diff --git a/.github/workflows/alembic-tests.yml b/.github/workflows/alembic-tests.yml index e904c9da7..edfa756b0 100644 --- a/.github/workflows/alembic-tests.yml +++ b/.github/workflows/alembic-tests.yml @@ -40,5 +40,7 @@ jobs: cache: 'pip' - name: Drop tables run: make drop-tables + - name: Show history + run: make history-db - name: Upgrade tables run: make upgrade-db diff --git a/Makefile b/Makefile index 25caf3344..d6e6bd3e3 100644 --- a/Makefile +++ b/Makefile @@ -101,6 +101,11 @@ upgrade-db: upgrade-pip install-backend export PYTHONPATH=./backend && \ alembic -c backend/alembic.ini upgrade head +history-db: upgrade-pip install-backend + pip install 'alembic' + export PYTHONPATH=./backend && \ + alembic -c backend/alembic.ini history + generate-migrations: upgrade-pip install-backend pip install 'alembic' export PYTHONPATH=./backend && \ diff --git a/backend/dataall/base/cdkproxy/requirements.txt b/backend/dataall/base/cdkproxy/requirements.txt index b9bbffad7..fb087a0b0 100644 --- a/backend/dataall/base/cdkproxy/requirements.txt +++ b/backend/dataall/base/cdkproxy/requirements.txt @@ -1,6 +1,6 @@ aws-cdk-lib==2.208.0 -boto3==1.35.26 -boto3-stubs==1.35.26 +boto3==1.40.48 +boto3-stubs==1.40.48 cdk-nag==2.7.2 fastapi == 0.116.1 PyYAML==6.0.2 diff --git a/backend/dataall/base/db/exceptions.py b/backend/dataall/base/db/exceptions.py index c3c5d91e9..77329f585 100644 --- a/backend/dataall/base/db/exceptions.py +++ b/backend/dataall/base/db/exceptions.py @@ -193,3 +193,26 @@ def __init__(self, action, message): def __str__(self): return f'{self.message}' + + +class ResourceThresholdExceeded(Exception): + def __init__(self, username, action): + self.username = username + self.action = action + self.message = f""" + An error occurred (ResourceThresholdExceeded) when calling {self.action} operation: + Requests exceeded max daily invocation count for User: {self.username} + """ + + def __str__(self): + return f'{self.message}' + + +class ModelGuardrailException(Exception): + def __init__(self, message): + self.message = f""" + An error occurred (ModelGuardrailException) when invoking the model: {message} + """ + + def __str__(self): + return f'{self.message}' diff --git a/backend/dataall/core/resource_threshold/__init__.py b/backend/dataall/core/resource_threshold/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/backend/dataall/core/resource_threshold/db/resource_threshold_models.py b/backend/dataall/core/resource_threshold/db/resource_threshold_models.py new file mode 100644 index 000000000..ba5e9bece --- /dev/null +++ b/backend/dataall/core/resource_threshold/db/resource_threshold_models.py @@ -0,0 +1,12 @@ +from dataall.base.db import Base, utils +from sqlalchemy import String, Integer, Column, Date +from datetime import date + + +class ResourceThreshold(Base): + __tablename__ = 'resource_threshold' + actionUri = Column(String(64), primary_key=True, default=utils.uuid('resource_threshold')) + username = Column(String(64), nullable=False) + actionType = Column(String(64), nullable=False) + date = Column(Date, default=date.today, nullable=False) + count = Column(Integer, default=1, nullable=False) diff --git a/backend/dataall/core/resource_threshold/db/resource_threshold_repositories.py b/backend/dataall/core/resource_threshold/db/resource_threshold_repositories.py new file mode 100644 index 000000000..90bac8c35 --- /dev/null +++ b/backend/dataall/core/resource_threshold/db/resource_threshold_repositories.py @@ -0,0 +1,56 @@ +from dataall.core.resource_threshold.db.resource_threshold_models import ResourceThreshold +from sqlalchemy import and_ +from datetime import date + + +class ResourceThresholdRepository: + @staticmethod + def get_count_today(session, username, action_type): + amount = ( + session.query(ResourceThreshold.count) + .filter( + and_( + ResourceThreshold.username == username, + ResourceThreshold.actionType == action_type, + ResourceThreshold.date == date.today(), + ) + ) + .scalar() + ) + return amount if amount else 0 + + @staticmethod + def add_entry(session, username, action_type): + user_entry = ResourceThresholdRepository._get_user_entry(session, username, action_type) + if user_entry: + session.query(ResourceThreshold).filter( + and_( + ResourceThreshold.username == username, + ResourceThreshold.actionType == action_type, + ) + ).update({ResourceThreshold.count: 1, ResourceThreshold.date: date.today()}, synchronize_session=False) + session.commit() + else: + action_entry = ResourceThreshold(username=username, actionType=action_type) + session.add(action_entry) + session.commit() + + @staticmethod + def increment_count(session, username, action_type): + session.query(ResourceThreshold).filter( + and_( + ResourceThreshold.username == username, + ResourceThreshold.actionType == action_type, + ResourceThreshold.date == date.today(), + ) + ).update({ResourceThreshold.count: ResourceThreshold.count + 1}, synchronize_session=False) + session.commit() + + @staticmethod + def _get_user_entry(session, username, action_type): + entry = ( + session.query(ResourceThreshold) + .filter(and_(ResourceThreshold.username == username, ResourceThreshold.actionType == action_type)) + .first() + ) + return entry diff --git a/backend/dataall/core/resource_threshold/services/__init__.py b/backend/dataall/core/resource_threshold/services/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/backend/dataall/core/resource_threshold/services/resource_threshold_service.py b/backend/dataall/core/resource_threshold/services/resource_threshold_service.py new file mode 100644 index 000000000..882e19186 --- /dev/null +++ b/backend/dataall/core/resource_threshold/services/resource_threshold_service.py @@ -0,0 +1,42 @@ +from dataall.core.resource_threshold.db.resource_threshold_repositories import ResourceThresholdRepository +from dataall.base.db import exceptions +from functools import wraps +from dataall.base.config import config +from dataall.base.context import get_context + +import logging + +log = logging.getLogger(__name__) + + +class ResourceThresholdService: + @staticmethod + def check_invocation_count(action_type, max_daily_count_config_path): + def decorator(func): + @wraps(func) + def wrapper(*args, **kwargs): + context = get_context() + with context.db_engine.scoped_session() as session: + count = ResourceThresholdRepository.get_count_today( + session=session, username=context.username, action_type=action_type + ) + max_count = config.get_property(max_daily_count_config_path, 10) + log.info( + f'User {context.username} has invoked {action_type} {count} times today of max {max_count}' + ) + if count < max_count: + if count == 0: + ResourceThresholdRepository.add_entry( + session=session, username=context.username, action_type=action_type + ) + else: + ResourceThresholdRepository.increment_count( + session=session, username=context.username, action_type=action_type + ) + return func(*args, **kwargs) + else: + raise exceptions.ResourceThresholdExceeded(username=context.username, action=action_type) + + return wrapper + + return decorator diff --git a/backend/dataall/modules/s3_datasets/api/dataset/enums.py b/backend/dataall/modules/s3_datasets/api/dataset/enums.py new file mode 100644 index 000000000..16aa95907 --- /dev/null +++ b/backend/dataall/modules/s3_datasets/api/dataset/enums.py @@ -0,0 +1,9 @@ +from dataall.base.api.constants import GraphQLEnumMapper + + +class MetadataGenerationTargets(GraphQLEnumMapper): + """Describes the s3_datasets metadata generation targets""" + + Table = 'Table' + Folder = 'Folder' + S3_Dataset = 'S3_Dataset' diff --git a/backend/dataall/modules/s3_datasets/api/dataset/input_types.py b/backend/dataall/modules/s3_datasets/api/dataset/input_types.py index ced7ddf6a..0fb56bd40 100644 --- a/backend/dataall/modules/s3_datasets/api/dataset/input_types.py +++ b/backend/dataall/modules/s3_datasets/api/dataset/input_types.py @@ -47,6 +47,7 @@ ], ) + DatasetPresignedUrlInput = gql.InputType( name='DatasetPresignedUrlInput', arguments=[ @@ -58,6 +59,14 @@ CrawlerInput = gql.InputType(name='CrawlerInput', arguments=[gql.Argument(name='prefix', type=gql.String)]) +TableSampleData = gql.InputType( + name='TableSampleData', + arguments=[ + gql.Field(name='fields', type=gql.ArrayType(gql.String)), + gql.Field(name='rows', type=gql.ArrayType(gql.String)), + ], +) + ImportDatasetInput = gql.InputType( name='ImportDatasetInput', arguments=[ diff --git a/backend/dataall/modules/s3_datasets/api/dataset/mutations.py b/backend/dataall/modules/s3_datasets/api/dataset/mutations.py index d82f98194..04648d063 100644 --- a/backend/dataall/modules/s3_datasets/api/dataset/mutations.py +++ b/backend/dataall/modules/s3_datasets/api/dataset/mutations.py @@ -1,9 +1,5 @@ from dataall.base.api import gql -from dataall.modules.s3_datasets.api.dataset.input_types import ( - ModifyDatasetInput, - NewDatasetInput, - ImportDatasetInput, -) +from dataall.modules.s3_datasets.api.dataset.input_types import ModifyDatasetInput, NewDatasetInput, ImportDatasetInput from dataall.modules.s3_datasets.api.dataset.resolvers import ( create_dataset, update_dataset, @@ -11,7 +7,9 @@ delete_dataset, import_dataset, start_crawler, + generate_metadata, ) +from dataall.modules.s3_datasets.api.dataset.enums import MetadataGenerationTargets createDataset = gql.MutationField( name='createDataset', @@ -68,3 +66,14 @@ resolver=start_crawler, type=gql.Ref('GlueCrawler'), ) +generateMetadata = gql.MutationField( + name='generateMetadata', + args=[ + gql.Argument(name='resourceUri', type=gql.NonNullableType(gql.String)), + gql.Argument(name='targetType', type=gql.NonNullableType(MetadataGenerationTargets.toGraphQLEnum())), + gql.Argument(name='metadataTypes', type=gql.NonNullableType(gql.ArrayType(gql.String))), + gql.Argument(name='tableSampleData', type=gql.Ref('TableSampleData')), + ], + type=gql.ArrayType(gql.Ref('DatasetMetadata')), + resolver=generate_metadata, +) diff --git a/backend/dataall/modules/s3_datasets/api/dataset/queries.py b/backend/dataall/modules/s3_datasets/api/dataset/queries.py index 5043b868d..fd8824bf0 100644 --- a/backend/dataall/modules/s3_datasets/api/dataset/queries.py +++ b/backend/dataall/modules/s3_datasets/api/dataset/queries.py @@ -4,6 +4,7 @@ get_dataset_assume_role_url, get_file_upload_presigned_url, list_datasets_owned_by_env_group, + list_dataset_tables_folders, ) getDataset = gql.QueryField( @@ -45,3 +46,12 @@ resolver=list_datasets_owned_by_env_group, test_scope='Dataset', ) +listDatasetTablesFolders = gql.QueryField( + name='listDatasetTablesFolders', + args=[ + gql.Argument(name='datasetUri', type=gql.NonNullableType(gql.String)), + gql.Argument(name='filter', type=gql.Ref('DatasetFilter')), + ], + type=gql.Ref('DatasetItemsSearchResult'), + resolver=list_dataset_tables_folders, +) diff --git a/backend/dataall/modules/s3_datasets/api/dataset/resolvers.py b/backend/dataall/modules/s3_datasets/api/dataset/resolvers.py index d2a45927a..3fb1b40c5 100644 --- a/backend/dataall/modules/s3_datasets/api/dataset/resolvers.py +++ b/backend/dataall/modules/s3_datasets/api/dataset/resolvers.py @@ -1,5 +1,5 @@ import logging - +import re from dataall.base.api.context import Context from dataall.base.feature_toggle_checker import is_feature_enabled from dataall.base.utils.expiration_util import Expiration @@ -11,6 +11,9 @@ from dataall.modules.s3_datasets.db.dataset_models import S3Dataset from dataall.modules.datasets_base.services.datasets_enums import DatasetRole, ConfidentialityClassification from dataall.modules.s3_datasets.services.dataset_service import DatasetService +from dataall.modules.s3_datasets.services.dataset_table_service import DatasetTableService +from dataall.modules.s3_datasets.services.dataset_location_service import DatasetLocationService +from dataall.modules.s3_datasets.services.dataset_enums import MetadataGenerationTargets, MetadataGenerationTypes log = logging.getLogger(__name__) @@ -162,6 +165,45 @@ def list_datasets_owned_by_env_group( return DatasetService.list_datasets_owned_by_env_group(uri=environmentUri, group_uri=groupUri, data=filter) +@is_feature_enabled('modules.s3_datasets.features.generate_metadata_ai.active') +def generate_metadata( + context: Context, + source: S3Dataset, + resourceUri: str, + targetType: str, + metadataTypes: list, + tableSampleData: dict = {}, +): + RequestValidator.validate_uri(param_name='resourceUri', param_value=resourceUri) + RequestValidator.validate_table_sample_data(tableSampleData) + if any(metadata_type not in [item.value for item in MetadataGenerationTypes] for metadata_type in metadataTypes): + raise InvalidInput( + 'metadataType', + metadataTypes, + f'a list of allowed values {[item.value for item in MetadataGenerationTypes]}', + ) + if targetType == MetadataGenerationTargets.S3_Dataset.value: + return DatasetService.generate_metadata_for_dataset(uri=resourceUri, metadata_types=metadataTypes) + elif targetType == MetadataGenerationTargets.Table.value: + return DatasetTableService.generate_metadata_for_table( + uri=resourceUri, metadata_types=metadataTypes, sample_data=tableSampleData + ) + elif targetType == MetadataGenerationTargets.Folder.value: + return DatasetLocationService.generate_metadata_for_folder(uri=resourceUri, metadata_types=metadataTypes) + else: + raise Exception('Unsupported target type for metadata generation') + + +def update_dataset_metadata(context: Context, source: S3Dataset, resourceUri: str): + return DatasetService.update_dataset(uri=resourceUri, data=input) + + +def list_dataset_tables_folders(context: Context, source: S3Dataset, datasetUri: str, filter: dict = None): + if not filter: + filter = {} + return DatasetService.list_dataset_tables_folders(uri=datasetUri, filter=filter) + + class