Kiez

This release includes a major refactor and finally provides the ability to perform hubness reduced nearest neighbor search with torch tensors 🥳

Added

- Support for torch, when using Faiss
- More metrics for Faiss

Changed

- Simplified kneighbors API, i.e. no queries can be supplied anymore, since they need to come from the source anyway

Removed

- Autofaiss support was removed

Fixed

- Several efficiency problems when not using Hubness Reduction were addressed

Changed

- Loosen class-resolver dependency
- Simplify dependencies for extras

Fixed

- Avoid computing initial kcandidates when not using HubnessReduction

Fixed

- Loosen python dependency restriction

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- Upgrade class-resolver dependency

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- Fix joblib vulnerability by raising minimum required version

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- Added Faiss to enable fast hubness-reduced nearest neighbor search on the gpu