructField( - "field_array_of_structs", - ArrayType( - StructType( - [ - StructField("inner_field_string", StringType()), - StructField("inner_field_int", IntegerType()), - ] - ) - ), - ), - ] - ) - data = [ - Row( - field_one="AB-123-CD", - field_two=15, - field_three=datetime.strptime("2024-01-01 12:00:00", "%Y-%m-%d %H:%M:%S"), - field_array_of_strings=["string1", "string2"], - field_array_of_structs=[ - Row(inner_field_string="string1", inner_field_int=1), - Row(inner_field_string="string2", inner_field_int=2), - ], - ), - Row( - field_one="XY-456-ZZ", - field_two=20, - field_three=datetime.strptime("2024-02-01 12:00:00", "%Y-%m-%d %H:%M:%S"), - field_array_of_strings=["string3", "string4"], - field_array_of_structs=[ - Row(inner_field_string="string3", inner_field_int=3), - Row(inner_field_string="string4", inner_field_int=4), - ], - ), - ] - # Create DataFrame - df = spark.createDataFrame(data, schema=schema) - # Create temporary view - # Name must match the model name in the data contract - df.createOrReplaceTempView("my_table") diff --git a/datacontract-cli/tests/test_test_delta.py b/datacontract-cli/tests/test_test_delta.py deleted file mode 100644 index 7dd215a09..000000000 --- a/datacontract-cli/tests/test_test_delta.py +++ /dev/null @@ -1,29 +0,0 @@ -import os - -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -runner = CliRunner() - - -def test_valid_cli(): - current_file_path = os.path.abspath(__file__) - print("DEBUG Current file path:" + current_file_path) - - result = runner.invoke(app, ["test", "./fixtures/local-delta/datacontract.yaml"]) - assert result.exit_code == 0 - assert "Testing ./fixtures/local-delta/datacontract.yaml" in result.stdout - - -def test_valid(): - data_contract = DataContract( - data_contract_file="fixtures/local-delta/datacontract.yaml", - # publish=True, - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - assert len(run.checks) == 9 - assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_gcs_json_remote.py b/datacontract-cli/tests/test_test_gcs_json_remote.py deleted file mode 100644 index 27495e40c..000000000 --- a/datacontract-cli/tests/test_test_gcs_json_remote.py +++ /dev/null @@ -1,48 +0,0 @@ -import os - -import pytest -from dotenv import load_dotenv - -from datacontract.data_contract import DataContract - -datacontract = "fixtures/gcs-json-remote/datacontract.yaml" -load_dotenv(override=True) - - -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_GCS_KEY_ID") is None or os.environ.get("DATACONTRACT_GCS_SECRET") is None, - reason="Requires DATACONTRACT_GCS_KEY_ID, and DATACONTRACT_GCS_SECRET to be set", -) -def test_test_gcs_json_remote_gcs_url(): - """ - server.type "gcs" and gs:// locations work with DuckDB, but are not yet supported for json schema testing - """ - data_contract = DataContract( - data_contract_file=datacontract, - server="gcs-url", - ) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - - -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_GCS_KEY_ID") is None or os.environ.get("DATACONTRACT_GCS_SECRET") is None, - reason="Requires DATACONTRACT_GCS_KEY_ID, and DATACONTRACT_GCS_SECRET to be set", -) -def test_test_gcs_json_remote_s3_style(monkeypatch): - monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", os.environ.get("DATACONTRACT_GCS_KEY_ID")) - monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", os.environ.get("DATACONTRACT_GCS_SECRET")) - - data_contract = DataContract( - data_contract_file=datacontract, - server="s3-style", - ) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_kafka.py b/datacontract-cli/tests/test_test_kafka.py deleted file mode 100644 index 37bfbec85..000000000 --- a/datacontract-cli/tests/test_test_kafka.py +++ /dev/null @@ -1,53 +0,0 @@ -import sys - -import six - -# Fix for Python 3.12 -if sys.version_info >= (3, 12, 1): - sys.modules["kafka.vendor.six.moves"] = six.moves - - -from kafka import KafkaProducer -from testcontainers.kafka import KafkaContainer - -from datacontract.data_contract import DataContract - -datacontract = "fixtures/kafka/datacontract.yaml" - - -def test_test_kafka(monkeypatch): - monkeypatch.delenv("DATACONTRACT_KAFKA_SASL_USERNAME", raising=False) - - with KafkaContainer("confluentinc/cp-kafka:7.7.0").with_kraft() as kafka: - send_messages_to_topic(kafka, "fixtures/kafka/data/messages.json", "inventory-events") - data_contract_str = _setup_datacontract(kafka) - data_contract = DataContract(data_contract_str=data_contract_str) - run = data_contract.test() - - print(run.pretty()) - assert run.result == "passed" - - -def send_messages_to_topic(kafka: