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[ENH] Use GPU indexes in faiss #18

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@ego-thales

Describe the proposed new feature or enhancement:

Current implementation uses faiss-cpu. Try looking into the possibility of using native faiss to use GPU indexes.

While at it, use their API for direct Tensor operation (no numpy/CPU bottleneck). See facebookresearch/faiss#561 (comment).

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