feat(pipeline): Anthropic Batch API, source/regulation filter, cost optimization
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- Add Anthropic API support to decomposition Pass 0a/0b (prompt caching, content batching) - Add Anthropic Batch API (50% cost reduction, async 24h processing) - Add source_filter (ILIKE on source_citation) for regulation-based filtering - Add category_filter to Pass 0a for selective decomposition - Add regulation_filter to control_generator for RAG scan phase filtering (prefix match on regulation_code — enables CE + Code Review focus) - New API endpoints: batch-submit-0a, batch-submit-0b, batch-status, batch-process - 83 new tests (all passing) Cost reduction: $2,525 → ~$600-700 with all optimizations combined. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
@@ -53,6 +53,7 @@ class GenerateRequest(BaseModel):
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batch_size: int = 5
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batch_size: int = 5
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skip_web_search: bool = False
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skip_web_search: bool = False
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dry_run: bool = False
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dry_run: bool = False
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regulation_filter: Optional[List[str]] = None # Only process these regulation_code prefixes
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class GenerateResponse(BaseModel):
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class GenerateResponse(BaseModel):
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@@ -144,6 +145,7 @@ async def start_generation(req: GenerateRequest):
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max_chunks=req.max_chunks,
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max_chunks=req.max_chunks,
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skip_web_search=req.skip_web_search,
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skip_web_search=req.skip_web_search,
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dry_run=req.dry_run,
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dry_run=req.dry_run,
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regulation_filter=req.regulation_filter,
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)
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)
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if req.dry_run:
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if req.dry_run:
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@@ -115,6 +115,22 @@ class CrosswalkStatsResponse(BaseModel):
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class MigrationRequest(BaseModel):
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class MigrationRequest(BaseModel):
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limit: int = 0 # 0 = no limit
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limit: int = 0 # 0 = no limit
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batch_size: int = 0 # 0 = auto (5 for Anthropic, 1 for Ollama)
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use_anthropic: bool = False # Use Anthropic API instead of Ollama
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category_filter: Optional[str] = None # Comma-separated categories
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source_filter: Optional[str] = None # Comma-separated source regulations (ILIKE match)
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class BatchSubmitRequest(BaseModel):
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limit: int = 0
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batch_size: int = 5
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category_filter: Optional[str] = None
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source_filter: Optional[str] = None
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class BatchProcessRequest(BaseModel):
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batch_id: str
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pass_type: str = "0a" # "0a" or "0b"
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class MigrationResponse(BaseModel):
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class MigrationResponse(BaseModel):
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@@ -447,13 +463,23 @@ async def crosswalk_stats():
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@router.post("/migrate/decompose", response_model=MigrationResponse)
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@router.post("/migrate/decompose", response_model=MigrationResponse)
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async def migrate_decompose(req: MigrationRequest):
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async def migrate_decompose(req: MigrationRequest):
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"""Pass 0a: Extract obligation candidates from rich controls."""
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"""Pass 0a: Extract obligation candidates from rich controls.
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With use_anthropic=true, uses Anthropic API with prompt caching
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and content batching (multiple controls per API call).
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"""
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from compliance.services.decomposition_pass import DecompositionPass
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from compliance.services.decomposition_pass import DecompositionPass
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db = SessionLocal()
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db = SessionLocal()
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try:
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try:
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decomp = DecompositionPass(db=db)
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decomp = DecompositionPass(db=db)
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stats = await decomp.run_pass0a(limit=req.limit)
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stats = await decomp.run_pass0a(
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limit=req.limit,
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batch_size=req.batch_size,
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use_anthropic=req.use_anthropic,
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category_filter=req.category_filter,
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source_filter=req.source_filter,
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)
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return MigrationResponse(status="completed", stats=stats)
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return MigrationResponse(status="completed", stats=stats)
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except Exception as e:
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except Exception as e:
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logger.error("Decomposition pass 0a failed: %s", e)
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logger.error("Decomposition pass 0a failed: %s", e)
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@@ -464,13 +490,21 @@ async def migrate_decompose(req: MigrationRequest):
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@router.post("/migrate/compose-atomic", response_model=MigrationResponse)
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@router.post("/migrate/compose-atomic", response_model=MigrationResponse)
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async def migrate_compose_atomic(req: MigrationRequest):
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async def migrate_compose_atomic(req: MigrationRequest):
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"""Pass 0b: Compose atomic controls from obligation candidates."""
