9e9b75e0b3
28 persona workspace with document upload, OCR pipeline, and vector embedding assignment via AnythingLLM API. Supports 5 clusters (intel, cyber, military, humanities, engineering) with batch processing and resume capability. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
64 lines
1.8 KiB
Markdown
64 lines
1.8 KiB
Markdown
# AnythingLLM × Persona RAG Integration
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28 persona workspace'i olan, kitap kütüphanesinden beslenen RAG sistemi. Her persona kendi uzmanlık alanındaki dokümanlarla vektör embed edilmiş durumda.
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## Mimari
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- **AnythingLLM Desktop** — `http://localhost:3001`
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- **LLM:** Ollama local (qwen3:14b)
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- **Embedding:** Google Gemini (gemini-embedding-001)
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- **Vector DB:** LanceDB
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- **OCR:** ocrmypdf (tur+eng)
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- **Kitap Kaynağı:** `/mnt/storage/Common/Books/`
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## Personalar (5 Cluster)
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| Cluster | Personalar |
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|---------|-----------|
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| Intel | Frodo, Echo, Ghost, Oracle, Wraith, Scribe, Polyglot |
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| Cyber | Neo, Bastion, Sentinel, Specter, Phantom, Cipher, Vortex |
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| Military | Marshal, Centurion, Corsair, Warden, Medic |
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| Humanities | Chronos, Tribune, Arbiter, Ledger, Sage, Herald, Scholar, Gambit |
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| Engineering | Forge, Architect |
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## Kullanım
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```bash
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# Durum kontrolü
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python3 setup.py --status
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# Workspace oluştur / güncelle
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python3 setup.py --create-workspaces
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# Tam pipeline (upload + OCR + embed)
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python3 setup.py --upload-documents --resume
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# Tek cluster veya persona
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python3 setup.py --upload-documents --cluster cyber --resume
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python3 setup.py --upload-documents --persona neo --priority 1 --resume
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# Önizleme
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python3 setup.py --upload-documents --dry-run
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```
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## Pipeline
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```
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Phase A: Text dosyaları upload
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Phase B: Scanned PDF'leri OCR (ocrmypdf)
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Phase C: OCR'lı dosyaları upload
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Final: Workspace'lere assign/embed
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```
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## Recovery
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Vektör DB silinirse:
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1. `upload_progress.json`'da `workspace_docs` → `{}` sıfırla
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2. `python3 setup.py --upload-documents --resume` (sadece re-embed yapar)
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## Dosyalar
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- `setup.py` — Ana entegrasyon scripti (upload, OCR, workspace assignment)
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- `config.yaml` — Persona-klasör eşlemeleri, API config, batch ayarları
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- `upload_progress.json` — Upload/atama state tracker (gitignore'd)
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