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* support cosine similiarity with faiss * update docs * update api docs * fix tests * Revert "update api docs" This reverts commit 6138fdfefb3beaee2d55c5729cd4a2745ea6b143. * fix api docs * collapse test * rename similairity to space_type mappings * only normalize for faiss * fix merge * fix docs normalization * get rid of List[np.array] * update docs * fix tests and tutorials * fix mypy * fix mypy * fix mypy again * again mypy * blacken * update tutorial 4 docs * fix embeddingretriever * fix faiss * move dense specific logic to DenseRetriever * fix mypy * cosine tests for all documents stores * fix pinecone * add docstring * docstring corrections * update docs * add integration test marker * docstrings update * update docs * fix typo * update docs * fix MockDenseRetriever * run integration tests for all documentstores * fix test_update_embeddings_cosine_similarity * fix faiss tests not running * blacken * make test_cosine_sanity_check integration test * split PR * update docs * manually revert tutorial doc change * Fix embedding type * set integration marker correctly * make BaseDocumentStore.normalize_embedding static * format * fix handling of opensearch_faiss param * fix merge * add DenseRetriever typing * organize imports in conftest.py * organize imports in conftest.py (2) * fix DenseRetriever import * add opensearch-tests-linux