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"""Pass 0b: Compose atomic controls from obligation candidates.
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With use_anthropic=true, uses Anthropic API with prompt caching
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and content batching (multiple obligations per API call).
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"""
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from compliance.services.decomposition_pass import DecompositionPass
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from compliance.services.decomposition_pass import DecompositionPass
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db = SessionLocal()
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db = SessionLocal()
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try:
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try:
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decomp = DecompositionPass(db=db)
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decomp = DecompositionPass(db=db)
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stats = await decomp.run_pass0b(limit=req.limit)
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stats = await decomp.run_pass0b(
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limit=req.limit,
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batch_size=req.batch_size,
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use_anthropic=req.use_anthropic,
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)
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return MigrationResponse(status="completed", stats=stats)
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return MigrationResponse(status="completed", stats=stats)
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except Exception as e:
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except Exception as e:
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logger.error("Decomposition pass 0b failed: %s", e)
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logger.error("Decomposition pass 0b failed: %s", e)
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@@ -479,6 +513,87 @@ async def migrate_compose_atomic(req: MigrationRequest):
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db.close()
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db.close()
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@router.post("/migrate/batch-submit-0a", response_model=MigrationResponse)
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async def batch_submit_pass0a(req: BatchSubmitRequest):
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"""Submit Pass 0a as Anthropic Batch API job (50% cost reduction).
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Returns a batch_id for polling. Results are processed asynchronously
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within 24 hours by Anthropic.
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"""
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from compliance.services.decomposition_pass import DecompositionPass
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db = SessionLocal()
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try:
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decomp = DecompositionPass(db=db)
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result = await decomp.submit_batch_pass0a(
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limit=req.limit,
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batch_size=req.batch_size,
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category_filter=req.category_filter,
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source_filter=req.source_filter,
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)
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return MigrationResponse(status=result.pop("status", "submitted"), stats=result)
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except Exception as e:
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logger.error("Batch submit 0a failed: %s", e)
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raise HTTPException(status_code=500, detail=str(e))
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finally:
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db.close()
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@router.post("/migrate/batch-submit-0b", response_model=MigrationResponse)
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async def batch_submit_pass0b(req: BatchSubmitRequest):
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"""Submit Pass 0b as Anthropic Batch API job (50% cost reduction)."""
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from compliance.services.decomposition_pass import DecompositionPass
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db = SessionLocal()
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try:
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decomp = DecompositionPass(db=db)
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result = await decomp.submit_batch_pass0b(
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limit=req.limit,
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batch_size=req.batch_size,
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)
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return MigrationResponse(status=result.pop("status", "submitted"), stats=result)
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except Exception as e:
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logger.error("Batch submit 0b failed: %s", e)
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raise HTTPException(status_code=500, detail=str(e))
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finally:
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db.close()
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@router.get("/migrate/batch-status/{batch_id}")
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async def batch_check_status(batch_id: str):
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"""Check processing status of an Anthropic batch job."""
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from compliance.services.decomposition_pass import check_batch_status
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try:
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status = await check_batch_status(batch_id)
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return status
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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@router.post("/migrate/batch-process", response_model=MigrationResponse)
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async def batch_process_results(req: BatchProcessRequest):
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"""Fetch and process results from a completed Anthropic batch.
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Call this after batch-status shows processing_status='ended'.
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"""
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from compliance.services.decomposition_pass import DecompositionPass
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db = SessionLocal()
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try:
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decomp = DecompositionPass(db=db)
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stats = await decomp.process_batch_results(
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batch_id=req.batch_id,
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pass_type=req.pass_type,
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)
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return MigrationResponse(status=stats.pop("status", "completed"), stats=stats)
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except Exception as e:
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logger.error("Batch process failed: %s", e)
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raise HTTPException(status_code=500, detail=str(e))
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finally:
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db.close()
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@router.post("/migrate/link-obligations", response_model=MigrationResponse)
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@router.post("/migrate/link-obligations", response_model=MigrationResponse)
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async def migrate_link_obligations(req: MigrationRequest):
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async def migrate_link_obligations(req: MigrationRequest):
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"""Pass 1: Link controls to obligations via source_citation article."""
