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Caution Review failedFailed to post review comments WalkthroughThis PR introduces a comprehensive suite of DataGenFlow features: three new data augmentation blocks (StructureSampler, SemanticInfiller, DuplicateRemover), a data augmentation pipeline template, end-to-end testing infrastructure via Playwright with server orchestration, Claude Code skills documentation, frontend JSON-templating support, and extensive test coverage. Changes
Sequence Diagram(s)sequenceDiagram
participant User
participant StructureSampler
participant SemanticInfiller
participant DuplicateRemover
participant LLM as LLM Service
participant EmbeddingService
User->>StructureSampler: Execute with seed samples
StructureSampler->>StructureSampler: Analyze distributions & dependencies
StructureSampler-->>User: Return skeletons + hints
User->>SemanticInfiller: Execute with skeletons
SemanticInfiller->>SemanticInfiller: Build generation prompts from hints
SemanticInfiller->>LLM: Request field completion
LLM-->>SemanticInfiller: Generated fields
SemanticInfiller->>EmbeddingService: Get embeddings for diversity check
EmbeddingService-->>SemanticInfiller: Embeddings
SemanticInfiller->>SemanticInfiller: Check similarity & retry if needed
SemanticInfiller-->>User: Return filled samples
User->>DuplicateRemover: Execute with samples
DuplicateRemover->>EmbeddingService: Embed seed & generated samples
EmbeddingService-->>DuplicateRemover: Embeddings
DuplicateRemover->>DuplicateRemover: Compute cosine similarity
DuplicateRemover-->>User: Return samples with duplicate flags
sequenceDiagram
participant TestRunner as Test Runner
participant ServerManager
participant Backend as Backend Server
participant Frontend as Frontend Server
participant Browser as Playwright Browser
participant TestScript as Test Script
TestRunner->>ServerManager: Start servers (backend, frontend)
ServerManager->>Backend: Launch uvicorn process
ServerManager->>Frontend: Launch yarn dev process
ServerManager->>ServerManager: Poll /health endpoints
Backend-->>ServerManager: Ready
Frontend-->>ServerManager: Ready
ServerManager-->>TestRunner: All servers ready
TestRunner->>TestScript: Execute test suite
TestScript->>Browser: Launch headless/visible
Browser->>Frontend: Navigate to http://localhost:5173
Frontend->>Backend: API requests (pipelines, generation)
Backend-->>Frontend: Response data
Browser->>Browser: Interact with UI & assertions
TestScript-->>TestRunner: Test results
TestRunner->>ServerManager: Cleanup (terminate processes)
ServerManager-->>TestRunner: Success
Estimated code review effort🎯 4 (Complex) | ⏱️ ~60 minutes The PR spans heterogeneous changes: three substantial block implementations with complex logic (embeddings, LLM integration, similarity calculations), frontend state refactoring with new UI modes, extensive test infrastructure (e2e + unit), template utilities, configuration schema updates, and documentation. While individual cohorts follow consistent patterns, the variety across backend, frontend, tests, and config requires separate reasoning per area. Possibly related PRs
🚥 Pre-merge checks | ✅ 3 | ❌ 2❌ Failed checks (2 warnings)
✅ Passed checks (3 passed)
✏️ Tip: You can configure your own custom pre-merge checks in the settings. ✨ Finishing touches
🧪 Generate unit tests (beta)
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