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href="../../ingestion/redis_ingestion_pipeline/" class="md-nav__link"> <span class="md-ellipsis"> Redis Ingestion Pipeline </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--active md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_13" checked> <label class="md-nav__link" for="__nav_4_13" id="__nav_4_13_label" tabindex="0"> <span class="md-ellipsis"> LLMs </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_13_label" aria-expanded="true"> <label class="md-nav__title" for="__nav_4_13"> <span class="md-nav__icon md-icon"></span> LLMs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../ai21/" class="md-nav__link"> <span class="md-ellipsis"> AI21 </span> </a> </li> <li class="md-nav__item"> <a href="../alephalpha/" class="md-nav__link"> <span class="md-ellipsis"> Aleph Alpha </span> </a> </li> <li 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class="md-nav__link"> <span class="md-ellipsis"> IPEX-LLM on Intel CPU </span> </a> </li> <li class="md-nav__item"> <a href="../ipex_llm_gpu/" class="md-nav__link"> <span class="md-ellipsis"> IPEX-LLM on Intel GPU </span> </a> </li> <li class="md-nav__item"> <a href="../konko/" class="md-nav__link"> <span class="md-ellipsis"> Konko </span> </a> </li> <li class="md-nav__item"> <a href="../langchain/" class="md-nav__link"> <span class="md-ellipsis"> Langchain </span> </a> </li> <li class="md-nav__item"> <a href="../litellm/" class="md-nav__link"> <span class="md-ellipsis"> LiteLLM </span> </a> </li> <li class="md-nav__item"> <a href="../llama_2/" class="md-nav__link"> <span class="md-ellipsis"> Replicate - Llama 2 13B </span> </a> </li> <li class="md-nav__item"> <a href="../llama_2_llama_cpp/" class="md-nav__link"> <span class="md-ellipsis"> LlamaCPP </span> </a> </li> <li class="md-nav__item"> <a href="../llama_2_rap_battle/" class="md-nav__link"> <span class="md-ellipsis"> 🦙 x 🦙 Rap 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<span class="md-ellipsis"> MistralAI </span> </a> </li> <li class="md-nav__item"> <a href="../modelscope/" class="md-nav__link"> <span class="md-ellipsis"> ModelScope LLMS </span> </a> </li> <li class="md-nav__item"> <a href="../monsterapi/" class="md-nav__link"> <span class="md-ellipsis"> Monster API <> LLamaIndex </span> </a> </li> <li class="md-nav__item"> <a href="../mymagic/" class="md-nav__link"> <span class="md-ellipsis"> MyMagic AI LLM </span> </a> </li> <li class="md-nav__item"> <a href="../nebius/" class="md-nav__link"> <span class="md-ellipsis"> Nebius LLMs </span> </a> </li> <li class="md-nav__item"> <a href="../neutrino/" class="md-nav__link"> <span class="md-ellipsis"> Neutrino AI </span> </a> </li> <li class="md-nav__item"> <a href="../nvidia/" class="md-nav__link"> <span class="md-ellipsis"> NVIDIA NIMs </span> </a> </li> <li class="md-nav__item"> <a href="../nvidia_nim/" class="md-nav__link"> <span class="md-ellipsis"> NVIDIA NIMs </span> </a> </li> <li 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</li> <li class="md-nav__item"> <a href="../palm/" class="md-nav__link"> <span class="md-ellipsis"> PaLM </span> </a> </li> <li class="md-nav__item"> <a href="../perplexity/" class="md-nav__link"> <span class="md-ellipsis"> Perplexity </span> </a> </li> <li class="md-nav__item"> <a href="../pipeshift/" class="md-nav__link"> <span class="md-ellipsis"> Pipeshift </span> </a> </li> <li class="md-nav__item"> <a href="../portkey/" class="md-nav__link"> <span class="md-ellipsis"> Portkey </span> </a> </li> <li class="md-nav__item"> <a href="../predibase/" class="md-nav__link"> <span class="md-ellipsis"> Predibase </span> </a> </li> <li class="md-nav__item"> <a href="../premai/" class="md-nav__link"> <span class="md-ellipsis"> PremAI LlamaIndex </span> </a> </li> <li class="md-nav__item"> <a href="../qianfan/" class="md-nav__link"> <span class="md-ellipsis"> Client of Baidu Intelligent Cloud's Qianfan LLM Platform </span> </a> </li> <li class="md-nav__item"> <a href="../rungpt/" 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(Variable Mappings, Functions) </span> </a> </li> <li class="md-nav__item"> <a href="../../prompts/emotion_prompt/" class="md-nav__link"> <span class="md-ellipsis"> EmotionPrompt in RAG </span> </a> </li> <li class="md-nav__item"> <a href="../../prompts/prompt_mixin/" class="md-nav__link"> <span class="md-ellipsis"> Accessing/Customizing Prompts within Higher-Level Modules </span> </a> </li> <li class="md-nav__item"> <a href="../../prompts/prompt_optimization/" class="md-nav__link"> <span class="md-ellipsis"> "Optimization by Prompting" for RAG </span> </a> </li> <li class="md-nav__item"> <a href="../../prompts/prompts_rag/" class="md-nav__link"> <span class="md-ellipsis"> Prompt Engineering for RAG </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_29" > <label class="md-nav__link" for="__nav_4_29" id="__nav_4_29_label" tabindex="0"> <span class="md-ellipsis"> Property Graph </span> <span class="md-nav__icon md-icon"></span> </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"> <span class="md-nav__icon md-icon"></span> Property Graph </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../property_graph/graph_store/" class="md-nav__link"> <span class="md-ellipsis"> Using a Property Graph Store </span> </a> </li> <li class="md-nav__item"> <a href="../../property_graph/property_graph_advanced/" class="md-nav__link"> <span class="md-ellipsis"> Property Graph Construction with Predefined Schemas </span> </a> </li> <li class="md-nav__item"> <a href="../../property_graph/property_graph_basic/" class="md-nav__link"> <span class="md-ellipsis"> Property Graph Index </span> </a> </li> <li class="md-nav__item"> <a href="../../property_graph/property_graph_custom_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Defining a Custom Property Graph Retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../property_graph/property_graph_memgraph/" class="md-nav__link"> <span class="md-ellipsis"> Memgraph Property Graph Index </span> </a> </li> <li class="md-nav__item"> <a href="../../property_graph/property_graph_neo4j/" class="md-nav__link"> <span class="md-ellipsis"> Neo4j Property Graph Index </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_30" > <label class="md-nav__link" for="__nav_4_30" id="__nav_4_30_label" tabindex="0"> <span class="md-ellipsis"> Query Engines </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_30_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_30"> <span class="md-nav__icon md-icon"></span> Query Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../query_engine/CustomRetrievers/" class="md-nav__link"> <span class="md-ellipsis"> Retriever Query Engine with Custom Retrievers - Simple Hybrid Search </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/JSONalyze_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> JSONalyze Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/JointQASummary/" class="md-nav__link"> <span class="md-ellipsis"> Joint QA Summary Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/RetrieverRouterQueryEngine/" class="md-nav__link"> <span class="md-ellipsis"> Retriever Router Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/RouterQueryEngine/" class="md-nav__link"> <span class="md-ellipsis"> Router Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/SQLAutoVectorQueryEngine/" class="md-nav__link"> <span class="md-ellipsis"> SQL Auto Vector Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/SQLJoinQueryEngine/" class="md-nav__link"> <span class="md-ellipsis"> SQL Join Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/SQLRouterQueryEngine/" class="md-nav__link"> <span class="md-ellipsis"> SQL Router Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/citation_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> CitationQueryEngine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/cogniswitch_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Cogniswitch query engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/custom_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Defining a Custom Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/ensemble_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Ensemble Query Engine Guide </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/flare_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> FLARE Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/json_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> JSON Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/knowledge_graph_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Knowledge Graph Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/knowledge_graph_rag_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Knowledge Graph RAG Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/multi_doc_auto_retrieval/multi_doc_auto_retrieval/" class="md-nav__link"> <span class="md-ellipsis"> Structured Hierarchical Retrieval </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/pandas_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Pandas Query Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/pdf_tables/recursive_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Recursive Retriever + Query Engine Demo </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/pgvector_sql_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> [Beta] Text-to-SQL with PGVector </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/pydantic_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Query Engine with Pydantic Outputs </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/recursive_retriever_agents/" class="md-nav__link"> <span class="md-ellipsis"> Recursive Retriever + Document Agents </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/sec_tables/tesla_10q_table/" class="md-nav__link"> <span class="md-ellipsis"> Joint Tabular/Semantic QA over Tesla 10K </span> </a> </li> <li class="md-nav__item"> <a href="../../query_engine/sub_question_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Sub Question Query Engine </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_31" > <label class="md-nav__link" for="__nav_4_31" id="__nav_4_31_label" tabindex="0"> <span class="md-ellipsis"> Query Pipeline </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_31_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_31"> <span class="md-nav__icon md-icon"></span> Query Pipeline </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../pipeline/query_pipeline/" class="md-nav__link"> <span class="md-ellipsis"> An Introduction to LlamaIndex Query Pipelines </span> </a> </li> <li class="md-nav__item"> <a href="../../pipeline/query_pipeline_async/" class="md-nav__link"> <span class="md-ellipsis"> Query Pipeline with Async/Parallel Execution </span> </a> </li> <li class="md-nav__item"> <a href="../../pipeline/query_pipeline_memory/" class="md-nav__link"> <span class="md-ellipsis"> Query Pipeline Chat Engine </span> </a> </li> <li class="md-nav__item"> <a href="../../pipeline/query_pipeline_pandas/" class="md-nav__link"> <span class="md-ellipsis"> Query Pipeline over Pandas DataFrames </span> </a> </li> <li class="md-nav__item"> <a href="../../pipeline/query_pipeline_routing/" class="md-nav__link"> <span class="md-ellipsis"> Query Pipeline with Routing </span> </a> </li> <li class="md-nav__item"> <a href="../../pipeline/query_pipeline_sql/" class="md-nav__link"> <span class="md-ellipsis"> Query Pipeline for Advanced Text-to-SQL </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle 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Query Transform Cookbook </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_33" > <label class="md-nav__link" for="__nav_4_33" id="__nav_4_33_label" tabindex="0"> <span class="md-ellipsis"> Response Synthesizers </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_33_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_33"> <span class="md-nav__icon md-icon"></span> Response Synthesizers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../response_synthesizers/custom_prompt_synthesizer/" class="md-nav__link"> <span class="md-ellipsis"> Pydantic Tree Summarize </span> </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/long_context_test/" class="md-nav__link"> <span class="md-ellipsis"> Stress-Testing Long Context LLMs with a Recall Task </span> </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/pydantic_tree_summarize/" class="md-nav__link"> <span class="md-ellipsis"> Pydantic Tree Summarize </span> </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/refine/" class="md-nav__link"> <span class="md-ellipsis"> Refine </span> </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/structured_refine/" class="md-nav__link"> <span class="md-ellipsis"> Refine with Structured Answer Filtering </span> </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/tree_summarize/" class="md-nav__link"> <span class="md-ellipsis"> Tree Summarize </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_34" > <label class="md-nav__link" for="__nav_4_34" id="__nav_4_34_label" tabindex="0"> <span class="md-ellipsis"> Retrievers </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_34_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_34"> <span class="md-nav__icon md-icon"></span> Retrievers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../retrievers/auto_merging_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Auto Merging Retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../retrievers/auto_vs_recursive_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Comparing Methods for Structured Retrieval (Auto-Retrieval vs. Recursive Retrieval) </span> </a> </li> <li class="md-nav__item"> <a href="../../retrievers/bedrock_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Bedrock (Knowledge Bases) </span> </a> </li> <li class="md-nav__item"> <a href="../../retrievers/bm25_retriever/" class="md-nav__link"> <span class="md-ellipsis"> BM25 Retriever </span> </a> </li> <li 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With Hybrid Retrieval </span> </a> </li> <li class="md-nav__item"> <a href="../../vector_stores/MilvusIndexDemo/" class="md-nav__link"> <span class="md-ellipsis"> Milvus Vector Store </span> </a> </li> <li class="md-nav__item"> <a href="../../vector_stores/MilvusOperatorFunctionDemo/" class="md-nav__link"> <span class="md-ellipsis"> MilvusOperatorFunctionDemo </span> </a> </li> <li class="md-nav__item"> <a href="../../vector_stores/MongoDBAtlasVectorSearch/" class="md-nav__link"> <span class="md-ellipsis"> MongoDB Atlas Vector Store </span> </a> </li> <li class="md-nav__item"> <a href="../../vector_stores/MongoDBAtlasVectorSearchRAGFireworks/" class="md-nav__link"> <span class="md-ellipsis"> MongoDB Atlas + Fireworks AI RAG Example </span> </a> </li> <li class="md-nav__item"> <a href="../../vector_stores/MongoDBAtlasVectorSearchRAGOpenAI/" class="md-nav__link"> <span class="md-ellipsis"> MongoDB Atlas + OpenAI RAG Example </span> </a> </li> <li class="md-nav__item"> <a 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</label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_7_10_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_7_10"> <span class="md-nav__icon md-icon"></span> Structured Outputs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/querying/structured_outputs/output_parser/" class="md-nav__link"> <span class="md-ellipsis"> Output Parsing Modules </span> </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/querying/structured_outputs/query_engine/" class="md-nav__link"> <span class="md-ellipsis"> (Deprecated) Query Engines + Pydantic Outputs </span> </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/querying/structured_outputs/pydantic_program/" class="md-nav__link"> <span class="md-ellipsis"> Pydantic Programs </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle 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</label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/agent/coa/" class="md-nav__link"> <span class="md-ellipsis"> Coa </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/agent/dashscope/" class="md-nav__link"> <span class="md-ellipsis"> Dashscope </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/agent/introspective/" class="md-nav__link"> <span class="md-ellipsis"> Introspective </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/agent/lats/" class="md-nav__link"> <span class="md-ellipsis"> Lats </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/agent/llm_compiler/" class="md-nav__link"> <span class="md-ellipsis"> Llm compiler </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/agent/openai/" class="md-nav__link"> <span class="md-ellipsis"> Openai </span> </a> </li> <li class="md-nav__item"> <a 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href="../../../api_reference/callbacks/agentops/" class="md-nav__link"> <span class="md-ellipsis"> Agentops </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/aim/" class="md-nav__link"> <span class="md-ellipsis"> Aim </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/argilla/" class="md-nav__link"> <span class="md-ellipsis"> Argilla </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/arize_phoenix/" class="md-nav__link"> <span class="md-ellipsis"> Arize phoenix </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/deepeval/" class="md-nav__link"> <span class="md-ellipsis"> Deepeval </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/honeyhive/" class="md-nav__link"> <span class="md-ellipsis"> Honeyhive </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/langfuse/" class="md-nav__link"> <span class="md-ellipsis"> Langfuse </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/literalai/" class="md-nav__link"> <span class="md-ellipsis"> Literalai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/llama_debug/" class="md-nav__link"> <span class="md-ellipsis"> Llama debug </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/openinference/" class="md-nav__link"> <span class="md-ellipsis"> Openinference </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/opentelemetry.md" class="md-nav__link"> <span class="md-ellipsis"> None </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/opik/" class="md-nav__link"> <span class="md-ellipsis"> Opik </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/promptlayer/" class="md-nav__link"> <span class="md-ellipsis"> Promptlayer </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/token_counter/" class="md-nav__link"> <span class="md-ellipsis"> Token counter </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/uptrain/" class="md-nav__link"> <span class="md-ellipsis"> Uptrain </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/callbacks/wandb/" class="md-nav__link"> <span class="md-ellipsis"> Wandb </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_4" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/chat_engines/" class="md-nav__link "> <span class="md-ellipsis"> Chat Engines </span> </a> <label class="md-nav__link " for="__nav_7_4" id="__nav_7_4_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_4"> <span class="md-nav__icon md-icon"></span> Chat Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/chat_engines/condense_plus_context/" class="md-nav__link"> <span class="md-ellipsis"> Condense plus context </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/chat_engines/condense_question/" class="md-nav__link"> <span class="md-ellipsis"> Condense question </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/chat_engines/context/" class="md-nav__link"> <span class="md-ellipsis"> Context </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/chat_engines/simple/" class="md-nav__link"> <span class="md-ellipsis"> Simple </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_5" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/embeddings/" class="md-nav__link "> <span class="md-ellipsis"> Embeddings </span> </a> <label class="md-nav__link " for="__nav_7_5" id="__nav_7_5_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_5"> <span class="md-nav__icon md-icon"></span> Embeddings </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/adapter/" class="md-nav__link"> <span