KafkaContainer, messages_file_path: str, topic_name: str): - print(f"Sending messages from {messages_file_path} to Kafka topic {topic_name}") - - producer = KafkaProducer( - bootstrap_servers=kafka.get_bootstrap_server(), value_serializer=lambda v: v.encode("utf-8") - ) - messages_sent = 0 - - with open(messages_file_path) as messages_file: - for line in messages_file: - message = line - producer.send(topic=topic_name, value=message) - messages_sent += 1 - producer.flush() - - print(f"Sent {messages_sent} messages from {messages_file_path} to Kafka topic {topic_name}") - - -def _setup_datacontract(kafka: KafkaContainer): - with open(datacontract) as data_contract_file: - data_contract_str = data_contract_file.read() - host = kafka.get_bootstrap_server() - return data_contract_str.replace("__KAFKA_HOST__", host) diff --git a/datacontract-cli/tests/test_test_kafka_remote.py b/datacontract-cli/tests/test_test_kafka_remote.py deleted file mode 100644 index 06e7c472c..000000000 --- a/datacontract-cli/tests/test_test_kafka_remote.py +++ /dev/null @@ -1,48 +0,0 @@ -import os -import sys - -import pytest -import six - -# Fix for Python 3.12 -if sys.version_info >= (3, 12, 1): - sys.modules["kafka.vendor.six.moves"] = six.moves - - -from dotenv import load_dotenv - -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.INFO, force=True) - - -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_KAFKA_SASL_USERNAME") is None, - reason="Requires DATACONTRACT_KAFKA_SASL_USERNAME to be set", -) -def _test_test_kafka_json_remote(): - load_dotenv(override=True) - # os.environ['DATACONTRACT_KAFKA_SASL_USERNAME'] = "xxx" - # os.environ['DATACONTRACT_KAFKA_SASL_PASSWORD'] = "xxx" - data_contract = DataContract(data_contract_file="fixtures/kafka-json-remote/datacontract.yaml") - - run = data_contract.test() - - print(run) - assert run.result == "passed" - - -@pytest.mark.skipif( - os.environ.get("DATACONTRACT_KAFKA_SASL_USERNAME") is None, - reason="Requires DATACONTRACT_KAFKA_SASL_USERNAME to be set", -) -def _test_test_kafka_avro_remote(): - load_dotenv(override=True) - # os.environ['DATACONTRACT_KAFKA_SASL_USERNAME'] = "xxx" - # os.environ['DATACONTRACT_KAFKA_SASL_PASSWORD'] = "xxx" - data_contract = DataContract(data_contract_file="fixtures/kafka-avro-remote/datacontract.yaml") - - run = data_contract.test() - - print(run) - assert run.result == "passed" diff --git a/datacontract-cli/tests/test_test_local_json.py b/datacontract-cli/tests/test_test_local_json.py deleted file mode 100644 index 5bde9594a..000000000 --- a/datacontract-cli/tests/test_test_local_json.py +++ /dev/null @@ -1,21 +0,0 @@ -import pytest -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -runner = CliRunner() - - -@pytest.mark.skip(reason="https://github.com/sodadata/soda-core/issues/1992") -def _test_cli(): - result = runner.invoke(app, ["test", "./fixtures/local-json/datacontract.yaml"]) - assert result.exit_code == 0 - - -@pytest.mark.skip(reason="https://github.com/sodadata/soda-core/issues/1992") -def _test_local_json(): - data_contract = DataContract(data_contract_file="fixtures/local-json/datacontract.yaml") - run = data_contract.test() - print(run) - assert run.result == "passed" diff --git a/datacontract-cli/tests/test_test_output_junit.py b/datacontract-cli/tests/test_test_output_junit.py deleted file mode 100644 index c1e47159a..000000000 --- a/datacontract-cli/tests/test_test_output_junit.py +++ /dev/null @@ -1,22 +0,0 @@ -import os - -from typer.testing import CliRunner - -from datacontract.cli import app - -runner = CliRunner() - - -def test_output_junit_test_result(tmp_path): - runner.invoke( - app, - [ - "test", - "--output", - tmp_path / "TEST-datacontract.xml", - "--output-format", - "junit", - "./fixtures/junit/datacontract.yaml", - ], - ) - assert os.path.exists(tmp_path / "TEST-datacontract.xml"), "Should write a JUnit test result file" diff --git a/datacontract-cli/tests/test_test_parquet.py b/datacontract-cli/tests/test_test_parquet.py deleted file mode 100644 index 4aa5647b5..000000000 --- a/datacontract-cli/tests/test_test_parquet.py +++ /dev/null @@ -1,153 +0,0 @@ -import os - -from typer.testing import CliRunner - -from datacontract.cli import app -from datacontract.data_contract import DataContract - -runner = CliRunner() - - -def test_valid_cli(): - current_file_path = os.path.abspath(__file__) - print("DEBUG Current file path:" + current_file_path) - - result = runner.invoke(app, ["test", "./fixtures/parquet/datacontract.yaml"]) - assert result.exit_code == 0 - assert "Testing ./fixtures/parquet/datacontract.yaml" in result.stdout - - -def test_valid(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract.yaml", - # publish=True, - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - assert len(run.checks) == 26 - assert all(check.result == "passed" for check in run.checks) - - -def test_timestamp(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_timestamp.