RequestValidator: @staticmethod def validate_creation_request(data): @@ -206,8 +248,109 @@ def validate_share_expiration_request(data): 'is of invalid type', ) + @staticmethod + def validate_uri(param_name: str, param_value: str): + if not param_value: + raise RequiredParameter(param_name) + pattern = r'^[a-z0-9]{8}$' + if not re.match(pattern, param_value): + raise InvalidInput( + param_name=param_name, + param_value=param_value, + constraint='8 characters long and contain only lowercase letters and numbers', + ) + @staticmethod def validate_import_request(data): RequestValidator.validate_creation_request(data) if not data.get('bucketName'): raise RequiredParameter('bucketName') + + @staticmethod + def validate_table_sample_data(table_sample_data: dict): + """ + Validates tableSampleData parameter structure to match readTableSampleData API output. + Expected structure: + { + "fields": [JSON string objects with "name" property], + "rows": [JSON array strings matching field count] + } + """ + if not table_sample_data: + return # Empty dict is allowed as default parameter + + if not isinstance(table_sample_data, dict): + raise InvalidInput( + param_name='tableSampleData', + param_value=str(table_sample_data), + constraint='must be a dictionary object', + ) + + # Validate fields array + fields = table_sample_data.get('fields') + if fields is not None: + if not isinstance(fields, list): + raise InvalidInput( + param_name='tableSampleData.fields', param_value=str(fields), constraint='must be an array' + ) + + for i, field in enumerate(fields): + if not isinstance(field, str): + raise InvalidInput( + param_name=f'tableSampleData.fields[{i}]', + param_value=str(field), + constraint='must be a JSON string', + ) + + try: + import json + + field_obj = json.loads(field) + if not isinstance(field_obj, dict) or 'name' not in field_obj: + raise InvalidInput( + param_name=f'tableSampleData.fields[{i}]', + param_value=field, + constraint='must be a JSON object with "name" property', + ) + except json.JSONDecodeError: + raise InvalidInput( + param_name=f'tableSampleData.fields[{i}]', param_value=field, constraint='must be valid JSON' + ) + + # Validate rows array + rows = table_sample_data.get('rows') + if rows is not None: + if not isinstance(rows, list): + raise InvalidInput( + param_name='tableSampleData.rows', param_value=str(rows), constraint='must be an array' + ) + + expected_field_count = len(fields) if fields else 0 + + for i, row in enumerate(rows): + if not isinstance(row, str): + raise InvalidInput( + param_name=f'tableSampleData.rows[{i}]', + param_value=str(row), + constraint='must be a JSON string', + ) + + try: + import json + + row_array = json.loads(row) + if not isinstance(row_array, list): + raise InvalidInput( + param_name=f'tableSampleData.rows[{i}]', param_value=row, constraint='must be a JSON array' + ) + + if expected_field_count > 0 and len(row_array) != expected_field_count: + raise InvalidInput( + param_name=f'tableSampleData.rows[{i}]', + param_value=row, + constraint=f'must contain {expected_field_count} elements to match fields count', + ) + except json.JSONDecodeError: + raise InvalidInput( + param_name=f'tableSampleData.rows[{i}]', param_value=row, constraint='must be valid JSON' + ) diff --git a/backend/dataall/modules/s3_datasets/api/dataset/types.py b/backend/dataall/modules/s3_datasets/api/dataset/types.py index 6bfd42b33..d446c5744 100644 --- a/backend/dataall/modules/s3_datasets/api/dataset/types.py +++ b/backend/dataall/modules/s3_datasets/api/dataset/types.py @@ -134,3 +134,39 @@ gql.Field(name='status', type=gql.String), ], ) + +DatasetMetadata = gql.ObjectType( + name='DatasetMetadata', + fields=[ + gql.Field(name='targetUri', type=gql.String), + gql.Field(name='targetType', type=gql.String), + gql.Field(name='label', type=gql.String), + gql.Field(name='description', type=gql.String), + gql.Field(name='tags', type=gql.ArrayType(gql.String)), + gql.Field(name='topics', type=gql.ArrayType(gql.String)), + ], +) + +DatasetItem = gql.ObjectType( + name='DatasetItem', + fields=[ + gql.Field(name='name', type=gql.String), + gql.Field(name='targetType', type=gql.String), + gql.Field(name='targetUri', type=gql.String), + ], +) + +DatasetItemsSearchResult = gql.ObjectType( + name='DatasetItemsSearchResult', + fields=[ + gql.Field(name='count', type=gql.Integer), + gql.Field(name='nodes', type=gql.ArrayType(DatasetItem)), + gql.Field(name='pageSize', type=gql.Integer), + gql.Field(name='nextPage', type=gql.Integer), + gql.Field(name='pages', type=gql.Integer), + gql.Field(name='page', type=gql.Integer), + gql.Field(name='previousPage', type=gql.Integer), + gql.Field(name='hasNext', type=gql.Boolean), + gql.Field(name='hasPrevious', type=gql.Boolean), + ], +) diff --git a/backend/dataall/modules/s3_datasets/api/table/queries.py b/backend/dataall/modules/s3_datasets/api/table/queries.py index 6b86acb1f..314e1e339 100644 --- a/backend/dataall/modules/s3_datasets/api/table/queries.py +++ b/backend/dataall/modules/s3_datasets/api/table/queries.py @@ -1,6 +1,11 @@ from dataall.base.api import gql from dataall.modules.s3_datasets.api.table.input_types import DatasetTableFilter -from dataall.modules.s3_datasets.api.table.resolvers import get_table, preview, list_table_data_filters +from dataall.modules.s3_datasets.api.table.resolvers import ( + get_table, + preview, + read_sample_data, + list_table_data_filters, +) from dataall.modules.s3_datasets.api.table.types import ( DatasetTable, DatasetTableSearchResult, @@ -38,6 +43,13 @@ type=gql.Ref('QueryPreviewResult'), ) +readTableSampleData = gql.QueryField( + name='readTableSampleData', + args=[gql.Argument(name='tableUri', type=gql.NonNullableType(gql.String))], + type=gql.Ref('QueryPreviewResult'), + resolver=read_sample_data, +) + listTableDataFilters = gql.QueryField( name='listTableDataFilters', args=[ diff --git a/backend/dataall/modules/s3_datasets/api/table/resolvers.py b/backend/dataall/modules/s3_datasets/api/table/resolvers.py index 63d0b0299..5b377a53e 100644 --- a/backend/dataall/modules/s3_datasets/api/table/resolvers.py +++ b/backend/dataall/modules/s3_datasets/api/table/resolvers.py @@ -33,6 +33,12 @@ def preview(context, source, tableUri: str = None): return DatasetTableService.preview(uri=tableUri) +def read_sample_data(context: Context, source: S3Dataset, tableUri: str): + if not tableUri: + return None + return DatasetTableService.read_table_sample(uri=tableUri) + + def get_glue_table_properties(context: Context, source: DatasetTable, **kwargs): if not source: return None diff --git a/backend/dataall/modules/s3_datasets/api/table_column/mutations.py b/backend/dataall/modules/s3_datasets/api/table_column/mutations.py index d9ae99b6d..8ebf8dcff 100644 --- a/backend/dataall/modules/s3_datasets/api/table_column/mutations.py +++ b/backend/dataall/modules/s3_datasets/api/table_column/mutations.py @@ -1,5 +1,8 @@ from dataall.base.api import gql -from dataall.modules.s3_datasets.api.table_column.resolvers import sync_table_columns, update_table_column +from dataall.modules.s3_datasets.api.table_column.resolvers import ( + sync_table_columns, + update_table_column, +) syncDatasetTableColumns = gql.MutationField( name='syncDatasetTableColumns', diff --git a/backend/dataall/modules/s3_datasets/aws/athena_table_client.py b/backend/dataall/modules/s3_datasets/aws/athena_table_client.py index fd511d385..ca69d9f5e 100644 --- a/backend/dataall/modules/s3_datasets/aws/athena_table_client.py +++ b/backend/dataall/modules/s3_datasets/aws/athena_table_client.py @@ -37,7 +37,7 @@ def get_table(self): ) cursor = connection.cursor() - sql = 'select * from {table_identifier} limit 50'.format( + sql = 'select * from {table_identifier} order by rand() limit 50'.format( table_identifier=sql_utils.Identifier(self._table.GlueDatabaseName, self._table.GlueTableName) ) cursor.execute(sql) # nosemgrep diff --git a/backend/dataall/modules/s3_datasets/aws/bedrock_metadata_client.py b/backend/dataall/modules/s3_datasets/aws/bedrock_metadata_client.py new file mode 100644 index 000000000..ac6427804 --- /dev/null +++ b/backend/dataall/modules/s3_datasets/aws/bedrock_metadata_client.py @@ -0,0 +1,96 @@ +import logging +import os + +from dataall.base.aws.sts import SessionHelper +from typing import List, Optional +from langchain_core.prompts import PromptTemplate +from pydantic import BaseModel +from langchain_aws import ChatBedrockConverse +from langchain_core.output_parsers import JsonOutputParser + +log = logging.getLogger(__name__) + +METADATA_GENERATION_DATASET_TEMPLATE_PATH = os.path.join( + os.path.dirname(__file__), 'bedrock_prompts', 'metadata_generation_dataset_template.txt' +) +METADATA_GENERATION_TABLE_TEMPLATE_PATH = os.path.join( + os.path.dirname(__file__), 'bedrock_prompts', 'metadata_generation_table_template.txt' +) +METADATA_GENERATION_FOLDER_TEMPLATE_PATH = os.path.join( + os.path.dirname(__file__), 'bedrock_prompts', 'metadata_generation_folder_template.txt' +) + + +class MetadataOutput(BaseModel): + tags: Optional[List[str]] = None + description: Optional[str] = None + label: Optional[str] = None + topics: Optional[List[str]] = None + + +class BedrockClient: + def __init__(self): + session = SessionHelper.get_session() + self._client = session.client('bedrock-runtime', region_name=os.getenv('AWS_REGION', 'eu-west-1')) + model_id = 'eu.anthropic.claude-3-5-sonnet-20240620-v1:0' + model_kwargs = { + 'max_tokens': 4096, + 'temperature': 0.5, + 'top_k': 250, + 'stop_sequences': [], + } + self._model = ChatBedrockConverse(client=self._client, model_id=model_id, **model_kwargs) + + def invoke_model_dataset_metadata(self, metadata_types, dataset, tables, folders): + try: + prompt_template = PromptTemplate.from_file(METADATA_GENERATION_DATASET_TEMPLATE_PATH) + parser = JsonOutputParser(pydantic_object=MetadataOutput) + chain = prompt_template | self._model | parser + context = { + 'metadata_types': metadata_types, + 'dataset_label': dataset.label, + 'description': dataset.description, + 'tags': dataset.tags, + 'topics': dataset.topics, + 'table_names': [t.label for t in tables], + 'table_descriptions': [t.description for t in tables], + 'folder_names': [f.label for f in folders], + } + return chain.invoke(context) + except Exception as e: + raise e + + def invoke_model_table_metadata(self, metadata_types, table, columns, sample_data): + try: + prompt_template = PromptTemplate.from_file(METADATA_GENERATION_TABLE_TEMPLATE_PATH) + parser = JsonOutputParser(pydantic_object=MetadataOutput) + chain = prompt_template | self._model | parser + + context = { + 'metadata_types': metadata_types, + 'label': table.label, + 'description': table.description, + 'tags': table.tags, + 'column_labels': [c.label for c in columns], + 'column_descriptions': [c.description for c in columns], + 'sample_data': sample_data, + } + return chain.invoke(context) + except Exception as e: + raise e + + def invoke_model_folder_metadata(self, metadata_types, folder, files): + try: + prompt_template = PromptTemplate.from_file(METADATA_GENERATION_FOLDER_TEMPLATE_PATH) + parser = JsonOutputParser(pydantic_object=MetadataOutput) + chain = prompt_template | self._model | parser + context = { + 'metadata_types': metadata_types, + 'label': folder.label, + 'description': folder.description, + 'tags': folder.tags, + 'file_names': files, + } + return chain.invoke(context) + except Exception as e: + raise e diff --git a/backend/dataall/modules/s3_datasets/aws/bedrock_prompts/metadata_generation_dataset_template.txt b/backend/dataall/modules/s3_datasets/aws/bedrock_prompts/metadata_generation_dataset_template.txt new file mode 100644 index 000000000..1a863c832 --- /dev/null +++ b/backend/dataall/modules/s3_datasets/aws/bedrock_prompts/metadata_generation_dataset_template.txt @@ -0,0 +1,76 @@ +You are a metadata generation assistant for AWS data assets. Your task is to generate or enhance metadata fields for a Dataset based on the provided information. + +INPUT PARAMETERS: +- Dataset name: {dataset_label} +- Current dataset description: {description} +- Current tags for dataset: {tags} +- Current topics for dataset: {topics} +- Table names in the dataset: {table_names} +- Table descriptions in the dataset: {table_descriptions} +- Folder names in the dataset: {folder_names} + +METADATA FIELDS REQUESTED: {metadata_types} +You will only generate the fields listed above. Each field has specific requirements: + +1. label - A concise title (1-3 words) for the Dataset. Use the current name as a starting point if available. +2. description - A concise summary (<30 words) of the Dataset's contents, focusing primarily on the Tables and Folders it contains. +3. tags - Up to 3 keywords highlighting the Dataset's main themes or content types. Do not duplicate the label as a tag. +4. topics - 1-2 topics from this fixed list: ['Finances', 'HumanResources', 'Products', 'Services', 'Operations', 'Research', 'Sales', 'Orders', 'Sites', 'Energy', 'Customers', 'Misc'] + +RULES: +- Ignore any input parameter that is "No description provided", None, or an empty list []. +- Return ONLY the requested metadata fields as specified in {metadata_types}. +- If insufficient data exists to generate meaningful metadata, return "NotEnoughData" for those fields. +- If both Table names and Folder names are empty or None, use "Empty Dataset" as the description and include "empty" as a tag. +- Return results as a Python dictionary with lowercase keys matching the requested metadata fields. +- Provide ONLY the Python dictionary in your response, no explanations or additional text. + +EXAMPLES: + +Example 1: Insufficient data +Input: +- Dataset name: None +- Current description: No description provided +- Current tags: [] +- Table names: [] +- Folder names: [] +- Requested fields: ["label", "description", "tags", "topics"] + +Output: +{{ + "label": "NotEnoughData", + "description": "Empty Dataset", + "tags": ["empty"], + "topics": "NotEnoughData" +}} + +Example 2: Sales data +Input: +- Dataset name: None +- Current description: No description provided +- Current tags: [] +- Table names: ["customer_orders", "product_inventory", "sales_transactions"] +- Folder names: ["orders", "inventory", "sales"] +- Requested fields: ["label", "description"] + +Output: +{{ + "label": "Sales and Inventory", + "description": "Dataset containing customer orders, product inventory, and sales transactions information, organized into orders, inventory, and sales folders." +}} + +Example 3: HR data +Input: +- Dataset name: None +- Current description: No description provided +- Current tags: [] +- Table names: ["employee_data", "payroll", "performance_reviews"] +- Folder names: ["hr_records", "financial", "evaluations"] +- Requested fields: ["label", "tags", "topics"] + +Output: +{{ + "label": "HR Management System", + "tags": ["employee", "payroll", "performance"], + "topics": ["HumanResources", "Finances"] +}} diff --git a/backend/dataall/modules/s3_datasets/aws/bedrock_prompts/metadata_generation_folder_template.txt b/backend/dataall/modules/s3_datasets/aws/bedrock_prompts/metadata_generation_folder_template.txt new file mode 100644 index 000000000..3b2d89b5c --- /dev/null +++ b/backend/dataall/modules/s3_datasets/aws/bedrock_prompts/metadata_generation_folder_template.txt @@ -0,0 +1,68 @@ +You are a metadata generation assistant for AWS data assets. Your task is to generate or enhance metadata fields for a Folder (S3 Prefix) based on the provided information. + +INPUT PARAMETERS: +- Folder name: {label} +- Current Folder description: {description} +- Current tags for Folder: {tags} +- File names (files stored inside the folder): {file_names} + +METADATA FIELDS REQUESTED: {metadata_types} +You will only generate the fields listed above. Each field has specific requirements: + +1. label - A concise title (1-3 words) for the Folder. Use the current name as a starting point if available. +2. description - A concise summary (<30 words) of the Folder's contents, focusing primarily on the files it contains. +3. tags - Up to 3 keywords highlighting the Folder's main themes or content types. + + +RULES: +- Ignore any input parameter that is "No description provided", None, or an empty list []. +- Return ONLY the requested metadata fields as specified in {metadata_types}. +- If insufficient data exists to generate meaningful metadata, return "NotEnoughData" for those fields. +- If file_names is empty, you likely have insufficient information to generate accurate metadata. +- Return results as a Python dictionary with lowercase keys matching the requested metadata fields. +- Provide ONLY the Python dictionary in your response, no explanations or additional text. + +EXAMPLES: + +Example 1: Insufficient data +Input: +- Folder name: my-folder-1 +- Current description: No description provided +- Current tags: [] +- File names: [] +- Requested fields: ["label", "description"] + +Output: +{{ + "label": "my-folder-1", + "description": "NotEnoughData" +}} + +Example 2: Sales reports folder +Input: +- Folder name: my-folder-2 +- Current description: Demo folder with some sample data. +- Current tags: ['demo'] +- File names: ['sales_report_2024.pdf', 'sales_terminology.pdf', 'year_over_year_increase.png'] +- Requested fields: ["label", "description", "tags"] + +Output: +{{ + "label": "Sales Report 2024", + "description": "This folder contains sales reports for 2024, including terminology documentation and year-over-year performance visualizations.", + "tags": ["sales", "reports", "2024"] +}} + +Example 3: Marketing assets folder +Input: +- Folder name: marketing-assets +- Current description: No description provided +- Current tags: [] +- File names: ['brand_guidelines.pdf', 'logo_primary.png', 'logo_secondary.png', 'color_palette.pdf'] +- Requested fields: ["label", "description"] + +Output: +{{ + "label": "Brand Assets", + "description": "Collection of brand identity materials including guidelines, primary and secondary logos, and color palette documentation." +}} diff --git a/backend/dataall/modules/s3_datasets/aws/bedrock_prompts/metadata_generation_table_template.txt b/backend/dataall/modules/s3_datasets/aws/bedrock_prompts/metadata_generation_table_template.txt new file mode 100644 index 000000000..41a268856 --- /dev/null +++ b/backend/dataall/modules/s3_datasets/aws/bedrock_prompts/metadata_generation_table_template.txt @@ -0,0 +1,72 @@ +You are a metadata generation assistant for AWS data assets. Your task is to generate or enhance metadata fields for a Table based on the provided information. + +INPUT PARAMETERS: +- Table name: {label} +- Current table description: {description} +- Current tags for table: {tags} +- Column names: {column_labels} +- Column Descriptions: {column_descriptions} +- Sample data: {sample_data} + + +METADATA FIELDS REQUESTED: {metadata_types} +You will only generate the fields listed above. Each field has specific requirements: + +1. description - A concise summary (<30 words) of the Table's contents, focusing primarily on the sample data, column names, and descriptions. +2. tags - Up to 3 keywords highlighting the Table's main themes or content types. + +RULES: +- Ignore any input parameter that is "No description provided", None, or an empty list []. +- Return ONLY the requested metadata fields as specified in {metadata_types}. +- If insufficient data exists to generate meaningful metadata, return "NotEnoughData" for those fields. +- Return results as a Python dictionary with lowercase keys matching the requested metadata fields. +- Provide ONLY the Python dictionary in your response, no explanations or additional text. + +EXAMPLES: + +Example 1: Insufficient data +Input: +- Table name: my-table-1 +- Current description: Demo data +- Current tags: ["demo"] +- Column names: [] +- Column Descriptions: [] +- Sample data: None +- Requested fields: ["description"] + +Output: +{{ + "description": "NotEnoughData" +}} + +Example 2: Book sales table without sample data +Input: +- Table name: my-table-2 +- Current description: Demo table with some sample data. +- Current tags: ['demo'] +- Column names: ['author', 'year', 'avg_rating', 'pages', 'genre', 'count'] +- Column Descriptions: ['Author that wrote the book', 'Year of publication', 'Average rating in Amazon.com', 'pages', 'genre', 'books sold in Amazon.com'] +- Sample data: None +- Requested fields: ["description", "tags"] + +Output: +{{ + "description": "Table tracking book sales performance with author information, publication year, ratings, page count, genre classification, and Amazon sales figures.", + "tags": ["books", "sales", "analytics"] +}} + +Example 3: Book sales table with sample data and column metadata +Input: +- Table name: my-table-2 +- Current description: Demo table with some sample data. +- Current tags: ['demo'] +- Column names: ['author', 'year', 'avg_rating_amzn', 'pages', 'genre', 'sales_amzn'] +- Column Descriptions: [] +- Sample data: {{"rows": ["[\"\\\"JK Rowling\\\"\", \"\\\"1995\\\"\", \"\\\"8\\\"\", \"\\\"419\\\"\", \"\\\"Science Fiction\\\"\", \"\\\"225890345\\\"\"]", [\"\\\"Gabriel Garcia Marquez\\\"\", \"\\\"1913\\\"\", \"\\\"9\\\"\", \"\\\"337\\\"\", \"\\\"Magical Realism\\\"\", \"\\\"221133\\\"\"]], "fields": [{{"name": "author"}}, {{"name": "year"}}, {{"name": "avg_rating"}}, {{"name": "pages"}}, {{"name": "genre"}}, {{"name": "count"}}], "__typename": "QueryPreviewResult"}} +- Requested fields: ["description", "tags"] + +Output: +{{ + "description": "Table tracking literary works by authors like JK Rowling and Gabriel Garcia Marquez, including publication years, Amazon ratings, page counts, genres, and sales figures.", + "tags": ["books", "sales", "ratings"] +}} diff --git a/backend/dataall/modules/s3_datasets/aws/s3_dataset_client.py b/backend/dataall/modules/s3_datasets/aws/s3_dataset_client.py index 94db4d056..45b32f63d 100644 --- a/backend/dataall/modules/s3_datasets/aws/s3_dataset_client.py +++ b/backend/dataall/modules/s3_datasets/aws/s3_dataset_client.py @@ -73,3 +73,16 @@ def get_bucket_encryption(self) -> (str, str, str): f'Data.all Environment Pivot Role does not have s3:GetEncryptionConfiguration Permission for {dataset.S3BucketName} bucket: {e}' ) raise Exception(f'Cannot fetch the bucket encryption configuration for {dataset.S3BucketName}: {e}') + + def list_bucket_files(self, bucket_name, prefix): + dataset = self._dataset + try: + response = self._client.list_objects_v2( + Bucket=bucket_name, + Prefix=prefix, + ExpectedBucketOwner=dataset.AwsAccountId, + MaxKeys=100, + ) + return response.get('Contents', []) + except ClientError as e: + raise Exception(f'Cannot list the bucket files for {dataset.S3BucketName}: {e}') diff --git a/backend/dataall/modules/s3_datasets/db/dataset_column_repositories.py b/backend/dataall/modules/s3_datasets/db/dataset_column_repositories.py index c2038084b..ef00a47b8 100644 --- a/backend/dataall/modules/s3_datasets/db/dataset_column_repositories.py +++ b/backend/dataall/modules/s3_datasets/db/dataset_column_repositories.py @@ -1,5 +1,5 @@ from operator import or_ - +from sqlalchemy.orm import Query from dataall.base.db import paginate from dataall.base.db.exceptions import ObjectNotFound from dataall.modules.s3_datasets.db.dataset_models import DatasetTableColumn @@ -19,8 +19,8 @@ def save_and_commit(session, column: DatasetTableColumn): session.commit() @staticmethod - def paginate_active_columns_for_table(session, table_uri: str, filter: dict): - q = ( + def query_active_columns_for_table(session, table_uri: str) -> Query: + return ( session.query(DatasetTableColumn) .filter( DatasetTableColumn.tableUri == table_uri, @@ -29,6 +29,10 @@ def paginate_active_columns_for_table(session, table_uri: str, filter: dict): .order_by(DatasetTableColumn.columnType.asc()) ) + @staticmethod + def paginate_active_columns_for_table(session, table_uri: str, filter: dict): + q = DatasetColumnRepository.query_active_columns_for_table(session, table_uri) + if filter.get('filteredColumns'): q = q.filter(DatasetTableColumn.name.in_(filter['filteredColumns'])) @@ -42,3 +46,10 @@ def paginate_active_columns_for_table(session, table_uri: str, filter: dict): ).order_by(DatasetTableColumn.columnType.asc()) return paginate(query=q, page=filter.get('page', 1), page_size=filter.get('pageSize', 10)).to_dict() + + @staticmethod + def list_active_columns_for_table(session, table_uri: str, limit=None): + q = DatasetColumnRepository.query_active_columns_for_table(session, table_uri) + if limit: + q = q.limit(limit) + return q.all() diff --git a/backend/dataall/modules/s3_datasets/db/dataset_location_repositories.py b/backend/dataall/modules/s3_datasets/db/dataset_location_repositories.py index a910ddb34..2b52ed9e3 100644 --- a/backend/dataall/modules/s3_datasets/db/dataset_location_repositories.py +++ b/backend/dataall/modules/s3_datasets/db/dataset_location_repositories.py @@ -97,9 +97,12 @@ def delete_dataset_locations(session, dataset_uri) -> bool: return True @staticmethod - def get_dataset_folders(session, dataset_uri): + def get_dataset_folders(session, dataset_uri, limit=None): """return the dataset folders""" - return session.query(DatasetStorageLocation).filter(DatasetStorageLocation.datasetUri == dataset_uri).all() + query = session.query(DatasetStorageLocation).filter(DatasetStorageLocation.datasetUri == dataset_uri) + if limit: + query = query.limit(limit) + return query.all() @staticmethod def paginated_dataset_locations(session, uri, data=None) -> dict: diff --git a/backend/dataall/modules/s3_datasets/db/dataset_models.py b/backend/dataall/modules/s3_datasets/db/dataset_models.py index bfb445f79..ac8c0973d 100644 --- a/backend/dataall/modules/s3_datasets/db/dataset_models.py +++ b/backend/dataall/modules/s3_datasets/db/dataset_models.py @@ -48,7 +48,10 @@ class DatasetStorageLocation(Resource, Base): S3BucketName = Column(String, nullable=False) S3Prefix = Column(String, nullable=False) S3AccessPoint = Column(String, nullable=True) + label = Column(String, nullable=False) region = Column(String, default='eu-west-1') + description = Column(String, nullable=True) + tags = Column(ARRAY(String)) locationCreated = Column(Boolean, default=False) userRoleForStorageLocation = query_expression() projectPermission = query_expression() diff --git a/backend/dataall/modules/s3_datasets/db/dataset_repositories.py b/backend/dataall/modules/s3_datasets/db/dataset_repositories.py index 77bf90265..89cfc6cdc 100644 --- a/backend/dataall/modules/s3_datasets/db/dataset_repositories.py +++ b/backend/dataall/modules/s3_datasets/db/dataset_repositories.py @@ -1,6 +1,7 @@ import logging -from sqlalchemy import and_, or_ +import sqlalchemy +from sqlalchemy import and_, or_, literal from sqlalchemy.orm import Query from dataall.core.activity.db.activity_models import Activity from dataall.core.environment.db.environment_models import Environment @@ -9,7 +10,7 @@ from dataall.base.db.exceptions import ObjectNotFound from dataall.modules.datasets_base.services.datasets_enums import ConfidentialityClassification, Language from dataall.core.environment.services.environment_resource_manager import EnvironmentResource -from dataall.modules.s3_datasets.db.dataset_models import DatasetTable, S3Dataset +from dataall.modules.s3_datasets.db.dataset_models import DatasetTable, S3Dataset, DatasetStorageLocation