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"""Pass 1: Link controls to obligations via source_citation article."""
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@@ -384,6 +384,7 @@ class GeneratorConfig(BaseModel):
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skip_web_search: bool = False
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skip_web_search: bool = False
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dry_run: bool = False
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dry_run: bool = False
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existing_job_id: Optional[str] = None # If set, reuse this job instead of creating a new one
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existing_job_id: Optional[str] = None # If set, reuse this job instead of creating a new one
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regulation_filter: Optional[List[str]] = None # Only process chunks matching these regulation_code prefixes
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@dataclass
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@dataclass
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@@ -803,6 +804,13 @@ class ControlGeneratorPipeline:
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or payload.get("regulation_code", "")
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or payload.get("regulation_code", "")
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or payload.get("source_id", "")
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or payload.get("source_id", "")
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or payload.get("source_code", ""))
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or payload.get("source_code", ""))
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# Filter by regulation_code if configured
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if config.regulation_filter and reg_code:
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code_lower = reg_code.lower()
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if not any(code_lower.startswith(f.lower()) for f in config.regulation_filter):
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continue
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reg_name = (payload.get("regulation_name_de", "")
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reg_name = (payload.get("regulation_name_de", "")
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or payload.get("regulation_name", "")
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or payload.get("regulation_name", "")
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or payload.get("source_name", "")
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or payload.get("source_name", "")
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File diff suppressed because it is too large
Load Diff
@@ -947,3 +947,120 @@ class TestBatchProcessingLoop:
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assert len(result) == 1
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assert len(result) == 1
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assert result[0].release_state == "too_close"
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assert result[0].release_state == "too_close"
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assert result[0].generation_metadata["similarity_status"] == "FAIL"
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assert result[0].generation_metadata["similarity_status"] == "FAIL"
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# =============================================================================
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# Regulation Filter Tests
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# =============================================================================
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class TestRegulationFilter:
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"""Tests for regulation_filter in GeneratorConfig."""
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def test_config_accepts_regulation_filter(self):
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config = GeneratorConfig(regulation_filter=["owasp_", "nist_", "eu_2023_1230"])
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assert config.regulation_filter == ["owasp_", "nist_", "eu_2023_1230"]
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def test_config_default_none(self):
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config = GeneratorConfig()
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assert config.regulation_filter is None
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@pytest.mark.asyncio
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async def test_scan_rag_filters_by_regulation(self):
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"""Verify _scan_rag skips chunks not matching regulation_filter."""
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mock_db = MagicMock()
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mock_db.execute.return_value.fetchall.return_value = []
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mock_db.execute.return_value = MagicMock()
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mock_db.execute.return_value.__iter__ = MagicMock(return_value=iter([]))
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# Mock Qdrant scroll response with mixed regulation_codes
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qdrant_points = {
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"result": {
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"points": [
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{"id": "1", "payload": {
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"chunk_text": "OWASP ASVS requirement for input validation " * 5,
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"regulation_code": "owasp_asvs",
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"regulation_name": "OWASP ASVS",
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}},
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{"id": "2", "payload": {
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"chunk_text": "AML anti-money laundering requirement for banks " * 5,
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"regulation_code": "amlr",
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"regulation_name": "AML-Verordnung",
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}},
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{"id": "3", "payload": {
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"chunk_text": "NIST secure software development framework req " * 5,
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"regulation_code": "nist_sp_800_218",
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"regulation_name": "NIST SSDF",
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}},
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],
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"next_page_offset": None,
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}
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}
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with patch("compliance.services.control_generator.httpx.AsyncClient") as mock_client_cls:
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mock_client = AsyncMock()
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mock_client_cls.return_value.__aenter__ = AsyncMock(return_value=mock_client)
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mock_client_cls.return_value.__aexit__ = AsyncMock(return_value=False)
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mock_resp = MagicMock()
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mock_resp.status_code = 200
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mock_resp.json.return_value = qdrant_points
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mock_client.post.return_value = mock_resp
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pipeline = ControlGeneratorPipeline(db=mock_db, rag_client=MagicMock())
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# With filter: only owasp_ and nist_ prefixes
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config = GeneratorConfig(
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collections=["bp_compliance_ce"],
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regulation_filter=["owasp_", "nist_"],
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)
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results = await pipeline._scan_rag(config)
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# Should only get 2 chunks (owasp + nist), not amlr
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assert len(results) == 2
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codes = {r.regulation_code for r in results}
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assert "owasp_asvs" in codes
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assert "nist_sp_800_218" in codes
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assert "amlr" not in codes
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@pytest.mark.asyncio
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async def test_scan_rag_no_filter_returns_all(self):
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"""Verify _scan_rag returns all chunks when no regulation_filter."""