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_timestamp_ntz(): - data_contract = DataContract(data_contract_file="fixtures/parquet/datacontract_timestamp_ntz.yaml") - run = data_contract.test() - print(run) - assert run.result == "passed" - - -def test_decimal(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_decimal.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_array(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_array.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_bigint(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_bigint.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_blob(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_binary.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_boolean(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_boolean.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_time(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_date.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_double(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_double.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_float(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_float.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_integer(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_integer.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_map(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_map.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_string(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_string.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" - - -def test_struct(): - data_contract = DataContract( - data_contract_file="fixtures/parquet/datacontract_struct.yaml", - ) - run = data_contract.test() - print(run.pretty()) - assert run.result == "passed" diff --git a/datacontract-cli/tests/test_test_postgres.py b/datacontract-cli/tests/test_test_postgres.py deleted file mode 100644 index 025fb749b..000000000 --- a/datacontract-cli/tests/test_test_postgres.py +++ /dev/null @@ -1,124 +0,0 @@ -import pytest -from testcontainers.postgres import PostgresContainer - -from datacontract.data_contract import DataContract -from datacontract.model.exceptions import DataContractException -from datacontract.model.run import ResultEnum - -# logging.basicConfig(level=logging.DEBUG, force=True) - - -postgres = PostgresContainer("postgres:16") - - -@pytest.fixture(scope="function", autouse=True) -def postgres_container(request): - postgres.start() - - def remove_container(): - postgres.stop() - - request.addfinalizer(remove_container) - - -def test_test_postgres(postgres_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) - monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) - _init_sql("fixtures/postgres/data/data.sql") - - datacontract_file = "fixtures/postgres/datacontract.yaml" - data_contract_str = _setup_datacontract(datacontract_file) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert all(check.result == ResultEnum.passed for check in run.checks) - - -def test_test_postgres_odcs(postgres_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) - monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) - _init_sql("fixtures/postgres/data/data.sql") - - datacontract_file = "fixtures/postgres/odcs.yaml" - data_contract_str = _setup_datacontract(datacontract_file) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run.pretty()) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -def test_test_postgres_case_sensitive_table_name(postgres_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) - monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) - _init_sql("fixtures/postgres/data/data_case_sensitive.sql") - - datacontract_file = "fixtures/postgres/datacontract_case_sensitive.yaml" - data_contract_str = _setup_datacontract(datacontract_file) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -def test_test_postgres_servicelevels_freshness_should_fail(postgres_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) - monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) - _init_sql("fixtures/postgres/data/data.sql") - - datacontract_file = "fixtures/postgres/datacontract_servicelevels.yaml" - data_contract_str = _setup_datacontract(datacontract_file) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run.pretty()) - assert