from dataall.base.utils.naming_convention import ( NamingConventionService, NamingConventionPattern, @@ -185,9 +186,12 @@ def update_glue_database_status(session, dataset_uri): dataset.glueDatabaseCreated = True @staticmethod - def get_dataset_tables(session, dataset_uri): + def get_dataset_tables(session, dataset_uri, limit=None): """return the dataset tables""" - return session.query(DatasetTable).filter(DatasetTable.datasetUri == dataset_uri).all() + query = session.query(DatasetTable).filter(DatasetTable.datasetUri == dataset_uri) + if limit: + query = query.limit(limit) + return query.all() @staticmethod def delete_dataset(session, dataset) -> bool: @@ -294,3 +298,41 @@ def _set_import_data(dataset, data): dataset.importedAdminRole = True if data.get('adminRoleName') else False if data.get('imported'): dataset.KmsAlias = data.get('KmsKeyAlias') if data.get('KmsKeyAlias') else 'SSE-S3' + + @staticmethod + def query_dataset_tables_folders(session, dataset_uri): + q1 = ( + session.query( + S3Dataset.datasetUri, + DatasetTable.tableUri.label('targetUri'), + DatasetTable.name.label('name'), + literal('Table', type_=sqlalchemy.types.String).label('targetType'), + ) + .join( + DatasetTable, + DatasetTable.datasetUri == S3Dataset.datasetUri, + ) + .filter(S3Dataset.datasetUri == dataset_uri) + ) + q2 = ( + session.query( + S3Dataset.datasetUri, + DatasetStorageLocation.locationUri.label('targetUri'), + DatasetStorageLocation.name.label('name'), + literal('Folder', type_=sqlalchemy.types.String).label('targetType'), + ) + .join( + DatasetStorageLocation, + DatasetStorageLocation.datasetUri == S3Dataset.datasetUri, + ) + .filter(S3Dataset.datasetUri == dataset_uri) + ) + return q1.union(q2) + + @staticmethod + def paginated_dataset_tables_folders(session, dataset_uri, data): + return paginate( + query=DatasetRepository.query_dataset_tables_folders(session, dataset_uri), + page=data.get('page', 1), + page_size=data.get('pageSize', 10), + ).to_dict() diff --git a/backend/dataall/modules/s3_datasets/services/dataset_enums.py b/backend/dataall/modules/s3_datasets/services/dataset_enums.py new file mode 100644 index 000000000..f531fbfe1 --- /dev/null +++ b/backend/dataall/modules/s3_datasets/services/dataset_enums.py @@ -0,0 +1,18 @@ +from enum import Enum + + +class MetadataGenerationTargets(Enum): + """Describes the s3_datasets metadata generation types""" + + Table = 'Table' + Folder = 'Folder' + S3_Dataset = 'S3_Dataset' + + +class MetadataGenerationTypes(Enum): + """Describes the s3_datasets metadata generation types""" + + Description = 'description' + Label = 'label' + Tag = 'tags' + Topic = 'topics' diff --git a/backend/dataall/modules/s3_datasets/services/dataset_location_service.py b/backend/dataall/modules/s3_datasets/services/dataset_location_service.py index 13c12d144..c270448c9 100644 --- a/backend/dataall/modules/s3_datasets/services/dataset_location_service.py +++ b/backend/dataall/modules/s3_datasets/services/dataset_location_service.py @@ -1,7 +1,11 @@ +import logging + from dataall.modules.s3_datasets.indexers.dataset_indexer import DatasetIndexer from dataall.base.context import get_context from dataall.core.permissions.services.resource_policy_service import ResourcePolicyService from dataall.core.permissions.services.tenant_policy_service import TenantPolicyService + +from dataall.core.resource_threshold.services.resource_threshold_service import ResourceThresholdService from dataall.modules.catalog.db.glossary_repositories import GlossaryRepository from dataall.base.db.exceptions import ResourceAlreadyExists from dataall.modules.s3_datasets.services.dataset_service import DatasetService @@ -18,6 +22,10 @@ from dataall.modules.s3_datasets.services.dataset_permissions import DATASET_FOLDER_READ, GET_DATASET_FOLDER from dataall.modules.s3_datasets.db.dataset_repositories import DatasetRepository from dataall.modules.s3_datasets.db.dataset_models import DatasetStorageLocation, S3Dataset +from dataall.modules.s3_datasets.aws.bedrock_metadata_client import BedrockClient +from dataall.modules.s3_datasets.aws.s3_dataset_client import S3DatasetClient + +log = logging.getLogger(__name__) class DatasetLocationService: @@ -141,3 +149,19 @@ def get_folder_restricted_information(uri: str, folder: DatasetStorageLocation): context = get_context() with context.db_engine.scoped_session() as session: return DatasetRepository.get_dataset_by_uri(session, folder.datasetUri) + + @staticmethod + @ResourcePolicyService.has_resource_permission(UPDATE_DATASET_FOLDER, parent_resource=_get_dataset_uri) + @ResourceThresholdService.check_invocation_count( + 'metadata', 'modules.s3_datasets.features.generate_metadata_ai.max_count_per_day' + ) + def generate_metadata_for_folder(uri, metadata_types): + context = get_context() + with context.db_engine.scoped_session() as session: + folder = DatasetLocationRepository.get_location_by_uri(session, uri) + dataset = DatasetRepository.get_dataset_by_uri(session, folder.datasetUri) + files = S3DatasetClient(dataset).list_bucket_files(folder.S3BucketName, folder.S3Prefix) + metadata = BedrockClient().invoke_model_folder_metadata( + metadata_types=metadata_types, folder=folder, files=[f['Key'] for f in files] + ) + return [{'targetUri': uri, 'targetType': 'Folder', **metadata}] diff --git a/backend/dataall/modules/s3_datasets/services/dataset_service.py b/backend/dataall/modules/s3_datasets/services/dataset_service.py index e697ce871..b97d2469b 100644 --- a/backend/dataall/modules/s3_datasets/services/dataset_service.py +++ b/backend/dataall/modules/s3_datasets/services/dataset_service.py @@ -19,6 +19,8 @@ from dataall.core.stacks.db.stack_repositories import StackRepository from dataall.core.stacks.db.stack_models import Stack from dataall.core.tasks.db.task_models import Task + +from dataall.core.resource_threshold.services.resource_threshold_service import ResourceThresholdService from dataall.modules.catalog.db.glossary_repositories import GlossaryRepository from dataall.modules.s3_datasets.db.dataset_bucket_repositories import DatasetBucketRepository from dataall.modules.shares_base.db.share_object_repositories import ShareObjectRepository @@ -48,6 +50,7 @@ from dataall.modules.s3_datasets.db.dataset_models import S3Dataset, DatasetTable from dataall.modules.datasets_base.db.dataset_models import DatasetBase from dataall.modules.datasets_base.services.dataset_service_interface import DatasetServiceInterface +from dataall.modules.s3_datasets.aws.bedrock_metadata_client import BedrockClient log = logging.getLogger(__name__) @@ -595,3 +598,30 @@ def _delete_dataset_term_links(session, dataset_uri): for table_uri in tables: GlossaryRepository.delete_glossary_terms_links(session, table_uri, 'DatasetTable') GlossaryRepository.delete_glossary_terms_links(session, dataset_uri, 'Dataset') + + @staticmethod + @ResourcePolicyService.has_resource_permission(GET_DATASET) + def list_dataset_tables_folders(uri, filter): + context = get_context() + with context.db_engine.scoped_session() as session: + return DatasetRepository.paginated_dataset_tables_folders(session, uri, filter) + + @staticmethod + @TenantPolicyService.has_tenant_permission(MANAGE_DATASETS) + @ResourcePolicyService.has_resource_permission(UPDATE_DATASET) + @ResourceThresholdService.check_invocation_count( + 'metadata', 'modules.s3_datasets.features.generate_metadata_ai.max_count_per_day' + ) + def generate_metadata_for_dataset(uri, metadata_types): + context = get_context() + with context.db_engine.scoped_session() as session: + dataset = DatasetBaseRepository.get_dataset_by_uri(session, uri) + tables = DatasetRepository.get_dataset_tables(session, dataset.datasetUri, limit=50) + folders = DatasetLocationRepository.get_dataset_folders(session, dataset.datasetUri, limit=50) + metadata = BedrockClient().invoke_model_dataset_metadata( + metadata_types=metadata_types, + dataset=dataset, + tables=tables, + folders=folders, + ) + return [{'targetUri': uri, 'targetType': 'S3_Dataset', **metadata}] diff --git a/backend/dataall/modules/s3_datasets/services/dataset_table_service.py b/backend/dataall/modules/s3_datasets/services/dataset_table_service.py index 14f227ce8..aef0b4800 100644 --- a/backend/dataall/modules/s3_datasets/services/dataset_table_service.py +++ b/backend/dataall/modules/s3_datasets/services/dataset_table_service.py @@ -2,6 +2,8 @@ from dataall.base.context import get_context from dataall.core.permissions.services.resource_policy_service import ResourcePolicyService from dataall.core.permissions.services.tenant_policy_service import TenantPolicyService + +from dataall.core.resource_threshold.services.resource_threshold_service import ResourceThresholdService from dataall.modules.catalog.db.glossary_repositories import GlossaryRepository from dataall.core.environment.services.environment_service import EnvironmentService from dataall.modules.s3_datasets.aws.athena_table_client import AthenaTableClient @@ -28,6 +30,10 @@ from dataall.modules.s3_datasets.services.dataset_service import DatasetService from dataall.base.utils import json_utils from dataall.base.db import exceptions +from dataall.modules.s3_datasets.aws.bedrock_metadata_client import BedrockClient +from dataall.modules.s3_datasets.db.dataset_column_repositories import DatasetColumnRepository +from dataall.modules.s3_datasets.services.dataset_enums import MetadataGenerationTypes + log = logging.getLogger(__name__) @@ -111,6 +117,17 @@ def preview(uri: str): env = EnvironmentService.get_environment_by_uri(session, dataset.environmentUri) return AthenaTableClient(env, table).get_table() + @staticmethod + @TenantPolicyService.has_tenant_permission(MANAGE_DATASETS) + @ResourcePolicyService.has_resource_permission(UPDATE_DATASET_TABLE, parent_resource=_get_dataset_uri) + def read_table_sample(uri: str): + context = get_context() + with context.db_engine.scoped_session() as session: + table: DatasetTable = DatasetTableRepository.get_dataset_table_by_uri(session, uri) + dataset = DatasetRepository.get_dataset_by_uri(session, table.datasetUri) + env = EnvironmentService.get_environment_by_uri(session, dataset.environmentUri) + return AthenaTableClient(env, table).get_table() + @staticmethod @ResourcePolicyService.has_resource_permission(GET_DATASET_TABLE) def get_glue_table_properties(uri: str): @@ -182,3 +199,23 @@ def _delete_dataset_table_read_permission(session, table_uri): ResourcePolicyService.delete_resource_policy( session=session, group=None, resource_uri=table_uri, resource_type=DatasetTable.__name__ ) + + @staticmethod + @ResourcePolicyService.has_resource_permission(UPDATE_DATASET_TABLE, parent_resource=_get_dataset_uri) + @ResourceThresholdService.check_invocation_count( + 'metadata', 'modules.s3_datasets.features.generate_metadata_ai.max_count_per_day' + ) + def generate_metadata_for_table(uri, metadata_types, sample_data): + metadataTypesForTable = [MetadataGenerationTypes.Description.value, MetadataGenerationTypes.Tag.value] + table_metadata_types = [item for item in metadata_types if item in metadataTypesForTable] + context = get_context() + with context.db_engine.scoped_session() as session: + table = DatasetTableRepository.get_dataset_table_by_uri(session, uri) + table_columns = DatasetColumnRepository.list_active_columns_for_table(session, table.tableUri, limit=50) + metadata = BedrockClient().invoke_model_table_metadata( + table=table, columns=table_columns, metadata_types=table_metadata_types, sample_data=sample_data + ) + + result = [{'targetUri': uri, 'targetType': 'Table', **metadata}] + + return result diff --git a/backend/migrations/env.py b/backend/migrations/env.py index 2816677cc..84b6a1094 100644 --- a/backend/migrations/env.py +++ b/backend/migrations/env.py @@ -20,6 +20,7 @@ from dataall.modules.omics.db.omics_models import OmicsWorkflow, OmicsRun from dataall.modules.metadata_forms.db.metadata_form_models import * from dataall.modules.redshift_datasets.db.redshift_models import RedshiftDataset, RedshiftTable, RedshiftConnection +from dataall.core.resource_threshold.db.resource_threshold_models import ResourceThreshold # fmt: on # enable ruff-format back diff --git a/backend/migrations/versions/2258cd8d6e9f_resource_thresholds_added.py b/backend/migrations/versions/2258cd8d6e9f_resource_thresholds_added.py new file mode 100644 index 000000000..00df0c680 --- /dev/null +++ b/backend/migrations/versions/2258cd8d6e9f_resource_thresholds_added.py @@ -0,0 +1,37 @@ +"""resource_thresholds_added + +Revision ID: 2258cd8d6e9f +Revises: 89c3bfe59cad +Create Date: 2024-08-22 12:31:38.465650 + +""" + +from alembic import op +import sqlalchemy as sa + + +# revision identifiers, used by Alembic. +revision = '2258cd8d6e9f' +down_revision = '89c3bfe59cad' +branch_labels = None +depends_on = None + + +def upgrade(): + # ### commands auto generated by Alembic - please adjust! ### + op.create_table( + 'resource_threshold', + sa.Column('actionUri', sa.String(length=64), nullable=False), + sa.Column('username', sa.String(length=64), nullable=False), + sa.Column('actionType', sa.String(length=64), nullable=False), + sa.Column('date', sa.Date(), nullable=False), + sa.Column('count', sa.Integer(), nullable=False), + sa.PrimaryKeyConstraint('actionUri'), + ) + # ### end Alembic commands ### + + +def downgrade(): + # ### commands auto generated by Alembic - please adjust! ### + op.drop_table('resource_threshold') + # ### end Alembic commands ### diff --git a/backend/migrations/versions/a1b2c3d4e5f7_fix_mf_trigger_entity_type.py b/backend/migrations/versions/a1b2c3d4e5f7_fix_mf_trigger_entity_type.py index 704e56f4e..14fb47bd6 100644 --- a/backend/migrations/versions/a1b2c3d4e5f7_fix_mf_trigger_entity_type.py +++ b/backend/migrations/versions/a1b2c3d4e5f7_fix_mf_trigger_entity_type.py @@ -1,7 +1,9 @@ """fix_mf_trigger_entity_type + Revision ID: a1b2c3d4e5f7 Revises: ba2da94739ab Create Date: 2025-10-03 12:00:00.000000 + """ from alembic import op diff --git a/backend/requirements.txt b/backend/requirements.txt index 50dc79e87..2003db8dc 100644 --- a/backend/requirements.txt +++ b/backend/requirements.txt @@ -1,6 +1,6 @@ ariadne==0.26.2 aws-xray-sdk==2.4.3 -boto3==1.35.26 +boto3==1.40.48 fastapi == 0.116.1 nanoid==2.0.0 opensearch-py==3.0.0 @@ -13,3 +13,6 @@ requests_aws4auth==1.1.1 sqlalchemy==2.0.41 alembic==1.16.4 retrying==1.3.4 +langchain-aws==0.2.28 +langchain-core==0.3.69 +pydantic==2.10.0 diff --git a/config.json b/config.json index e3af66063..e621d43f7 100644 --- a/config.json +++ b/config.json @@ -58,7 +58,11 @@ "preview_data": true, "glue_crawler": true, "metrics_data": true, - "show_stack_logs": "enabled" + "show_stack_logs": "enabled", + "generate_metadata_ai": { + "active": true, + "max_count_per_day": 25 + } } }, "shares_base": { diff --git a/deploy/requirements.txt b/deploy/requirements.txt index ed048e7b7..a1fc689fa 100644 --- a/deploy/requirements.txt +++ b/deploy/requirements.txt @@ -1,6 +1,6 @@ aws-cdk-lib==2.208.0 -boto3==1.35.26 -boto3-stubs==1.35.26 +boto3==1.40.48 +boto3-stubs==1.40.48 cdk-nag==2.7.2 typeguard==4.2.1 cdk-klayers==0.3.0 diff --git a/frontend/src/modules/S3_Datasets/components/GenerateMetadataComponent.js b/frontend/src/modules/S3_Datasets/components/GenerateMetadataComponent.js new file mode 100644 index 000000000..f86e571c1 --- /dev/null +++ b/frontend/src/modules/S3_Datasets/components/GenerateMetadataComponent.js @@ -0,0 +1,481 @@ +import { useState, useCallback } from 'react'; +import { + Avatar, + Box, + Button, + Checkbox, + Chip, + Divider, + FormControl, + FormGroup, + FormControlLabel, + FormLabel, + Grid, + InputLabel, + LinearProgress, + MenuItem, + Select, + Switch, + Typography +} from '@mui/material'; +import { DataGrid } from '@mui/x-data-grid'; +import { useSnackbar } from 'notistack'; +import PropTypes from 'prop-types'; +import AutoModeIcon from '@mui/icons-material/AutoMode'; +import { Defaults, Scrollbar } from 'design'; +import { SET_ERROR, useDispatch } from 'globalErrors'; +import { useClient } from 'services'; +import { listDatasetTablesFolders, generateMetadataBedrock } from '../services'; + +export const GenerateMetadataComponent = (props) => { + const { + dataset, + targetType, + setTargetType, + targets, + setTargets, + targetOptions, + setTargetOptions, + selectedMetadataTypes, + setSelectedMetadataTypes, + currentView, + setCurrentView, + loadingMetadata, + setLoadingMetadata, + ...other + } = props; + const { enqueueSnackbar } = useSnackbar(); + const dispatch = useDispatch(); + + const client = useClient(); + const [loadingTableFolder, setLoadingTableFolder] = useState(false); + const [tableFolderFilter, setTableFolderFilter] = useState(Defaults.filter); + const [generatingTargets, setGeneratingTargets] = useState(new Set()); + const [progress, setProgress] = useState(0); + const handleChange = useCallback( + async (event) => { + setTargetType(event.target.value); + if (event.target.value === 'Dataset') { + setTargets([ + { + targetUri: dataset.datasetUri, + targetType: 'S3_Dataset', + name: dataset.name + } + ]); + } else { + setTargets([]); + setLoadingTableFolder(true); + const response = await client.query( + listDatasetTablesFolders({ + datasetUri: dataset.datasetUri, + filter: tableFolderFilter + }) + ); + if (!response.errors) { + setTargetOptions(response.data.listDatasetTablesFolders); + } else { + dispatch({ + type: SET_ERROR, + error: response.errors[0].message + dataset.datasetUri + }); + } + setLoadingTableFolder(false); + } + }, + [client, dispatch] + ); + + const handleMetadataChange = (event) => { + const { name, checked } = event.target; + + // Update the state with the new value + setSelectedMetadataTypes({ + ...selectedMetadataTypes, + [name]: checked + }); + }; + + const handlePageChange = async (page) => { + page += 1; //expecting 1-indexing + if (page <= targetOptions.pages && page !== targetOptions.page) { + await setTableFolderFilter({ ...tableFolderFilter, page: page }); + } + }; + + const generateMetadata = async () => { + try { + setProgress(0); + const totalTargets = targets.length; + + for (let i = 0; i < targets.length; i++) { + const target = targets[i]; + setGeneratingTargets((prev) => new Set([...prev, target.targetUri])); + + // Get metadata types for API call + const metadataTypesForApi = Object.entries(selectedMetadataTypes) + .filter(([key, value]) => value === true) + .map(([key]) => key); + + let response = await client.mutate( + generateMetadataBedrock({ + resourceUri: target.targetUri, + targetType: target.targetType, + metadataTypes: metadataTypesForApi, + tableSampleData: {} + }) + ); + + if (!response.errors) { + const matchingResponse = response.data.generateMetadata.find( + (item) => + item.targetUri === target.targetUri && + item.targetType === target.targetType + ); + + if (matchingResponse) { + target.description = matchingResponse.description; + target.label = matchingResponse.label; + target.tags = matchingResponse.tags; + target.topics = matchingResponse.topics; + } + const hasNotEnoughData = [ + target.description, + target.label, + target.tags, + target.topics + ].some((value) => value === 'NotEnoughData'); + + if (hasNotEnoughData) { + enqueueSnackbar( + `Not enough data to generate metadata for ${target.name}`, + { + anchorOrigin: { + horizontal: 'right', + vertical: 'top' + }, + variant: 'warning' + } + ); + } else { + enqueueSnackbar( + `Metadata generation is successful for ${target.name}`, + { + anchorOrigin: { + horizontal: 'right', + vertical: 'top' + }, + variant: 'success' + } + ); + } + } else { + target.description = 'Error'; + target.label = 'Error'; + target.tags = 'Error'; + target.topics = 'Error'; + dispatch({ + type: SET_ERROR, + error: response.errors[0].message + dataset.datasetUri + }); + } + + setGeneratingTargets((prev) => { + const newSet = new Set(prev); + newSet.delete(target.targetUri); + return newSet; + }); + + // Update progress after each target is processed + setProgress(Math.round(((i + 1) / totalTargets) * 100)); + } + setProgress(100); + setCurrentView('REVIEW_METADATA'); + } catch (error) { + dispatch({ + type: SET_ERROR, + error: error.message + }); + setGeneratingTargets(new Set()); // Clear generating state on error + setProgress(0); // Reset progress on error + } + }; + // If metadata is being generated, only show the progress bar + if (generatingTargets.size > 0) { + return ( + + + + + + + + + {`${progress}%`} + + + + + Generating metadata for {generatingTargets.size} of {targets.length}{' '} + targets + + + + ); + } + + // Normal UI when not generating metadata + return ( + <> + + + 1} + label="Select target type" + color="primary" + variant="outlined" + /> + + + {targetType && ( + 2} + label="Select target resources" + color="primary" + variant="outlined" + /> + )} + + + {targetType && !!targets.length && ( + 3} + label="Select type of metadata" + color="primary" + variant="outlined" + /> + )} + + + + + + + Target Type * + + + {targetType === 'Dataset' && ( + + Data.all will use the table and folder metadata to generate + Dataset label, description, tags and/or topics using Amazon + Bedrock. + + )} + {targetType === 'TablesAndFolders' && ( + + Data.all will use table column names and table descriptions and + folder S3 prefix names to generate Tables and Folders label, + description, tags and/or topics using Amazon Bedrock. + + )} + + + {targetType === 'Dataset' && ( + } + label={dataset.name} + /> + )} + {targetType === 'TablesAndFolders' && ( + + + node.targetUri} + rows={targetOptions.nodes} + columns={[ + { field: 'targetUri', hide: true }, + { + field: 'name', + headerName: 'Name', + flex: 1.5, + editable: false + }, + { + field: 'targetType', + headerName: 'Type', + flex: 1, + editable: false + } + ]} + rowCount={targetOptions.count} + page={targetOptions.page - 1} + pageSize={targetOptions.pageSize} + paginationMode="server" + onPageChange={handlePageChange} + loading={loadingTableFolder} + onPageSizeChange={(pageSize) => { + setTableFolderFilter({ + ...tableFolderFilter, + pageSize: pageSize + }); + }} + getRowHeight={() => 'auto'} + disableSelectionOnClick + onSelectionModelChange={(newSelectionModel) => { + const selectedTargets = newSelectionModel.map((id) => + targetOptions.nodes.find( + (option) => option.targetUri === id + ) + ); + setTargets(selectedTargets); + if (newSelectionModel.length === 0) { + setSelectedMetadataTypes({}); + } + }} + sx={{ + wordWrap: 'break-word', + '& .MuiDataGrid-row': { + borderBottom: '1px solid rgba(145, 158, 171, 0.24)' + }, + '& .MuiDataGrid-columnHeaders': { + borderBottom: 0.5 + } + }} + /> + + + )} + + + {targetType && !!targets.length && ( + + Metadata + 0 && + targets.every((target) => target.targetType === 'Table') + } + /> + } + label="Label" + /> + + } + label="Description" + /> + + } + label="Tags" + /> + + } + label="Topics" + /> + + )} + + + {!loadingMetadata && ( + + )} + + ); +}; + +GenerateMetadataComponent.propTypes = { + dataset: PropTypes.object.isRequired, + targetType: PropTypes.string.isRequired, + setTargetType: PropTypes.func.isRequired, + targets: PropTypes.array.isRequired, + setTargets: PropTypes.func.isRequired, + targetOptions: PropTypes.array.isRequired, + setTargetOptions: PropTypes.func.isRequired, + selectedMetadataTypes: PropTypes.object.isRequired, + setSelectedMetadataTypes: PropTypes.func.isRequired, + currentView: PropTypes.string.isRequired, + setCurrentView: PropTypes.func.isRequired +}; diff --git a/frontend/src/modules/S3_Datasets/components/MetadataMainModal.js b/frontend/src/modules/S3_Datasets/components/MetadataMainModal.js new file mode 100644 index 000000000..788f1a201 --- /dev/null +++ b/frontend/src/modules/S3_Datasets/components/MetadataMainModal.js @@ -0,0 +1,72 @@ +import { Dialog } from '@mui/material'; +import PropTypes from 'prop-types'; +import { useEffect, useState } from 'react'; +import { Defaults } from 'design'; +import { GenerateMetadataComponent } from './GenerateMetadataComponent'; +import { ReviewMetadataComponent } from './ReviewMetadataComponent'; + +export const MetadataMainModal = (props) => { + const { dataset, onApply, onClose, open, ...other } = props; + const [currentView, setCurrentView] = useState('GENERATE_FORM'); + const [targetType, setTargetType] = useState(''); + const [targets, setTargets] = useState([]); + const [targetOptions, setTargetOptions] = useState([]); + const [selectedMetadataTypes, setSelectedMetadataTypes] = useState({ + label: false, + description: false, + tags: false, + topics: false, + subitem_descriptions: false + }); + + useEffect(() => { + if (!open) { + setCurrentView('GENERATE_FORM'); + setTargetType(''); + setTargets([]); + setTargetOptions(Defaults.pagedResponse); + setSelectedMetadataTypes({}); + } + }, [open]); + + if (!dataset) { + return null; + } + + return ( + + {currentView === 'GENERATE_FORM' && ( + + )} + {currentView === 'REVIEW_METADATA' && ( + + )} + + ); +}; + +MetadataMainModal.propTypes = { + dataset: PropTypes.object.isRequired, + onApply: PropTypes.func, + onClose: PropTypes.func, + open: PropTypes.bool.isRequired +}; diff --git a/frontend/src/modules/S3_Datasets/components/ReviewMetadataComponent.js b/frontend/src/modules/S3_Datasets/components/ReviewMetadataComponent.js new file mode 100644 index 000000000..8334e8417 --- /dev/null +++ b/frontend/src/modules/S3_Datasets/components/ReviewMetadataComponent.js @@ -0,0 +1,605 @@ +import React, { useState, useEffect } from 'react'; +import { + Button, + Box, + Chip, + Typography, + CircularProgress, + Backdrop +} from '@mui/material'; +import { DataGrid } from '@mui/x-data-grid'; +import { useSnackbar } from 'notistack'; +import PropTypes from 'prop-types'; +import AutoModeIcon from '@mui/icons-material/AutoMode'; +import SaveIcon from '@mui/icons-material/Save'; +import { Scrollbar } from 'design'; +import { SET_ERROR, useDispatch } from 'globalErrors'; +import { useClient } from 'services'; +import { updateDatasetTable } from 'modules/Tables/services'; +import { updateDatasetStorageLocation } from 'modules/Folders/services'; +import { + readTableSampleData, + updateDataset, + generateMetadataBedrock +} from '../services'; +import SampleDataPopup from './SampleDataPopup'; + +export const ReviewMetadataComponent = (props) => { + const { dataset, targets, setTargets, selectedMetadataTypes, onClose } = + props; + const { enqueueSnackbar } = useSnackbar(); + const dispatch = useDispatch(); + const client = useClient(); + const [popupOpen, setPopupOpen] = useState(false); + const [sampleData, setSampleData] = useState(null); + const [targetUri, setTargetUri] = useState(null); + const [selectedRows, setSelectedRows] = useState([]); + const [generatingTargets, setGeneratingTargets] = useState(new Set()); + const [loadingSampleData, setLoadingSampleData] = useState(false); + + // Check for errors in targets data when component mounts or targets change + useEffect(() => { + // This effect is no longer needed + }, [targets]); + + const openSampleDataPopup = (data) => { + setSampleData(data); + setPopupOpen(true); + }; + const closeSampleDataPopup = () => { + setPopupOpen(false); + setSampleData(null); + }; + + async function handleRegenerate(table) { + try { + setLoadingSampleData(true); + const response = await client.query( + readTableSampleData({ + tableUri: table.targetUri + }) + ); + if (!response.errors) { + openSampleDataPopup(response.data.readTableSampleData); + setTargetUri(table.targetUri); + enqueueSnackbar('Successfully read sample data', { + variant: 'success' + }); + } else { + dispatch({ type: SET_ERROR, error: response.errors[0].message }); + } + } catch (err) { + dispatch({ type: SET_ERROR, error: err.message }); + } finally { + setLoadingSampleData(false); + } + } + + async function handleRegenerateMetadata(target) { + try { + setGeneratingTargets((prev) => new Set([...prev, target.targetUri])); + const response = await client.mutate( + generateMetadataBedrock({ + resourceUri: target.targetUri, + targetType: target.targetType, + metadataTypes: Object.entries(selectedMetadataTypes) + .filter(([key, value]) => value === true) + .map(([key]) => key) + }) + ); + + if (!response.errors) { + const targetIndex = targets.findIndex( + (t) => t.targetUri === target.targetUri + ); + if (targetIndex !