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mock_db = MagicMock()
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mock_db.execute.return_value.fetchall.return_value = []
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mock_db.execute.return_value = MagicMock()
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mock_db.execute.return_value.__iter__ = MagicMock(return_value=iter([]))
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qdrant_points = {
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"result": {
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"points": [
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{"id": "1", "payload": {
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"chunk_text": "OWASP requirement for secure authentication " * 5,
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"regulation_code": "owasp_asvs",
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}},
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{"id": "2", "payload": {
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"chunk_text": "AML compliance requirement for financial inst " * 5,
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"regulation_code": "amlr",
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}},
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],
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"next_page_offset": None,
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}
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}
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with patch("compliance.services.control_generator.httpx.AsyncClient") as mock_client_cls:
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mock_client = AsyncMock()
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mock_client_cls.return_value.__aenter__ = AsyncMock(return_value=mock_client)
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mock_client_cls.return_value.__aexit__ = AsyncMock(return_value=False)
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mock_resp = MagicMock()
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mock_resp.status_code = 200
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mock_resp.json.return_value = qdrant_points
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mock_client.post.return_value = mock_resp
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pipeline = ControlGeneratorPipeline(db=mock_db, rag_client=MagicMock())
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config = GeneratorConfig(
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collections=["bp_compliance_ce"],
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regulation_filter=None,
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)
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results = await pipeline._scan_rag(config)
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assert len(results) == 2
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@@ -37,8 +37,11 @@ from compliance.services.decomposition_pass import (
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_compute_extraction_confidence,
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_compute_extraction_confidence,
|
||||||
_normalize_severity,
|
_normalize_severity,
|
||||||
_template_fallback,
|
_template_fallback,
|
||||||
|
_fallback_obligation,
|
||||||
_build_pass0a_prompt,
|
_build_pass0a_prompt,
|
||||||
_build_pass0b_prompt,
|
_build_pass0b_prompt,
|
||||||
|
_build_pass0a_batch_prompt,
|
||||||
|
_build_pass0b_batch_prompt,
|
||||||
_PASS0A_SYSTEM_PROMPT,
|
_PASS0A_SYSTEM_PROMPT,
|
||||||
_PASS0B_SYSTEM_PROMPT,
|
_PASS0B_SYSTEM_PROMPT,
|
||||||
DecompositionPass,
|
DecompositionPass,
|
||||||
@@ -814,3 +817,342 @@ class TestMigration061:
|
|||||||
assert "decomposition_method" in content
|
assert "decomposition_method" in content
|
||||||
assert "candidate_id" in content
|
assert "candidate_id" in content
|
||||||
assert "quality_flags" in content
|
assert "quality_flags" in content
|
||||||
|
|
||||||
|
|
||||||
|
# ---------------------------------------------------------------------------
|
||||||
|
# BATCH PROMPT TESTS
|
||||||
|
# ---------------------------------------------------------------------------
|
||||||
|
|
||||||
|
|
||||||
|
class TestBatchPromptBuilders:
|
||||||
|
"""Tests for batch prompt builders."""