run.result == "failed" - - -def _setup_datacontract(file): - with open(file) as data_contract_file: - data_contract_str = data_contract_file.read() - port = postgres.get_exposed_port(5432) - data_contract_str = data_contract_str.replace("5432", port) - return data_contract_str - - -def _init_sql(file_path): - try: - import psycopg2 - except ImportError as e: - raise DataContractException( - type="schema", - result="failed", - name="postgres extra missing", - reason="Install the extra datacontract-cli[postgres] to use postgres", - engine="datacontract", - original_exception=e, - ) - - connection = psycopg2.connect( - database=postgres.dbname, - user=postgres.username, - password=postgres.password, - # database=postgres.dbname, - # user=postgres.username, - # password=postgres.password, - host=postgres.get_container_host_ip(), - port=postgres.get_exposed_port(5432), - ) - cursor = connection.cursor() - with open(file_path, "r") as sql_file: - sql_commands = sql_file.read() - cursor.execute(sql_commands) - connection.commit() - cursor.close() - connection.close() diff --git a/datacontract-cli/tests/test_test_quality.py b/datacontract-cli/tests/test_test_quality.py deleted file mode 100644 index f0e186e09..000000000 --- a/datacontract-cli/tests/test_test_quality.py +++ /dev/null @@ -1,97 +0,0 @@ -import pytest -from testcontainers.postgres import PostgresContainer - -from datacontract.data_contract import DataContract -from datacontract.model.exceptions import DataContractException -from datacontract.model.run import ResultEnum - -postgres = PostgresContainer("postgres:16") - - -@pytest.fixture(scope="function") -def postgres_container(request): - postgres.start() - - def remove_container(): - postgres.stop() - - request.addfinalizer(remove_container) - - -def test_test_quality_valid(postgres_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) - monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) - _init_sql("fixtures/quality/data/data.valid.sql") - datacontract_file = "fixtures/quality/datacontract.yaml" - data_contract_str = _setup_datacontract(datacontract_file) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run.pretty()) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -def test_test_quality_invalid(postgres_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username) - monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password) - _init_sql("fixtures/quality/data/data.invalid.sql") - datacontract_file = "fixtures/quality/datacontract.yaml" - data_contract_str = _setup_datacontract(datacontract_file) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run.pretty()) - assert run.result == ResultEnum.failed - assert any( - check.name == "95% of all order total values are expected to be between 10 and 499 EUR." - and check.result == ResultEnum.failed - for check in run.checks - ) - assert any( - check.name == "The maximum duration between two orders should be less that 3600 seconds" - and check.result == ResultEnum.failed - for check in run.checks - ) - - -def _setup_datacontract(file): - with open(file) as data_contract_file: - data_contract_str = data_contract_file.read() - port = postgres.get_exposed_port(5432) - data_contract_str = data_contract_str.replace("5432", port) - return data_contract_str - - -def _init_sql(file_path): - try: - import psycopg2 - except ImportError as e: - raise DataContractException( - type="schema", - result="failed", - name="postgres extra missing", - reason="Install the extra datacontract-cli[postgres] to use postgres", - engine="datacontract", - original_exception=e, - ) - - connection = psycopg2.connect( - database=postgres.dbname, - user=postgres.username, - password=postgres.password, - # database=postgres.dbname, - # user=postgres.username, - # password=postgres.password, - host=postgres.get_container_host_ip(), - port=postgres.get_exposed_port(5432), - ) - cursor = connection.cursor() - with open(file_path, "r") as sql_file: - sql_commands = sql_file.read() - cursor.execute(sql_commands) - connection.commit() - cursor.close() - connection.close() diff --git a/datacontract-cli/tests/test_test_s3_csv.py b/datacontract-cli/tests/test_test_s3_csv.py deleted file mode 100644 index b1607f304..000000000 --- a/datacontract-cli/tests/test_test_s3_csv.py +++ /dev/null @@ -1,47 +0,0 @@ -import os - -import pytest -from testcontainers.minio import MinioContainer - -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - -datacontract = "fixtures/s3-csv/datacontract.yaml" -file_name = "fixtures/s3-csv/data/sample_data.csv" -bucket_name = "test-bucket" -s3_access_key = "test-access" -s3_secret_access_key = "test-secret" - - -@pytest.fixture(scope="session") -def minio_container(): - with MinioContainer( - image="quay.io/minio/minio", access_key=s3_access_key, secret_key=s3_secret_access_key - ) as minio_container: - yield minio_container - - -def test_test_s3_csv(minio_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", s3_access_key) - monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", s3_secret_access_key) - data_contract_str = _prepare_s3_files(minio_container) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -def _prepare_s3_files(minio_container): - s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" - minio_client = minio_container.get_client() - minio_client.make_bucket(bucket_name) - with open(file_name, "rb") as file: - minio_client.put_object(bucket_name, file_name, file, os.path.getsize(file_name)) - with open(datacontract) as data_contract_file: - data_contract_str = data_contract_file.read() - data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) - return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_delta.py b/datacontract-cli/tests/test_test_s3_delta.py deleted file mode 100644 index 3319214e4..000000000 --- a/datacontract-cli/tests/test_test_s3_delta.py +++ /dev/null @@ -1,64 +0,0 @@ -import glob -import os - -import pytest -from testcontainers.minio import MinioContainer - -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - -datacontract = "fixtures/s3-delta/datacontract.yaml" -file_name = "fixtures/s3-delta/data/orders.delta" -bucket_name = "test-bucket" -s3_access_key = "test-access" -s3_secret_access_key = "test-secret" - - -@pytest.fixture(scope="session") -def minio_container(): - with MinioContainer( - image="quay.io/minio/minio", - access_key=s3_access_key, - secret_key=s3_secret_access_key, - ) as minio_container: - yield minio_container - - -@pytest.mark.skipif( - os.getenv("CI") == "true", - reason=""" -Runs locally on mac, but fails on CI with -InvalidTokenIdThe security token included in the request is invalidfixtures/s3-delta/data/orders.delta/_delta_log/_last_checkpointtest-bucket/test-bucket/fixtures/s3-delta/data/orders.delta/_delta_log/_last_checkpoint) - -Need to investigate why the token is invalid on CI. -""", -) -def test_test_s3_delta(minio_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", s3_access_key) - monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", s3_secret_access_key) - data_contract_str = _prepare_s3_files(minio_container) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -def _prepare_s3_files(minio_container): - s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" - minio_client = minio_container.get_client() - minio_client.make_bucket(bucket_name) - - rel_paths = glob.glob(file_name + "/**", recursive=True) - for local_file in rel_paths: - remote_path = local_file - if os.path.isfile(local_file): - minio_client.fput_object(bucket_name, remote_path, local_file) - - with open(datacontract) as data_contract_file: - data_contract_str = data_contract_file.read() - data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) - return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_json.py b/datacontract-cli/tests/test_test_s3_json.py deleted file mode 100644 index e109c255d..000000000 --- a/datacontract-cli/tests/test_test_s3_json.py +++ /dev/null @@ -1,45 +0,0 @@ -import os - -import pytest -from testcontainers.minio import MinioContainer - -from datacontract.data_contract import DataContract - -datacontract = "fixtures/s3-json/datacontract.yaml" -file_name = "fixtures/s3-json/data/inventory/year=2022/month=04/day=20/hour=00/inventory+0+0001327496.json" -bucket_name = "test-bucket" -s3_access_key = "test-access" -s3_secret_access_key = "test-secret" - - -@pytest.fixture(scope="session") -def minio_container(): - with MinioContainer( - image="quay.io/minio/minio", access_key=s3_access_key, secret_key=s3_secret_access_key - ) as minio_container: - yield minio_container - - -def test_test_s3_json(minio_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", "test-access") - monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", "test-secret") - data_contract_str = _prepare_s3_files(minio_container) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -def _prepare_s3_files(minio_container): - s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" - minio_client = minio_container.get_client() - minio_client.make_bucket(bucket_name) - with open(file_name, "rb") as file: - minio_client.put_object(bucket_name, file_name, file, os.path.getsize(file_name)) - with