Commit Graph

2 Commits

Author SHA1 Message Date
Greyson LaLonde
2e4bd3f49d feat: qdrant generic client (#3377)
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### Qdrant Client

* Add core client with collection, search, and document APIs (sync + async)
* Refactor utilities, types, and vector params (default 384-dim)
* Improve error handling with `ClientMethodMismatchError`
* Add score normalization, async embeddings, and optional `qdrant-client` dep
* Expand tests and type safety throughout
2025-08-25 16:02:25 -04:00
Greyson LaLonde
842bed4e9c feat: chromadb generic client (#3374)
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Add ChromaDB client implementation with async support

- Implement core collection operations (create, get_or_create, delete)
- Add search functionality with cosine similarity scoring
- Include both sync and async method variants
- Add type safety with NamedTuples and TypeGuards
- Extract utility functions to separate modules
- Default to cosine distance metric for text similarity
- Add comprehensive test coverage

TODO:
- l2, ip score calculations are not settled on
2025-08-21 18:18:46 -04:00