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* remove phi normalization * add special case for hnsw * rename vector_size to vector_dim * fix loading. fix extra dim in tests * switch to new ES syntax for vector similarity * 3x sql speed up. cascade deletes. add train_index() * add docstrings. remove vector_dim from load() * delete docs from faiss and sql * fix delete of docs in test * relax type hint for faiss index * rename metric to metric_type Co-authored-by: lalitpagaria <19303690+lalitpagaria@users.noreply.github.com>