├── .cursor └── rules │ └── redisvl.mdc ├── .github ├── release-drafter-config.yml └── workflows │ ├── claude.yml │ ├── lint.yml │ ├── release-drafter.yml │ ├── release.yml │ └── test.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .pylintrc ├── .readthedocs.yaml ├── CLAUDE.md ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── README.md ├── docs ├── Makefile ├── _extension │ └── gallery_directive.py ├── _static │ ├── .nojekyll │ ├── Redis_Favicon_144x144_Red.png │ ├── Redis_Favicon_16x16_Red.png │ ├── Redis_Favicon_32x32_Red.png │ ├── Redis_Logo_Red_RGB.svg │ ├── css │ │ ├── custom.css │ │ └── sidebar.css │ ├── gallery.yaml │ └── site.webmanifest ├── _templates │ └── layout.html ├── api │ ├── cache.rst │ ├── filter.rst │ ├── index.md │ ├── message_history.rst │ ├── query.rst │ ├── reranker.rst │ ├── router.rst │ ├── schema.rst │ ├── searchindex.rst │ ├── vector.rst │ └── vectorizer.rst ├── conf.py ├── examples │ └── index.md ├── index.md ├── make.bat ├── overview │ ├── cli.ipynb │ ├── index.md │ ├── installation.md │ └── schema.yaml └── user_guide │ ├── 01_getting_started.ipynb │ ├── 02_hybrid_queries.ipynb │ ├── 03_llmcache.ipynb │ ├── 04_vectorizers.ipynb │ ├── 05_hash_vs_json.ipynb │ ├── 06_rerankers.ipynb │ ├── 07_message_history.ipynb │ ├── 08_semantic_router.ipynb │ ├── 09_svs_vamana.ipynb │ ├── 10_embeddings_cache.ipynb │ ├── 11_advanced_queries.ipynb │ ├── hybrid_example_data.pkl │ ├── index.md │ ├── jupyterutils.py │ ├── router.yaml │ └── schema.yaml ├── doctests ├── data │ ├── query_vector.json │ └── query_vector_idx.yaml └── query_vector.py ├── pyproject.toml ├── redisvl ├── __init__.py ├── cli │ ├── __init__.py │ ├── index.py │ ├── main.py │ ├── runner.py │ ├── stats.py │ ├── utils.py │ └── version.py ├── exceptions.py ├── extensions │ ├── __init__.py │ ├── cache │ │ ├── __init__.py │ │ ├── base.py │ │ ├── embeddings │ │ │ ├── __init__.py │ │ │ ├── embeddings.py │ │ │ └── schema.py │ │ └── llm │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── langcache.py │ │ │ ├── schema.py │ │ │ └── semantic.py │ ├── constants.py │ ├── llmcache │ │ ├── __init__.py │ │ ├── base.py │ │ ├── schema.py │ │ └── semantic.py │ ├── message_history │ │ ├── __init__.py │ │ ├── base_history.py │ │ ├── message_history.py │ │ ├── schema.py │ │ └── semantic_history.py │ ├── router │ │ ├── __init__.py │ │ ├── schema.py │ │ └── semantic.py │ └── session_manager │ │ ├── __init__.py │ │ ├── base_session.py │ │ ├── schema.py │ │ ├── semantic_session.py │ │ └── standard_session.py ├── index │ ├── __init__.py │ ├── index.py │ └── storage.py ├── query │ ├── __init__.py │ ├── aggregate.py │ ├── filter.py │ └── query.py ├── redis │ ├── __init__.py │ ├── connection.py │ ├── constants.py │ └── utils.py ├── schema │ ├── __init__.py │ ├── fields.py │ ├── schema.py │ ├── type_utils.py │ └── validation.py ├── types.py ├── utils │ ├── __init__.py │ ├── compression.py │ ├── log.py │ ├── redis_protocol.py │ ├── rerank │ │ ├── __init__.py │ │ ├── base.py │ │ ├── cohere.py │ │ ├── hf_cross_encoder.py │ │ └── voyageai.py │ ├── token_escaper.py │ ├── utils.py │ └── vectorize │ │ ├── __init__.py │ │ ├── base.py │ │ └── text │ │ ├── __init__.py │ │ ├── azureopenai.py │ │ ├── bedrock.py │ │ ├── cohere.py │ │ ├── custom.py │ │ ├── huggingface.py │ │ ├── mistral.py │ │ ├── openai.py │ │ ├── vertexai.py │ │ └── voyageai.py └── version.py ├── schemas ├── schema.yaml ├── semantic_router.yaml ├── test_hash_schema.yaml └── test_json_schema.yaml ├── tests ├── cluster-compose.yml ├── conftest.py ├── docker-compose.yml ├── integration │ ├── test_aggregation.py │ ├── test_async_cluster_connection.py │ ├── test_async_search_index.py │ ├── test_cluster_pipelining.py │ ├── test_connection.py │ ├── test_cross_encoder_reranker.py │ ├── test_embedcache.py │ ├── test_embedcache_warnings.py │ ├── test_field_modifier_ordering_integration.py │ ├── test_flow.py │ ├── test_flow_async.py │ ├── test_key_separator_handling.py │ ├── test_langcache_semantic_cache_integration.py │ ├── test_llmcache.py │ ├── test_message_history.py │ ├── test_multi_field_sorting_integration.py │ ├── test_no_proactive_module_checks.py │ ├── test_query.py │ ├── test_redis_cluster_support.py │ ├── test_rerankers.py │ ├── test_role_filter_get_recent.py │ ├── test_search_index.py │ ├── test_search_results.py │ ├── test_semantic_router.py │ ├── test_skip_decode_fields_integration.py │ ├── test_stopwords_integration.py │ ├── test_svs_integration.py │ ├── test_text_query_weights_integration.py │ ├── test_unf_noindex_integration.py │ └── test_vectorizers.py └── unit │ ├── logger_interference_checker.py │ ├── test_aggregation_types.py │ ├── test_async_cluster_fix.py │ ├── test_base_vectorizer.py │ ├── test_compression_advisor.py │ ├── test_convert_index_info.py │ ├── test_embedcache_schema.py │ ├── test_error_handling.py │ ├── test_field_modifier_ordering.py │ ├── test_fields.py │ ├── test_filter.py │ ├── test_index_schema_type_issue.py │ ├── test_langcache_semantic_cache.py │ ├── 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