feat(nlp-service): scaffold — models, requirements, CLAUDE.md
Task 1: Create standalone FastAPI service scaffold with models, test framework, and documentation. Includes ParseRequest, ParseResponse Pydantic models matching OllamaExtraction contract, plus three passing tests validating model validation. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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nlp-service/CLAUDE.md
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# NLP Service
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Lightweight FastAPI service that parses free-text search queries into structured extractions,
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replacing Ollama for the Familienarchiv NL search feature.
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## Stack
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- Python 3.11, FastAPI 0.115, spaCy 3.8, dateparser 1.2
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## Endpoints
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- `POST /parse` — parse a free-text query, return extraction matching `OllamaExtraction` contract
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- `GET /health` — returns `{"status": "ok"}` when all models are loaded
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## Running locally
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```bash
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pip install -r requirements.txt
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python -m spacy download de_core_news_sm en_core_web_sm es_core_news_sm
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uvicorn main:app --reload --port 8001
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curl -X POST http://localhost:8001/parse \
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-H "Content-Type: application/json" \
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-d '{"query": "Briefe von Opa Hermann an Marie vor 1920", "lang": "de"}'
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```
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## Testing
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```bash
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pytest -v
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```
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## Design spec
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See `docs/superpowers/specs/2026-06-07-spacy-nlp-service-design.md`.
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## Notes
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This is a **prototype** for extraction quality evaluation. No docker-compose integration or
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Java-side changes in this iteration. The extraction contract matches `OllamaExtraction` in
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`backend/src/main/java/org/raddatz/familienarchiv/search/`.
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