class="md-ellipsis"> Adapter </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/alephalpha/" class="md-nav__link"> <span class="md-ellipsis"> Alephalpha </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/alibabacloud_aisearch/" class="md-nav__link"> <span class="md-ellipsis"> Alibabacloud aisearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/anyscale/" class="md-nav__link"> <span class="md-ellipsis"> Anyscale </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/azure_inference/" class="md-nav__link"> <span class="md-ellipsis"> Azure inference </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/azure_openai/" class="md-nav__link"> <span class="md-ellipsis"> Azure openai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/bedrock/" class="md-nav__link"> <span class="md-ellipsis"> Bedrock </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/clarifai/" class="md-nav__link"> <span class="md-ellipsis"> Clarifai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/clip/" class="md-nav__link"> <span class="md-ellipsis"> Clip </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/cloudflare_workersai/" class="md-nav__link"> <span class="md-ellipsis"> Cloudflare workersai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/cohere/" class="md-nav__link"> <span class="md-ellipsis"> Cohere </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/dashscope/" class="md-nav__link"> <span class="md-ellipsis"> Dashscope </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/databricks/" class="md-nav__link"> <span class="md-ellipsis"> Databricks </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/deepinfra/" class="md-nav__link"> <span class="md-ellipsis"> Deepinfra </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/elasticsearch/" class="md-nav__link"> <span class="md-ellipsis"> Elasticsearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/fastembed/" class="md-nav__link"> <span class="md-ellipsis"> Fastembed </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/fireworks/" class="md-nav__link"> <span class="md-ellipsis"> Fireworks </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/gaudi/" class="md-nav__link"> <span class="md-ellipsis"> Gaudi </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/gemini/" class="md-nav__link"> <span class="md-ellipsis"> Gemini </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/gigachat/" class="md-nav__link"> <span class="md-ellipsis"> Gigachat </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/google/" class="md-nav__link"> <span class="md-ellipsis"> Google </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/gradient.md" class="md-nav__link"> <span class="md-ellipsis"> None </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/huggingface/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/huggingface_api/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface api </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/huggingface_itrex/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface itrex </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/huggingface_openvino/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface openvino </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/huggingface_optimum/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface optimum </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/huggingface_optimum_intel/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface optimum intel </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/ibm/" class="md-nav__link"> <span class="md-ellipsis"> Ibm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/instructor/" class="md-nav__link"> <span class="md-ellipsis"> Instructor </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/ipex_llm/" class="md-nav__link"> <span class="md-ellipsis"> Ipex llm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/jinaai/" class="md-nav__link"> <span class="md-ellipsis"> Jinaai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/langchain/" class="md-nav__link"> <span class="md-ellipsis"> Langchain </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/litellm/" class="md-nav__link"> <span class="md-ellipsis"> Litellm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/llamafile/" class="md-nav__link"> <span class="md-ellipsis"> Llamafile </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/llm_rails/" class="md-nav__link"> <span class="md-ellipsis"> Llm rails </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/mistralai/" class="md-nav__link"> <span class="md-ellipsis"> Mistralai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/mixedbreadai/" class="md-nav__link"> <span class="md-ellipsis"> Mixedbreadai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/modelscope/" class="md-nav__link"> <span class="md-ellipsis"> Modelscope </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/nebius/" class="md-nav__link"> <span class="md-ellipsis"> Nebius </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/nomic/" class="md-nav__link"> <span class="md-ellipsis"> Nomic </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/nvidia/" class="md-nav__link"> <span class="md-ellipsis"> Nvidia </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/oci_genai/" class="md-nav__link"> <span class="md-ellipsis"> Oci genai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/octoai/" class="md-nav__link"> <span class="md-ellipsis"> Octoai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/ollama/" class="md-nav__link"> <span class="md-ellipsis"> Ollama </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/openai/" class="md-nav__link"> <span class="md-ellipsis"> Openai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/oracleai/" class="md-nav__link"> <span class="md-ellipsis"> Oracleai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/premai/" class="md-nav__link"> <span class="md-ellipsis"> Premai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/sagemaker_endpoint/" class="md-nav__link"> <span class="md-ellipsis"> Sagemaker endpoint </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/siliconflow/" class="md-nav__link"> <span class="md-ellipsis"> Siliconflow </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/text_embeddings_inference/" class="md-nav__link"> <span class="md-ellipsis"> Text embeddings inference </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/textembed/" class="md-nav__link"> <span class="md-ellipsis"> Textembed </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/together/" class="md-nav__link"> <span class="md-ellipsis"> Together </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/upstage/" class="md-nav__link"> <span class="md-ellipsis"> Upstage </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/vertex/" class="md-nav__link"> <span class="md-ellipsis"> Vertex </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/vertex_endpoint/" class="md-nav__link"> <span class="md-ellipsis"> Vertex endpoint </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/voyageai/" class="md-nav__link"> <span class="md-ellipsis"> Voyageai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/xinference/" class="md-nav__link"> <span class="md-ellipsis"> Xinference </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/yandexgpt/" class="md-nav__link"> <span class="md-ellipsis"> Yandexgpt </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/embeddings/zhipuai/" class="md-nav__link"> <span class="md-ellipsis"> Zhipuai </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_6" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/evaluation/" class="md-nav__link "> <span class="md-ellipsis"> Evaluation </span> </a> <label class="md-nav__link " for="__nav_7_6" id="__nav_7_6_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_6_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_6"> <span class="md-nav__icon md-icon"></span> Evaluation </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/answer_relevancy/" class="md-nav__link"> <span class="md-ellipsis"> Answer relevancy </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/context_relevancy/" class="md-nav__link"> <span class="md-ellipsis"> Context relevancy </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/correctness/" class="md-nav__link"> <span class="md-ellipsis"> Correctness </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/dataset_generation/" class="md-nav__link"> <span class="md-ellipsis"> Dataset generation </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/faithfullness/" class="md-nav__link"> <span class="md-ellipsis"> Faithfullness </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/guideline/" class="md-nav__link"> <span class="md-ellipsis"> Guideline </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/metrics/" class="md-nav__link"> <span class="md-ellipsis"> Metrics </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/multi_modal/" class="md-nav__link"> <span class="md-ellipsis"> Multi modal </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/pairwise_comparison/" class="md-nav__link"> <span class="md-ellipsis"> Pairwise comparison </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/query_response/" class="md-nav__link"> <span class="md-ellipsis"> Query response </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/response/" class="md-nav__link"> <span class="md-ellipsis"> Response </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/retrieval/" class="md-nav__link"> <span class="md-ellipsis"> Retrieval </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/semantic_similarity/" class="md-nav__link"> <span class="md-ellipsis"> Semantic similarity </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/evaluation/tonic_validate/" class="md-nav__link"> <span class="md-ellipsis"> Tonic validate </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_7" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/indices/" class="md-nav__link "> <span class="md-ellipsis"> Indexes </span> </a> <label class="md-nav__link " for="__nav_7_7" id="__nav_7_7_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_7_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_7"> <span class="md-nav__icon md-icon"></span> Indexes </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/indices/bge_m3/" class="md-nav__link"> <span class="md-ellipsis"> Bge m3 </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/colbert/" class="md-nav__link"> <span class="md-ellipsis"> Colbert </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/dashscope/" class="md-nav__link"> <span class="md-ellipsis"> Dashscope </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/document_summary/" class="md-nav__link"> <span class="md-ellipsis"> Document summary </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/google/" class="md-nav__link"> <span class="md-ellipsis"> Google </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/keyword/" class="md-nav__link"> <span class="md-ellipsis"> Keyword </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/knowledge_graph/" class="md-nav__link"> <span class="md-ellipsis"> Knowledge graph </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/llama_cloud/" class="md-nav__link"> <span class="md-ellipsis"> Llama cloud </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/postgresml/" class="md-nav__link"> <span class="md-ellipsis"> Postgresml </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/property_graph/" class="md-nav__link"> <span class="md-ellipsis"> Property graph </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/summary/" class="md-nav__link"> <span class="md-ellipsis"> Summary </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/tree/" class="md-nav__link"> <span class="md-ellipsis"> Tree </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/vectara/" class="md-nav__link"> <span class="md-ellipsis"> Vectara </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/vector/" class="md-nav__link"> <span class="md-ellipsis"> Vector </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/vertexai/" class="md-nav__link"> <span class="md-ellipsis"> Vertexai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/indices/zilliz/" class="md-nav__link"> <span class="md-ellipsis"> Zilliz </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_8" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/ingestion/" class="md-nav__link "> <span class="md-ellipsis"> Ingestion </span> </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_8_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_8"> <span class="md-nav__icon md-icon"></span> Ingestion </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_9" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/instrumentation/" class="md-nav__link "> <span class="md-ellipsis"> Instrumentation </span> </a> <label class="md-nav__link " for="__nav_7_9" id="__nav_7_9_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_9_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_9"> <span class="md-nav__icon md-icon"></span> Instrumentation </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/instrumentation/event_handlers/" class="md-nav__link"> <span class="md-ellipsis"> Event handlers </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/instrumentation/event_types/" class="md-nav__link"> <span class="md-ellipsis"> Event types </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/instrumentation/span_handlers/" class="md-nav__link"> <span class="md-ellipsis"> Span handlers </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/instrumentation/span_types/" class="md-nav__link"> <span class="md-ellipsis"> Span types </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_10" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/llms/" class="md-nav__link "> <span class="md-ellipsis"> LLMs </span> </a> <label class="md-nav__link " for="__nav_7_10" id="__nav_7_10_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_10_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_10"> <span class="md-nav__icon md-icon"></span> LLMs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/llms/OptimumIntelLLM.md" class="md-nav__link"> <span class="md-ellipsis"> None </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/ai21/" class="md-nav__link"> <span class="md-ellipsis"> Ai21 </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/alephalpha/" class="md-nav__link"> <span class="md-ellipsis"> Alephalpha </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/alibabacloud_aisearch/" class="md-nav__link"> <span class="md-ellipsis"> Alibabacloud aisearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/anthropic/" class="md-nav__link"> <span class="md-ellipsis"> Anthropic </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/anyscale/" class="md-nav__link"> <span class="md-ellipsis"> Anyscale </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/azure_inference/" class="md-nav__link"> <span class="md-ellipsis"> Azure inference </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/azure_openai/" class="md-nav__link"> <span class="md-ellipsis"> Azure openai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/bedrock/" class="md-nav__link"> <span class="md-ellipsis"> Bedrock </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/bedrock_converse/" class="md-nav__link"> <span class="md-ellipsis"> Bedrock converse </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/cerebras/" class="md-nav__link"> <span class="md-ellipsis"> Cerebras </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/clarifai/" class="md-nav__link"> <span class="md-ellipsis"> Clarifai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/cleanlab/" class="md-nav__link"> <span class="md-ellipsis"> Cleanlab </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/cohere/" class="md-nav__link"> <span class="md-ellipsis"> Cohere </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/custom_llm/" class="md-nav__link"> <span class="md-ellipsis"> Custom llm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/dashscope/" class="md-nav__link"> <span class="md-ellipsis"> Dashscope </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/databricks/" class="md-nav__link"> <span class="md-ellipsis"> Databricks </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/deepinfra/" class="md-nav__link"> <span class="md-ellipsis"> Deepinfra </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/everlyai/" class="md-nav__link"> <span class="md-ellipsis"> Everlyai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/fireworks/" class="md-nav__link"> <span class="md-ellipsis"> Fireworks </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/friendli/" class="md-nav__link"> <span class="md-ellipsis"> Friendli </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/gaudi/" class="md-nav__link"> <span class="md-ellipsis"> Gaudi </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/gemini/" class="md-nav__link"> <span class="md-ellipsis"> Gemini </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/gigachat/" class="md-nav__link"> <span class="md-ellipsis"> Gigachat </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/gradient.md" class="md-nav__link"> <span class="md-ellipsis"> None </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/groq/" class="md-nav__link"> <span class="md-ellipsis"> Groq </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/huggingface/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/huggingface_api/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface api </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/ibm/" class="md-nav__link"> <span class="md-ellipsis"> Ibm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/ipex_llm/" class="md-nav__link"> <span class="md-ellipsis"> Ipex llm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/konko/" class="md-nav__link"> <span class="md-ellipsis"> Konko </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/langchain/" class="md-nav__link"> <span class="md-ellipsis"> Langchain </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/litellm/" class="md-nav__link"> <span class="md-ellipsis"> Litellm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/llama_api/" class="md-nav__link"> <span class="md-ellipsis"> Llama api </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/llama_cpp/" class="md-nav__link"> <span class="md-ellipsis"> Llama cpp </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/llamafile/" class="md-nav__link"> <span class="md-ellipsis"> Llamafile </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/lmstudio/" class="md-nav__link"> <span class="md-ellipsis"> Lmstudio </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/localai/" class="md-nav__link"> <span class="md-ellipsis"> Localai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/maritalk/" class="md-nav__link"> <span class="md-ellipsis"> Maritalk </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/mistral_rs/" class="md-nav__link"> <span class="md-ellipsis"> Mistral rs </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/mistralai/" class="md-nav__link"> <span class="md-ellipsis"> Mistralai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/mlx/" class="md-nav__link"> <span class="md-ellipsis"> Mlx </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/modelscope/" class="md-nav__link"> <span class="md-ellipsis"> Modelscope </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/monsterapi/" class="md-nav__link"> <span class="md-ellipsis"> Monsterapi </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/mymagic/" class="md-nav__link"> <span class="md-ellipsis"> Mymagic </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/nebius/" class="md-nav__link"> <span class="md-ellipsis"> Nebius </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/neutrino/" class="md-nav__link"> <span class="md-ellipsis"> Neutrino </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/nvidia/" class="md-nav__link"> <span class="md-ellipsis"> Nvidia </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/nvidia_tensorrt/" class="md-nav__link"> <span class="md-ellipsis"> Nvidia tensorrt </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/nvidia_triton/" class="md-nav__link"> <span