fix: KRITISCH — 12 Pipeline-Bugs gefixt, 36.000 verlorene Controls retten
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Root Cause: _generate_control_id erzeugte ID-Kollisionen (String-Sort statt numeric), ON CONFLICT DO NOTHING verwarf Controls stillschweigend, Chunks wurden als "processed" markiert obwohl Store fehlschlug → permanent verloren. Fixes: 1. _generate_control_id: Numeric MAX statt String-Sort, Collision Guard mit UUID-Suffix Fallback, Exception wird geloggt statt verschluckt 2. _store_control: ON CONFLICT DO UPDATE statt DO NOTHING → ID immer returned 3. Store-Logik: Chunk wird bei store_failed NICHT mehr als processed markiert → Retry beim naechsten Lauf moeglich 4. Counter: controls_generated nur bei erfolgreichem Store inkrementiert Neue Counter: controls_stored + controls_store_failed 5. Anthropic API: HTTP 429/500/502/503/504 werden jetzt retried (2 Versuche) 6. Monitoring: Progress-Log zeigt Store-Rate (%), ALARM bei <80% 7. Post-Job Validierung: Vergleicht Generated vs Stored vs DB-Realitaet WARNUNG wenn store_failed > 0, KRITISCH wenn Rate < 90% Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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@@ -544,6 +544,8 @@ class GeneratorResult:
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controls_too_close: int = 0
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controls_too_close: int = 0
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controls_duplicates_found: int = 0
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controls_duplicates_found: int = 0
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controls_qa_fixed: int = 0
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controls_qa_fixed: int = 0
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controls_stored: int = 0 # Actually persisted to DB
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controls_store_failed: int = 0 # Generated but failed to persist
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chunks_skipped_prefilter: int = 0
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chunks_skipped_prefilter: int = 0
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errors: list = field(default_factory=list)
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errors: list = field(default_factory=list)
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controls: list = field(default_factory=list)
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controls: list = field(default_factory=list)
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@@ -645,6 +647,13 @@ async def _llm_anthropic(prompt: str, system_prompt: Optional[str] = None, max_r
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json=payload,
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json=payload,
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)
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)
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if resp.status_code != 200:
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if resp.status_code != 200:
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# Retry on transient HTTP errors
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if resp.status_code in (429, 500, 502, 503, 504) and attempt < max_retries:
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wait = 2 ** attempt
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logger.warning("Anthropic API %d (transient) — retry in %ds...", resp.status_code, wait)
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import asyncio
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await asyncio.sleep(wait)
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continue
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logger.error("Anthropic API %d: %s", resp.status_code, resp.text[:300])
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logger.error("Anthropic API %d: %s", resp.status_code, resp.text[:300])
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return ""
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return ""
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data = resp.json()
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data = resp.json()
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@@ -1732,20 +1741,52 @@ Gib ein JSON-Array zurueck mit GENAU {len(chunks)} Elementen. Fuer Aspekte ohne
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)
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)
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def _generate_control_id(self, domain: str, db: Session) -> str:
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def _generate_control_id(self, domain: str, db: Session) -> str:
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"""Generate next sequential control ID like AUTH-011."""
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"""Generate unique control ID using numeric MAX + collision guard.
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Uses CAST to INTEGER for correct numeric ordering (not string sort).
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Falls back to UUID suffix if collision is detected.
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"""
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prefix = domain.upper()[:4]
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prefix = domain.upper()[:4]
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try:
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try:
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# Numeric ordering — CAST to INTEGER, not string sort
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result = db.execute(
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result = db.execute(
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text("SELECT control_id FROM canonical_controls WHERE control_id LIKE :prefix ORDER BY control_id DESC LIMIT 1"),
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text("""
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{"prefix": f"{prefix}-%"},
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SELECT COALESCE(
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MAX(CAST(SUBSTRING(control_id FROM :prefix_len) AS INTEGER)),
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0
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) + 1
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FROM canonical_controls
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WHERE control_id ~ (:pattern)
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"""),
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{"prefix_len": len(prefix) + 2, "pattern": f"^{prefix}-[0-9]+$"},
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)
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)
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row = result.fetchone()
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next_num = result.scalar() or 1
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if row:
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candidate = f"{prefix}-{next_num:03d}"
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last_num = int(row[0].split("-")[-1])
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return f"{prefix}-{last_num + 1:03d}"
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# Collision guard — check if ID already exists
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except Exception:
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exists = db.execute(
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pass
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text("SELECT 1 FROM canonical_controls WHERE control_id = :cid LIMIT 1"),
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return f"{prefix}-001"
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{"cid": candidate},
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).fetchone()
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if exists:
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# UUID suffix as fallback for race conditions
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suffix = uuid.uuid4().hex[:6]
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candidate = f"{prefix}-{next_num:03d}-{suffix}"
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logger.warning(
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"ID collision for %s-%03d — using unique suffix: %s",
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prefix, next_num, candidate,
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)
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return candidate
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except Exception as e:
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# NEVER swallow silently — UUID as safe fallback
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fallback = f"{prefix}-{uuid.uuid4().hex[:8]}"
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logger.error(
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"Failed to generate control_id for domain %s: %s — using fallback %s",
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domain, e, fallback,
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)
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return fallback
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# ── Stage QA: Automated Quality Validation ───────────────────────
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# ── Stage QA: Automated Quality Validation ───────────────────────
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@@ -1929,7 +1970,11 @@ Kategorien: {CATEGORY_LIST_STR}"""
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:target_audience, :pipeline_version,
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:target_audience, :pipeline_version,
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:applicable_industries, :applicable_company_size, :scope_conditions
