Lower-level extraction

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Building a Live RAG Pipeline over Google Drive Files </a> </li> <li class="md-nav__item"> <a href="../../../examples/ingestion/parallel_execution_ingestion_pipeline/" class="md-nav__link"> Parallelizing Ingestion Pipeline </a> </li> <li class="md-nav__item"> <a href="../../../examples/ingestion/redis_ingestion_pipeline/" class="md-nav__link"> Redis Ingestion Pipeline </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_13" > <label class="md-nav__link" for="__nav_4_13" id="__nav_4_13_label" tabindex="0"> LLMs </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_13_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_13"> LLMs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/llm/ai21/" class="md-nav__link"> AI21 </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/alephalpha/" 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Advanced Prompt Techniques (Variable Mappings, Functions) </a> </li> <li class="md-nav__item"> <a href="../../../examples/prompts/emotion_prompt/" class="md-nav__link"> EmotionPrompt in RAG </a> </li> <li class="md-nav__item"> <a href="../../../examples/prompts/prompt_mixin/" class="md-nav__link"> Accessing/Customizing Prompts within Higher-Level Modules </a> </li> <li class="md-nav__item"> <a href="../../../examples/prompts/prompt_optimization/" class="md-nav__link"> "Optimization by Prompting" for RAG </a> </li> <li class="md-nav__item"> <a href="../../../examples/prompts/prompts_rag/" class="md-nav__link"> Prompt Engineering for RAG </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"> Property Graph </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_29_label" aria-expanded="false"> 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class="md-nav__link"> Joint QA Summary Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/RetrieverRouterQueryEngine/" class="md-nav__link"> Retriever Router Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/RouterQueryEngine/" class="md-nav__link"> Router Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/SQLAutoVectorQueryEngine/" class="md-nav__link"> SQL Auto Vector Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/SQLJoinQueryEngine/" class="md-nav__link"> SQL Join Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/SQLRouterQueryEngine/" class="md-nav__link"> SQL Router Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/citation_query_engine/" class="md-nav__link"> CitationQueryEngine </a> </li> <li class="md-nav__item"> <a 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</a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/sec_tables/tesla_10q_table/" class="md-nav__link"> Joint Tabular/Semantic QA over Tesla 10K </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/sub_question_query_engine/" class="md-nav__link"> Sub Question Query Engine </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"> Query Pipeline </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"> Query Pipeline </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/pipeline/query_pipeline/" class="md-nav__link"> An Introduction to LlamaIndex Query Pipelines </a> </li> <li class="md-nav__item"> <a 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href="../../../examples/response_synthesizers/tree_summarize/" class="md-nav__link"> Tree Summarize </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"> Retrievers </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"> Retrievers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/retrievers/auto_merging_retriever/" class="md-nav__link"> Auto Merging Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/auto_vs_recursive_retriever/" class="md-nav__link"> Comparing Methods for Structured Retrieval (Auto-Retrieval vs. Recursive Retrieval) </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/bedrock_retriever/" 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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"> Event handlers </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/instrumentation/event_types/" class="md-nav__link"> Event types </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/instrumentation/span_handlers/" class="md-nav__link"> Span handlers </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/instrumentation/span_types/" class="md-nav__link"> Span types </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 "> LLMs </a> <label class="md-nav__link " for="__nav_7_10" id="__nav_7_10_label" tabindex="0"> </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"> 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"> None </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/ai21/" class="md-nav__link"> Ai21 </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/alephalpha/" class="md-nav__link"> Alephalpha </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/alibabacloud_aisearch/" class="md-nav__link"> Alibabacloud aisearch </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/anthropic/" class="md-nav__link"> Anthropic </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/anyscale/" class="md-nav__link"> Anyscale </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/azure_inference/" class="md-nav__link"> Azure inference </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/azure_openai/" class="md-nav__link"> Azure openai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/bedrock/" class="md-nav__link"> Bedrock </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/bedrock_converse/" class="md-nav__link"> Bedrock converse </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/cerebras/" class="md-nav__link"> Cerebras </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/clarifai/" class="md-nav__link"> Clarifai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/cleanlab/" class="md-nav__link"> Cleanlab </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/cohere/" class="md-nav__link"> Cohere </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/custom_llm/" class="md-nav__link"> Custom llm </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/databricks/" class="md-nav__link"> Databricks </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/deepinfra/" class="md-nav__link"> Deepinfra </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/everlyai/" class="md-nav__link"> Everlyai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/fireworks/" class="md-nav__link"> Fireworks </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/friendli/" class="md-nav__link"> Friendli </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/gaudi/" class="md-nav__link"> Gaudi </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/gemini/" class="md-nav__link"> Gemini </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/gigachat/" class="md-nav__link"> Gigachat </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/gradient.