open(datacontract) as data_contract_file: - data_contract_str = data_contract_file.read() - data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) - return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_json_complex.py b/datacontract-cli/tests/test_test_s3_json_complex.py deleted file mode 100644 index edccff4f2..000000000 --- a/datacontract-cli/tests/test_test_s3_json_complex.py +++ /dev/null @@ -1,47 +0,0 @@ -import os - -import pytest -from testcontainers.minio import MinioContainer - -from datacontract.data_contract import DataContract - -datacontract = "./fixtures/s3-json-complex/datacontract.yaml" -file_name = "fixtures/s3-json-complex/data/feed.json" -bucket_name = "feed-bucket" -s3_access_key = "test-access" -s3_secret_access_key = "test-secret" - - -@pytest.fixture(scope="session") -def minio_container(): - with MinioContainer( - image="quay.io/minio/minio", access_key=s3_access_key, secret_key=s3_secret_access_key - ) as minio_container: - yield minio_container - - -def test_test_s3_json(minio_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", "test-access") - monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", "test-secret") - - data_contract_str = _prepare_s3_files(minio_container) - - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run.pretty()) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -def _prepare_s3_files(minio_container): - s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" - minio_client = minio_container.get_client() - minio_client.make_bucket(bucket_name) - with open(file_name, "rb") as file: - minio_client.put_object(bucket_name, file_name, file, os.path.getsize(file_name)) - with open(datacontract) as data_contract_file: - data_contract_str = data_contract_file.read() - data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) - return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_json_multiple_models.py b/datacontract-cli/tests/test_test_s3_json_multiple_models.py deleted file mode 100644 index 3d12c0a79..000000000 --- a/datacontract-cli/tests/test_test_s3_json_multiple_models.py +++ /dev/null @@ -1,52 +0,0 @@ -import os - -import pytest -from testcontainers.minio import MinioContainer - -from datacontract.data_contract import DataContract - -datacontract = "./fixtures/s3-json-multiple-models/datacontract.yaml" -data_directory = "./fixtures/s3-json-multiple-models/data/" -bucket_name = "multiple-bucket" -s3_access_key = "test-access" -s3_secret_access_key = "test-secret" - -# logging.basicConfig(level=logging.INFO, force=True) - - -@pytest.fixture(scope="session") -def minio_container(): - with MinioContainer( - image="quay.io/minio/minio", access_key=s3_access_key, secret_key=s3_secret_access_key - ) as minio_container: - yield minio_container - - -def test_test_s3_json(minio_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_S3_ACCESS_KEY_ID", "test-access") - monkeypatch.setenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", "test-secret") - data_contract_str = _prepare_s3_files(minio_container) - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run.pretty()) - assert run.result == "passed" - - -def _prepare_s3_files(minio_container): - s3_endpoint_url = f"http://{minio_container.get_container_host_ip()}:{minio_container.get_exposed_port(9000)}" - minio_client = minio_container.get_client() - minio_client.make_bucket(bucket_name) - - for root, dirs, files in os.walk(data_directory): - for filename in files: - file_path = os.path.join(root, filename) - object_name = os.path.relpath(file_path) - with open(file_path, "rb") as file_data: - file_stat = os.stat(file_path) - minio_client.put_object(bucket_name, object_name, file_data, file_stat.st_size) - with open(datacontract) as data_contract_file: - data_contract_str = data_contract_file.read() - data_contract_str = data_contract_str.replace("__S3_ENDPOINT_URL__", s3_endpoint_url) - return data_contract_str diff --git a/datacontract-cli/tests/test_test_s3_json_remote.py b/datacontract-cli/tests/test_test_s3_json_remote.py deleted file mode 100644 index 7bdb87c45..000000000 --- a/datacontract-cli/tests/test_test_s3_json_remote.py +++ /dev/null @@ -1,20 +0,0 @@ -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.INFO, force=True) - -datacontract = "fixtures/s3-json-remote/datacontract.yaml" - - -def test_test_s3_json(monkeypatch): - monkeypatch.delenv("AWS_ACCESS_KEY_ID", raising=False) - monkeypatch.delenv("AWS_SECRET_ACCESS_KEY", raising=False) - monkeypatch.delenv("DATACONTRACT_S3_ACCESS_KEY_ID", raising=False) - monkeypatch.delenv("DATACONTRACT_S3_SECRET_ACCESS_KEY", raising=False) - - data_contract = DataContract(data_contract_file=datacontract) - - run = data_contract.test() - - print(run.pretty()) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_snowflake.py b/datacontract-cli/tests/test_test_snowflake.py deleted file mode 100644 index 9cba635e7..000000000 --- a/datacontract-cli/tests/test_test_snowflake.py +++ /dev/null @@ -1,19 +0,0 @@ -# logging.basicConfig(level=logging.INFO, force=True) - -datacontract = "fixtures/snowflake/datacontract.yaml" - - -# @pytest.mark.skipif(os.environ.get("DATACONTRACT_SNOWFLAKE_USERNAME") is None, reason="Requires DATACONTRACT_SNOWFLAKE_USERNAME to be set") -# def test_test_snowflake(): -# load_dotenv(override=True) -# # os.environ['DATACONTRACT_SNOWFLAKE_USERNAME'] = "xxx" -# # os.environ['DATACONTRACT_SNOWFLAKE_PASSWORD'] = "xxx" -# # os.environ['DATACONTRACT_SNOWFLAKE_ROLE'] = "xxx" -# # os.environ['DATACONTRACT_SNOWFLAKE_WAREHOUSE'] = "COMPUTE_WH" -# data_contract = DataContract(data_contract_file=datacontract) -# -# run = data_contract.test() -# -# print(run) -# assert run.result == "passed" -# assert all(check.result == "passed" for check in run.checks) diff --git a/datacontract-cli/tests/test_test_sqlserver.py b/datacontract-cli/tests/test_test_sqlserver.py deleted file mode 100644 index c1a03f2ab..000000000 --- a/datacontract-cli/tests/test_test_sqlserver.py +++ /dev/null @@ -1,77 +0,0 @@ -import os - -import pytest -from testcontainers.mssql import SqlServerContainer - -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - -datacontract = "fixtures/sqlserver/datacontract.yaml" -sql_file_path = "fixtures/sqlserver/data/data.sql" - -sql_server = SqlServerContainer() -SQL_SERVER_PORT: int = 1433 - - -@pytest.fixture(scope="module", autouse=True) -def mssql_container(request): - sql_server.start() - - def remove_container(): - sql_server.stop() - - request.addfinalizer(remove_container) - - -# To run this on ARM macs, run these commands (https://github.com/pymssql/pymssql/issues/769) -# brew install FreeTDS -# export LDFLAGS="-L/opt/homebrew/lib -L/opt/homebrew/opt/openssl/lib" -# export CFLAGS="-I/opt/homebrew/include" -# export CPPFLAGS="-I/opt/homebrew/opt/openssl@3/include" -# pip uninstall pymssql -y -# pip install pymssql==2.2.8 --no-binary :all: -@pytest.mark.skipif(not os.getenv("CI"), reason="Skipping test outside CI/CD environment") -def test_test_sqlserver(mssql_container, monkeypatch): - monkeypatch.setenv("DATACONTRACT_SQLSERVER_USERNAME", sql_server.username) - monkeypatch.setenv("DATACONTRACT_SQLSERVER_PASSWORD", sql_server.password) - monkeypatch.setenv("DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE", "True") - - _init_sql() - - data_contract_str = _setup_datacontract() - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - print(run) - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -def _setup_datacontract(): - with open(datacontract) as data_contract_file: - data_contract_str = data_contract_file.read() - port = sql_server.get_exposed_port(SQL_SERVER_PORT) - data_contract_str = data_contract_str.replace("__PORT__", port) - return data_contract_str - - -def _init_sql(): - # import locally as a top level import of pymssql fails on ARM macs - import pymssql - - connection = pymssql.connect( - database=sql_server.dbname, - user=sql_server.username, - password=sql_server.password, - host=sql_server.get_container_host_ip(), - port=sql_server.get_exposed_port(SQL_SERVER_PORT), - ) - cursor = connection.cursor() - with open(sql_file_path, "r") as sql_file: - sql_commands = sql_file.read() - cursor.execute(sql_commands) - connection.commit() - cursor.close() - connection.close() diff --git a/datacontract-cli/tests/test_test_trino.py b/datacontract-cli/tests/test_test_trino.py deleted file mode 100644 index 0c2d3eecb..000000000 --- a/datacontract-cli/tests/test_test_trino.py +++ /dev/null @@ -1,99 +0,0 @@ -import logging -import time - -import pytest -from testcontainers.core.container import DockerContainer -from trino.dbapi import connect - -from datacontract.data_contract import DataContract - -# logging.basicConfig(level=logging.DEBUG, force=True) - -datacontract = "fixtures/trino/datacontract.yaml" - -log = logging.getLogger(__name__) - - -class TrinoContainer(DockerContainer): - def __init__(self, image: str = "trinodb/trino:450", **kwargs) -> None: - super().