|
||||||
|
|
||||||
|
def test_pass0a_batch_prompt_contains_all_controls(self):
|
||||||
|
controls = [
|
||||||
|
{
|
||||||
|
"control_id": "AUTH-001",
|
||||||
|
"title": "MFA Control",
|
||||||
|
"objective": "Implement MFA",
|
||||||
|
"requirements": "- TOTP required",
|
||||||
|
"test_procedure": "- Test login",
|
||||||
|
"source_ref": "DSGVO Art. 32",
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"control_id": "AUTH-002",
|
||||||
|
"title": "Password Policy",
|
||||||
|
"objective": "Enforce strong passwords",
|
||||||
|
"requirements": "- Min 12 chars",
|
||||||
|
"test_procedure": "- Test weak password",
|
||||||
|
"source_ref": "BSI IT-Grundschutz",
|
||||||
|
},
|
||||||
|
]
|
||||||
|
prompt = _build_pass0a_batch_prompt(controls)
|
||||||
|
assert "AUTH-001" in prompt
|
||||||
|
assert "AUTH-002" in prompt
|
||||||
|
assert "MFA Control" in prompt
|
||||||
|
assert "Password Policy" in prompt
|
||||||
|
assert "CONTROL 1" in prompt
|
||||||
|
assert "CONTROL 2" in prompt
|
||||||
|
assert "2 Controls" in prompt
|
||||||
|
|
||||||
|
def test_pass0a_batch_prompt_single_control(self):
|
||||||
|
controls = [
|
||||||
|
{
|
||||||
|
"control_id": "AUTH-001",
|
||||||
|
"title": "MFA",
|
||||||
|
"objective": "MFA",
|
||||||
|
"requirements": "",
|
||||||
|
"test_procedure": "",
|
||||||
|
"source_ref": "",
|
||||||
|
},
|
||||||
|
]
|
||||||
|
prompt = _build_pass0a_batch_prompt(controls)
|
||||||
|
assert "AUTH-001" in prompt
|
||||||
|
assert "1 Controls" in prompt
|
||||||
|
|
||||||
|
def test_pass0b_batch_prompt_contains_all_obligations(self):
|
||||||
|
obligations = [
|
||||||
|
{
|
||||||
|
"candidate_id": "OC-AUTH-001-01",
|
||||||
|
"obligation_text": "MFA implementieren",
|
||||||
|
"action": "implementieren",
|
||||||
|
"object": "MFA",
|
||||||
|
"parent_title": "Auth Controls",
|
||||||
|
"parent_category": "authentication",
|
||||||
|
"source_ref": "DSGVO Art. 32",
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"candidate_id": "OC-AUTH-001-02",
|
||||||
|
"obligation_text": "MFA testen",
|
||||||
|
"action": "testen",
|
||||||
|
"object": "MFA",
|
||||||
|
"parent_title": "Auth Controls",
|
||||||
|
"parent_category": "authentication",
|
||||||
|
"source_ref": "DSGVO Art. 32",
|
||||||
|
},
|
||||||
|
]
|
||||||
|
prompt = _build_pass0b_batch_prompt(obligations)
|
||||||
|
assert "OC-AUTH-001-01" in prompt
|
||||||
|
assert "OC-AUTH-001-02" in prompt
|
||||||
|
assert "PFLICHT 1" in prompt
|
||||||
|
assert "PFLICHT 2" in prompt
|
||||||
|
assert "2 Pflichten" in prompt
|
||||||
|
|
||||||
|
|
||||||
|
class TestFallbackObligation:
|
||||||
|
"""Tests for _fallback_obligation helper."""
|
||||||
|
|
||||||
|
def test_uses_objective_when_available(self):
|
||||||
|
ctrl = {"title": "MFA", "objective": "Implement MFA for all users"}
|
||||||
|
result = _fallback_obligation(ctrl)
|
||||||
|
assert result["obligation_text"] == "Implement MFA for all users"
|
||||||
|
assert result["action"] == "sicherstellen"
|
||||||
|
|
||||||
|
def test_uses_title_when_no_objective(self):
|
||||||
|
ctrl = {"title": "MFA Control", "objective": ""}
|
||||||
|
result = _fallback_obligation(ctrl)
|
||||||
|
assert result["obligation_text"] == "MFA Control"
|
||||||
|
|
||||||
|
|
||||||
|
# ---------------------------------------------------------------------------
|
||||||
|
# ANTHROPIC BATCHING INTEGRATION TESTS
|
||||||
|
# ---------------------------------------------------------------------------
|
||||||
|
|
||||||
|
|
||||||
|
class TestDecompositionPassAnthropicBatch:
|
||||||
|
"""Tests for batched Anthropic API calls in Pass 0a/0b."""