class="md-ellipsis"> Nvidia triton </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/oci_genai/" class="md-nav__link"> <span class="md-ellipsis"> Oci genai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/octoai/" class="md-nav__link"> <span class="md-ellipsis"> Octoai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/ollama/" class="md-nav__link"> <span class="md-ellipsis"> Ollama </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openai/" class="md-nav__link"> <span class="md-ellipsis"> Openai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openai_like/" class="md-nav__link"> <span class="md-ellipsis"> Openai like </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openllm/" class="md-nav__link"> <span class="md-ellipsis"> Openllm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openrouter/" class="md-nav__link"> <span class="md-ellipsis"> Openrouter </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openvino/" class="md-nav__link"> <span class="md-ellipsis"> Openvino </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/optimum_intel/" class="md-nav__link"> <span class="md-ellipsis"> Optimum intel </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/paieas/" class="md-nav__link"> <span class="md-ellipsis"> Paieas </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/palm/" class="md-nav__link"> <span class="md-ellipsis"> Palm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/perplexity/" class="md-nav__link"> <span class="md-ellipsis"> Perplexity </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/pipeshift/" class="md-nav__link"> <span class="md-ellipsis"> Pipeshift </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/portkey/" class="md-nav__link"> <span class="md-ellipsis"> Portkey </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/predibase/" class="md-nav__link"> <span class="md-ellipsis"> Predibase </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/premai/" class="md-nav__link"> <span class="md-ellipsis"> Premai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/qianfan/" class="md-nav__link"> <span class="md-ellipsis"> Qianfan </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/reka/" class="md-nav__link"> <span class="md-ellipsis"> Reka </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/replicate/" class="md-nav__link"> <span class="md-ellipsis"> Replicate </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/rungpt/" class="md-nav__link"> <span class="md-ellipsis"> Rungpt </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/sagemaker_endpoint/" class="md-nav__link"> <span class="md-ellipsis"> Sagemaker endpoint </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/sambanovasystems/" class="md-nav__link"> <span class="md-ellipsis"> Sambanovasystems </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/siliconflow/" class="md-nav__link"> <span class="md-ellipsis"> Siliconflow </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/solar/" class="md-nav__link"> <span class="md-ellipsis"> Solar </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/text_generation_inference/" class="md-nav__link"> <span class="md-ellipsis"> Text generation inference </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/together/" class="md-nav__link"> <span class="md-ellipsis"> Together </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/unify/" class="md-nav__link"> <span class="md-ellipsis"> Unify </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/upstage/" class="md-nav__link"> <span class="md-ellipsis"> Upstage </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/vertex/" class="md-nav__link"> <span class="md-ellipsis"> Vertex </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/vllm/" class="md-nav__link"> <span class="md-ellipsis"> Vllm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/xinference/" class="md-nav__link"> <span class="md-ellipsis"> Xinference </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/yi/" class="md-nav__link"> <span class="md-ellipsis"> Yi </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/you/" class="md-nav__link"> <span class="md-ellipsis"> You </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/zhipuai/" class="md-nav__link"> <span class="md-ellipsis"> Zhipuai </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_11" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/llama_dataset/" class="md-nav__link "> <span class="md-ellipsis"> Llama Datasets </span> </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_11_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_11"> <span class="md-nav__icon md-icon"></span> Llama Datasets </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_12" > <label class="md-nav__link" for="__nav_7_12" id="__nav_7_12_label" tabindex="0"> <span class="md-ellipsis"> Llama Deploy </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_12_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_12"> <span class="md-nav__icon md-icon"></span> Llama Deploy </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/apiserver/" class="md-nav__link"> <span class="md-ellipsis"> apiserver </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/control_plane/" class="md-nav__link"> <span class="md-ellipsis"> control_plane </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/deploy/" class="md-nav__link"> <span class="md-ellipsis"> deploy </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/message_consumers/" class="md-nav__link"> <span class="md-ellipsis"> message_consumers </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/message_publishers/" class="md-nav__link"> <span class="md-ellipsis"> message_publishers </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/messages/" class="md-nav__link"> <span class="md-ellipsis"> messages </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/orchestrators/" class="md-nav__link"> <span class="md-ellipsis"> orchestrators </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/python_sdk/" class="md-nav__link"> <span class="md-ellipsis"> Python SDK </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/services/" class="md-nav__link"> <span class="md-ellipsis"> services </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/types/" class="md-nav__link"> <span class="md-ellipsis"> types </span> </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_12_11" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/llama_deploy/message_queues/" class="md-nav__link "> <span class="md-ellipsis"> message_queues </span> </a> <label class="md-nav__link " for="__nav_7_12_11" id="__nav_7_12_11_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_12_11_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_12_11"> <span class="md-nav__icon md-icon"></span> message_queues </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/message_queues/kafka/" class="md-nav__link"> <span class="md-ellipsis"> apache_kafka </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/message_queues/rabbitmq/" class="md-nav__link"> <span class="md-ellipsis"> rabbitmq </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/message_queues/redis/" class="md-nav__link"> <span class="md-ellipsis"> redis </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llama_deploy/message_queues/simple/" class="md-nav__link"> <span class="md-ellipsis"> simple </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_13" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/packs/" class="md-nav__link "> <span class="md-ellipsis"> Llama Packs </span> </a> <label class="md-nav__link " for="__nav_7_13" id="__nav_7_13_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_13_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_13"> <span class="md-nav__icon md-icon"></span> Llama Packs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/packs/agent_search_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Agent search retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/agents_coa/" class="md-nav__link"> <span class="md-ellipsis"> Agents coa </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/agents_lats/" class="md-nav__link"> <span class="md-ellipsis"> Agents lats </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/agents_llm_compiler/" class="md-nav__link"> <span class="md-ellipsis"> Agents llm compiler </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/amazon_product_extraction/" class="md-nav__link"> <span class="md-ellipsis"> Amazon product extraction </span> </a> </li> <li 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class="md-ellipsis"> Cohere citation chat </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/corrective_rag/" class="md-nav__link"> <span class="md-ellipsis"> Corrective rag </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/deeplake_deepmemory_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Deeplake deepmemory retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/deeplake_multimodal_retrieval/" class="md-nav__link"> <span class="md-ellipsis"> Deeplake multimodal retrieval </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/dense_x_retrieval/" class="md-nav__link"> <span class="md-ellipsis"> Dense x retrieval </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/diff_private_simple_dataset/" class="md-nav__link"> <span class="md-ellipsis"> Diff private simple dataset </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/docugami_kg_rag/" class="md-nav__link"> <span class="md-ellipsis"> Docugami kg rag </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/evaluator_benchmarker/" class="md-nav__link"> <span class="md-ellipsis"> Evaluator benchmarker </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/finchat/" class="md-nav__link"> <span class="md-ellipsis"> Finchat </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/fusion_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Fusion retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/fuzzy_citation/" class="md-nav__link"> <span class="md-ellipsis"> Fuzzy citation </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/gmail_openai_agent/" class="md-nav__link"> <span class="md-ellipsis"> Gmail openai agent </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/gradio_agent_chat/" class="md-nav__link"> <span class="md-ellipsis"> Gradio agent chat </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/gradio_react_agent_chatbot/" class="md-nav__link"> <span class="md-ellipsis"> Gradio react agent chatbot </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/infer_retrieve_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Infer retrieve rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/koda_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Koda retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/llama_dataset_metadata/" class="md-nav__link"> <span class="md-ellipsis"> Llama dataset metadata </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/llama_guard_moderator/" class="md-nav__link"> <span class="md-ellipsis"> Llama guard moderator </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/llava_completion/" class="md-nav__link"> <span class="md-ellipsis"> Llava completion </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/longrag/" class="md-nav__link"> <span class="md-ellipsis"> Longrag </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/mixture_of_agents/" class="md-nav__link"> <span class="md-ellipsis"> Mixture of agents </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/multi_document_agents/" class="md-nav__link"> <span class="md-ellipsis"> Multi document agents </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/multi_tenancy_rag/" class="md-nav__link"> <span class="md-ellipsis"> Multi tenancy rag </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/multidoc_autoretrieval/" class="md-nav__link"> <span class="md-ellipsis"> Multidoc autoretrieval </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/nebulagraph_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Nebulagraph query engine </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/neo4j_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Neo4j query engine </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/node_parser_semantic_chunking/" class="md-nav__link"> <span class="md-ellipsis"> Node parser semantic chunking </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/ollama_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Ollama query engine </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/panel_chatbot/" class="md-nav__link"> <span class="md-ellipsis"> Panel chatbot </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/query_understanding_agent/" class="md-nav__link"> <span class="md-ellipsis"> Query understanding agent </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/raft_dataset/" class="md-nav__link"> <span class="md-ellipsis"> Raft dataset </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/rag_cli_local/" class="md-nav__link"> <span class="md-ellipsis"> Rag cli local </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/rag_evaluator/" class="md-nav__link"> <span class="md-ellipsis"> Rag evaluator </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/rag_fusion_query_pipeline/" class="md-nav__link"> <span class="md-ellipsis"> Rag fusion query pipeline </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/ragatouille_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Ragatouille retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/raptor/" class="md-nav__link"> <span class="md-ellipsis"> Raptor </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/recursive_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Recursive retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/redis_ingestion_pipeline/" class="md-nav__link"> <span class="md-ellipsis"> Redis ingestion pipeline </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/resume_screener/" class="md-nav__link"> <span class="md-ellipsis"> Resume screener </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/retry_engine_weaviate/" class="md-nav__link"> <span class="md-ellipsis"> Retry engine weaviate </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/searchain/" class="md-nav__link"> <span class="md-ellipsis"> Searchain </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/secgpt/" class="md-nav__link"> <span class="md-ellipsis"> Secgpt </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/self_discover/" class="md-nav__link"> <span class="md-ellipsis"> Self discover </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/self_rag/" class="md-nav__link"> <span class="md-ellipsis"> Self rag </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/sentence_window_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Sentence window retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/snowflake_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Snowflake query engine </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/stock_market_data_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Stock market data query engine </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/streamlit_chatbot/" class="md-nav__link"> <span class="md-ellipsis"> Streamlit chatbot </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/sub_question_weaviate/" class="md-nav__link"> <span class="md-ellipsis"> Sub question weaviate </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/subdoc_summary/" class="md-nav__link"> <span class="md-ellipsis"> Subdoc summary </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/tables/" class="md-nav__link"> <span class="md-ellipsis"> Tables </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/timescale_vector_autoretrieval/" class="md-nav__link"> <span class="md-ellipsis"> Timescale vector autoretrieval </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/trulens_eval_packs/" class="md-nav__link"> <span class="md-ellipsis"> Trulens eval packs </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/vanna/" class="md-nav__link"> <span class="md-ellipsis"> Vanna </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/vectara_rag/" class="md-nav__link"> <span class="md-ellipsis"> Vectara rag </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/voyage_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Voyage query engine </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/zenguard/" class="md-nav__link"> <span class="md-ellipsis"> Zenguard </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/zephyr_query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Zephyr query engine </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_14" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/memory/" class="md-nav__link "> <span class="md-ellipsis"> Memory </span> </a> <label class="md-nav__link " for="__nav_7_14" id="__nav_7_14_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_14_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_14"> <span class="md-nav__icon md-icon"></span> Memory </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/memory/chat_memory_buffer/" class="md-nav__link"> <span class="md-ellipsis"> Chat memory buffer </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/memory/mem0/" class="md-nav__link"> <span class="md-ellipsis"> Mem0 </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/memory/simple_composable_memory/" class="md-nav__link"> <span class="md-ellipsis"> Simple composable memory </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/memory/vector_memory/" class="md-nav__link"> <span class="md-ellipsis"> Vector memory </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_15" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/extractors/" class="md-nav__link "> <span class="md-ellipsis"> Metadata Extractors </span> </a> <label class="md-nav__link " for="__nav_7_15" id="__nav_7_15_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_15_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_15"> <span class="md-nav__icon md-icon"></span> Metadata Extractors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/extractors/entity/" class="md-nav__link"> <span class="md-ellipsis"> Entity </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/keyword/" class="md-nav__link"> <span class="md-ellipsis"> Keyword </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/llama_extract.md" class="md-nav__link"> <span class="md-ellipsis"> None </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/marvin/" class="md-nav__link"> <span class="md-ellipsis"> Marvin </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/pydantic/" class="md-nav__link"> <span class="md-ellipsis"> Pydantic </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/question/" class="md-nav__link"> <span class="md-ellipsis"> Question </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/relik/" class="md-nav__link"> <span class="md-ellipsis"> Relik </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/summary/" class="md-nav__link"> <span class="md-ellipsis"> Summary </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/title/" class="md-nav__link"> <span class="md-ellipsis"> Title </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_16" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/multi_modal_llms/" class="md-nav__link "> <span class="md-ellipsis"> Multi-Modal LLMs </span> </a> <label class="md-nav__link " for="__nav_7_16" id="__nav_7_16_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_16_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_16"> <span class="md-nav__icon md-icon"></span> Multi-Modal LLMs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/anthropic/" class="md-nav__link"> <span class="md-ellipsis"> Anthropic </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/azure_openai/" class="md-nav__link"> <span class="md-ellipsis"> Azure openai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/dashscope/" class="md-nav__link"> <span class="md-ellipsis"> Dashscope </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/gemini/" class="md-nav__link"> <span class="md-ellipsis"> Gemini </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/huggingface/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/mistralai/" class="md-nav__link"> <span