__init__(image, **kwargs) - self.with_exposed_ports(8080) - - def start(self, timeout: int = 60) -> "TrinoContainer": - """Start the docker container and wait for it to be ready.""" - super().start() - self.wait_for_nodes(timeout) - return self - - def wait_for_nodes(self, timeout: int): - interval = 1 - start = time.time() - - # we wait if we can actually retrieve data from the catalog, just waiting for logs seems not sufficient - while True: - duration = time.time() - start - - try: - conn = connect(host="localhost", port=self.get_exposed_port(8080), user="my_user", catalog="memory") - cursor = conn.cursor() - cursor.execute("CREATE SCHEMA IF NOT EXISTS __testcontainers__") - cursor.execute("CREATE TABLE IF NOT EXISTS __testcontainers__.my_table (my_field VARCHAR)") - cursor.execute("INSERT INTO __testcontainers__.my_table (my_field) values ('test')") - - # a SELECT errors with NO_NODES_AVAILABLE when trino is not ready yet - cursor.execute("SELECT * from __testcontainers__.my_table") - cursor.fetchall() - - return duration - except Exception as e: - log.debug(e) - - if timeout and duration > timeout: - raise TimeoutError("container did not return startup test data in %.3f seconds" % timeout) - time.sleep(interval) - - -trino = TrinoContainer() - - -@pytest.fixture(scope="module", autouse=True) -def trino_container(request): - trino.start() - - def remove_container(): - trino.stop() - - request.addfinalizer(remove_container) - - -def test_test_trino(trino_container, monkeypatch): - _prepare_table() - - monkeypatch.setenv("DATACONTRACT_TRINO_USERNAME", "my_user") - monkeypatch.setenv("DATACONTRACT_TRINO_PASSWORD", "") - - data_contract_str = _setup_datacontract() - data_contract = DataContract(data_contract_str=data_contract_str) - - run = data_contract.test() - - assert run.result == "passed" - assert all(check.result == "passed" for check in run.checks) - - -def _prepare_table(): - conn = connect(host="localhost", port=trino.get_exposed_port(8080), user="my_user", catalog="memory") - cursor = conn.cursor() - cursor.execute("CREATE SCHEMA IF NOT EXISTS my_schema") - with open("fixtures/trino/data/table.sql", "r") as sql_file: - cursor.execute(sql_file.read()) - with open("fixtures/trino/data/data.sql", "r") as sql_file: - cursor.execute(sql_file.read()) - - -def _setup_datacontract(): - with open(datacontract) as data_contract_file: - data_contract_str = data_contract_file.read() - port = trino.get_exposed_port(8080) - data_contract_str = data_contract_str.replace("__PORT__", port) - return data_contract_str diff --git a/datacontract-cli/update_help.py b/datacontract-cli/update_help.py deleted file mode 100644 index 7df5b99d0..000000000 --- a/datacontract-cli/update_help.py +++ /dev/null @@ -1,73 +0,0 @@ -import os -import re -import subprocess -from pathlib import Path - -# File path to your markdown file -markdown_file_path = Path("README.md") - -# List of commands to update -commands = [ - "init", - "lint", - "test", - "export", - "import", - "publish", - "catalog", - "breaking", - "changelog", - "diff", - "serve", -] - - -def fetch_help(command: str) -> str: - print(f"Fetching help text for command: {command}") - env = {"COLUMNS": "80"} # Set terminal width to 80 columns (or your preferred width) - result = subprocess.run( - ["datacontract", command, "--help"], - capture_output=True, - text=True, - check=True, - env={**env, **dict(os.environ)}, # Merge with existing environment variables - ) - print(f"Help text fetched for command: {command}\n{result.stdout}") - return result.stdout - - -# Function to update the markdown file -def update_markdown(file_path: Path, commands: list[str]) -> None: - print(f"Reading markdown file from: {file_path}") - content = file_path.read_text() - - for command in commands: - print(f"Processing command: {command}") - help_text = fetch_help(command) - - # Escape special characters for regex - escaped_command = re.escape(command) - print(f"Escaped command for regex: {escaped_command}") - - # Match the specific command section in the markdown - pattern = rf"(?m)^###\s*{escaped_command}\s*\n```.*?```" - print(f"Regex pattern for command: {pattern}") - - # Check if the pattern matches any part of the content - if re.search(pattern, content, flags=re.DOTALL): - print(f"Match found for command: {command}") - else: - print(f"No match found for command: {command}") - - # Replace the matched section with the updated help text - updated_content = f"### {command}\n```\n{help_text}```" - content = re.sub(pattern, updated_content, content, flags=re.DOTALL) - - print(f"Writing updated content back to file: {file_path}") - file_path.write_text(content) - - -# Call the function to update the markdown -print("Starting markdown update process") -update_markdown(markdown_file_path, commands) -print("Markdown update process completed")