|
||||||
|
|
||||||
|
@pytest.mark.asyncio
|
||||||
|
async def test_pass0a_anthropic_batched(self):
|
||||||
|
"""Test Pass 0a with Anthropic API and batch_size=2."""
|
||||||
|
mock_db = MagicMock()
|
||||||
|
|
||||||
|
mock_rows = MagicMock()
|
||||||
|
mock_rows.fetchall.return_value = [
|
||||||
|
("uuid-1", "CTRL-001", "MFA Control", "Implement MFA",
|
||||||
|
"", "", "", "security"),
|
||||||
|
("uuid-2", "CTRL-002", "Encryption", "Encrypt data at rest",
|
||||||
|
"", "", "", "security"),
|
||||||
|
]
|
||||||
|
mock_db.execute.return_value = mock_rows
|
||||||
|
|
||||||
|
# Anthropic returns JSON object keyed by control_id
|
||||||
|
batched_response = json.dumps({
|
||||||
|
"CTRL-001": [
|
||||||
|
{"obligation_text": "MFA muss implementiert werden",
|
||||||
|
"action": "implementieren", "object": "MFA",
|
||||||
|
"normative_strength": "must",
|
||||||
|
"is_test_obligation": False, "is_reporting_obligation": False},
|
||||||
|
],
|
||||||
|
"CTRL-002": [
|
||||||
|
{"obligation_text": "Daten müssen verschlüsselt werden",
|
||||||
|
"action": "verschlüsseln", "object": "Daten",
|
||||||
|
"normative_strength": "must",
|
||||||
|
"is_test_obligation": False, "is_reporting_obligation": False},
|
||||||
|
],
|
||||||
|
})
|
||||||
|
|
||||||
|
with patch(
|
||||||
|
"compliance.services.decomposition_pass._llm_anthropic",
|
||||||
|
new_callable=AsyncMock,
|
||||||
|
) as mock_llm:
|
||||||
|
mock_llm.return_value = batched_response
|
||||||
|
|
||||||
|
decomp = DecompositionPass(db=mock_db)
|
||||||
|
stats = await decomp.run_pass0a(
|
||||||
|
limit=10, batch_size=2, use_anthropic=True,
|
||||||
|
)
|
||||||
|
|
||||||
|
assert stats["controls_processed"] == 2
|
||||||
|
assert stats["obligations_extracted"] == 2
|
||||||
|
assert stats["llm_calls"] == 1 # Only 1 API call for 2 controls
|
||||||
|
assert stats["provider"] == "anthropic"
|
||||||
|
|
||||||
|
@pytest.mark.asyncio
|
||||||
|
async def test_pass0a_anthropic_single(self):
|
||||||
|
"""Test Pass 0a with Anthropic API, batch_size=1 (no batching)."""
|
||||||
|
mock_db = MagicMock()
|
||||||
|
|
||||||
|
mock_rows = MagicMock()
|
||||||
|
mock_rows.fetchall.return_value = [
|
||||||
|
("uuid-1", "CTRL-001", "MFA Control", "Implement MFA",
|
||||||
|
"", "", "", "security"),
|
||||||
|
]
|
||||||
|
mock_db.execute.return_value = mock_rows
|
||||||
|
|
||||||
|
response = json.dumps([
|
||||||
|
{"obligation_text": "MFA muss implementiert werden",
|
||||||
|
"action": "implementieren", "object": "MFA",
|
||||||
|
"normative_strength": "must",
|
||||||
|
"is_test_obligation": False, "is_reporting_obligation": False},
|
||||||
|
])
|
||||||
|
|
||||||
|
with patch(
|
||||||
|
"compliance.services.decomposition_pass._llm_anthropic",
|
||||||
|
new_callable=AsyncMock,
|
||||||
|
) as mock_llm:
|
||||||
|
mock_llm.return_value = response
|
||||||
|
|
||||||
|
decomp = DecompositionPass(db=mock_db)
|
||||||
|
stats = await decomp.run_pass0a(
|
||||||
|
limit=10, batch_size=1, use_anthropic=True,
|
||||||
|
)
|
||||||
|
|
||||||
|
assert stats["controls_processed"] == 1
|
||||||
|
assert stats["llm_calls"] == 1
|
||||||
|
assert stats["provider"] == "anthropic"
|
||||||
|
|
||||||
|
@pytest.mark.asyncio
|
||||||
|
async def test_pass0b_anthropic_batched(self):
|
||||||
|
"""Test Pass 0b with Anthropic API and batch_size=2."""