class="md-ellipsis"> Mistralai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/nebius/" class="md-nav__link"> <span class="md-ellipsis"> Nebius </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/nvidia/" class="md-nav__link"> <span class="md-ellipsis"> Nvidia </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/ollama/" class="md-nav__link"> <span class="md-ellipsis"> Ollama </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/openai/" class="md-nav__link"> <span class="md-ellipsis"> Openai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/openvino/" class="md-nav__link"> <span class="md-ellipsis"> Openvino </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/reka/" class="md-nav__link"> <span class="md-ellipsis"> Reka </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/replicate/" class="md-nav__link"> <span class="md-ellipsis"> Replicate </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/zhipuai/" class="md-nav__link"> <span class="md-ellipsis"> Zhipuai </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_17" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/node_parsers/" class="md-nav__link "> <span class="md-ellipsis"> Node Parsers & Text Splitters </span> </a> <label class="md-nav__link " for="__nav_7_17" id="__nav_7_17_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_17_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_17"> <span class="md-nav__icon md-icon"></span> Node Parsers & Text Splitters </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/node_parser/alibabacloud_aisearch/" class="md-nav__link"> <span class="md-ellipsis"> Alibabacloud aisearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parser/dashscope/" class="md-nav__link"> <span class="md-ellipsis"> Dashscope </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parser/docling/" class="md-nav__link"> <span class="md-ellipsis"> Docling </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parser/topic/" class="md-nav__link"> <span class="md-ellipsis"> Topic </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/code/" class="md-nav__link"> <span class="md-ellipsis"> Code </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/hierarchical/" class="md-nav__link"> <span class="md-ellipsis"> Hierarchical </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/html/" class="md-nav__link"> <span class="md-ellipsis"> Html </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/json/" class="md-nav__link"> <span class="md-ellipsis"> Json </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/langchain/" class="md-nav__link"> <span class="md-ellipsis"> Langchain </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/markdown/" class="md-nav__link"> <span class="md-ellipsis"> Markdown </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/markdown_element/" class="md-nav__link"> <span class="md-ellipsis"> Markdown element </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/semantic_splitter/" class="md-nav__link"> <span class="md-ellipsis"> Semantic splitter </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/sentence_splitter/" class="md-nav__link"> <span class="md-ellipsis"> Sentence splitter </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/sentence_window/" class="md-nav__link"> <span class="md-ellipsis"> Sentence window </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/token_text_splitter/" class="md-nav__link"> <span class="md-ellipsis"> Token text splitter </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/unstructured_element/" class="md-nav__link"> <span class="md-ellipsis"> Unstructured element </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_18" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/postprocessor/" class="md-nav__link "> <span class="md-ellipsis"> Node Postprocessors </span> </a> <label class="md-nav__link " for="__nav_7_18" id="__nav_7_18_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_18_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_18"> <span class="md-nav__icon md-icon"></span> Node Postprocessors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/NER_PII/" class="md-nav__link"> <span class="md-ellipsis"> NER PII </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/PII/" class="md-nav__link"> <span class="md-ellipsis"> PII </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/alibabacloud_aisearch_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Alibabacloud aisearch rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/auto_prev_next/" class="md-nav__link"> <span class="md-ellipsis"> Auto prev next </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/bedrock_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Bedrock rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/cohere_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Cohere rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/colbert_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Colbert rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/colpali_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Colpali rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/dashscope_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Dashscope rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/embedding_recency/" class="md-nav__link"> <span class="md-ellipsis"> Embedding recency </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/fixed_recency/" class="md-nav__link"> <span class="md-ellipsis"> Fixed recency </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/flag_embedding_reranker/" class="md-nav__link"> <span class="md-ellipsis"> Flag embedding reranker </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/jinaai_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Jinaai rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/keyword/" class="md-nav__link"> <span class="md-ellipsis"> Keyword </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/llm_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Llm rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/long_context_reorder/" class="md-nav__link"> <span class="md-ellipsis"> Long context reorder </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/longllmlingua/" class="md-nav__link"> <span class="md-ellipsis"> Longllmlingua </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/metadata_replacement/" class="md-nav__link"> <span class="md-ellipsis"> Metadata replacement </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/mixedbreadai_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Mixedbreadai rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/nvidia_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Nvidia rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/openvino_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Openvino rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/pinecone_native_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Pinecone native rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/presidio/" class="md-nav__link"> <span class="md-ellipsis"> Presidio </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/prev_next/" class="md-nav__link"> <span class="md-ellipsis"> Prev next </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/rankgpt_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Rankgpt rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/rankllm_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Rankllm rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/sbert_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Sbert rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/sentence_optimizer/" class="md-nav__link"> <span class="md-ellipsis"> Sentence optimizer </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/siliconflow_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Siliconflow rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/similarity/" class="md-nav__link"> <span class="md-ellipsis"> Similarity </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/tei_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Tei rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/time_weighted/" class="md-nav__link"> <span class="md-ellipsis"> Time weighted </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/voyageai_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Voyageai rerank </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/xinference_rerank/" class="md-nav__link"> <span class="md-ellipsis"> Xinference rerank </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_19" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/objects/" class="md-nav__link "> <span class="md-ellipsis"> Object Stores </span> </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_19_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_19"> <span class="md-nav__icon md-icon"></span> Object Stores </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_20" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/output_parsers/" class="md-nav__link "> <span class="md-ellipsis"> Output Parsers </span> </a> <label class="md-nav__link " for="__nav_7_20" id="__nav_7_20_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_20_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_20"> <span class="md-nav__icon md-icon"></span> Output Parsers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/output_parsers/guardrails/" class="md-nav__link"> <span class="md-ellipsis"> Guardrails </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/output_parsers/langchain/" class="md-nav__link"> <span class="md-ellipsis"> Langchain </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/output_parsers/pydantic/" class="md-nav__link"> <span class="md-ellipsis"> Pydantic </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/output_parsers/selection/" class="md-nav__link"> <span class="md-ellipsis"> Selection </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_21" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/program/" class="md-nav__link "> <span class="md-ellipsis"> Programs </span> </a> <label class="md-nav__link " for="__nav_7_21" id="__nav_7_21_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_21_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_21"> <span class="md-nav__icon md-icon"></span> Programs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/program/evaporate/" class="md-nav__link"> <span class="md-ellipsis"> Evaporate </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/guidance/" class="md-nav__link"> <span class="md-ellipsis"> Guidance </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/llm_text_completion/" class="md-nav__link"> <span class="md-ellipsis"> Llm text completion </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/lmformatenforcer/" class="md-nav__link"> <span class="md-ellipsis"> Lmformatenforcer </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/multi_modal/" class="md-nav__link"> <span class="md-ellipsis"> Multi modal </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/openai/" class="md-nav__link"> <span class="md-ellipsis"> Openai </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_22" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/prompts/" class="md-nav__link "> <span class="md-ellipsis"> Prompts </span> </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_22_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_22"> <span class="md-nav__icon md-icon"></span> Prompts </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_23" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/query_engine/" class="md-nav__link "> <span class="md-ellipsis"> Query Engines </span> </a> <label class="md-nav__link " for="__nav_7_23" id="__nav_7_23_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_23_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_23"> <span class="md-nav__icon md-icon"></span> Query Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/FLARE/" class="md-nav__link"> <span class="md-ellipsis"> FLARE </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/JSONalayze/" class="md-nav__link"> <span class="md-ellipsis"> JSONalayze </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/NL_SQL_table/" class="md-nav__link"> <span class="md-ellipsis"> NL SQL table </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/PGVector_SQL/" class="md-nav__link"> <span class="md-ellipsis"> PGVector SQL </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/SQL_join/" class="md-nav__link"> <span class="md-ellipsis"> SQL join </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/SQL_table_retriever/" class="md-nav__link"> <span class="md-ellipsis"> SQL table retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/citation/" class="md-nav__link"> <span class="md-ellipsis"> Citation </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/cogniswitch/" class="md-nav__link"> <span class="md-ellipsis"> Cogniswitch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/custom/" class="md-nav__link"> <span class="md-ellipsis"> Custom </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/knowledge_graph/" class="md-nav__link"> <span class="md-ellipsis"> Knowledge graph </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/multi_step/" class="md-nav__link"> <span class="md-ellipsis"> Multi step </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/pandas/" class="md-nav__link"> <span class="md-ellipsis"> Pandas </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/retriever/" class="md-nav__link"> <span class="md-ellipsis"> Retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/retriever_router/" class="md-nav__link"> <span class="md-ellipsis"> Retriever router </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/retry/" class="md-nav__link"> <span class="md-ellipsis"> Retry </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/router/" class="md-nav__link"> <span class="md-ellipsis"> Router </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/simple_multi_modal/" class="md-nav__link"> <span class="md-ellipsis"> Simple multi modal </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/sub_question/" class="md-nav__link"> <span class="md-ellipsis"> Sub question </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/tool_retriever_router/" class="md-nav__link"> <span class="md-ellipsis"> Tool retriever router </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/transform/" class="md-nav__link"> <span class="md-ellipsis"> Transform </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_24" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/query_pipeline/" class="md-nav__link "> <span class="md-ellipsis"> Query Pipeline </span> </a> <label class="md-nav__link " for="__nav_7_24" id="__nav_7_24_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_24_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_24"> <span class="md-nav__icon md-icon"></span> Query Pipeline </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/agent/" class="md-nav__link"> <span class="md-ellipsis"> Agent </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/arg_pack/" class="md-nav__link"> <span class="md-ellipsis"> Arg pack </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/custom/" class="md-nav__link"> <span class="md-ellipsis"> Custom </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/function/" class="md-nav__link"> <span class="md-ellipsis"> Function </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/input/" class="md-nav__link"> <span class="md-ellipsis"> Input </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/llm/" class="md-nav__link"> <span class="md-ellipsis"> Llm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/multi_modal/" class="md-nav__link"> <span class="md-ellipsis"> Multi modal </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/object/" class="md-nav__link"> <span class="md-ellipsis"> Object </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/output_parser/" class="md-nav__link"> <span class="md-ellipsis"> Output parser </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/postprocessor/" class="md-nav__link"> <span class="md-ellipsis"> Postprocessor </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/prompt/" class="md-nav__link"> <span class="md-ellipsis"> Prompt </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/query_engine/" class="md-nav__link"> <span class="md-ellipsis"> Query engine </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/query_transform/" class="md-nav__link"> <span class="md-ellipsis"> Query transform </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/retriever/" class="md-nav__link"> <span class="md-ellipsis"> Retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/router/" class="md-nav__link"> <span class="md-ellipsis"> Router </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/synthesizer/" class="md-nav__link"> <span class="md-ellipsis"> Synthesizer </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/tool_runner/" class="md-nav__link"> <span class="md-ellipsis"> Tool runner </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_25" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/question_gen/" class="md-nav__link "> <span class="md-ellipsis"> Question Generators </span> </a> <label class="md-nav__link " for="__nav_7_25" id="__nav_7_25_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_25_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_25"> <span class="md-nav__icon md-icon"></span> Question Generators </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/question_gen/guidance/" class="md-nav__link"> <span class="md-ellipsis"> Guidance </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/question_gen/llm_question_gen/" class="md-nav__link"> <span class="md-ellipsis"> Llm question gen </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/question_gen/openai/" class="md-nav__link"> <span class="md-ellipsis"> Openai </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_26" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/readers/" class="md-nav__link "> <span class="md-ellipsis"> Readers </span> </a> <label class="md-nav__link " for="__nav_7_26" id="__nav_7_26_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_26_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_26"> <span class="md-nav__icon md-icon"></span> Readers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/readers/agent_search/" class="md-nav__link"> <span class="md-ellipsis"> Agent search </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_cdk/" class="md-nav__link"> <span class="md-ellipsis"> Airbyte cdk </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_gong/" class="md-nav__link"> <span class="md-ellipsis"> Airbyte gong </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_hubspot/" class="md-nav__link"> <span class="md-ellipsis"> Airbyte hubspot </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_salesforce/" class="md-nav__link"> <span class="md-ellipsis"> Airbyte salesforce </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_shopify/" class="md-nav__link"> <span class="md-ellipsis"> Airbyte shopify </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_stripe/" class="md-nav__link"> <span class="md-ellipsis"> Airbyte stripe </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_typeform/" class="md-nav__link"> <span class="md-ellipsis"> Airbyte typeform </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_zendesk_support/" class="md-nav__link"> <span class="md-ellipsis"> Airbyte zendesk support </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airtable/" class="md-nav__link"> <span class="md-ellipsis"> Airtable </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/alibabacloud_aisearch/" class="md-nav__link"> <span class="md-ellipsis"> Alibabacloud aisearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/apify/" class="md-nav__link"> <span class="md-ellipsis"> Apify </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/arango_db/" class="md-nav__link"> <span class="md-ellipsis"> Arango db </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/arxiv/" class="md-nav__link"> <span class="md-ellipsis"> Arxiv </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/asana/" class="md-nav__link"> <span class="md-ellipsis"> Asana </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/assemblyai/" class="md-nav__link"> <span class="md-ellipsis"> Assemblyai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/astra_db/" class="md-nav__link"> <span class="md-ellipsis"> Astra db </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/athena/" class="md-nav__link"> <span class="md-ellipsis"> Athena </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/awadb/" class="md-nav__link"> <span class="md-ellipsis"> Awadb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/azcognitive_search/" class="md-nav__link"> <span class="md-ellipsis"> Azcognitive search </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/azstorage_blob/" class="md-nav__link"> <span class="md-ellipsis"> Azstorage blob </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/azure_devops/" class="md-nav__link"> <span class="md-ellipsis"> Azure devops </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/bagel/" class="md-nav__link"> <span class="md-ellipsis"> Bagel </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/bilibili/" class="md-nav__link"> <span class="md-ellipsis"> Bilibili </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/bitbucket/" class="md-nav__link"> <span class="md-ellipsis"> Bitbucket </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/boarddocs/" class="md-nav__link"> <span class="md-ellipsis"> Boarddocs </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/box/" class="md-nav__link"> <span class="md-ellipsis"> Box </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/chatgpt_plugin/" class="md-nav__link"> <span class="md-ellipsis"> Chatgpt plugin </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/chroma/" class="md-nav__link"> <span class="md-ellipsis"> Chroma </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/clickhouse/" class="md-nav__link"> <span class="md-ellipsis"> Clickhouse </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/confluence/" class="md-nav__link"> <span class="md-ellipsis"> Confluence </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/couchbase/" class="md-nav__link"> <span class="md-ellipsis"> Couchbase </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/couchdb/" class="md-nav__link"> <span class="md-ellipsis"> Couchdb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/dad_jokes/" class="md-nav__link"> <span class="md-ellipsis"> Dad jokes </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/dashscope/" class="md-nav__link"> <span class="md-ellipsis"> Dashscope </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/dashvector/" class="md-nav__link"> <span class="md-ellipsis"> Dashvector </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/database/" class="md-nav__link"> <span class="md-ellipsis"> Database </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/deeplake/" class="md-nav__link"> <span class="md-ellipsis"> Deeplake </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/discord/" class="md-nav__link"> <span class="md-ellipsis"> Discord </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/docling/" class="md-nav__link"> <span class="md-ellipsis"> Docling </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/docstring_walker/" class="md-nav__link"> <span class="md-ellipsis"> Docstring walker </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/docugami/" class="md-nav__link"> <span class="md-ellipsis"> Docugami </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/document360/" class="md-nav__link"> <span class="md-ellipsis"> Document360 </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/earnings_call_transcript/" class="md-nav__link"> <span class="md-ellipsis"> Earnings call transcript </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/elasticsearch/" class="md-nav__link"> <span class="md-ellipsis"> Elasticsearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/faiss/" class="md-nav__link"> <span class="md-ellipsis"> Faiss </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/feedly_rss/" class="md-nav__link"> <span class="md-ellipsis"> Feedly rss </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/feishu_docs/" class="md-nav__link"> <span class="md-ellipsis"> Feishu docs </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/feishu_wiki/" class="md-nav__link"> <span class="md-ellipsis"> Feishu wiki </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/file/" class="md-nav__link"> <span class="md-ellipsis"> File </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/firebase_realtimedb/" class="md-nav__link"> <span class="md-ellipsis"> Firebase realtimedb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/firestore/" class="md-nav__link"> <span class="md-ellipsis"> Firestore </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/gcs/" class="md-nav__link"> <span class="md-ellipsis"> Gcs </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/genius/" class="md-nav__link"> <span class="md-ellipsis"> Genius </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/gitbook/" class="md-nav__link"> <span class="md-ellipsis"> Gitbook </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/github/" class="md-nav__link"> <span class="md-ellipsis"> Github </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/gitlab/" class="md-nav__link"> <span class="md-ellipsis"> Gitlab </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/google/" class="md-nav__link"> <span class="md-ellipsis"> Google </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/gpt_repo/" class="md-nav__link"> <span class="md-ellipsis"> Gpt repo </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/graphdb_cypher/" class="md-nav__link"> <span class="md-ellipsis"> Graphdb cypher </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/graphql/" class="md-nav__link"> <span class="md-ellipsis"> Graphql </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/guru/" class="md-nav__link"> <span class="md-ellipsis"> Guru </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/hatena_blog/" class="md-nav__link"> <span class="md-ellipsis"> Hatena blog </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/hive/" class="md-nav__link"> <span class="md-ellipsis"> Hive </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/hubspot/" class="md-nav__link"> <span class="md-ellipsis"> Hubspot </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/huggingface_fs/" class="md-nav__link"> <span class="md-ellipsis"> Huggingface fs </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/hwp/" class="md-nav__link"> <span class="md-ellipsis"> Hwp </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/iceberg/" class="md-nav__link"> <span class="md-ellipsis"> Iceberg </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/imdb_review/" class="md-nav__link"> <span class="md-ellipsis"> Imdb review </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/intercom/" class="md-nav__link"> <span class="md-ellipsis"> Intercom </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/jaguar/" class="md-nav__link"> <span class="md-ellipsis"> Jaguar </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/jira/" class="md-nav__link"> <span class="md-ellipsis"> Jira </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/joplin/" class="md-nav__link"> <span class="md-ellipsis"> Joplin </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/json/" class="md-nav__link"> <span class="md-ellipsis"> Json </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/kaltura_esearch/" class="md-nav__link"> <span class="md-ellipsis"> Kaltura esearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/kibela/" class="md-nav__link"> <span class="md-ellipsis"> Kibela </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/lilac/" class="md-nav__link"> <span class="md-ellipsis"> Lilac </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/linear/" class="md-nav__link"> <span class="md-ellipsis"> Linear </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/llama_parse/" class="md-nav__link"> <span class="md-ellipsis"> Llama parse </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/macrometa_gdn/" class="md-nav__link"> <span class="md-ellipsis"> Macrometa gdn </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/make_com/" class="md-nav__link"> <span class="md-ellipsis"> Make com </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mangadex/" class="md-nav__link"> <span class="md-ellipsis"> Mangadex </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mangoapps_guides/" class="md-nav__link"> <span class="md-ellipsis"> Mangoapps guides </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/maps/" class="md-nav__link"> <span class="md-ellipsis"> Maps </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mbox/" class="md-nav__link"> <span class="md-ellipsis"> Mbox </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/memos/" class="md-nav__link"> <span class="md-ellipsis"> Memos </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/metal/" class="md-nav__link"> <span class="md-ellipsis"> Metal </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/microsoft_onedrive/" class="md-nav__link"> <span class="md-ellipsis"> Microsoft onedrive </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/microsoft_outlook/" class="md-nav__link"> <span class="md-ellipsis"> Microsoft outlook </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/microsoft_sharepoint/" class="md-nav__link"> <span class="md-ellipsis"> Microsoft sharepoint </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/milvus/" class="md-nav__link"> <span class="md-ellipsis"> Milvus </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/minio/" class="md-nav__link"> <span class="md-ellipsis"> Minio </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mondaydotcom/" class="md-nav__link"> <span class="md-ellipsis"> Mondaydotcom </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mongodb/" class="md-nav__link"> <span class="md-ellipsis"> Mongodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/myscale/" class="md-nav__link"> <span class="md-ellipsis"> Myscale </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/notion/" class="md-nav__link"> <span class="md-ellipsis"> Notion </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/nougat_ocr/" class="md-nav__link"> <span class="md-ellipsis"> Nougat ocr </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/obsidian/" class="md-nav__link"> <span class="md-ellipsis"> Obsidian </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/openalex/" class="md-nav__link"> <span class="md-ellipsis"> Openalex </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/openapi/" class="md-nav__link"> <span class="md-ellipsis"> Openapi </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/opendal/" class="md-nav__link"> <span class="md-ellipsis"> Opendal </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/opensearch/" class="md-nav__link"> <span class="md-ellipsis"> Opensearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/oracleai/" class="md-nav__link"> <span class="md-ellipsis"> Oracleai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pandas_ai/" class="md-nav__link"> <span class="md-ellipsis"> Pandas ai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/papers/" class="md-nav__link"> <span class="md-ellipsis"> Papers </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/patentsview/" class="md-nav__link"> <span class="md-ellipsis"> Patentsview </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pathway/" class="md-nav__link"> <span class="md-ellipsis"> Pathway </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pdb/" class="md-nav__link"> <span class="md-ellipsis"> Pdb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pdf_marker/" class="md-nav__link"> <span class="md-ellipsis"> Pdf marker </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pdf_table/" class="md-nav__link"> <span class="md-ellipsis"> Pdf table </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pebblo/" class="md-nav__link"> <span class="md-ellipsis"> Pebblo </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pinecone.md" class="md-nav__link"> <span class="md-ellipsis"> None </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/preprocess/" class="md-nav__link"> <span class="md-ellipsis"> Preprocess </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/psychic/" class="md-nav__link"> <span class="md-ellipsis"> Psychic </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/qdrant/" class="md-nav__link"> <span class="md-ellipsis"> Qdrant </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/quip/" class="md-nav__link"> <span class="md-ellipsis"> Quip </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/rayyan/" class="md-nav__link"> <span class="md-ellipsis"> Rayyan </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/readme/" class="md-nav__link"> <span class="md-ellipsis"> Readme </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/readwise/" class="md-nav__link"> <span class="md-ellipsis"> Readwise </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/reddit/" class="md-nav__link"> <span class="md-ellipsis"> Reddit </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/remote/" class="md-nav__link"> <span class="md-ellipsis"> Remote </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/remote_depth/" class="md-nav__link"> <span class="md-ellipsis"> Remote depth </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/s3/" class="md-nav__link"> <span class="md-ellipsis"> S3 </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/sec_filings/" class="md-nav__link"> <span class="md-ellipsis"> Sec filings </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/semanticscholar/" class="md-nav__link"> <span class="md-ellipsis"> Semanticscholar </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/simple_directory_reader/" class="md-nav__link"> <span class="md-ellipsis"> Simple directory reader </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/singlestore/" class="md-nav__link"> <span class="md-ellipsis"> Singlestore </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/slack/" class="md-nav__link"> <span class="md-ellipsis"> Slack </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/smart_pdf_loader/" class="md-nav__link"> <span class="md-ellipsis"> Smart pdf loader </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/snowflake/" class="md-nav__link"> <span class="md-ellipsis"> Snowflake </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/snscrape_twitter/" class="md-nav__link"> <span class="md-ellipsis"> Snscrape twitter </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/spotify/" class="md-nav__link"> <span class="md-ellipsis"> Spotify </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/stackoverflow/" class="md-nav__link"> <span class="md-ellipsis"> Stackoverflow </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/steamship/" class="md-nav__link"> <span class="md-ellipsis"> Steamship </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/string_iterable/" class="md-nav__link"> <span class="md-ellipsis"> String iterable </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/stripe_docs/" class="md-nav__link"> <span class="md-ellipsis"> Stripe docs </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/structured_data/" class="md-nav__link"> <span class="md-ellipsis"> Structured data </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/telegram/" class="md-nav__link"> <span class="md-ellipsis"> Telegram </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/toggl/" class="md-nav__link"> <span class="md-ellipsis"> Toggl </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/trello/" class="md-nav__link"> <span class="md-ellipsis"> Trello </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/twitter/" class="md-nav__link"> <span class="md-ellipsis"> Twitter </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/txtai/" class="md-nav__link"> <span class="md-ellipsis"> Txtai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/upstage/" class="md-nav__link"> <span class="md-ellipsis"> Upstage </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/weather/" class="md-nav__link"> <span class="md-ellipsis"> Weather </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/weaviate/" class="md-nav__link"> <span class="md-ellipsis"> Weaviate </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/web/" class="md-nav__link"> <span class="md-ellipsis"> Web </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/whatsapp/" class="md-nav__link"> <span class="md-ellipsis"> Whatsapp </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/wikipedia/" class="md-nav__link"> <span class="md-ellipsis"> Wikipedia </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/wordlift/" class="md-nav__link"> <span class="md-ellipsis"> Wordlift </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/wordpress/" class="md-nav__link"> <span class="md-ellipsis"> Wordpress </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/youtube_metadata/" class="md-nav__link"> <span class="md-ellipsis"> Youtube metadata </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/youtube_transcript/" class="md-nav__link"> <span class="md-ellipsis"> Youtube transcript </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/zendesk/" class="md-nav__link"> <span class="md-ellipsis"> Zendesk </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/zep/" class="md-nav__link"> <span class="md-ellipsis"> Zep </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/zulip/" class="md-nav__link"> <span class="md-ellipsis"> Zulip </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/zyte_serp/" class="md-nav__link"> <span class="md-ellipsis"> Zyte serp </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_27" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/response_synthesizers/" class="md-nav__link "> <span class="md-ellipsis"> Response Synthesizers </span> </a> <label class="md-nav__link " for="__nav_7_27" id="__nav_7_27_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_27_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_27"> <span class="md-nav__icon md-icon"></span> Response Synthesizers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/accumulate/" class="md-nav__link"> <span class="md-ellipsis"> Accumulate </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/compact_accumulate/" class="md-nav__link"> <span class="md-ellipsis"> Compact accumulate </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/compact_and_refine/" class="md-nav__link"> <span class="md-ellipsis"> Compact and refine </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/generation/" class="md-nav__link"> <span class="md-ellipsis"> Generation </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/google/" class="md-nav__link"> <span class="md-ellipsis"> Google </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/refine/" class="md-nav__link"> <span class="md-ellipsis"> Refine </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/simple_summarize/" class="md-nav__link"> <span class="md-ellipsis"> Simple summarize </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/tree_summarize/" class="md-nav__link"> <span class="md-ellipsis"> Tree summarize </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_28" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/retrievers/" class="md-nav__link "> <span class="md-ellipsis"> Retrievers </span> </a> <label class="md-nav__link " for="__nav_7_28" id="__nav_7_28_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_28_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_28"> <span class="md-nav__icon md-icon"></span> Retrievers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/auto_merging/" class="md-nav__link"> <span class="md-ellipsis"> Auto merging </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/bedrock/" class="md-nav__link"> <span class="md-ellipsis"> Bedrock </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/bm25/" class="md-nav__link"> <span class="md-ellipsis"> Bm25 </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/duckdb_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Duckdb retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/keyword/" class="md-nav__link"> <span class="md-ellipsis"> Keyword </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/knowledge_graph/" class="md-nav__link"> <span class="md-ellipsis"> Knowledge graph </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/mongodb_atlas_bm25_retriever/" class="md-nav__link"> <span class="md-ellipsis"> Mongodb atlas bm25 retriever </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/pathway/" class="md-nav__link"> <span class="md-ellipsis"> Pathway </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/query_fusion/" class="md-nav__link"> <span class="md-ellipsis"> Query fusion </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/recursive/" class="md-nav__link"> <span class="md-ellipsis"> Recursive </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/router/" class="md-nav__link"> <span class="md-ellipsis"> Router </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/sql/" class="md-nav__link"> <span class="md-ellipsis"> Sql </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/summary/" class="md-nav__link"> <span class="md-ellipsis"> Summary </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/transform/" class="md-nav__link"> <span class="md-ellipsis"> Transform </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/tree/" class="md-nav__link"> <span class="md-ellipsis"> Tree </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/vector/" class="md-nav__link"> <span class="md-ellipsis"> Vector </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/vertexai_search/" class="md-nav__link"> <span class="md-ellipsis"> Vertexai search </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/videodb/" class="md-nav__link"> <span class="md-ellipsis"> Videodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/you/" class="md-nav__link"> <span class="md-ellipsis"> You </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_29" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/schema/" class="md-nav__link "> <span class="md-ellipsis"> Schema </span> </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_29_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_29"> <span class="md-nav__icon md-icon"></span> Schema </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_30" > <label class="md-nav__link" for="__nav_7_30" id="__nav_7_30_label" tabindex="0"> <span class="md-ellipsis"> Selectors </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_30_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_30"> <span class="md-nav__icon md-icon"></span> Selectors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/selectors/notdiamond/" class="md-nav__link"> <span class="md-ellipsis"> Notdiamond </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_31" > <label class="md-nav__link" for="__nav_7_31" id="__nav_7_31_label" tabindex="0"> <span class="md-ellipsis"> Sparse Embeddings </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_31_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_31"> <span class="md-nav__icon md-icon"></span> Sparse Embeddings </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/sparse_embeddings/fastembed/" class="md-nav__link"> <span class="md-ellipsis"> Fastembed </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32" > <label class="md-nav__link" for="__nav_7_32" id="__nav_7_32_label" tabindex="0"> <span class="md-ellipsis"> Storage </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_32_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32"> <span class="md-nav__icon md-icon"></span> Storage </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_1" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/storage/chat_store/" class="md-nav__link "> <span class="md-ellipsis"> Chat Store </span> </a> <label class="md-nav__link " for="__nav_7_32_1" id="__nav_7_32_1_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_1_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_1"> <span class="md-nav__icon md-icon"></span> Chat Store </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/azure/" class="md-nav__link"> <span class="md-ellipsis"> Azure </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/azurecosmosmongovcore/" class="md-nav__link"> <span class="md-ellipsis"> Azurecosmosmongovcore </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/azurecosmosnosql/" class="md-nav__link"> <span class="md-ellipsis"> Azurecosmosnosql </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/dynamodb/" class="md-nav__link"> <span class="md-ellipsis"> Dynamodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/postgres/" class="md-nav__link"> <span class="md-ellipsis"> Postgres </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/redis/" class="md-nav__link"> <span class="md-ellipsis"> Redis </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/simple/" class="md-nav__link"> <span class="md-ellipsis"> Simple </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/upstash/" class="md-nav__link"> <span class="md-ellipsis"> Upstash </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_2" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/storage/docstore/" class="md-nav__link "> <span class="md-ellipsis"> Docstore </span> </a> <label class="md-nav__link " for="__nav_7_32_2" id="__nav_7_32_2_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_2"> <span class="md-nav__icon md-icon"></span> Docstore </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/azure/" class="md-nav__link"> <span class="md-ellipsis"> Azure </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/couchbase/" class="md-nav__link"> <span class="md-ellipsis"> Couchbase </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/dynamodb/" class="md-nav__link"> <span class="md-ellipsis"> Dynamodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/elasticsearch/" class="md-nav__link"> <span class="md-ellipsis"> Elasticsearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/firestore/" class="md-nav__link"> <span class="md-ellipsis"> Firestore </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/mongodb/" class="md-nav__link"> <span class="md-ellipsis"> Mongodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/postgres/" class="md-nav__link"> <span class="md-ellipsis"> Postgres </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/redis/" class="md-nav__link"> <span class="md-ellipsis"> Redis </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/simple/" class="md-nav__link"> <span class="md-ellipsis"> Simple </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_3" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/storage/graph_stores/" class="md-nav__link "> <span class="md-ellipsis"> Graph Stores </span> </a> <label class="md-nav__link " for="__nav_7_32_3" id="__nav_7_32_3_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_3"> <span class="md-nav__icon md-icon"></span> Graph Stores </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/falkordb/" class="md-nav__link"> <span class="md-ellipsis"> Falkordb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/kuzu/" class="md-nav__link"> <span class="md-ellipsis"> Kuzu </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/memgraph/" class="md-nav__link"> <span class="md-ellipsis"> Memgraph </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/nebula/" class="md-nav__link"> <span class="md-ellipsis"> Nebula </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/neo4j/" class="md-nav__link"> <span class="md-ellipsis"> Neo4j </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/neptune/" class="md-nav__link"> <span class="md-ellipsis"> Neptune </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/simple/" class="md-nav__link"> <span class="md-ellipsis"> Simple </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/tidb/" class="md-nav__link"> <span class="md-ellipsis"> Tidb </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_4" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/storage/index_store/" class="md-nav__link "> <span class="md-ellipsis"> Index Store </span> </a> <label class="md-nav__link " for="__nav_7_32_4" id="__nav_7_32_4_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_4"> <span class="md-nav__icon md-icon"></span> Index Store </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/azure/" class="md-nav__link"> <span class="md-ellipsis"> Azure </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/azurecosmosnosql/" class="md-nav__link"> <span class="md-ellipsis"> Azurecosmosnosql </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/couchbase/" class="md-nav__link"> <span class="md-ellipsis"> Couchbase </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/dynamodb/" class="md-nav__link"> <span class="md-ellipsis"> Dynamodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/elasticsearch/" class="md-nav__link"> <span class="md-ellipsis"> Elasticsearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/firestore/" class="md-nav__link"> <span class="md-ellipsis"> Firestore </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/mongodb/" class="md-nav__link"> <span class="md-ellipsis"> Mongodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/postgres/" class="md-nav__link"> <span class="md-ellipsis"> Postgres </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/redis/" class="md-nav__link"> <span class="md-ellipsis"> Redis </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/simple/" class="md-nav__link"> <span class="md-ellipsis"> Simple </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_5" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/storage/kvstore/" class="md-nav__link "> <span class="md-ellipsis"> Kvstore </span> </a> <label class="md-nav__link " for="__nav_7_32_5" id="__nav_7_32_5_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_5"> <span class="md-nav__icon md-icon"></span> Kvstore </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/storage/kvstore/azure/" class="md-nav__link"> <span class="md-ellipsis"> Azure </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/kvstore/azurecosmosnosql/" class="md-nav__link"> <span class="md-ellipsis"> Azurecosmosnosql </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/kvstore/couchbase/" class="md-nav__link"> <span class="md-ellipsis"> Couchbase </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/kvstore/dynamodb/" class="md-nav__link"> <span class="md-ellipsis"> Dynamodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/kvstore/elasticsearch/" class="md-nav__link"> <span class="md-ellipsis"> Elasticsearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/kvstore/firestore/" class="md-nav__link"> <span class="md-ellipsis"> Firestore </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/kvstore/mongodb/" class="md-nav__link"> <span class="md-ellipsis"> Mongodb </span> </a> </li> <li 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Cassandra </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/chatgpt_plugin/" class="md-nav__link"> <span class="md-ellipsis"> Chatgpt plugin </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/chroma/" class="md-nav__link"> <span class="md-ellipsis"> Chroma </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/clickhouse/" class="md-nav__link"> <span class="md-ellipsis"> Clickhouse </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/couchbase/" class="md-nav__link"> <span class="md-ellipsis"> Couchbase </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/dashvector/" class="md-nav__link"> <span class="md-ellipsis"> Dashvector </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/databricks/" class="md-nav__link"> <span class="md-ellipsis"> Databricks </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/deeplake/" class="md-nav__link"> <span class="md-ellipsis"> Deeplake </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/docarray/" class="md-nav__link"> <span class="md-ellipsis"> Docarray </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/duckdb/" class="md-nav__link"> <span class="md-ellipsis"> Duckdb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/dynamodb/" class="md-nav__link"> <span class="md-ellipsis"> Dynamodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/elasticsearch/" class="md-nav__link"> <span class="md-ellipsis"> Elasticsearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/epsilla/" class="md-nav__link"> <span class="md-ellipsis"> Epsilla </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/faiss/" class="md-nav__link"> <span class="md-ellipsis"> Faiss </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/firestore/" class="md-nav__link"> <span class="md-ellipsis"> Firestore </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/google/" class="md-nav__link"> <span class="md-ellipsis"> Google </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/hologres/" class="md-nav__link"> <span class="md-ellipsis"> Hologres </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/jaguar/" class="md-nav__link"> <span class="md-ellipsis"> Jaguar </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/kdbai/" class="md-nav__link"> <span class="md-ellipsis"> Kdbai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/lancedb/" class="md-nav__link"> <span class="md-ellipsis"> Lancedb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/lantern/" class="md-nav__link"> <span class="md-ellipsis"> Lantern </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/lindorm/" class="md-nav__link"> <span class="md-ellipsis"> Lindorm </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/mariadb/" class="md-nav__link"> <span class="md-ellipsis"> Mariadb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/metal/" class="md-nav__link"> <span class="md-ellipsis"> Metal </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/milvus/" class="md-nav__link"> <span class="md-ellipsis"> Milvus </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/mongodb/" class="md-nav__link"> <span class="md-ellipsis"> Mongodb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/myscale/" class="md-nav__link"> <span class="md-ellipsis"> Myscale </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/neo4jvector/" class="md-nav__link"> <span class="md-ellipsis"> Neo4jvector </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/neptune/" class="md-nav__link"> <span class="md-ellipsis"> Neptune </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/nile/" class="md-nav__link"> <span class="md-ellipsis"> Nile </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/objectbox/" class="md-nav__link"> <span class="md-ellipsis"> Objectbox </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/oceanbase/" class="md-nav__link"> <span class="md-ellipsis"> Oceanbase </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/opensearch/" class="md-nav__link"> <span class="md-ellipsis"> Opensearch </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/oracledb/" class="md-nav__link"> <span class="md-ellipsis"> Oracledb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/pgvecto_rs/" class="md-nav__link"> <span class="md-ellipsis"> Pgvecto rs </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/pinecone/" class="md-nav__link"> <span class="md-ellipsis"> Pinecone </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/postgres/" class="md-nav__link"> <span class="md-ellipsis"> Postgres </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/qdrant/" class="md-nav__link"> <span class="md-ellipsis"> Qdrant </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/redis/" class="md-nav__link"> <span class="md-ellipsis"> Redis </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/relyt/" class="md-nav__link"> <span class="md-ellipsis"> Relyt </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/rocksetdb/" class="md-nav__link"> <span class="md-ellipsis"> Rocksetdb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/simple/" class="md-nav__link"> <span class="md-ellipsis"> Simple </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/singlestoredb/" class="md-nav__link"> <span class="md-ellipsis"> Singlestoredb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/sqlalchemy.md" class="md-nav__link"> <span class="md-ellipsis"> None </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/supabase/" class="md-nav__link"> <span class="md-ellipsis"> Supabase </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/tablestore/" class="md-nav__link"> <span class="md-ellipsis"> Tablestore </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/tair/" class="md-nav__link"> <span class="md-ellipsis"> Tair </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/tencentvectordb/" class="md-nav__link"> <span class="md-ellipsis"> Tencentvectordb </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/tidbvector/" class="md-nav__link"> <span class="md-ellipsis"> Tidbvector </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/timescalevector/" class="md-nav__link"> <span class="md-ellipsis"> Timescalevector </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/txtai/" class="md-nav__link"> <span class="md-ellipsis"> Txtai </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/typesense/" class="md-nav__link"> <span class="md-ellipsis"> Typesense </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/upstash/" class="md-nav__link"> <span class="md-ellipsis"> Upstash </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/vector_store/vearch/" class="md-nav__link"> <span class="md-ellipsis"> Vearch </span> </a> 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id="__nav_7_33" > <div class="md-nav__link md-nav__container"> <a href="../../../api_reference/tools/" class="md-nav__link "> <span class="md-ellipsis"> Tools </span> </a> <label class="md-nav__link " for="__nav_7_33" id="__nav_7_33_label" tabindex="0"> <span class="md-nav__icon md-icon"></span> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_33_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_33"> <span class="md-nav__icon md-icon"></span> Tools </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../api_reference/tools/arxiv/" class="md-nav__link"> <span class="md-ellipsis"> Arxiv </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/tools/azure_code_interpreter/" class="md-nav__link"> <span class="md-ellipsis"> Azure code interpreter </span> </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/tools/azure_cv/" class="md-nav__link"> <span 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#29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: #00c853;--md-light-green-50: #f1f8e9;--md-light-green-100: #dcedc8;--md-light-green-200: #c5e1a5;--md-light-green-300: #aed581;--md-light-green-400: #9ccc65;--md-light-green-500: #8bc34a;--md-light-green-600: #7cb342;--md-light-green-700: #689f38;--md-light-green-800: #558b2f;--md-light-green-900: #33691e;--md-light-green-A100: #ccff90;--md-light-green-A200: #b2ff59;--md-light-green-A400: #76ff03;--md-light-green-A700: #64dd17;--md-lime-50: #f9fbe7;--md-lime-100: #f0f4c3;--md-lime-200: #e6ee9c;--md-lime-300: #dce775;--md-lime-400: #d4e157;--md-lime-500: #cddc39;--md-lime-600: #c0ca33;--md-lime-700: #afb42b;--md-lime-800: #9e9d24;--md-lime-900: #827717;--md-lime-A100: #f4ff81;--md-lime-A200: #eeff41;--md-lime-A400: #c6ff00;--md-lime-A700: #aeea00;--md-yellow-50: #fffde7;--md-yellow-100: #fff9c4;--md-yellow-200: #fff59d;--md-yellow-300: #fff176;--md-yellow-400: #ffee58;--md-yellow-500: #ffeb3b;--md-yellow-600: #fdd835;--md-yellow-700: #fbc02d;--md-yellow-800: #f9a825;--md-yellow-900: #f57f17;--md-yellow-A100: #ffff8d;--md-yellow-A200: #ffff00;--md-yellow-A400: #ffea00;--md-yellow-A700: #ffd600;--md-amber-50: #fff8e1;--md-amber-100: #ffecb3;--md-amber-200: #ffe082;--md-amber-300: #ffd54f;--md-amber-400: #ffca28;--md-amber-500: #ffc107;--md-amber-600: #ffb300;--md-amber-700: #ffa000;--md-amber-800: #ff8f00;--md-amber-900: #ff6f00;--md-amber-A100: #ffe57f;--md-amber-A200: #ffd740;--md-amber-A400: #ffc400;--md-amber-A700: #ffab00;--md-orange-50: #fff3e0;--md-orange-100: #ffe0b2;--md-orange-200: #ffcc80;--md-orange-300: #ffb74d;--md-orange-400: #ffa726;--md-orange-500: #ff9800;--md-orange-600: #fb8c00;--md-orange-700: #f57c00;--md-orange-800: #ef6c00;--md-orange-900: #e65100;--md-orange-A100: #ffd180;--md-orange-A200: #ffab40;--md-orange-A400: #ff9100;--md-orange-A700: #ff6d00;--md-deep-orange-50: #fbe9e7;--md-deep-orange-100: #ffccbc;--md-deep-orange-200: #ffab91;--md-deep-orange-300: #ff8a65;--md-deep-orange-400: #ff7043;--md-deep-orange-500: #ff5722;--md-deep-orange-600: #f4511e;--md-deep-orange-700: #e64a19;--md-deep-orange-800: #d84315;--md-deep-orange-900: #bf360c;--md-deep-orange-A100: #ff9e80;--md-deep-orange-A200: #ff6e40;--md-deep-orange-A400: #ff3d00;--md-deep-orange-A700: #dd2c00;--md-brown-50: #efebe9;--md-brown-100: #d7ccc8;--md-brown-200: #bcaaa4;--md-brown-300: #a1887f;--md-brown-400: #8d6e63;--md-brown-500: #795548;--md-brown-600: #6d4c41;--md-brown-700: #5d4037;--md-brown-800: #4e342e;--md-brown-900: #3e2723;--md-grey-50: #fafafa;--md-grey-100: #f5f5f5;--md-grey-200: #eeeeee;--md-grey-300: #e0e0e0;--md-grey-400: #bdbdbd;--md-grey-500: #9e9e9e;--md-grey-600: #757575;--md-grey-700: #616161;--md-grey-800: #424242;--md-grey-900: #212121;--md-blue-grey-50: #eceff1;--md-blue-grey-100: #cfd8dc;--md-blue-grey-200: #b0bec5;--md-blue-grey-300: #90a4ae;--md-blue-grey-400: #78909c;--md-blue-grey-500: #607d8b;--md-blue-grey-600: #546e7a;--md-blue-grey-700: #455a64;--md-blue-grey-800: #37474f;--md-blue-grey-900: #263238}.jupyter-wrapper{--jp-shadow-base-lightness: 0;--jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .2 );--jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .14 );--jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .12 );--jp-elevation-z0: none;--jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color);--jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color);--jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color);--jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color);--jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color);--jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color);--jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color);--jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color);--jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color);--jp-border-width: 1px;--jp-border-color0: var(--md-grey-400);--jp-border-color1: var(--md-grey-400);--jp-border-color2: var(--md-grey-300);--jp-border-color3: var(--md-grey-200);--jp-inverse-border-color: var(--md-grey-600);--jp-border-radius: 2px;--jp-ui-font-scale-factor: 1.2;--jp-ui-font-size0: .83333em;--jp-ui-font-size1: 13px;--jp-ui-font-size2: 1.2em;--jp-ui-font-size3: 1.44em;--jp-ui-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-ui-font-color0: rgba(0, 0, 0, 1);--jp-ui-font-color1: rgba(0, 0, 0, .87);--jp-ui-font-color2: rgba(0, 0, 0, .54);--jp-ui-font-color3: rgba(0, 0, 0, .38);--jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);--jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);--jp-ui-inverse-font-color2: rgba(255, 255, 255, .7);--jp-ui-inverse-font-color3: rgba(255, 255, 255, .5);--jp-content-line-height: 1.6;--jp-content-font-scale-factor: 1.2;--jp-content-font-size0: .83333em;--jp-content-font-size1: 14px;--jp-content-font-size2: 1.2em;--jp-content-font-size3: 1.44em;--jp-content-font-size4: 1.728em;--jp-content-font-size5: 2.0736em;--jp-content-presentation-font-size1: 17px;--jp-content-heading-line-height: 1;--jp-content-heading-margin-top: 1.2em;--jp-content-heading-margin-bottom: .8em;--jp-content-heading-font-weight: 500;--jp-content-font-color0: rgba(0, 0, 0, 1);--jp-content-font-color1: rgba(0, 0, 0, .87);--jp-content-font-color2: rgba(0, 0, 0, .54);--jp-content-font-color3: rgba(0, 0, 0, .38);--jp-content-link-color: var(--md-blue-700);--jp-content-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-code-font-size: 13px;--jp-code-line-height: 1.3077;--jp-code-padding: 5px;--jp-code-font-family-default: Menlo, Consolas, "DejaVu Sans Mono", monospace;--jp-code-font-family: var(--jp-code-font-family-default);--jp-code-presentation-font-size: 16px;--jp-code-cursor-width0: 1.4px;--jp-code-cursor-width1: 2px;--jp-code-cursor-width2: 4px;--jp-layout-color0: white;--jp-layout-color1: white;--jp-layout-color2: var(--md-grey-200);--jp-layout-color3: var(--md-grey-400);--jp-layout-color4: var(--md-grey-600);--jp-inverse-layout-color0: #111111;--jp-inverse-layout-color1: var(--md-grey-900);--jp-inverse-layout-color2: var(--md-grey-800);--jp-inverse-layout-color3: var(--md-grey-700);--jp-inverse-layout-color4: var(--md-grey-600);--jp-brand-color0: var(--md-blue-900);--jp-brand-color1: var(--md-blue-700);--jp-brand-color2: var(--md-blue-300);--jp-brand-color3: var(--md-blue-100);--jp-brand-color4: var(--md-blue-50);--jp-accent-color0: var(--md-green-900);--jp-accent-color1: var(--md-green-700);--jp-accent-color2: var(--md-green-300);--jp-accent-color3: var(--md-green-100);--jp-warn-color0: var(--md-orange-900);--jp-warn-color1: var(--md-orange-700);--jp-warn-color2: var(--md-orange-300);--jp-warn-color3: var(--md-orange-100);--jp-error-color0: var(--md-red-900);--jp-error-color1: var(--md-red-700);--jp-error-color2: var(--md-red-300);--jp-error-color3: var(--md-red-100);--jp-success-color0: var(--md-green-900);--jp-success-color1: var(--md-green-700);--jp-success-color2: var(--md-green-300);--jp-success-color3: var(--md-green-100);--jp-info-color0: var(--md-cyan-900);--jp-info-color1: var(--md-cyan-700);--jp-info-color2: var(--md-cyan-300);--jp-info-color3: var(--md-cyan-100);--jp-cell-padding: 5px;--jp-cell-collapser-width: 8px;--jp-cell-collapser-min-height: 20px;--jp-cell-collapser-not-active-hover-opacity: .6;--jp-cell-editor-background: var(--md-grey-100);--jp-cell-editor-border-color: var(--md-grey-300);--jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-cell-editor-active-background: var(--jp-layout-color0);--jp-cell-editor-active-border-color: var(--jp-brand-color1);--jp-cell-prompt-width: 64px;--jp-cell-prompt-font-family: var(--jp-code-font-family-default);--jp-cell-prompt-letter-spacing: 0px;--jp-cell-prompt-opacity: 1;--jp-cell-prompt-not-active-opacity: .5;--jp-cell-prompt-not-active-font-color: var(--md-grey-700);--jp-cell-inprompt-font-color: #307fc1;--jp-cell-outprompt-font-color: #bf5b3d;--jp-notebook-padding: 10px;--jp-notebook-select-background: var(--jp-layout-color1);--jp-notebook-multiselected-color: var(--md-blue-50);--jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px );--jp-rendermime-error-background: #fdd;--jp-rendermime-table-row-background: var(--md-grey-100);--jp-rendermime-table-row-hover-background: var(--md-light-blue-50);--jp-dialog-background: rgba(0, 0, 0, .25);--jp-console-padding: 10px;--jp-toolbar-border-color: var(--jp-border-color1);--jp-toolbar-micro-height: 8px;--jp-toolbar-background: var(--jp-layout-color1);--jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, .24);--jp-toolbar-header-margin: 4px 4px 0px 4px;--jp-toolbar-active-background: var(--md-grey-300);--jp-statusbar-height: 24px;--jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-input-active-background: var(--jp-layout-color1);--jp-input-hover-background: var(--jp-layout-color1);--jp-input-background: var(--md-grey-100);--jp-input-border-color: var(--jp-inverse-border-color);--jp-input-active-border-color: var(--jp-brand-color1);--jp-input-active-box-shadow-color: rgba(19, 124, 189, .3);--jp-editor-selected-background: #d9d9d9;--jp-editor-selected-focused-background: #d7d4f0;--jp-editor-cursor-color: var(--jp-ui-font-color0);--jp-mirror-editor-keyword-color: #008000;--jp-mirror-editor-atom-color: #88f;--jp-mirror-editor-number-color: #080;--jp-mirror-editor-def-color: #00f;--jp-mirror-editor-variable-color: var(--md-grey-900);--jp-mirror-editor-variable-2-color: #05a;--jp-mirror-editor-variable-3-color: #085;--jp-mirror-editor-punctuation-color: #05a;--jp-mirror-editor-property-color: #05a;--jp-mirror-editor-operator-color: #aa22ff;--jp-mirror-editor-comment-color: #408080;--jp-mirror-editor-string-color: #ba2121;--jp-mirror-editor-string-2-color: #708;--jp-mirror-editor-meta-color: #aa22ff;--jp-mirror-editor-qualifier-color: #555;--jp-mirror-editor-builtin-color: #008000;--jp-mirror-editor-bracket-color: #997;--jp-mirror-editor-tag-color: #170;--jp-mirror-editor-attribute-color: #00c;--jp-mirror-editor-header-color: blue;--jp-mirror-editor-quote-color: #090;--jp-mirror-editor-link-color: #00c;--jp-mirror-editor-error-color: #f00;--jp-mirror-editor-hr-color: #999;--jp-collaborator-color1: #ffad8e;--jp-collaborator-color2: #dac83d;--jp-collaborator-color3: #72dd76;--jp-collaborator-color4: #00e4d0;--jp-collaborator-color5: #45d4ff;--jp-collaborator-color6: #e2b1ff;--jp-collaborator-color7: #ff9de6;--jp-vega-background: white;--jp-sidebar-min-width: 250px;--jp-search-toggle-off-opacity: .5;--jp-search-toggle-hover-opacity: .8;--jp-search-toggle-on-opacity: 1;--jp-search-selected-match-background-color: rgb(245, 200, 0);--jp-search-selected-match-color: black;--jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 );--jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);--jp-icon-contrast-color0: var(--md-purple-600);--jp-icon-contrast-color1: var(--md-green-600);--jp-icon-contrast-color2: var(--md-pink-600);--jp-icon-contrast-color3: var(--md-blue-600);--jp-jupyter-icon-color: #f37626;--jp-notebook-icon-color: #f37626;--jp-json-icon-color: var(--md-orange-700);--jp-console-icon-background-color: var(--md-blue-700);--jp-console-icon-color: white;--jp-terminal-icon-background-color: var(--md-grey-800);--jp-terminal-icon-color: var(--md-grey-200);--jp-text-editor-icon-color: var(--md-grey-700);--jp-inspector-icon-color: var(--md-grey-700);--jp-switch-color: var(--md-grey-400);--jp-switch-true-position-color: var(--md-orange-900)}[data-md-color-scheme=slate] .jupyter-wrapper{--jp-shadow-base-lightness: 32;--jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .2 );--jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .14 );--jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), .12 );--jp-elevation-z0: none;--jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color);--jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color);--jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color);--jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color);--jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color);--jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color);--jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color);--jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color);--jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color);--jp-border-width: 1px;--jp-border-color0: var(--md-grey-700);--jp-border-color1: var(--md-grey-700);--jp-border-color2: var(--md-grey-800);--jp-border-color3: var(--md-grey-900);--jp-inverse-border-color: var(--md-grey-600);--jp-border-radius: 2px;--jp-ui-font-scale-factor: 1.2;--jp-ui-font-size0: .83333em;--jp-ui-font-size1: 13px;--jp-ui-font-size2: 1.2em;--jp-ui-font-size3: 1.44em;--jp-ui-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-ui-font-color0: rgba(255, 255, 255, 1);--jp-ui-font-color1: rgba(255, 255, 255, .87);--jp-ui-font-color2: rgba(255, 255, 255, .54);--jp-ui-font-color3: rgba(255, 255, 255, .38);--jp-ui-inverse-font-color0: rgba(0, 0, 0, 1);--jp-ui-inverse-font-color1: rgba(0, 0, 0, .8);--jp-ui-inverse-font-color2: rgba(0, 0, 0, .5);--jp-ui-inverse-font-color3: rgba(0, 0, 0, .3);--jp-content-line-height: 1.6;--jp-content-font-scale-factor: 1.2;--jp-content-font-size0: .83333em;--jp-content-font-size1: 14px;--jp-content-font-size2: 1.2em;--jp-content-font-size3: 1.44em;--jp-content-font-size4: 1.728em;--jp-content-font-size5: 2.0736em;--jp-content-presentation-font-size1: 17px;--jp-content-heading-line-height: 1;--jp-content-heading-margin-top: 1.2em;--jp-content-heading-margin-bottom: .8em;--jp-content-heading-font-weight: 500;--jp-content-font-color0: rgba(255, 255, 255, 1);--jp-content-font-color1: rgba(255, 255, 255, 1);--jp-content-font-color2: rgba(255, 255, 255, .7);--jp-content-font-color3: rgba(255, 255, 255, .5);--jp-content-link-color: var(--md-blue-300);--jp-content-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--jp-code-font-size: 13px;--jp-code-line-height: 1.3077;--jp-code-padding: 5px;--jp-code-font-family-default: Menlo, Consolas, "DejaVu Sans Mono", monospace;--jp-code-font-family: var(--jp-code-font-family-default);--jp-code-presentation-font-size: 16px;--jp-code-cursor-width0: 1.4px;--jp-code-cursor-width1: 2px;--jp-code-cursor-width2: 4px;--jp-layout-color0: #111111;--jp-layout-color1: var(--md-grey-900);--jp-layout-color2: var(--md-grey-800);--jp-layout-color3: var(--md-grey-700);--jp-layout-color4: var(--md-grey-600);--jp-inverse-layout-color0: white;--jp-inverse-layout-color1: white;--jp-inverse-layout-color2: var(--md-grey-200);--jp-inverse-layout-color3: var(--md-grey-400);--jp-inverse-layout-color4: var(--md-grey-600);--jp-brand-color0: var(--md-blue-700);--jp-brand-color1: var(--md-blue-500);--jp-brand-color2: var(--md-blue-300);--jp-brand-color3: var(--md-blue-100);--jp-brand-color4: var(--md-blue-50);--jp-accent-color0: var(--md-green-700);--jp-accent-color1: var(--md-green-500);--jp-accent-color2: var(--md-green-300);--jp-accent-color3: var(--md-green-100);--jp-warn-color0: var(--md-orange-700);--jp-warn-color1: var(--md-orange-500);--jp-warn-color2: var(--md-orange-300);--jp-warn-color3: var(--md-orange-100);--jp-error-color0: var(--md-red-700);--jp-error-color1: var(--md-red-500);--jp-error-color2: var(--md-red-300);--jp-error-color3: var(--md-red-100);--jp-success-color0: var(--md-green-700);--jp-success-color1: var(--md-green-500);--jp-success-color2: var(--md-green-300);--jp-success-color3: var(--md-green-100);--jp-info-color0: var(--md-cyan-700);--jp-info-color1: var(--md-cyan-500);--jp-info-color2: var(--md-cyan-300);--jp-info-color3: var(--md-cyan-100);--jp-cell-padding: 5px;--jp-cell-collapser-width: 8px;--jp-cell-collapser-min-height: 20px;--jp-cell-collapser-not-active-hover-opacity: .6;--jp-cell-editor-background: var(--jp-layout-color1);--jp-cell-editor-border-color: var(--md-grey-700);--jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-cell-editor-active-background: var(--jp-layout-color0);--jp-cell-editor-active-border-color: var(--jp-brand-color1);--jp-cell-prompt-width: 64px;--jp-cell-prompt-font-family: var(--jp-code-font-family-default);--jp-cell-prompt-letter-spacing: 0px;--jp-cell-prompt-opacity: 1;--jp-cell-prompt-not-active-opacity: 1;--jp-cell-prompt-not-active-font-color: var(--md-grey-300);--jp-cell-inprompt-font-color: #307fc1;--jp-cell-outprompt-font-color: #bf5b3d;--jp-notebook-padding: 10px;--jp-notebook-select-background: var(--jp-layout-color1);--jp-notebook-multiselected-color: rgba(33, 150, 243, .24);--jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px );--jp-rendermime-error-background: rgba(244, 67, 54, .28);--jp-rendermime-table-row-background: var(--md-grey-900);--jp-rendermime-table-row-hover-background: rgba(3, 169, 244, .2);--jp-dialog-background: rgba(0, 0, 0, .6);--jp-console-padding: 10px;--jp-toolbar-border-color: var(--jp-border-color2);--jp-toolbar-micro-height: 8px;--jp-toolbar-background: var(--jp-layout-color1);--jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, .8);--jp-toolbar-header-margin: 4px 4px 0px 4px;--jp-toolbar-active-background: var(--jp-layout-color0);--jp-statusbar-height: 24px;--jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);--jp-input-active-background: var(--jp-layout-color0);--jp-input-hover-background: var(--jp-layout-color2);--jp-input-background: var(--md-grey-800);--jp-input-border-color: var(--jp-inverse-border-color);--jp-input-active-border-color: var(--jp-brand-color1);--jp-input-active-box-shadow-color: rgba(19, 124, 189, .3);--jp-editor-selected-background: var(--jp-layout-color2);--jp-editor-selected-focused-background: rgba(33, 150, 243, .24);--jp-editor-cursor-color: var(--jp-ui-font-color0);--jp-mirror-editor-keyword-color: var(--md-green-500);--jp-mirror-editor-atom-color: var(--md-blue-300);--jp-mirror-editor-number-color: var(--md-green-400);--jp-mirror-editor-def-color: var(--md-blue-600);--jp-mirror-editor-variable-color: var(--md-grey-300);--jp-mirror-editor-variable-2-color: var(--md-blue-400);--jp-mirror-editor-variable-3-color: var(--md-green-600);--jp-mirror-editor-punctuation-color: var(--md-blue-400);--jp-mirror-editor-property-color: var(--md-blue-400);--jp-mirror-editor-operator-color: #aa22ff;--jp-mirror-editor-comment-color: #408080;--jp-mirror-editor-string-color: #ff7070;--jp-mirror-editor-string-2-color: var(--md-purple-300);--jp-mirror-editor-meta-color: #aa22ff;--jp-mirror-editor-qualifier-color: #555;--jp-mirror-editor-builtin-color: var(--md-green-600);--jp-mirror-editor-bracket-color: #997;--jp-mirror-editor-tag-color: var(--md-green-700);--jp-mirror-editor-attribute-color: var(--md-blue-700);--jp-mirror-editor-header-color: var(--md-blue-500);--jp-mirror-editor-quote-color: var(--md-green-300);--jp-mirror-editor-link-color: var(--md-blue-700);--jp-mirror-editor-error-color: #f00;--jp-mirror-editor-hr-color: #999;--jp-collaborator-color1: #ad4a00;--jp-collaborator-color2: #7b6a00;--jp-collaborator-color3: #007e00;--jp-collaborator-color4: #008772;--jp-collaborator-color5: #0079b9;--jp-collaborator-color6: #8b45c6;--jp-collaborator-color7: #be208b;--jp-vega-background: var(--md-grey-400);--jp-sidebar-min-width: 250px;--jp-search-toggle-off-opacity: .6;--jp-search-toggle-hover-opacity: .8;--jp-search-toggle-on-opacity: 1;--jp-search-selected-match-background-color: rgb(255, 225, 0);--jp-search-selected-match-color: black;--jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 );--jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);--jp-scrollbar-background-color: #3f4244;--jp-scrollbar-thumb-color: 88, 96, 97;--jp-scrollbar-endpad: 3px;--jp-scrollbar-thumb-margin: 3.5px;--jp-scrollbar-thumb-radius: 9px;--jp-icon-contrast-color0: 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</script> <style> .jp-Mermaid:not(.jp-RenderedMermaid) { display: none; } .jp-RenderedMermaid { overflow: auto; display: flex; } .jp-RenderedMermaid.jp-mod-warning { width: auto; padding: 0.5em; margin-top: 0.5em; border: var(--jp-border-width) solid var(--jp-warn-color2); border-radius: var(--jp-border-radius); color: var(--jp-ui-font-color1); font-size: var(--jp-ui-font-size1); white-space: pre-wrap; word-wrap: break-word; } .jp-RenderedMermaid figure { margin: 0; overflow: auto; max-width: 100%; } .jp-RenderedMermaid img { max-width: 100%; } .jp-RenderedMermaid-Details > pre { margin-top: 1em; } .jp-RenderedMermaid-Summary { color: var(--jp-warn-color2); } .jp-RenderedMermaid:not(.jp-mod-warning) pre { display: none; } .jp-RenderedMermaid-Summary > pre { display: inline-block; white-space: normal; } </style> <div class="jupyter-wrapper"> <div class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light"> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9dced1fd-2db9-4b4e-88f5-bd65563ec1a6"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h1 id="vertex-ai">Vertex AI<a class="anchor-link" href="#vertex-ai">¶</a></h1><h2 id="installing-vertex-ai">Installing Vertex AI<a class="anchor-link" href="#installing-vertex-ai">¶</a></h2><p>To Install Vertex AI you need to follow the following steps</p> <ul> <li>Install Vertex Cloud SDK (<a href="https://googleapis.dev/python/aiplatform/latest/index.html">https://googleapis.dev/python/aiplatform/latest/index.html</a>)</li> <li>Setup your Default Project, credentials, region</li> </ul> <h1 id="basic-auth-example-for-service-account">Basic auth example for service account<a class="anchor-link" href="#basic-auth-example-for-service-account">¶</a></h1> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e25b1ac2"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-1"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="o">%</span><span class="n">pip</span> <span class="n">install</span> <span class="n">llama</span><span class="o">-</span><span class="n">index</span><span class="o">-</span><span class="n">llms</span><span class="o">-</span><span class="n">vertex</span> </pre></div> <div class="clipboard-copy-txt" id="cell-1">%pip install llama-index-llms-vertex</div> </div> </div> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3d42f4996210bdc7"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-2"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span> <span class="nn">llama_index.llms.vertex</span> <span class="kn">import</span> <span class="n">Vertex</span> <span class="kn">from</span> <span class="nn">google.oauth2</span> <span class="kn">import</span> <span class="n">service_account</span> <span class="n">filename</span> <span class="o">=</span> <span class="s2">"vertex-407108-37495ce6c303.json"</span> <span class="n">credentials</span><span class="p">:</span> <span class="n">service_account</span><span class="o">.