== -1) { + const updatedTarget = { + ...targets[targetIndex], + description: response.data.generateMetadata[0].description ?? '', + label: response.data.generateMetadata[0].label ?? '', + tags: response.data.generateMetadata[0].tags ?? '', + topics: response.data.generateMetadata[0].topics ?? '' + }; + + const updatedTargets = [...targets]; + updatedTargets[targetIndex] = updatedTarget; + + setTargets(updatedTargets); + + enqueueSnackbar( + `Metadata generation is successful for ${updatedTarget.name}`, + { + anchorOrigin: { + horizontal: 'right', + vertical: 'top' + }, + variant: 'success' + } + ); + } + } else { + dispatch({ type: SET_ERROR, error: response.errors[0].message }); + } + } catch (err) { + dispatch({ type: SET_ERROR, error: err.message }); + } finally { + setGeneratingTargets((prev) => { + const newSet = new Set(prev); + newSet.delete(target.targetUri); + return newSet; + }); + } + } + const handleAcceptAndRegenerate = async () => { + try { + const target = targets.find((t) => t.targetUri === targetUri); + if (!target) { + console.error(`Target with targetUri ${targetUri} not found`); + enqueueSnackbar(`Metadata generation is unsuccessful`, { + anchorOrigin: { + horizontal: 'right', + vertical: 'top' + }, + variant: 'error' + }); + return; + } + const { __typename, ...sampleDataWithoutTypename } = sampleData; + const response = await client.mutate( + generateMetadataBedrock({ + resourceUri: target.targetUri, + targetType: target.targetType, + metadataTypes: Object.entries(selectedMetadataTypes) + .filter(([key, value]) => value === true) + .map(([key]) => key), + tableSampleData: sampleDataWithoutTypename + }) + ); + + if (!response.errors) { + const targetIndex = targets.findIndex((t) => t.targetUri === targetUri); + if (targetIndex !== -1) { + const updatedTarget = { + ...targets[targetIndex], + description: response.data.generateMetadata[0].description, + label: response.data.generateMetadata[0].label, + tags: response.data.generateMetadata[0].tags, + topics: response.data.generateMetadata[0].topics + }; + + const updatedTargets = [...targets]; + updatedTargets[targetIndex] = updatedTarget; + + setTargets(updatedTargets); + + enqueueSnackbar( + `Metadata generation is successful for ${updatedTarget.name}`, + { + anchorOrigin: { + horizontal: 'right', + vertical: 'top' + }, + variant: 'success' + } + ); + } + } else { + dispatch({ type: SET_ERROR, error: response.errors[0].message }); + } + + closeSampleDataPopup(); + } catch (err) { + dispatch({ type: SET_ERROR, error: err.message }); + } + }; + + async function saveMetadata(targets) { + try { + const updatedTargets = targets.map(async (target) => { + const updatedMetadata = {}; + + Object.entries(selectedMetadataTypes).forEach( + ([metadataType, checked]) => { + if (checked) { + updatedMetadata[metadataType] = target[metadataType]; + } + } + ); + if (target.targetType === 'S3_Dataset') { + updatedMetadata.KmsAlias = dataset.restricted.KmsAlias; + const response = await client.mutate( + updateDataset({ + datasetUri: target.targetUri, + input: updatedMetadata + }) + ); + + if (!response.errors) { + return { ...target, success: true }; + } else { + dispatch({ type: SET_ERROR, error: response.errors[0].message }); + return { ...target, success: false }; + } + } else if (target.targetType === 'Table') { + const response = await client.mutate( + updateDatasetTable({ + tableUri: target.targetUri, + input: updatedMetadata + }) + ); + + if (!response.errors) { + return { ...target, success: true }; + } else { + dispatch({ type: SET_ERROR, error: response.errors[0].message }); + return { ...target, success: false }; + } + } else if (target.targetType === 'Folder') { + const response = await client.mutate( + updateDatasetStorageLocation({ + locationUri: target.targetUri, + input: updatedMetadata + }) + ); + + if (!response.errors) { + return { ...target, success: true }; + } else { + dispatch({ type: SET_ERROR, error: response.errors[0].message }); + return { ...target, success: false }; // Return the target with success flag set to false + } + } + }); + + const updatedTargetsResolved = await Promise.all(updatedTargets); + + const successfulTargets = updatedTargetsResolved.filter( + (target) => target.success + ); + const failedTargets = updatedTargetsResolved.filter( + (target) => !target.success + ); + + if (successfulTargets.length > 0) { + enqueueSnackbar( + `${successfulTargets.length} target(s) updated successfully`, + { + anchorOrigin: { + horizontal: 'right', + vertical: 'top' + }, + variant: 'success' + } + ); + + // Close the modal when any update is successful + if (onClose) { + onClose(); + } + } + + if (failedTargets.length > 0) { + enqueueSnackbar(`${failedTargets.length} target(s) failed to update`, { + anchorOrigin: { + horizontal: 'right', + vertical: 'top' + }, + variant: 'error' + }); + } + } catch (err) { + console.error(err); + dispatch({ type: SET_ERROR, error: err.message }); + } + } + return ( + <> + {Array.isArray(targets) && targets.length > 0 ? ( + + + + + + + node.targetUri} + getRowHeight={() => 'auto'} + getEstimatedRowHeight={() => 100} + checkboxSelection + onSelectionModelChange={(newSelectionModel) => { + setSelectedRows(newSelectionModel); + }} + selectionModel={selectedRows} + isRowSelectable={(params) => { + const metadataFields = [ + 'label', + 'description', + 'tags', + 'topics' + ]; + return !metadataFields.some((field) => { + const value = params.row[field]; + return ( + value === 'Error' || + value === 'NotEnoughData' || + (Array.isArray(value) && value.includes('Error')) || + (Array.isArray(value) && value.includes('NotEnoughData')) + ); + }); + }} + columns={[ + { field: 'targetUri', hide: true }, + { + field: 'name', + headerName: 'Name', + flex: 1.5, + editable: false + }, + { + field: 'targetType', + headerName: 'Target Type', + flex: 1.5, + editable: false + }, + { + field: 'label', + headerName: 'Label', + flex: 2, + editable: true, + renderCell: (params) => + generatingTargets.has(params.row.targetUri) ? ( + + ) : params.value === 'NotEnoughData' ? ( + + ) : params.value === 'Error' ? ( + + ) : ( +
+ {params.value} +
+ ) + }, + { + field: 'description', + headerName: 'Description', + flex: 3, + editable: true, + renderCell: (params) => + generatingTargets.has(params.row.targetUri) ? ( + + ) : params.value === 'NotEnoughData' ? ( + + ) : params.value === 'Error' ? ( + + ) : ( +
+ {params.value} +
+ ) + }, + { + field: 'tags', + headerName: 'Tags', + flex: 2, + editable: true, + valueSetter: (params) => { + const { row, newValue } = params; + const tags = + typeof newValue === 'string' + ? newValue.split(',') + : newValue; + return { ...row, tags }; + }, + renderCell: (params) => + generatingTargets.has(params.row.targetUri) ? ( + + ) : params.value === 'NotEnoughData' || + (Array.isArray(params.value) && + params.value.includes('NotEnoughData')) ? ( + + ) : params.value === 'Error' || + (Array.isArray(params.value) && + params.value.includes('Error')) ? ( + + ) : ( +
+ {Array.isArray(params.value) + ? params.value.join(', ') + : params.value} +
+ ) + }, + { + field: 'topics', + headerName: 'Topics', + flex: 2, + editable: true, + renderCell: (params) => + generatingTargets.has(params.row.targetUri) ? ( + + ) : params.value === 'NotEnoughData' ? ( + + ) : params.value === 'Error' ? ( + + ) : ( +
+ {params.value} +
+ ) + }, + { + field: 'actions', + headerName: 'Actions', + flex: 4, + minWidth: 300, + type: 'boolean', + renderCell: (params) => ( + + + {params.row.targetType === 'Table' && ( + + )} + + ) + } + ]} + columnVisibilityModel={{ + targetUri: false, + label: selectedMetadataTypes['label'] + ? selectedMetadataTypes['label'] + : false, + description: selectedMetadataTypes['description'] + ? selectedMetadataTypes['description'] + : false, + tags: selectedMetadataTypes['tags'] + ? selectedMetadataTypes['tags'] + : false, + topics: selectedMetadataTypes['topics'] + ? selectedMetadataTypes['topics'] + : false + }} + pageSize={10} + rowsPerPageOptions={[5, 10, 20]} + pagination + disableSelectionOnClick + onCellEditCommit={(params) => { + const { value, id, field } = params; + const updatedTargets = targets.map((target) => { + const newTarget = { ...target }; + if (newTarget.targetUri === id) { + newTarget[field] = value; + } + return newTarget; + }); + setTargets(updatedTargets); + }} + onProcessRowUpdateError={(error) => { + console.error('Error updating row:', error); + }} + sx={{ + wordWrap: 'break-word', + '& .MuiDataGrid-row': { + borderBottom: '1px solid rgba(145, 158, 171, 0.24)' + }, + '& .MuiDataGrid-columnHeaders': { + borderBottom: 0.5, + padding: '0 8px' + }, + '& .MuiDataGrid-cell': { + whiteSpace: 'normal !important', + wordBreak: 'break-word', + padding: '16px 8px', + lineHeight: 1.5 + }, + '& .MuiDataGrid-main': { + margin: '0 8px' + } + }} + /> + + + + ) : ( + No metadata available + )} + + {loadingSampleData && ( + theme.zIndex.drawer + 1 }} + open={loadingSampleData} + > + + + )} + + + + ); +}; + +ReviewMetadataComponent.propTypes = { + dataset: PropTypes.object.isRequired, + targets: PropTypes.array.isRequired, + setTargets: PropTypes.func.isRequired, + selectedMetadataTypes: PropTypes.object.isRequired +}; diff --git a/frontend/src/modules/S3_Datasets/components/SampleDataPopup.js b/frontend/src/modules/S3_Datasets/components/SampleDataPopup.js new file mode 100644 index 000000000..a7a31d8fa --- /dev/null +++ b/frontend/src/modules/S3_Datasets/components/SampleDataPopup.js @@ -0,0 +1,60 @@ +import React from 'react'; +import { Modal, Box, Button, Typography } from '@mui/material'; +import SampleDataTableComponent from './SampleDataTableComponent'; + +const SampleDataPopup = ({ + open, + sampleData, + handleClose, + handleRegenerate +}) => { + return ( + + + + + + + By clicking the button below, you agree to share this sample data + with a third-party language model. + + + + + {' '} + + + + ); +}; + +export default SampleDataPopup; diff --git a/frontend/src/modules/S3_Datasets/components/SampleDataTableComponent.js b/frontend/src/modules/S3_Datasets/components/SampleDataTableComponent.js new file mode 100644 index 000000000..a15d3b32b --- /dev/null +++ b/frontend/src/modules/S3_Datasets/components/SampleDataTableComponent.js @@ -0,0 +1,52 @@ +import React from 'react'; +import { DataGrid } from '@mui/x-data-grid'; +import { styled } from '@mui/styles'; +import { Card } from '@mui/material'; + +const StyledDataGrid = styled(DataGrid)(({ theme }) => ({ + '& .MuiDataGrid-columnsContainer': { + backgroundColor: + theme.palette.mode === 'dark' + ? 'rgba(29,29,29,0.33)' + : 'rgba(255,255,255,0.38)' + } +})); +const buildHeader = (fields) => + fields.map((field) => ({ + field: JSON.parse(field).name, + headerName: JSON.parse(field).name, + editable: false + })); +const buildRows = (rows, fields) => { + const header = fields.map((field) => JSON.parse(field).name); + const newRows = rows.map((row) => JSON.parse(row)); + const builtRows = newRows.map((row) => + header.map((h, index) => ({ [h]: row[index] })) + ); + const objects = []; + builtRows.forEach((row) => { + const obj = {}; + row.forEach((r) => { + Object.entries(r).forEach(([key, value]) => { + obj[key] = value; + }); + obj.id = Math.random(); + }); + objects.push(obj); + }); + return objects; +}; +const SampleDataTableComponent = ({ data }) => { + return ( + + + + ); +}; + +export default SampleDataTableComponent; diff --git a/frontend/src/modules/S3_Datasets/components/SubitemDescriptionsGrid.js b/frontend/src/modules/S3_Datasets/components/SubitemDescriptionsGrid.js new file mode 100644 index 000000000..4d5fe3613 --- /dev/null +++ b/frontend/src/modules/S3_Datasets/components/SubitemDescriptionsGrid.js @@ -0,0 +1,78 @@ +import React from 'react'; +import { Grid, Typography, Paper, Button } from '@mui/material'; + +const SubitemDescriptionsGrid = ({ subitemDescriptions, onClose, onSave }) => { + return ( +
+ + + + + + + Label + + + + + Description + + + + + {subitemDescriptions.map((item) => ( + + + + + {item.label} + + + + + {item.description} + + + + + ))} + + + + + + + + +