|
||||||
|
mock_db = MagicMock()
|
||||||
|
|
||||||
|
mock_rows = MagicMock()
|
||||||
|
mock_rows.fetchall.return_value = [
|
||||||
|
("oc-uuid-1", "OC-CTRL-001-01", "parent-uuid-1",
|
||||||
|
"MFA implementieren", "implementieren", "MFA",
|
||||||
|
False, False, "Auth", "security",
|
||||||
|
'{"source": "DSGVO", "article": "Art. 32"}',
|
||||||
|
"high", "CTRL-001"),
|
||||||
|
("oc-uuid-2", "OC-CTRL-001-02", "parent-uuid-1",
|
||||||
|
"MFA testen", "testen", "MFA",
|
||||||
|
True, False, "Auth", "security",
|
||||||
|
'{"source": "DSGVO", "article": "Art. 32"}',
|
||||||
|
"high", "CTRL-001"),
|
||||||
|
]
|
||||||
|
|
||||||
|
mock_seq = MagicMock()
|
||||||
|
mock_seq.fetchone.return_value = (0,)
|
||||||
|
|
||||||
|
call_count = [0]
|
||||||
|
def side_effect(*args, **kwargs):
|
||||||
|
call_count[0] += 1
|
||||||
|
if call_count[0] == 1:
|
||||||
|
return mock_rows # SELECT candidates
|
||||||
|
# _next_atomic_seq calls (every 3rd after first: 2, 5, 8, ...)
|
||||||
|
if call_count[0] in (2, 5):
|
||||||
|
return mock_seq
|
||||||
|
return MagicMock() # INSERT/UPDATE
|
||||||
|
mock_db.execute.side_effect = side_effect
|
||||||
|
|
||||||
|
batched_response = json.dumps({
|
||||||
|
"OC-CTRL-001-01": {
|
||||||
|
"title": "MFA implementieren",
|
||||||
|
"objective": "MFA fuer alle Konten.",
|
||||||
|
"requirements": ["TOTP einrichten"],
|
||||||
|
"test_procedure": ["Login testen"],
|
||||||
|
"evidence": ["Konfigurationsnachweis"],
|
||||||
|
"severity": "high",
|
||||||
|
"category": "security",
|
||||||
|
},
|
||||||
|
"OC-CTRL-001-02": {
|
||||||
|
"title": "MFA-Wirksamkeit testen",
|
||||||
|
"objective": "Regelmaessige MFA-Tests.",
|
||||||
|
"requirements": ["Testplan erstellen"],
|
||||||
|
"test_procedure": ["Testdurchfuehrung"],
|
||||||
|
"evidence": ["Testprotokoll"],
|
||||||
|
"severity": "high",
|
||||||
|
"category": "security",
|
||||||
|
},
|
||||||
|
})
|
||||||
|
|
||||||
|
with patch(
|
||||||
|
"compliance.services.decomposition_pass._llm_anthropic",
|
||||||
|
new_callable=AsyncMock,
|
||||||
|
) as mock_llm:
|
||||||
|
mock_llm.return_value = batched_response
|
||||||
|
|
||||||
|
decomp = DecompositionPass(db=mock_db)
|
||||||
|
stats = await decomp.run_pass0b(
|
||||||
|
limit=10, batch_size=2, use_anthropic=True,
|
||||||
|
)
|
||||||
|
|
||||||
|
assert stats["controls_created"] == 2
|
||||||
|
assert stats["llm_calls"] == 1
|
||||||
|
assert stats["provider"] == "anthropic"
|
||||||
|
|
||||||
|
|
||||||
|
# ---------------------------------------------------------------------------
|
||||||
|
# SOURCE FILTER TESTS
|
||||||
|
# ---------------------------------------------------------------------------
|
||||||
|
|
||||||
|
|
||||||
|
class TestSourceFilter:
|
||||||
|
"""Tests for source_filter parameter in Pass 0a."""