</span><span class="n">Credentials</span> <span class="o">=</span> <span class="p">(</span> <span class="n">service_account</span><span class="o">.</span><span class="n">Credentials</span><span class="o">.</span><span class="n">from_service_account_file</span><span class="p">(</span><span class="n">filename</span><span class="p">)</span> <span class="p">)</span> <span class="n">Vertex</span><span class="p">(</span> <span class="n">model</span><span class="o">=</span><span class="s2">"text-bison"</span><span class="p">,</span> <span class="n">project</span><span class="o">=</span><span class="n">credentials</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span> <span class="n">credentials</span><span class="o">=</span><span class="n">credentials</span> <span class="p">)</span> </pre></div> <div class="clipboard-copy-txt" id="cell-2">from llama_index.llms.vertex import Vertex from google.oauth2 import service_account filename = "vertex-407108-37495ce6c303.json" credentials: service_account.Credentials = ( service_account.Credentials.from_service_account_file(filename) ) Vertex( model="text-bison", project=credentials.project_id, credentials=credentials )</div> </div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=119bbfb7d84a593d"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h2 id="basic-usage">Basic Usage<a class="anchor-link" href="#basic-usage">¶</a></h2><p>Basic call to the text-bison model</p> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=bf7deb10-28fe-41f2-abda-283162e9f35b"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-3"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span> <span class="nn">llama_index.llms.vertex</span> <span class="kn">import</span> <span class="n">Vertex</span> <span class="kn">from</span> <span class="nn">llama_index.core.llms</span> <span class="kn">import</span> <span class="n">ChatMessage</span><span class="p">,</span> <span class="n">MessageRole</span> <span class="n">llm</span> <span class="o">=</span> <span class="n">Vertex</span><span class="p">(</span><span class="n">model</span><span class="o">=</span><span class="s2">"text-bison"</span><span class="p">,</span> <span class="n">temperature</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">additional_kwargs</span><span class="o">=</span><span class="p">{})</span> <span class="n">llm</span><span class="o">.</span><span class="n">complete</span><span class="p">(</span><span class="s2">"Hello this is a sample text"</span><span class="p">)</span><span class="o">.</span><span class="n">text</span> </pre></div> <div class="clipboard-copy-txt" id="cell-3">from llama_index.llms.vertex import Vertex from llama_index.core.llms import ChatMessage, MessageRole llm = Vertex(model="text-bison", temperature=0, additional_kwargs={}) llm.complete("Hello this is a sample text").text</div> </div> </div> </div> </div> <div class="jp-Cell-outputWrapper"> <div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser"> </div> <div class="jp-OutputArea jp-Cell-outputArea"> <div class="jp-OutputArea-child jp-OutputArea-executeResult"> <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div> <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0"> <pre>' ```\nHello this is a sample text\n```'</pre> </div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c3afe813-a5cb-4175-bf9c-5484b2da0a9b"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h2 id="async-usage">Async Usage<a class="anchor-link" href="#async-usage">¶</a></h2><h3 id="async">Async<a class="anchor-link" href="#async">¶</a></h3> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=7916602b-4f97-43bb-85a9-ac683bc962f3"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-4"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="p">(</span><span class="k">await</span> <span class="n">llm</span><span class="o">.</span><span class="n">acomplete</span><span class="p">(</span><span class="s2">"hello"</span><span class="p">))</span><span class="o">.</span><span class="n">text</span> </pre></div> <div class="clipboard-copy-txt" id="cell-4">(await llm.acomplete("hello")).text</div> </div> </div> </div> </div> <div class="jp-Cell-outputWrapper"> <div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser"> </div> <div class="jp-OutputArea jp-Cell-outputArea"> <div class="jp-OutputArea-child jp-OutputArea-executeResult"> <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div> <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0"> <pre>' Hello! How can I help you?'</pre> </div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2cfd0b78-b779-4390-96f7-99ff60087786"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h1 id="streaming-usage">Streaming Usage<a class="anchor-link" href="#streaming-usage">¶</a></h1><h3 id="streaming">Streaming<a class="anchor-link" href="#streaming">¶</a></h3> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=ef4765c5-ec6a-4109-8453-c9f76396d572"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-5"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="nb">list</span><span class="p">(</span><span class="n">llm</span><span class="o">.</span><span class="n">stream_complete</span><span class="p">(</span><span class="s2">"hello"</span><span class="p">))[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">text</span> </pre></div> <div class="clipboard-copy-txt" id="cell-5">list(llm.stream_complete("hello"))[-1].text</div> </div> </div> </div> </div> <div class="jp-Cell-outputWrapper"> <div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser"> </div> <div class="jp-OutputArea jp-Cell-outputArea"> <div class="jp-OutputArea-child jp-OutputArea-executeResult"> <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div> <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0"> <pre>' Hello! How can I help you?'</pre> </div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ce5d9453-6465-489e-b205-a25a3da37dde"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h1 id="chat-usage">Chat Usage<a class="anchor-link" href="#chat-usage">¶</a></h1><h3 id="chat-generation">chat generation<a class="anchor-link" href="#chat-generation">¶</a></h3> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2b8861d4-a151-4a5d-8a6f-d24e284009c3"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-6"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="n">chat</span> <span class="o">=</span> <span class="n">Vertex</span><span class="p">(</span><span class="n">model</span><span class="o">=</span><span class="s2">"chat-bison"</span><span class="p">)</span> <span class="n">messages</span> <span class="o">=</span> <span class="p">[</span> <span class="n">ChatMessage</span><span class="p">(</span><span class="n">role</span><span class="o">=</span><span class="n">MessageRole</span><span class="o">.</span><span class="n">SYSTEM</span><span class="p">,</span> <span class="n">content</span><span class="o">=</span><span class="s2">"Reply everything in french"</span><span class="p">),</span> <span class="n">ChatMessage</span><span class="p">(</span><span class="n">role</span><span class="o">=</span><span class="n">MessageRole</span><span class="o">.</span><span class="n">USER</span><span class="p">,</span> <span class="n">content</span><span class="o">=</span><span class="s2">"Hello"</span><span class="p">),</span> <span class="p">]</span> </pre></div> <div class="clipboard-copy-txt" id="cell-6">chat = Vertex(model="chat-bison") messages = [ ChatMessage(role=MessageRole.SYSTEM, content="Reply everything in french"), ChatMessage(role=MessageRole.USER, content="Hello"), ]</div> </div> </div> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=f2286016-9d58-468d-a9a2-571ad90066ad"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-7"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="n">chat</span><span class="o">.</span><span class="n">chat</span><span class="p">(</span><span class="n">messages</span><span class="o">=</span><span class="n">messages</span><span class="p">)</span><span class="o">.</span><span class="n">message</span><span class="o">.</span><span class="n">content</span> </pre></div> <div class="clipboard-copy-txt" id="cell-7">chat.chat(messages=messages).message.content</div> </div> </div> </div> </div> <div class="jp-Cell-outputWrapper"> <div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser"> </div> <div class="jp-OutputArea jp-Cell-outputArea"> <div class="jp-OutputArea-child jp-OutputArea-executeResult"> <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div> <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0"> <pre>' Bonjour! Comment vas-tu?'</pre> </div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b830d59e-12f6-4ef7-b1ce-e71408ae3cbb"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h1 id="async-chat">Async Chat<a class="anchor-link" href="#async-chat">¶</a></h1><h3 id="asynchronous-chat-response">Asynchronous chat response<a class="anchor-link" href="#asynchronous-chat-response">¶</a></h3> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=2920968a-9566-4964-b468-9a5899f42e61"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-8"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="p">(</span><span class="k">await</span> <span class="n">chat</span><span class="o">.</span><span class="n">achat</span><span class="p">(</span><span class="n">messages</span><span class="o">=</span><span class="n">messages</span><span class="p">))</span><span class="o">.</span><span class="n">message</span><span class="o">.</span><span class="n">content</span> </pre></div> <div class="clipboard-copy-txt" id="cell-8">(await chat.achat(messages=messages)).message.content</div> </div> </div> </div> </div> <div class="jp-Cell-outputWrapper"> <div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser"> </div> <div class="jp-OutputArea jp-Cell-outputArea"> <div class="jp-OutputArea-child jp-OutputArea-executeResult"> <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div> <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0"> <pre>' Bonjour! Comment vas-tu?'</pre> </div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=632585b4-f146-492c-bb16-30e8b64e2d52"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h1 id="streaming-chat">Streaming Chat<a class="anchor-link" href="#streaming-chat">¶</a></h1><h3 id="streaming-chat-response">streaming chat response<a class="anchor-link" href="#streaming-chat-response">¶</a></h3> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=9ee22376-317a-4bda-a20e-5d54f88503f7"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-9"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="nb">list</span><span class="p">(</span><span class="n">chat</span><span class="o">.</span><span class="n">stream_chat</span><span class="p">(</span><span class="n">messages</span><span class="o">=</span><span class="n">messages</span><span class="p">))[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">message</span><span class="o">.</span><span class="n">content</span> </pre></div> <div class="clipboard-copy-txt" id="cell-9">list(chat.stream_chat(messages=messages))[-1].message.content</div> </div> </div> </div> </div> <div class="jp-Cell-outputWrapper"> <div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser"> </div> <div class="jp-OutputArea jp-Cell-outputArea"> <div class="jp-OutputArea-child jp-OutputArea-executeResult"> <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div> <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0"> <pre>' Bonjour! Comment vas-tu?'</pre> </div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e24abcf3278f5ee6"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h1 id="gemini-models">Gemini Models<a class="anchor-link" href="#gemini-models">¶</a></h1><p>Calling Google Gemini Models using Vertex AI is fully supported.</p> <h3 id="gemini-pro">Gemini Pro<a class="anchor-link" href="#gemini-pro">¶</a></h3> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2b900308342b19be"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-10"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="n">llm</span> <span class="o">=</span> <span class="n">Vertex</span><span class="p">(</span> <span class="n">model</span><span class="o">=</span><span class="s2">"gemini-pro"</span><span class="p">,</span> <span class="n">project</span><span class="o">=</span><span class="n">credentials</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span> <span class="n">credentials</span><span class="o">=</span><span class="n">credentials</span> <span class="p">)</span> <span class="n">llm</span><span class="o">.</span><span class="n">complete</span><span class="p">(</span><span class="s2">"Hello Gemini"</span><span class="p">)</span><span class="o">.</span><span class="n">text</span> </pre></div> <div class="clipboard-copy-txt" id="cell-10">llm = Vertex( model="gemini-pro", project=credentials.project_id, credentials=credentials ) llm.complete("Hello Gemini").text</div> </div> </div> </div> </div> </div> </div> <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b840065e0312fd46"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt"> </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown"> <h3 id="gemini-pro-vision">Gemini Pro Vision<a class="anchor-link" href="#gemini-pro-vision">¶</a></h3> </div> </div> </div> </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs"> <div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1a9f12769bdeca6f"> <div class="jp-Cell-inputWrapper" tabindex="0"> <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser"> </div> <div class="jp-InputArea jp-Cell-inputArea"> <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div><div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> <div class="zeroclipboard-container"> <clipboard-copy for="cell-11"> <div> <span class="notice" hidden="">Copied!</span> <svg aria-hidden="true" class="clipboard-copy-icon" data-view-component="true" height="20" version="1.1" viewbox="0 0 16 16" width="20"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 010 1.5h-1.5a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-1.5a.75.75 0 011.5 0v1.5A1.75 1.75 0 019.25 16h-7.5A1.75 1.75 0 010 14.25v-7.5z" fill="currentColor" fill-rule="evenodd"></path> <path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0114.25 11h-7.5A1.75 1.75 0 015 9.25v-7.5zm1.75-.25a.25.25 0 00-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 00.25-.25v-7.5a.25.25 0 00-.25-.25h-7.5z" fill="currentColor" fill-rule="evenodd"></path> </svg> </div> </clipboard-copy> </div> <div class="highlight-ipynb hl-python"><pre><span></span><span class="n">history</span> <span class="o">=</span> <span class="p">[</span> <span class="n">ChatMessage</span><span class="p">(</span> <span class="n">role</span><span class="o">=</span><span class="s2">"user"</span><span class="p">,</span> <span class="n">content</span><span class="o">=</span><span class="p">[</span> <span class="p">{</span><span class="s2">"type"</span><span class="p">:</span> <span class="s2">"text"</span><span class="p">,</span> <span class="s2">"text"</span><span class="p">:</span> <span class="s2">"Explain what is in the image below:"</span><span class="p">},</span> <span class="p">{</span> <span class="s2">"type"</span><span class="p">:</span> <span class="s2">"image_url"</span><span class="p">,</span> <span class="s2">"image_url"</span><span class="p">:</span> <span class="s2">"data:image/jpeg;base64,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"</span><span class="p">,</span> <span class="p">},</span> <span class="p">],</span> <span class="p">),</span> <span class="p">]</span> <span class="n">llm</span> <span class="o">=</span> <span class="n">Vertex</span><span class="p">(</span> <span class="n">model</span><span class="o">=</span><span class="s2">"gemini-pro-vision"</span><span class="p">,</span> <span class="n">project</span><span class="o">=</span><span class="n">credentials</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span> <span class="n">credentials</span><span class="o">=</span><span class="n">credentials</span><span class="p">,</span> <span class="p">)</span> <span class="n">llm</span><span class="o">.</span><span class="n">chat</span><span class="p">(</span><span class="n">history</span><span class="p">)</span><span class="o">.</span><span class="n">message</span><span class="o">.</span><span class="n">content</span> </pre></div> <div class="clipboard-copy-txt" id="cell-11">history = [ ChatMessage( role="user", content=[ {"type": "text", "text": "Explain what is in the image below:"}, { "type": "image_url", "image_url": "data:image/jpeg;base64,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", }, ], ), ] llm = Vertex( model="gemini-pro-vision", project=credentials.project_id, credentials=credentials, ) llm.chat(history).message.content</div> </div> </div> </div> </div> </div> </div> </div>  </div>  <style> ['pre { line-height: 125%; }\ntd.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }\nspan.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }\ntd.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }\nspan.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }\n.highlight-ipynb .hll { background-color: var(--jp-cell-editor-active-background) }\n.highlight-ipynb { background: var(--jp-cell-editor-background); color: var(--jp-mirror-editor-variable-color) }\n.highlight-ipynb .c { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment */\n.highlight-ipynb .err { color: var(--jp-mirror-editor-error-color) } /* Error */\n.highlight-ipynb .k { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword */\n.highlight-ipynb .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */\n.highlight-ipynb .p { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation */\n.highlight-ipynb .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */\n.highlight-ipynb .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */\n.highlight-ipynb .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */\n.highlight-ipynb .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */\n.highlight-ipynb .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */\n.highlight-ipynb .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */\n.highlight-ipynb .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */\n.highlight-ipynb .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */\n.highlight-ipynb .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */\n.highlight-ipynb .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */\n.highlight-ipynb .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */\n.highlight-ipynb .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */\n.highlight-ipynb .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */\n.highlight-ipynb .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */\n.highlight-ipynb .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* 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*/\n.highlight-ipynb .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */'] </style> </article> </div> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> <button type="button" class="md-top md-icon" data-md-component="top" hidden> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg> Back to top </button> </main> <footer class="md-footer"> <nav class="md-footer__inner md-grid" aria-label="Footer" > <a href="../upstage/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Upstage"> <div class="md-footer__button md-icon"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg> </div> <div class="md-footer__title"> <span class="md-footer__direction"> Previous </span> 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