+ ); +}; + +export default SubitemDescriptionsGrid; diff --git a/frontend/src/modules/S3_Datasets/components/index.js b/frontend/src/modules/S3_Datasets/components/index.js index 7e899832c..2fda5268c 100644 --- a/frontend/src/modules/S3_Datasets/components/index.js +++ b/frontend/src/modules/S3_Datasets/components/index.js @@ -6,3 +6,4 @@ export * from './DatasetOverview'; export * from './DatasetStartCrawlerModal'; export * from './DatasetTables'; export * from './DatasetUpload'; +export * from './MetadataMainModal'; diff --git a/frontend/src/modules/S3_Datasets/services/generateMetadataBedrock.js b/frontend/src/modules/S3_Datasets/services/generateMetadataBedrock.js new file mode 100644 index 000000000..4eb9605c6 --- /dev/null +++ b/frontend/src/modules/S3_Datasets/services/generateMetadataBedrock.js @@ -0,0 +1,37 @@ +import { gql } from 'apollo-boost'; + +export const generateMetadataBedrock = ({ + resourceUri, + targetType, + metadataTypes, + tableSampleData +}) => ({ + variables: { + resourceUri, + targetType, + metadataTypes, + tableSampleData + }, + mutation: gql` + mutation generateMetadata( + $resourceUri: String! + $targetType: MetadataGenerationTargets! + $metadataTypes: [String]! + $tableSampleData: TableSampleData + ) { + generateMetadata( + resourceUri: $resourceUri + targetType: $targetType + metadataTypes: $metadataTypes + tableSampleData: $tableSampleData + ) { + targetUri + targetType + label + description + tags + topics + } + } + ` +}); diff --git a/frontend/src/modules/S3_Datasets/services/index.js b/frontend/src/modules/S3_Datasets/services/index.js index 53a75912e..db1a87f09 100644 --- a/frontend/src/modules/S3_Datasets/services/index.js +++ b/frontend/src/modules/S3_Datasets/services/index.js @@ -1,9 +1,12 @@ export * from './createDataset'; export * from './deleteDataset'; export * from './generateDatasetAccessToken'; +export * from './generateMetadataBedrock'; export * from './getDatasetPresignedUrl'; export * from './importDataset'; export * from './listDatasetStorageLocations'; +export * from './listDatasetTablesFolders'; +export * from './readTableSampleData'; export * from './startGlueCrawler'; export * from './syncTables'; export * from './updateDataset'; diff --git a/frontend/src/modules/S3_Datasets/services/listDatasetTablesFolders.js b/frontend/src/modules/S3_Datasets/services/listDatasetTablesFolders.js new file mode 100644 index 000000000..4acc23017 --- /dev/null +++ b/frontend/src/modules/S3_Datasets/services/listDatasetTablesFolders.js @@ -0,0 +1,27 @@ +import { gql } from 'apollo-boost'; + +export const listDatasetTablesFolders = ({ datasetUri, filter }) => ({ + variables: { + datasetUri, + filter + }, + query: gql` + query listDatasetTablesFolders( + $datasetUri: String! + $filter: DatasetFilter + ) { + listDatasetTablesFolders(datasetUri: $datasetUri, filter: $filter) { + count + page + pages + hasNext + hasPrevious + nodes { + name + targetType + targetUri + } + } + } + ` +}); diff --git a/frontend/src/modules/S3_Datasets/services/readTableSampleData.js b/frontend/src/modules/S3_Datasets/services/readTableSampleData.js new file mode 100644 index 000000000..5dedd7f09 --- /dev/null +++ b/frontend/src/modules/S3_Datasets/services/readTableSampleData.js @@ -0,0 +1,15 @@ +import { gql } from 'apollo-boost'; + +export const readTableSampleData = ({ tableUri }) => ({ + variables: { + tableUri + }, + query: gql` + query readTableSampleData($tableUri: String!) { + readTableSampleData(tableUri: $tableUri) { + fields + rows + } + } + ` +}); diff --git a/frontend/src/modules/S3_Datasets/views/DatasetView.js b/frontend/src/modules/S3_Datasets/views/DatasetView.js index 843dd1303..58dd91073 100644 --- a/frontend/src/modules/S3_Datasets/views/DatasetView.js +++ b/frontend/src/modules/S3_Datasets/views/DatasetView.js @@ -9,6 +9,7 @@ import { ViewArrayOutlined, WarningAmber } from '@mui/icons-material'; +import AutoModeIcon from '@mui/icons-material/AutoMode'; import { Box, Breadcrumbs, @@ -44,7 +45,8 @@ import { DatasetAWSActions, DatasetData, DatasetOverview, - DatasetUpload + DatasetUpload, + MetadataMainModal } from '../components'; import { isFeatureEnabled, isModuleEnabled, ModuleNames } from 'utils'; import { RequestAccessModal } from 'modules/Catalog/components'; @@ -162,6 +164,7 @@ const DatasetView = () => { const [isRequestAccessOpen, setIsRequestAccessOpen] = useState(false); const [isOpeningModal, setIsOpeningModal] = useState(false); + const [isMetadataModalOpen, setIsMetadataModalOpen] = useState(false); const handleRequestAccessModalOpen = () => { setIsOpeningModal(true); setIsRequestAccessOpen(true); @@ -170,6 +173,15 @@ const DatasetView = () => { const handleRequestAccessModalClose = () => { setIsRequestAccessOpen(false); }; + + const handleMetadataModalOpen = () => { + setIsMetadataModalOpen(true); + }; + + const handleMetadataModalClose = () => { + setIsMetadataModalOpen(false); + }; + const reloadVotes = async () => { const response = await client.query(countUpVotes(params.uri, 'dataset')); if (!response.errors && response.data.countUpVotes !== null) { @@ -304,6 +316,28 @@ const DatasetView = () => { + {isFeatureEnabled('s3_datasets', 'generate_metadata_ai') && ( + + )} + + {isFeatureEnabled('s3_datasets', 'generate_metadata_ai') && ( + + )} + {isAdmin && ( =5.15.0": version "5.15.19" resolved "https://registry.npmjs.org/@mui/material/-/material-5.15.19.tgz" integrity sha512-lp5xQBbcRuxNtjpWU0BWZgIrv2XLUz4RJ0RqFXBdESIsKoGCQZ6P3wwU5ZPuj5TjssNiKv9AlM+vHopRxZhvVQ== @@ -3899,7 +4064,7 @@ jss-plugin-vendor-prefixer "^10.10.0" prop-types "^15.8.1" -"@mui/system@^5.15.15": +"@mui/system@^5.15.15", "@mui/system@^5.4.1", "@mui/system@^5.8.0": version "5.15.15" resolved "https://registry.npmjs.org/@mui/system/-/system-5.15.15.tgz" integrity sha512-aulox6N1dnu5PABsfxVGOZffDVmlxPOVgj56HrUnJE8MCSh8lOvvkd47cebIVQQYAjpwieXQXiDPj5pwM40jTQ== @@ -3985,7 +4150,7 @@ "@nodelib/fs.stat" "2.0.5" run-parallel "^1.1.9" 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sha512-Yn0mADZB89zTtjkPJEXwrac3LHudkQMR+Paqa8uxJHCBr9agxztUifWCyiYrjhMPBoUVBjyny0I7XH6ozDr7QQ== @@ -9264,6 +10345,17 @@ jiti@^1.21.0: resolved "https://registry.npmjs.org/jiti/-/jiti-1.21.6.tgz" integrity sha512-2yTgeWTWzMWkHu6Jp9NKgePDaYHbntiwvYuuJLbbN9vl7DC9DvXKOB2BC3ZZ92D3cvV/aflH0osDfwpHepQ53w== +joi@^17.2.1: + version "17.13.1" + resolved "https://registry.npmjs.org/joi/-/joi-17.13.1.tgz" + integrity sha512-vaBlIKCyo4FCUtCm7Eu4QZd/q02bWcxfUO6YSXAZOWF6gzcLBeba8kwotUdYJjDLW8Cz8RywsSOqiNJZW0mNvg== + dependencies: + "@hapi/hoek" "^9.3.0" + "@hapi/topo" "^5.1.0" + "@sideway/address" "^4.1.5" + "@sideway/formula" "^3.0.1" + "@sideway/pinpoint" "^2.0.0" + js-cookie@^2.2.1: version "2.2.1" resolved "https://registry.npmjs.org/js-cookie/-/js-cookie-2.2.1.tgz" @@ -9289,6 +10381,41 @@ js-yaml@^4.1.0: dependencies: argparse "^2.0.1" +jsc-android@^250231.0.0: + version "250231.0.0" + resolved "https://registry.npmjs.org/jsc-android/-/jsc-android-250231.0.0.tgz" + integrity 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version "4.0.3" + resolved "https://registry.npmjs.org/y18n/-/y18n-4.0.3.tgz" + integrity sha512-JKhqTOwSrqNA1NY5lSztJ1GrBiUodLMmIZuLiDaMRJ+itFd+ABVE8XBjOvIWL+rSqNDC74LCSFmlb/U4UZ4hJQ== + y18n@^5.0.5: version "5.0.8" resolved "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz" @@ -13498,16 +15422,51 @@ yaml@^1.10.0, yaml@^1.10.2, yaml@^1.7.2: resolved "https://registry.npmjs.org/yaml/-/yaml-1.10.2.tgz" integrity sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg== +yaml@^2.2.1: + version "2.4.5" + resolved "https://registry.npmjs.org/yaml/-/yaml-2.4.5.tgz" + integrity sha512-aBx2bnqDzVOyNKfsysjA2ms5ZlnjSAW2eG3/L5G/CSujfjLJTJsEw1bGw8kCf04KodQWk1pxlGnZ56CRxiawmg== + yaml@^2.3.4: version "2.4.5" resolved "https://registry.npmjs.org/yaml/-/yaml-2.4.5.tgz" integrity sha512-aBx2bnqDzVOyNKfsysjA2ms5ZlnjSAW2eG3/L5G/CSujfjLJTJsEw1bGw8kCf04KodQWk1pxlGnZ56CRxiawmg== +yargs-parser@^18.1.2: + version "18.1.3" + resolved 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require-directory "^2.1.1" + require-main-filename "^2.0.0" + set-blocking "^2.0.0" + string-width "^4.2.0" + which-module "^2.0.0" + y18n "^4.0.0" + yargs-parser "^18.1.2" + yargs@^16.2.0: version "16.2.0" resolved "https://registry.npmjs.org/yargs/-/yargs-16.2.0.tgz" @@ -13521,6 +15480,19 @@ yargs@^16.2.0: y18n "^5.0.5" yargs-parser "^20.2.2" +yargs@^17.6.2: + version "17.7.2" + resolved "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz" + integrity sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w== + dependencies: + cliui "^8.0.1" + escalade "^3.1.1" + get-caller-file "^2.0.5" + require-directory "^2.1.1" + string-width "^4.2.3" + y18n "^5.0.5" + yargs-parser "^21.1.1" + yocto-queue@^0.1.0: version "0.1.0" resolved "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz" @@ -13539,14 +15511,6 @@ yup@^0.32.11: property-expr "^2.0.4" toposort "^2.0.2" -zen-observable-ts@0.8.19: - version "0.8.19" - resolved "https://registry.npmjs.org/zen-observable-ts/-/zen-observable-ts-0.8.19.tgz" - integrity sha512-u1a2rpE13G+jSzrg3aiCqXU5tN2kw41b+cBZGmnc+30YimdkKiDj9bTowcB41eL77/17RF/h+393AuVgShyheQ== - dependencies: - tslib "^1.9.3" - zen-observable "^0.8.0" - zen-observable-ts@^0.8.21: version "0.8.21" resolved "https://registry.npmjs.org/zen-observable-ts/-/zen-observable-ts-0.8.21.tgz" @@ -13562,16 +15526,24 @@ zen-observable-ts@^1.2.5: dependencies: zen-observable "0.8.15" -zen-observable@0.8.15, zen-observable@^0.8.0: - version "0.8.15" - resolved "https://registry.npmjs.org/zen-observable/-/zen-observable-0.8.15.tgz" - integrity sha512-PQ2PC7R9rslx84ndNBZB/Dkv8V8fZEpk83RLgXtYd0fwUgEjseMn1Dgajh2x6S8QbZAFa9p2qVCEuYZNgve0dQ== +zen-observable-ts@0.8.19: + version "0.8.19" + resolved "https://registry.npmjs.org/zen-observable-ts/-/zen-observable-ts-0.8.19.tgz" + integrity sha512-u1a2rpE13G+jSzrg3aiCqXU5tN2kw41b+cBZGmnc+30YimdkKiDj9bTowcB41eL77/17RF/h+393AuVgShyheQ== + dependencies: + tslib "^1.9.3" + zen-observable "^0.8.0" zen-observable@^0.7.0: version "0.7.1" resolved "https://registry.npmjs.org/zen-observable/-/zen-observable-0.7.1.tgz" integrity sha512-OI6VMSe0yeqaouIXtedC+F55Sr6r9ppS7+wTbSexkYdHbdt4ctTuPNXP/rwm7GTVI63YBc+EBT0b0tl7YnJLRg== +zen-observable@^0.8.0, zen-observable@0.8.15: + version "0.8.15" + resolved "https://registry.npmjs.org/zen-observable/-/zen-observable-0.8.15.tgz" + integrity sha512-PQ2PC7R9rslx84ndNBZB/Dkv8V8fZEpk83RLgXtYd0fwUgEjseMn1Dgajh2x6S8QbZAFa9p2qVCEuYZNgve0dQ== + zen-push@0.2.1: version "0.2.1" resolved "https://registry.npmjs.org/zen-push/-/zen-push-0.2.1.tgz" diff --git a/tests/modules/s3_datasets/test_generate_metadata.py b/tests/modules/s3_datasets/test_generate_metadata.py new file mode 100644 index 000000000..00b440526 --- /dev/null +++ b/tests/modules/s3_datasets/test_generate_metadata.py @@ -0,0 +1,324 @@ +import pytest +from unittest.mock import MagicMock, patch + +from dataall.modules.s3_datasets.services.dataset_enums import MetadataGenerationTargets + + +@pytest.fixture(scope='function') +def mock_bedrock_client(mocker): + mock_client = MagicMock() + mocker.patch('dataall.modules.s3_datasets.services.dataset_service.BedrockClient', return_value=mock_client) + mocker.patch('dataall.modules.s3_datasets.services.dataset_table_service.BedrockClient', return_value=mock_client) + mocker.patch( + 'dataall.modules.s3_datasets.services.dataset_location_service.BedrockClient', return_value=mock_client + ) + mock_client.invoke_model_dataset_metadata.return_value = { + 'description': 'Test dataset description', + 'label': 'Test Dataset Label', + 'tags': ['tag1', 'tag2'], + 'topics': ['Finances', 'Products'], + } + mock_client.invoke_model_table_metadata.return_value = { + 'description': 'Test table description', + 'tags': ['table_tag1', 'table_tag2'], + } + mock_client.invoke_model_folder_metadata.return_value = { + 'description': 'Test folder description', + 'label': 'Test Folder Label', + 'tags': ['folder_tag1', 'folder_tag2'], + } + return mock_client + + +@pytest.fixture(scope='function') +def mock_s3_client(mocker): + mock_client = MagicMock() + mocker.patch( + 'dataall.modules.s3_datasets.services.dataset_location_service.S3DatasetClient', return_value=mock_client + ) + mock_client.list_bucket_files.return_value = [{'Key': 'file1.csv'}, {'Key': 'file2.json'}] + return mock_client + + +def test_generate_metadata_for_dataset(client, dataset_fixture, mock_bedrock_client, group): + """Test generating metadata for a dataset""" + response = client.query( + """ + mutation generateMetadata( + $resourceUri: String!, + $targetType: MetadataGenerationTargets!, + $metadataTypes: [String]! + ) { + generateMetadata( + resourceUri: $resourceUri, + targetType: $targetType, + metadataTypes: $metadataTypes + ) { + targetUri + targetType + label + description + tags + topics + } + } + """, + username=dataset_fixture.owner, + groups=[dataset_fixture.SamlAdminGroupName], + resourceUri=dataset_fixture.datasetUri, + targetType=MetadataGenerationTargets.S3_Dataset.value, + metadataTypes=['description', 'label', 'tags', 'topics'], + ) + + assert not response.errors + assert response.data.generateMetadata[0].targetUri == dataset_fixture.datasetUri + assert response.data.generateMetadata[0].targetType == 'S3_Dataset' + assert response.data.generateMetadata[0].label == 'Test Dataset Label' + assert response.data.generateMetadata[0].description == 'Test dataset description' + assert 'tag1' in response.data.generateMetadata[0].tags + assert 'tag2' in response.data.generateMetadata[0].tags + assert 'Finances' in response.data.generateMetadata[0].topics + assert 'Products' in response.data.generateMetadata[0].topics + + # Verify BedrockClient was called with correct parameters + mock_bedrock_client.invoke_model_dataset_metadata.assert_called_once() + args, kwargs = mock_bedrock_client.invoke_model_dataset_metadata.call_args + assert kwargs['metadata_types'] == ['description', 'label', 'tags', 'topics'] + assert kwargs['dataset'] is not None + + +def test_generate_metadata_for_table(client, table_fixture, mock_bedrock_client, group): + """Test generating metadata for a table""" + response = client.query( + """ + mutation generateMetadata( + $resourceUri: String!, + $targetType: MetadataGenerationTargets!, + $metadataTypes: [String]! + ) { + generateMetadata( + resourceUri: $resourceUri, + targetType: $targetType, + metadataTypes: $metadataTypes + ) { + targetUri + targetType + description + tags + } + } + """, + username=table_fixture.owner, + groups=[group.name], + resourceUri=table_fixture.tableUri, + targetType=MetadataGenerationTargets.Table.value, + metadataTypes=['description', 'tags'], + ) + + assert not response.errors + assert response.data.generateMetadata[0].targetUri == table_fixture.tableUri + assert response.data.generateMetadata[0].targetType == 'Table' + assert response.data.generateMetadata[0].description == 'Test table description' + assert 'table_tag1' in response.data.generateMetadata[0].tags + assert 'table_tag2' in response.data.generateMetadata[0].tags + + # Verify BedrockClient was called with correct parameters + mock_bedrock_client.invoke_model_table_metadata.assert_called_once() + args, kwargs = mock_bedrock_client.invoke_model_table_metadata.call_args + assert kwargs['metadata_types'] == ['description', 'tags'] + assert kwargs['table'] is not None + + +def test_generate_metadata_for_table_with_sample_data(client, table_fixture, mock_bedrock_client, group): + """Test generating metadata for a table with sample data""" + sample_data = {'fields': ['{"name": "id"}', '{"name": "name"}'], 'rows': ['["1", "John"]', '["2", "Jane"]']} + + response = client.query( + """ + mutation generateMetadata( + $resourceUri: String!, + $targetType: MetadataGenerationTargets!, + $metadataTypes: [String]!, + $tableSampleData: TableSampleData + ) { + generateMetadata( + resourceUri: $resourceUri, + targetType: $targetType, + metadataTypes: $metadataTypes, + tableSampleData: $tableSampleData + ) { + targetUri + targetType + description + tags + } + } + """, + username=table_fixture.owner, + groups=[group.name], + resourceUri=table_fixture.tableUri, + targetType=MetadataGenerationTargets.Table.value, + metadataTypes=['description', 'tags'], + tableSampleData=sample_data, + ) + + assert not response.errors + assert response.data.generateMetadata[0].targetUri == table_fixture.tableUri + assert response.data.generateMetadata[0].targetType == 'Table' + + # Verify BedrockClient was called with correct parameters + mock_bedrock_client.invoke_model_table_metadata.assert_called() + args, kwargs = mock_bedrock_client.invoke_model_table_metadata.call_args + assert kwargs['metadata_types'] == ['description', 'tags'] + assert kwargs['table'] is not None + assert kwargs['sample_data'] == sample_data + + +def test_generate_metadata_for_folder( + client, folder_fixture, mock_bedrock_client, mock_s3_client, group, dataset_fixture +): + """Test generating metadata for a folder""" + response = client.query( + """ + mutation generateMetadata( + $resourceUri: String!, + $targetType: MetadataGenerationTargets!, + $metadataTypes: [String]! + ) { + generateMetadata( + resourceUri: $resourceUri, + targetType: $targetType, + metadataTypes: $metadataTypes + ) { + targetUri + targetType + label + description + tags + } + } + """, + username=dataset_fixture.owner, + groups=[dataset_fixture.SamlAdminGroupName], + resourceUri=folder_fixture.locationUri, + targetType=MetadataGenerationTargets.Folder.value, + metadataTypes=['description', 'label', 'tags'], + ) + + assert not response.errors + assert response.data.generateMetadata[0].targetUri == folder_fixture.locationUri + assert response.data.generateMetadata[0].targetType == 'Folder' + assert response.data.generateMetadata[0].label == 'Test Folder Label' + assert response.data.generateMetadata[0].description == 'Test folder description' + assert 'folder_tag1' in response.data.generateMetadata[0].tags + assert 'folder_tag2' in response.data.generateMetadata[0].tags + + # Verify BedrockClient was called with correct parameters + mock_bedrock_client.invoke_model_folder_metadata.assert_called_once() + args, kwargs = mock_bedrock_client.invoke_model_folder_metadata.call_args + assert kwargs['metadata_types'] == ['description', 'label', 'tags'] + assert kwargs['folder'] is not None + + # Verify S3DatasetClient was called to list files + mock_s3_client.list_bucket_files.assert_called_once() + + +def test_generate_metadata_invalid_target_type(client, dataset_fixture, mock_bedrock_client, group): + """Test generating metadata with invalid target type""" + response = client.query( + """ + mutation generateMetadata( + $resourceUri: String!, + $targetType: MetadataGenerationTargets!, + $metadataTypes: [String]! + ) { + generateMetadata( + resourceUri: $resourceUri, + targetType: $targetType, + metadataTypes: $metadataTypes + ) { + targetUri + targetType + label + description + tags + topics + } + } + """, + username=dataset_fixture.owner, + groups=[dataset_fixture.SamlAdminGroupName], + resourceUri=dataset_fixture.datasetUri, + targetType='InvalidType', + metadataTypes=['description', 'label', 'tags', 'topics'], + ) + + assert response.errors + assert 'InvalidType' in response.errors[0].message + + +def test_generate_metadata_invalid_metadata_type(client, dataset_fixture, mock_bedrock_client, group): + """Test generating metadata with invalid metadata type""" + response = client.query( + """ + mutation generateMetadata( + $resourceUri: String!, + $targetType: MetadataGenerationTargets!, + $metadataTypes: [String]! + ) { + generateMetadata( + resourceUri: $resourceUri, + targetType: $targetType, + metadataTypes: $metadataTypes + ) { + targetUri + targetType + label + description + tags + topics + } + } + """, + username=dataset_fixture.owner, + groups=[dataset_fixture.SamlAdminGroupName], + resourceUri=dataset_fixture.datasetUri, + targetType=MetadataGenerationTargets.S3_Dataset.value, + metadataTypes=['description', 'invalid_type'], + ) + + assert response.errors + assert 'metadataType' in response.errors[0].message + + +def test_generate_metadata_unauthorized(client, dataset_fixture, mock_bedrock_client): + """Test generating metadata with unauthorized user""" + response = client.query( + """ + mutation generateMetadata( + $resourceUri: String!, + $targetType: MetadataGenerationTargets!, + $metadataTypes: [String]! + ) { + generateMetadata( + resourceUri: $resourceUri, + targetType: $targetType, + metadataTypes: $metadataTypes + ) { + targetUri + targetType + label + description + tags + topics + } + } + """, + username='unauthorized_user', + resourceUri=dataset_fixture.datasetUri, + targetType=MetadataGenerationTargets.S3_Dataset.value, + metadataTypes=['description', 'label', 'tags', 'topics'], + ) + + assert response.errors + assert 'UnauthorizedOperation' in response.errors[0].message diff --git a/tests/modules/s3_datasets/test_list_dataset_tables_folders.py b/tests/modules/s3_datasets/test_list_dataset_tables_folders.py new file mode 100644 index 000000000..ccf19b7c3 --- /dev/null +++ b/tests/modules/s3_datasets/test_list_dataset_tables_folders.py @@ -0,0 +1,171 @@ +import pytest +from unittest.mock import MagicMock + +from dataall.modules.s3_datasets.db.dataset_models import DatasetTable, DatasetStorageLocation + + +def test_list_dataset_tables_folders_basic(client, dataset_fixture, table, location): + """Test basic listing of dataset tables and folders""" + # Create some test tables and folders + table1 = table(dataset=dataset_fixture, name='test_table_1', username=dataset_fixture.owner) + table2 = table(dataset=dataset_fixture, name='test_table_2', username=dataset_fixture.owner) + location1 = location(dataset=dataset_fixture, name='test_folder_1', username=dataset_fixture.owner) + location2 = location(dataset=dataset_fixture, name='test_folder_2', username=dataset_fixture.owner) + + response = client.query( + """ + query listDatasetTablesFolders( + $datasetUri: String!, + $filter: DatasetFilter + ) { + listDatasetTablesFolders( + datasetUri: $datasetUri, + filter: $filter + ) { + count + page + pages + hasNext + hasPrevious + nodes { + name + targetType + targetUri + } + } + } + """, + username=dataset_fixture.owner, + groups=[dataset_fixture.SamlAdminGroupName], + datasetUri=dataset_fixture.datasetUri, + filter={}, + ) + + assert not response.errors + assert response.data.listDatasetTablesFolders.count >= 4 # At least our 2 tables + 2 folders + + # Check that we have both tables and folders in the results + nodes = response.data.listDatasetTablesFolders.nodes + table_nodes = [node for node in nodes if node.targetType == 'Table'] + folder_nodes = [node for node in nodes if node.targetType == 'Folder'] + + assert len(table_nodes) >= 2 + assert len(folder_nodes) >= 2 + + # Verify specific items are present + table_names = [node.name for node in table_nodes] + folder_names = [node.name for node in folder_nodes] + + assert 'test_table_1' in table_names + assert 'test_table_2' in table_names + assert 'test_folder_1' in folder_names + assert 'test_folder_2' in folder_names + + +def test_list_dataset_tables_folders_with_pagination(client, dataset_fixture, table, location): + """Test listing with pagination""" + # Create multiple items to test pagination + for i in range(5): + table(dataset=dataset_fixture, name=f'pagination_table_{i}', username=dataset_fixture.owner) + location(dataset=dataset_fixture, name=f'pagination_folder_{i}', username=dataset_fixture.owner) + + # Test first page with page size 3 + response = client.query( + """ + query listDatasetTablesFolders( + $datasetUri: String!, + $filter: DatasetFilter + ) { + listDatasetTablesFolders( + datasetUri: $datasetUri, + filter: $filter + ) { + count + page + pages + hasNext + hasPrevious + nodes { + name + targetType + targetUri + } + } + } + """, + username=dataset_fixture.owner, + groups=[dataset_fixture.SamlAdminGroupName], + datasetUri=dataset_fixture.datasetUri, + filter={'page': 1, 'pageSize': 3}, + ) + + assert not response.errors + assert response.data.listDatasetTablesFolders.page == 1 + assert len(response.data.listDatasetTablesFolders.nodes) == 3 + assert response.data.listDatasetTablesFolders.hasNext is True + assert response.data.listDatasetTablesFolders.hasPrevious is False + + # Test second page + response = client.query( + """ + query listDatasetTablesFolders( + $datasetUri: String!, + $filter: DatasetFilter + ) { + listDatasetTablesFolders( + datasetUri: $datasetUri, + filter: $filter + ) { + count + page + pages + hasNext + hasPrevious + nodes { + name + targetType + targetUri + } + } + } + """, + username=dataset_fixture.owner, + groups=[dataset_fixture.SamlAdminGroupName], + datasetUri=dataset_fixture.datasetUri, + filter={'page': 2, 'pageSize': 3}, + ) + + assert not response.errors + assert response.data.listDatasetTablesFolders.page == 2 + assert len(response.data.listDatasetTablesFolders.nodes) == 3 + assert response.data.listDatasetTablesFolders.hasPrevious is True + + +def test_list_dataset_tables_folders_unauthorized(client, dataset_fixture): + """Test listing with unauthorized user""" + response = client.query( + """ + query listDatasetTablesFolders( + $datasetUri: String!, + $filter: DatasetFilter + ) { + listDatasetTablesFolders( + datasetUri: $datasetUri, + filter: $filter + ) { + count + nodes { + name + targetType + targetUri + } + } + } + """, + username='unauthorized_user', + datasetUri=dataset_fixture.datasetUri, + filter={}, + ) + + assert response.errors + assert 'UnauthorizedOperation' in response.errors[0].message diff --git a/tests/permissions.py b/tests/permissions.py index b121478be..eacbbd394 100644 --- a/tests/permissions.py +++ b/tests/permissions.py @@ -545,6 +545,7 @@ def __post_init__(self): field_id('Mutation', 'generateDatasetAccessToken'): TestData( tenant_perm=MANAGE_DATASETS, resource_perm=CREDENTIALS_DATASET ), + field_id('Mutation', 'generateMetadata'): TestData(tenant_perm=MANAGE_DATASETS, resource_perm=UPDATE_DATASET), field_id('Mutation', 'importDashboard'): TestData(tenant_perm=MANAGE_DASHBOARDS, resource_perm=CREATE_DASHBOARD), field_id('Mutation', 'importDataset'): TestData(tenant_perm=MANAGE_DATASETS, resource_perm=CREATE_DATASET), field_id('Mutation', 'importRedshiftDataset'): TestData( @@ -908,6 +909,9 @@ def __post_init__(self): field_id('Query', 'listDatasetTables'): TestData( resource_ignore=IgnoreReason.NOTREQUIRED, tenant_ignore=IgnoreReason.NOTREQUIRED ), + field_id('Query', 'listDatasetTablesFolders'): TestData( + resource_perm=GET_DATASET, tenant_ignore=IgnoreReason.NOTREQUIRED + ), field_id('Query', 'listDatasets'): TestData( resource_ignore=IgnoreReason.USERLIMITED, tenant_ignore=IgnoreReason.USERLIMITED ), @@ -1025,6 +1029,7 @@ def __post_init__(self): field_id('Query', 'listWorksheets'): TestData( resource_ignore=IgnoreReason.USERLIMITED, tenant_ignore=IgnoreReason.USERLIMITED ), + field_id('Query', 'readTableSampleData'): TestData(resource_perm=UPDATE_DATASET_TABLE, tenant_perm=MANAGE_DATASETS), field_id('Query', 'previewTable'): TestData(resource_ignore=IgnoreReason.CUSTOM, tenant_ignore=IgnoreReason.CUSTOM), field_id('Query', 'queryEnums'): TestData( resource_ignore=IgnoreReason.NOTREQUIRED, tenant_ignore=IgnoreReason.NOTREQUIRED diff --git a/tests/test_permissions.py b/tests/test_permissions.py index 06b155607..363aa2e3e 100644 --- a/tests/test_permissions.py +++ b/tests/test_permissions.py @@ -55,6 +55,10 @@ def setup_networks(mock_storage, **kwargs): mock_storage.context.db_engine.scoped_session().__enter__().query().filter().all.return_value = [MagicMock()] +def setup_Mutation_generateMetadata(iargs, **kwargs): + iargs['targetType'] = 'S3_Dataset' + + setup_EnvironmentSimplified_networks = setup_networks setup_Environment_networks = setup_networks diff --git a/tests_new/integration_tests/requirements.txt b/tests_new/integration_tests/requirements.txt index 13071e25d..d555c09e4 100644 --- a/tests_new/integration_tests/requirements.txt +++ b/tests_new/integration_tests/requirements.txt @@ -1,5 +1,5 @@ assertpy==1.1.0 -boto3==1.35.26 +boto3==1.40.48 munch==2.5.0 pytest==7.3.1 pytest-cov==3.0.0