|
||||||
|
|
||||||
|
@pytest.mark.asyncio
|
||||||
|
async def test_pass0a_source_filter_builds_ilike_query(self):
|
||||||
|
"""Verify source_filter adds ILIKE clauses to query."""
|
||||||
|
mock_db = MagicMock()
|
||||||
|
|
||||||
|
mock_rows = MagicMock()
|
||||||
|
mock_rows.fetchall.return_value = [
|
||||||
|
("uuid-1", "CTRL-001", "Machine Safety", "Ensure safety",
|
||||||
|
"", "", '{"source": "Maschinenverordnung (EU) 2023/1230"}', "security"),
|
||||||
|
]
|
||||||
|
mock_db.execute.return_value = mock_rows
|
||||||
|
|
||||||
|
response = json.dumps([
|
||||||
|
{"obligation_text": "Sicherheit gewaehrleisten",
|
||||||
|
"action": "gewaehrleisten", "object": "Sicherheit",
|
||||||
|
"normative_strength": "must",
|
||||||
|
"is_test_obligation": False, "is_reporting_obligation": False},
|
||||||
|
])
|
||||||
|
|
||||||
|
with patch(
|
||||||
|
"compliance.services.decomposition_pass._llm_anthropic",
|
||||||
|
new_callable=AsyncMock,
|
||||||
|
) as mock_llm:
|
||||||
|
mock_llm.return_value = response
|
||||||
|
|
||||||
|
decomp = DecompositionPass(db=mock_db)
|
||||||
|
stats = await decomp.run_pass0a(
|
||||||
|
limit=10, batch_size=1, use_anthropic=True,
|
||||||
|
source_filter="Maschinenverordnung,Cyber Resilience Act",
|
||||||
|
)
|
||||||
|
|
||||||
|
assert stats["controls_processed"] == 1
|
||||||
|
|
||||||
|
# Verify the SQL query contained ILIKE clauses
|
||||||
|
call_args = mock_db.execute.call_args_list[0]
|
||||||
|
query_str = str(call_args[0][0])
|
||||||
|
assert "ILIKE" in query_str
|
||||||
|
|
||||||
|
@pytest.mark.asyncio
|
||||||
|
async def test_pass0a_source_filter_none_no_clause(self):
|
||||||
|
"""Verify no ILIKE clause when source_filter is None."""
|
||||||
|
mock_db = MagicMock()
|
||||||
|
|
||||||
|
mock_rows = MagicMock()
|
||||||
|
mock_rows.fetchall.return_value = []
|
||||||
|
mock_db.execute.return_value = mock_rows
|
||||||
|
|
||||||
|
decomp = DecompositionPass(db=mock_db)
|
||||||
|
stats = await decomp.run_pass0a(
|
||||||
|
limit=10, use_anthropic=True, source_filter=None,
|
||||||
|
)
|
||||||
|
|
||||||
|
call_args = mock_db.execute.call_args_list[0]
|
||||||
|
query_str = str(call_args[0][0])
|
||||||
|
assert "ILIKE" not in query_str
|
||||||
|
|
||||||
|
@pytest.mark.asyncio
|
||||||
|
async def test_pass0a_combined_category_and_source_filter(self):
|
||||||
|
"""Verify both category_filter and source_filter can be used together."""
|
||||||
|
mock_db = MagicMock()
|
||||||
|
|
||||||
|
mock_rows = MagicMock()
|
||||||
|
mock_rows.fetchall.return_value = []
|
||||||
|
mock_db.execute.return_value = mock_rows
|
||||||
|
|
||||||
|
decomp = DecompositionPass(db=mock_db)
|
||||||
|
await decomp.run_pass0a(
|
||||||
|
limit=10, use_anthropic=True,
|
||||||
|
category_filter="security,operations",
|
||||||
|
source_filter="Maschinenverordnung",
|
||||||
|
)
|
||||||
|
|
||||||
|
call_args = mock_db.execute.call_args_list[0]
|
||||||
|
query_str = str(call_args[0][0])
|
||||||
|
assert "IN :cats" in query_str
|
||||||
|
assert "ILIKE" in query_str
|
||||||
|
|||||||
Reference in New Issue
Block a user