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Rationale: De-risk unknowns (Docling OCR quality, Ollama CPU inference speed) before building orchestrator.
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Rationale: De-risk unknowns (Docling OCR quality, Ollama CPU inference speed) before building orchestrator.
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### 1a. Docker Compose + Docling
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### 1a. Docker Compose + Docling (DONE)
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- [ ] Docker Compose base (Docling service)
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- [x] Docker Compose base (Docling service)
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- [ ] Test Docling API with sample PDFs (curl)
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- [x] Test Docling API with sample PDFs (curl)
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- [ ] Validate OCR quality on real PDFs + generated samples
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- [x] Validate OCR quality on real PDFs + generated samples
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- [x] Test OCR on images (PNG) — works with `force_ocr=true`
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### 1b. Ollama
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**Docling API Spec:**
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- [ ] Add Ollama to Docker Compose (Qwen3-1.7B, CPU mode)
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- Image: `ds4sd/docling-serve:latest`
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- [ ] Test structured extraction prompt (curl)
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- Port: `5001`
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- [ ] Measure inference time per document
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- Endpoint: `POST /v1/convert/file`
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- [ ] Validate extraction accuracy (deadline, doc type, etc.)
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- Form params: `files=@<path>;type=application/pdf`, `to_formats=md`, `do_ocr=true`
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- Response: `{ "document": { "md_content": "..." }, "status": "success" }`
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- OCR engine: `easyocr` (default), supports CJK
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**OCR Options:**
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- `do_ocr=true` — enabled by default, processes bitmap content
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- `force_ocr=true` — use for images/scanned PDFs (replaces existing text with OCR)
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- `ocr_engine` — `easyocr` (default), `tesseract`, `rapidocr`, `tesserocr`, `ocrmac`
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- `ocr_lang` — language codes (engine-specific), e.g. `ch_sim` for Simplified Chinese
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**Tested Formats:**
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- PDF (Filing Receipt) — extracted text, tables, CJK content ✅
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- PNG (Email screenshot) — extracted subject, dates, recipient ✅ (CJK trademark garbled, may need `ocr_lang`)
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### 1b. Ollama (DONE)
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- [x] Add Ollama to Docker Compose (Qwen3-1.7B, CPU mode)
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- [x] Test structured extraction prompt (curl)
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- [x] Measure inference time per document (~15-30s on 4 vCPU)
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- [x] Validate extraction accuracy (deadline, doc type, etc.)
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**Ollama API Spec:**
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- Image: `ollama/ollama:0.9.3`
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- Port: `11434`
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- Model: `qwen3:1.7b` (~1.4 GB, auto-pulled on startup)
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- Endpoint: `POST /api/generate`
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- Body: `{"model":"qwen3:1.7b","prompt":"...","stream":false,"options":{"temperature":0}}`
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- Response: `{ "response": "<json>" }` (strip `<think>...</think>` tags in post-processing)
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- Note: Qwen3 includes reasoning by default; `/no_think` leaves empty tags, so strip instead
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### 1c. Python Tools Service
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### 1c. Python Tools Service
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@@ -3,20 +3,34 @@ services:
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docling:
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docling:
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# https://github.com/docling-project/docling-serve
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# https://github.com/docling-project/docling-serve
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# 5001: Web UI + API
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# 5001: Web UI + API
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# OCR: EasyOCR with English + Chinese Simplified + Traditional (auto-downloaded on first run)
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image: ghcr.io/docling-project/docling-serve-cpu:v1.13.0
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image: ghcr.io/docling-project/docling-serve-cpu:v1.13.0
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container_name: jt-docling
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container_name: jt-docling
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restart: unless-stopped
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restart: unless-stopped
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environment:
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environment:
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DOCLING_SERVE_ENABLE_UI: "true"
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DOCLING_SERVE_ENABLE_UI: "true"
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volumes:
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- docling_models:/opt/app-root/src/.cache/docling/models
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ports:
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ports:
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- "5001:5001"
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- "5001:5001"
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entrypoint: ["/bin/sh", "-c"]
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command:
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- |
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# Download Chinese OCR models if missing (first run only)
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if [ ! -f /opt/app-root/src/.cache/docling/models/EasyOcr/zh_sim_g2.pth ] || [ ! -f /opt/app-root/src/.cache/docling/models/EasyOcr/zh_tra_g2.pth ]; then
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echo "Downloading Chinese OCR models (Simplified + Traditional)..."
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python3 -c "import easyocr; easyocr.Reader(['en','ch_sim','ch_tra'], gpu=False)"
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# Copy downloaded models to correct location
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cp -n /opt/app-root/src/.EasyOCR/model/*.pth /opt/app-root/src/.cache/docling/models/EasyOcr/ 2>/dev/null || true
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fi
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exec uvicorn docling_serve.app:app --host 0.0.0.0 --port 5001
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healthcheck:
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healthcheck:
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test: ["CMD", "curl", "-sf", "http://localhost:5001/health"]
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test: ["CMD", "curl", "-sf", "http://localhost:5001/health"]
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interval: 30s
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interval: 30s
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timeout: 10s
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timeout: 10s
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retries: 3
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retries: 3
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start_period: 60s
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start_period: 120s
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# Ollama
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# Ollama
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ollama:
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ollama:
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@@ -55,5 +69,7 @@ services:
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# retries: 3
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# retries: 3
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volumes:
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volumes:
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docling_models:
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name: jt-docling-models
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ollama_data:
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ollama_data:
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name: jt-ollama-data
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name: jt-ollama-data
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