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"content": "# Content Pipeline - Validation Report\n\n## Status: NOT READY FOR EXTERNAL USE\n\nThis report identifies issues that must be fixed before an external AI can successfully deploy this pipeline.\n\n---\n\n## CRITICAL ISSUES\n\n### 1. Hardcoded Paths in `src\/config.py` (HIGH PRIORITY)\n\nThis file is imported by 20+ other modules. All hardcoded values break portability.\n\n| Line | Issue | Current Value |\n|------|-------|---------------|\n| 8 | Document path | `\/var\/www\/nextcloud\/data\/root\/files\/Documents` |\n| 14 | Database name | `ki_content` |\n| 23, 32 | Log database | `ki_dev` |\n| 94, 109 | .env path | `\/var\/www\/dev.campus.systemische-tools.de\/.env` |\n\n**Fix Required:** Replace `src\/config.py` with `config\/settings.py` or modify all imports.\n\n### 2. Hardcoded Paths in Other Files\n\n| File | Line | Issue |\n|------|------|-------|\n| `model_registry.py` | 38 | `database=\"ki_dev\"` hardcoded |\n| `generate_semantics.py` | 30 | `\/var\/www\/docs\/credentials\/credentials.md` |\n| `quality_test.py` | 41 | `\/var\/www\/dev.campus.systemische-tools.de\/.env` |\n| `run_demo.py` | 15, 76 | `\/var\/www\/scripts\/pipeline`, `\/var\/www\/nextcloud\/...` |\n| `web_chat.py` | 12 | `\/var\/www\/scripts\/pipeline` |\n| `web_generate.py` | 19 | `\/var\/www\/scripts\/pipeline` |\n\n### 3. Missing Tables in Schema\n\nThe code references these tables which are NOT in `sql\/schema.sql`:\n\n| Table | Referenced In | Purpose |\n|-------|---------------|---------|\n| `ai_models` | model_registry.py | Model configuration (ki_dev) |\n| `pipeline_log` | db_logging.py | Pipeline execution logs (ki_dev) |\n| `protokoll` | db_logging.py, protokoll.py | LLM call logging (ki_dev) |\n| `document_sections` | db_documents.py | Document structure |\n| `chunk_text_semantics` | semantic analysis | Legacy table |\n| `entity_knowledge_semantics` | knowledge module | Entity analysis |\n| `content_config` | generators | Content generation config |\n| `content_orders` | generators | Content orders |\n\n### 4. External Dependencies Not Documented\n\n| Dependency | Required By |\n|------------|-------------|\n| `ki_dev.ai_models` table | model_registry.py (dynamic model loading) |\n| Credentials file | generate_semantics.py |\n\n---\n\n## MODERATE ISSUES\n\n### 5. Config Architecture Problem\n\nTwo configuration systems exist:\n- `src\/config.py` - Original, hardcoded (actively used)\n- `config\/settings.py` - New, abstracted (not imported)\n\n**All 20+ files import from `src\/config.py`**, not from the new abstracted settings.\n\n### 6. Database Separation\n\nThe original system uses two databases:\n- `ki_content` - Content data (chunks, entities, embeddings)\n- `ki_dev` - System data (logs, models, protocols)\n\nThe exported schema only covers `ki_content` tables. An external system would need:\n- Either: Merge all tables into one database\n- Or: Export `ki_dev` schema as well\n\n---\n\n## REQUIRED FIXES\n\n### Option A: Replace config.py (Recommended)\n\n1. Rename `src\/config.py` → `src\/config_original.py` (backup)\n2. Copy `config\/settings.py` → `src\/config.py`\n3. Update all module imports if needed\n4. Add missing tables to schema\n\n### Option B: Patch config.py\n\nAdd environment variable support to existing config.py:\n\n```python\n# At top of config.py\nimport os\n\nNEXTCLOUD_PATH = os.environ.get(\"PIPELINE_DOCUMENT_PATH\", \"\/path\/to\/documents\")\nDB_CONFIG[\"database\"] = os.environ.get(\"DB_NAME\", \"content_pipeline\")\n# etc.\n```\n\n### Additional Required Changes\n\n1. **Remove model_registry.py dependency on ki_dev.ai_models**\n - Make model configuration static or environment-based\n\n2. **Add missing tables to schema.sql**\n - `pipeline_log`\n - `protokoll` (if LLM logging needed)\n - `content_config`, `content_orders` (if content generation needed)\n\n3. **Remove or abstract demo\/test files**\n - `run_demo.py`\n - `quality_test.py`\n - `generate_semantics.py` (credentials reference)\n\n---\n\n## VERIFICATION CHECKLIST\n\nBefore deployment, verify:\n\n- [ ] No `\/var\/www` paths in any `.py` file\n- [ ] No `ki_dev` or `ki_content` hardcoded database names\n- [ ] All referenced tables exist in schema.sql\n- [ ] `config.py` reads all settings from environment\n- [ ] model_registry.py works without `ai_models` table\n- [ ] requirements.txt is complete and versioned\n\n---\n\n## Files Safe for External Use\n\nThese core files have no\/minimal hardcoded dependencies:\n\n- `chunk.py` - Chunking logic (uses config imports)\n- `embed.py` - Embedding logic\n- `extract.py` - Text extraction\n- `vision.py` - OCR processing\n- `analyzers\/*` - Analysis modules\n- `knowledge\/*` - Knowledge graph\n- `db_*.py` - Database operations (use config)\n\n---\n\n## Conclusion\n\n**Current State:** The migration package copies source code but does NOT abstract it sufficiently.\n\n**Effort to Fix:** ~2-4 hours to:\n1. Replace config.py with environment-based version\n2. Add missing tables\n3. Remove\/fix problematic files\n4. Test imports work correctly\n"
