{
"event": "PostToolUse",
"tool_name": "Read",
"tool_response": {
"type": "text",
"file": {
"filePath": "\/var\/www\/scripts\/pipeline\/pipeline.py",
"content": "\n # Phase 4: Textsemantik - Analyze chunks\n if progress:\n progress.add_log(\"Phase 4: Textsemantik...\")\n\n # Prepare chunks for analysis\n chunk_data = [{\"id\": c[\"id\"], \"content\": c[\"content\"]} for c in chunks]\n analyzed_chunks = text_semantic_analyze.execute(chunk_data, {\"model\": \"mistral\"})\n\n # Store text semantics\n text_semantic_store.execute(analyzed_chunks, {})\n\n if progress and progress.is_cancelled():\n return \"cancelled\", len(chunks), 0\n\n # Phase 5-6: Entity + Wissenssemantik\n if progress:\n progress.add_log(\"Phase 5-6: Entity-Extraktion + Wissenssemantik...\")\n\n # Run standard semantic analysis (entities, relations, taxonomy)\n semantic_step = SemanticStep(db, progress)\n full_text = extract_step.get_full_text_from_extraction(extraction)\n\n try:\n semantic_step.execute(doc_id, full_text, use_anthropic=SEMANTIC_USE_ANTHROPIC)\n except Exception as e:\n db.log(\"WARNING\", f\"Semantic analysis failed for {file_name}: {e}\")\n if progress:\n progress.add_log(f\"Semantik-Warnung: {str(e)[:50]}\")\n\n # Load entities for knowledge semantics\n cursor = db.execute(\n \"\"\"SELECT e.id, e.name, e.type, c.content as context\n FROM entities e\n JOIN chunk_entities ce ON e.id = ce.entity_id\n JOIN chunks c ON ce.chunk_id = c.id\n WHERE c.document_id = %s\n GROUP BY e.id\"\"\",\n (doc_id,),\n )\n entities = cursor.fetchall()\n cursor.close()\n\n if entities:\n # Convert to list of dicts\n entity_list = [\n {\"id\": e[\"id\"], \"name\": e[\"name\"], \"type\": e[\"type\"], \"context\": e[\"context\"]}\n for e in entities\n ]\n\n # Analyze knowledge semantics\n analyzed_entities = knowledge_semantic_analyze.execute(entity_list, {\"model\": \"mistral\"})\n\n # Store knowledge semantics\n knowledge_semantic_store.execute(analyzed_entities, {})\n\n if progress and progress.is_cancelled():\n return \"cancelled\", len(chunks), 0\n\n # Phase 10: Retrieval - Embeddings (AFTER semantics!)",
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}
}