LlamaIndex

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id="__nav_4_29_label" tabindex="0"> Property Graph </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_29_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_29"> Property Graph </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="/en/stable/examples/property_graph/graph_store/" class="md-nav__link"> Using a Property Graph Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/property_graph/property_graph_advanced/" class="md-nav__link"> Property Graph Construction with Predefined Schemas </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/property_graph/property_graph_basic/" class="md-nav__link"> Property Graph Index </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/property_graph/property_graph_custom_retriever/" class="md-nav__link"> Defining a Custom Property Graph Retriever </a> </li> <li class="md-nav__item"> <a 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class="md-nav__link"> Cassandra Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/ChromaFireworksNomic/" class="md-nav__link"> Chroma + Fireworks + Nomic with Matryoshka embedding </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/ChromaIndexDemo/" class="md-nav__link"> Chroma </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/ClickHouseIndexDemo/" class="md-nav__link"> ClickHouse Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/CouchbaseVectorStoreDemo/" class="md-nav__link"> CouchbaseVectorStoreDemo </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/DashvectorIndexDemo/" class="md-nav__link"> DashVector Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/DatabricksVectorSearchDemo/" class="md-nav__link"> Databricks Vector Search </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/DeepLakeIndexDemo/" class="md-nav__link"> Deep Lake Vector Store Quickstart </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/DocArrayHnswIndexDemo/" class="md-nav__link"> DocArray Hnsw Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/DocArrayInMemoryIndexDemo/" class="md-nav__link"> DocArray InMemory Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/DuckDBDemo/" class="md-nav__link"> DuckDB </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/ElasticsearchIndexDemo/" class="md-nav__link"> Elasticsearch Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/Elasticsearch_demo/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/EpsillaIndexDemo/" class="md-nav__link"> Epsilla Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/FaissIndexDemo/" class="md-nav__link"> Faiss Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/FirestoreVectorStore/" class="md-nav__link"> Firestore Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/HnswlibIndexDemo/" class="md-nav__link"> Hnswlib </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/HologresDemo/" class="md-nav__link"> Hologres </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/JaguarIndexDemo/" class="md-nav__link"> Jaguar Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/KDBAI_Advanced_RAG_Demo/" class="md-nav__link"> Advanced RAG with temporal filters using LlamaIndex and KDB.AI vector store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/LanceDBIndexDemo/" class="md-nav__link"> LanceDB 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class="md-nav__link"> MilvusOperatorFunctionDemo </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/MongoDBAtlasVectorSearch/" class="md-nav__link"> MongoDB Atlas Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/MongoDBAtlasVectorSearchRAGFireworks/" class="md-nav__link"> MongoDB Atlas + Fireworks AI RAG Example </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/MongoDBAtlasVectorSearchRAGOpenAI/" class="md-nav__link"> MongoDB Atlas + OpenAI RAG Example </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/MyScaleIndexDemo/" class="md-nav__link"> MyScale Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/Neo4jVectorDemo/" class="md-nav__link"> Neo4j vector store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/NileVectorStore/" class="md-nav__link"> Nile Vector Store (Multi-tenant PostgreSQL) </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/ObjectBoxIndexDemo/" class="md-nav__link"> ObjectBox VectorStore Demo </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/OceanBaseVectorStore/" class="md-nav__link"> OceanBase Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/OpensearchDemo/" class="md-nav__link"> Opensearch Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/PGVectoRsDemo/" class="md-nav__link"> pgvecto.rs </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/PineconeIndexDemo-Hybrid/" class="md-nav__link"> Pinecone Vector Store - Hybrid Search </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/PineconeIndexDemo/" class="md-nav__link"> Pinecone Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/QdrantIndexDemo/" class="md-nav__link"> Qdrant Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/Qdrant_metadata_filter/" class="md-nav__link"> Qdrant Vector Store - Metadata Filter </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/Qdrant_using_qdrant_filters/" class="md-nav__link"> Qdrant Vector Store - Default Qdrant Filters </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/RedisIndexDemo/" class="md-nav__link"> Redis Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/RelytDemo/" class="md-nav__link"> Relyt </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/RocksetIndexDemo/" class="md-nav__link"> Rockset Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/SimpleIndexDemo/" class="md-nav__link"> Simple Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/SimpleIndexDemoLlama-Local/" class="md-nav__link"> Local Llama2 + VectorStoreIndex </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/SimpleIndexDemoLlama2/" class="md-nav__link"> Llama2 + VectorStoreIndex </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/SimpleIndexDemoMMR/" class="md-nav__link"> Simple Vector Stores - Maximum Marginal Relevance Retrieval </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/SimpleIndexOnS3/" class="md-nav__link"> S3/R2 Storage </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/SupabaseVectorIndexDemo/" class="md-nav__link"> Supabase Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/TablestoreDemo/" class="md-nav__link"> TablestoreVectorStore </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/TairIndexDemo/" class="md-nav__link"> Tair Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/TencentVectorDBIndexDemo/" class="md-nav__link"> Tencent Cloud VectorDB </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/TiDBVector/" class="md-nav__link"> TiDB Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/Timescalevector/" class="md-nav__link"> Timescale Vector Store (PostgreSQL) </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/TxtaiIndexDemo/" class="md-nav__link"> txtai Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/TypesenseDemo/" class="md-nav__link"> Typesense Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/UpstashVectorDemo/" class="md-nav__link"> Upstash Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/VearchDemo/" class="md-nav__link"> VearchDemo </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/VertexAIVectorSearchDemo/" class="md-nav__link"> Google Vertex AI Vector Search </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/VespaIndexDemo/" class="md-nav__link"> Vespa Vector Store demo </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/WeaviateIndexDemo-Hybrid/" class="md-nav__link"> Weaviate Vector Store - Hybrid Search </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/WeaviateIndexDemo/" class="md-nav__link"> Weaviate Vector Store </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/WeaviateIndex_auto_retriever/" class="md-nav__link"> Auto-Retrieval from a Weaviate Vector Database </a> </li> <li class="md-nav__item"> <a href="/en/stable/examples/vector_stores/WeaviateIndex_metadata_filter/" class="md-nav__link"> Weaviate Vector Store Metadata Filter </a> </li> <li 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cloud </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/indices/postgresml/" class="md-nav__link"> Postgresml </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/indices/property_graph/" class="md-nav__link"> Property graph </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/indices/summary/" class="md-nav__link"> Summary </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/indices/tree/" class="md-nav__link"> Tree </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/indices/vectara/" class="md-nav__link"> Vectara </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/indices/vector/" class="md-nav__link"> Vector </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/indices/vertexai/" class="md-nav__link"> Vertexai </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/indices/zilliz/" class="md-nav__link"> Zilliz </a> </li> </ul> </nav> </li> 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aria-labelledby="__nav_7_10_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_10"> LLMs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="/en/stable/./api_reference/llms/OptimumIntelLLM.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/ai21/" class="md-nav__link"> Ai21 </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/alephalpha/" class="md-nav__link"> Alephalpha </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/alibabacloud_aisearch/" class="md-nav__link"> Alibabacloud aisearch </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/anthropic/" class="md-nav__link"> Anthropic </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/anyscale/" class="md-nav__link"> Anyscale </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/azure_inference/" class="md-nav__link"> Azure inference </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/azure_openai/" class="md-nav__link"> Azure openai </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/bedrock/" class="md-nav__link"> Bedrock </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/bedrock_converse/" class="md-nav__link"> Bedrock converse </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/cerebras/" class="md-nav__link"> Cerebras </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/clarifai/" class="md-nav__link"> Clarifai </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/cleanlab/" class="md-nav__link"> Cleanlab </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/cohere/" class="md-nav__link"> Cohere </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/custom_llm/" class="md-nav__link"> Custom llm </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/databricks/" class="md-nav__link"> Databricks </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/deepinfra/" class="md-nav__link"> Deepinfra </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/everlyai/" class="md-nav__link"> Everlyai </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/fireworks/" class="md-nav__link"> Fireworks </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/friendli/" class="md-nav__link"> Friendli </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/gaudi/" class="md-nav__link"> Gaudi </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/gemini/" class="md-nav__link"> Gemini </a> </li> <li class="md-nav__item"> <a 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class="md-nav__link"> Langchain </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/litellm/" class="md-nav__link"> Litellm </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/llama_api/" class="md-nav__link"> Llama api </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/llama_cpp/" class="md-nav__link"> Llama cpp </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/llamafile/" class="md-nav__link"> Llamafile </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/lmstudio/" class="md-nav__link"> Lmstudio </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/localai/" class="md-nav__link"> Localai </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/maritalk/" class="md-nav__link"> Maritalk </a> </li> <li class="md-nav__item"> <a href="/en/stable/api_reference/llms/mistral_rs/" class="md-nav__link"> Mistral rs </a> </li> <li 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