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:applicable_industries, :applicable_company_size, :scope_conditions
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)
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)
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ON CONFLICT (framework_id, control_id) DO NOTHING
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ON CONFLICT (framework_id, control_id) DO UPDATE SET
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updated_at = NOW(),
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title = EXCLUDED.title,
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objective = EXCLUDED.objective,
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generation_metadata = EXCLUDED.generation_metadata
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RETURNING id
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RETURNING id
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"""),
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"""),
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{
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{
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@@ -2169,12 +2214,21 @@ Kategorien: {CATEGORY_LIST_STR}"""
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if ctrl_uuid:
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if ctrl_uuid:
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path = control.generation_metadata.get("processing_path", "structured_batch")
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path = control.generation_metadata.get("processing_path", "structured_batch")
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self._mark_chunk_processed(chunk, lic_info, path, [ctrl_uuid], job_id)
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self._mark_chunk_processed(chunk, lic_info, path, [ctrl_uuid], job_id)
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result.controls_generated += 1
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result.controls_stored += 1
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controls_count += 1
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else:
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else:
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self._mark_chunk_processed(chunk, lic_info, "store_failed", [], job_id)
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# CRITICAL FIX: Do NOT mark chunk as processed — allow retry
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logger.error(
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"STORE_FAILED: Control '%s' (%s) nicht gespeichert — Chunk bleibt unverarbeitet fuer Retry",
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control.control_id, control.title[:60],
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)
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result.controls_store_failed += 1
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else:
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result.controls_generated += 1
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controls_count += 1
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result.controls_generated += 1
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result.controls.append(asdict(control))
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result.controls.append(asdict(control))
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controls_count += 1
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if self._existing_controls is not None:
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if self._existing_controls is not None:
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self._existing_controls.append({
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self._existing_controls.append({
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@@ -2187,10 +2241,18 @@ Kategorien: {CATEGORY_LIST_STR}"""
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try:
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try:
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# Progress logging every 50 chunks
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# Progress logging every 50 chunks
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if i > 0 and i % 50 == 0:
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if i > 0 and i % 50 == 0:
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store_rate = (result.controls_stored / max(result.controls_generated, 1)) * 100 if result.controls_generated > 0 else 100
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logger.info(
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logger.info(
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"Progress: %d/%d chunks processed, %d controls generated, %d skipped by prefilter",
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"Progress: %d/%d chunks | %d generated | %d stored (%.0f%%) | %d store_failed | %d skipped",
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i, len(chunks), controls_count, chunks_skipped_prefilter,
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i, len(chunks), result.controls_generated, result.controls_stored,
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store_rate, result.controls_store_failed, chunks_skipped_prefilter,
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)
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)
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# ALARM bei niedriger Store-Rate
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if result.controls_generated > 10 and store_rate < 80:
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logger.error(
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"ALARM: Store-Erfolgsrate nur %.0f%% — moeglicherweise ID-Kollisionen!",
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store_rate,
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)
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self._update_job(job_id, result)
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self._update_job(job_id, result)
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# Stage 1.5: Local LLM pre-filter — skip chunks without requirements
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# Stage 1.5: Local LLM pre-filter — skip chunks without requirements
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@@ -2235,11 +2297,38 @@ Kategorien: {CATEGORY_LIST_STR}"""
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await _flush_batch()
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await _flush_batch()
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result.chunks_skipped_prefilter = chunks_skipped_prefilter
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result.chunks_skipped_prefilter = chunks_skipped_prefilter
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# Post-Job Validierung — DB-Realitaet pruefen
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try:
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actual_stored = self.db.execute(
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text("SELECT count(*) FROM canonical_controls WHERE generation_metadata::text LIKE :jid"),
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{"jid": f"%{job_id}%"},
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).scalar() or 0
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except Exception:
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actual_stored = -1
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final_store_rate = (result.controls_stored / max(result.controls_generated, 1)) * 100 if result.controls_generated > 0 else 0
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logger.info(
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logger.info(
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"Pipeline complete: %d controls generated, %d chunks skipped by prefilter, %d total chunks",
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"Pipeline complete: %d chunks | %d generated | %d stored (%.0f%%) | %d store_failed | %d skipped | DB actual: %d",
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controls_count, chunks_skipped_prefilter, len(chunks),
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len(chunks), result.controls_generated, result.controls_stored,
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final_store_rate, result.controls_store_failed,
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chunks_skipped_prefilter, actual_stored,
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)
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)
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if result.controls_store_failed > 0:
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logger.error(
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"WARNUNG: %d Controls konnten NICHT gespeichert werden! "
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"Diese Chunks bleiben unverarbeitet und muessen erneut verarbeitet werden.",
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result.controls_store_failed,
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)
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if result.controls_generated > 0 and final_store_rate < 90:
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logger.error(
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"KRITISCH: Store-Rate nur %.0f%% — %d von %d Controls verloren!",
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final_store_rate, result.controls_store_failed, result.controls_generated,
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)
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result.status = "completed"
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result.status = "completed"
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except Exception as e:
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except Exception as e:
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