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"content": "# Content Pipeline - Validation Report\n\n## Status: NOT READY FOR EXTERNAL USE\n\nThis report identifies issues that must be fixed before an external AI can successfully deploy this pipeline.\n\n---\n\n## CRITICAL ISSUES\n\n### 1. Hardcoded Paths in `src\/config.py` (HIGH PRIORITY)\n\nThis file is imported by 20+ other modules. All hardcoded values break portability.\n\n| Line | Issue | Current Value |\n|------|-------|---------------|\n| 8 | Document path | `\/var\/www\/nextcloud\/data\/root\/files\/Documents` |\n| 14 | Database name | `ki_content` |\n| 23, 32 | Log database | `ki_dev` |\n| 94, 109 | .env path | `\/var\/www\/dev.campus.systemische-tools.de\/.env` |\n\n**Fix Required:** Replace `src\/config.py` with `config\/settings.py` or modify all imports.\n\n### 2. Hardcoded Paths in Other Files\n\n| File | Line | Issue |\n|------|------|-------|\n| `model_registry.py` | 38 | `database=\"ki_dev\"` hardcoded |\n| `generate_semantics.py` | 30 | `\/var\/www\/docs\/credentials\/credentials.md` |\n| `quality_test.py` | 41 | `\/var\/www\/dev.campus.systemische-tools.de\/.env` |\n| `run_demo.py` | 15, 76 | `\/var\/www\/scripts\/pipeline`, `\/var\/www\/nextcloud\/...` |\n| `web_chat.py` | 12 | `\/var\/www\/scripts\/pipeline` |\n| `web_generate.py` | 19 | `\/var\/www\/scripts\/pipeline` |\n\n### 3. Missing Tables in Schema\n\nThe code references these tables which are NOT in `sql\/schema.sql`:\n\n| Table | Referenced In | Purpose |\n|-------|---------------|---------|\n| `ai_models` | model_registry.py | Model configuration (ki_dev) |\n| `pipeline_log` | db_logging.py | Pipeline execution logs (ki_dev) |\n| `protokoll` | db_logging.py, protokoll.py | LLM call logging (ki_dev) |\n| `document_sections` | db_documents.py | Document structure |\n| `chunk_text_semantics` | semantic analysis | Legacy table |\n| `entity_knowledge_semantics` | knowledge module | Entity analysis |\n| `content_config` | generators | Content generation config |\n| `content_orders` | generators | Content orders |\n\n### 4. External Dependencies Not Documented\n\n| Dependency | Required By |\n|------------|-------------|\n| `ki_dev.ai_models` table | model_registry.py (dynamic model loading) |\n| Credentials file | generate_semantics.py |\n\n---\n\n## MODERATE ISSUES\n\n### 5. Config Architecture Problem\n\nTwo configuration systems exist:\n- `src\/config.py` - Original, hardcoded (actively used)\n- `config\/settings.py` - New, abstracted (not imported)\n\n**All 20+ files import from `src\/config.py`**, not from the new abstracted settings.\n\n### 6. Database Separation\n\nThe original system uses two databases:\n- `ki_content` - Content data (chunks, entities, embeddings)\n- `ki_dev` - System data (logs, models, protocols)\n\nThe exported schema only covers `ki_content` tables. An external system would need:\n- Either: Merge all tables into one database\n- Or: Export `ki_dev` schema as well\n\n---\n\n## REQUIRED FIXES\n\n### Option A: Replace config.py (Recommended)\n\n1. Rename `src\/config.py` → `src\/config_original.py` (backup)\n2. Copy `config\/settings.py` → `src\/config.py`\n3. Update all module imports if needed\n4. Add missing tables to schema\n\n### Option B: Patch config.py\n\nAdd environment variable support to existing config.py:\n\n```python\n# At top of config.py\nimport os\n\nNEXTCLOUD_PATH = os.environ.get(\"PIPELINE_DOCUMENT_PATH\", \"\/path\/to\/documents\")\nDB_CONFIG[\"database\"] = os.environ.get(\"DB_NAME\", \"content_pipeline\")\n# etc.\n```\n\n### Additional Required Changes\n\n1. **Remove model_registry.py dependency on ki_dev.ai_models**\n - Make model configuration static or environment-based\n\n2. **Add missing tables to schema.sql**\n - `pipeline_log`\n - `protokoll` (if LLM logging needed)\n - `content_config`, `content_orders` (if content generation needed)\n\n3. **Remove or abstract demo\/test files**\n - `run_demo.py`\n - `quality_test.py`\n - `generate_semantics.py` (credentials reference)\n\n---\n\n## VERIFICATION CHECKLIST\n\nBefore deployment, verify:\n\n- [ ] No `\/var\/www` paths in any `.py` file\n- [ ] No `ki_dev` or `ki_content` hardcoded database names\n- [ ] All referenced tables exist in schema.sql\n- [ ] `config.py` reads all settings from environment\n- [ ] model_registry.py works without `ai_models` table\n- [ ] requirements.txt is complete and versioned\n\n---\n\n## Files Safe for External Use\n\nThese core files have no\/minimal hardcoded dependencies:\n\n- `chunk.py` - Chunking logic (uses config imports)\n- `embed.py` - Embedding logic\n- `extract.py` - Text extraction\n- `vision.py` - OCR processing\n- `analyzers\/*` - Analysis modules\n- `knowledge\/*` - Knowledge graph\n- `db_*.py` - Database operations (use config)\n\n---\n\n## Conclusion\n\n**Current State:** The migration package copies source code but does NOT abstract it sufficiently.\n\n**Effort to Fix:** ~2-4 hours to:\n1. Replace config.py with environment-based version\n2. Add missing tables\n3. Remove\/fix problematic files\n4. Test imports work correctly\n",
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