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/groq/" class="md-nav__link"> Groq </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/huggingface/" class="md-nav__link"> Huggingface </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/huggingface_api/" class="md-nav__link"> Huggingface api </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/ibm/" class="md-nav__link"> Ibm </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/ipex_llm/" class="md-nav__link"> Ipex llm </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/konko/" class="md-nav__link"> Konko </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/langchain/" class="md-nav__link"> Langchain </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/litellm/" class="md-nav__link"> Litellm </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/llama_api/" class="md-nav__link"> Llama api </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/llama_cpp/" class="md-nav__link"> Llama cpp </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/llamafile/" class="md-nav__link"> Llamafile </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/lmstudio/" class="md-nav__link"> Lmstudio </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/localai/" class="md-nav__link"> Localai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/maritalk/" class="md-nav__link"> Maritalk </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/mistral_rs/" class="md-nav__link"> Mistral rs </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/mistralai/" class="md-nav__link"> Mistralai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/mlx/" class="md-nav__link"> Mlx </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/modelscope/" class="md-nav__link"> Modelscope </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/monsterapi/" class="md-nav__link"> Monsterapi </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/mymagic/" class="md-nav__link"> Mymagic </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/nebius/" class="md-nav__link"> Nebius </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/neutrino/" class="md-nav__link"> Neutrino </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/nvidia/" class="md-nav__link"> Nvidia </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/nvidia_tensorrt/" class="md-nav__link"> Nvidia tensorrt </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/nvidia_triton/" class="md-nav__link"> Nvidia triton </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/oci_genai/" class="md-nav__link"> Oci genai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/octoai/" class="md-nav__link"> Octoai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/ollama/" class="md-nav__link"> Ollama </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openai/" class="md-nav__link"> Openai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openai_like/" class="md-nav__link"> Openai like </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openllm/" class="md-nav__link"> Openllm </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openrouter/" class="md-nav__link"> Openrouter </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/openvino/" class="md-nav__link"> Openvino </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/optimum_intel/" class="md-nav__link"> Optimum intel </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/paieas/" class="md-nav__link"> Paieas </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/palm/" class="md-nav__link"> Palm </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/perplexity/" class="md-nav__link"> Perplexity </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/pipeshift/" class="md-nav__link"> Pipeshift </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/portkey/" class="md-nav__link"> Portkey </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/predibase/" class="md-nav__link"> Predibase </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/premai/" class="md-nav__link"> Premai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/qianfan/" class="md-nav__link"> Qianfan </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/reka/" class="md-nav__link"> Reka </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/replicate/" class="md-nav__link"> Replicate </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/rungpt/" class="md-nav__link"> Rungpt </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/sagemaker_endpoint/" class="md-nav__link"> Sagemaker endpoint </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/sambanovasystems/" class="md-nav__link"> Sambanovasystems </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/siliconflow/" class="md-nav__link"> Siliconflow </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/solar/" class="md-nav__link"> Solar </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/text_generation_inference/" class="md-nav__link"> Text generation inference </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/together/" class="md-nav__link"> Together </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/unify/" class="md-nav__link"> Unify </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/upstage/" class="md-nav__link"> Upstage </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/vertex/" class="md-nav__link"> Vertex </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/vllm/" class="md-nav__link"> Vllm </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/xinference/" class="md-nav__link"> Xinference </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/yi/" class="md-nav__link"> Yi </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/llms/you/" class="md-nav__link"> You 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aria-expanded="false"> <label class="md-nav__title" for="__nav_7_13"> 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"> Agent search retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/agents_coa/" class="md-nav__link"> Agents coa </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/agents_lats/" class="md-nav__link"> Agents lats </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/agents_llm_compiler/" class="md-nav__link"> Agents llm compiler </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/amazon_product_extraction/" class="md-nav__link"> Amazon product extraction </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/arize_phoenix_query_engine/" class="md-nav__link"> Arize phoenix query engine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/auto_merging_retriever/" class="md-nav__link"> Auto merging retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/chroma_autoretrieval/" class="md-nav__link"> Chroma autoretrieval </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/code_hierarchy/" class="md-nav__link"> Code hierarchy </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/cogniswitch_agent/" class="md-nav__link"> Cogniswitch agent </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/cohere_citation_chat/" class="md-nav__link"> Cohere citation chat </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/corrective_rag/" class="md-nav__link"> Corrective rag </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/deeplake_deepmemory_retriever/" class="md-nav__link"> Deeplake deepmemory retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/deeplake_multimodal_retrieval/" class="md-nav__link"> Deeplake multimodal retrieval </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/dense_x_retrieval/" class="md-nav__link"> Dense x retrieval </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/diff_private_simple_dataset/" class="md-nav__link"> Diff private simple dataset </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/docugami_kg_rag/" class="md-nav__link"> Docugami kg rag </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/evaluator_benchmarker/" class="md-nav__link"> Evaluator benchmarker </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/finchat/" class="md-nav__link"> Finchat </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/fusion_retriever/" class="md-nav__link"> Fusion retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/fuzzy_citation/" class="md-nav__link"> Fuzzy citation </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/gmail_openai_agent/" class="md-nav__link"> Gmail openai agent </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/gradio_agent_chat/" class="md-nav__link"> Gradio agent chat </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/gradio_react_agent_chatbot/" class="md-nav__link"> Gradio react agent chatbot </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/infer_retrieve_rerank/" class="md-nav__link"> Infer retrieve rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/koda_retriever/" class="md-nav__link"> Koda retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/llama_dataset_metadata/" class="md-nav__link"> Llama dataset metadata </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/llama_guard_moderator/" class="md-nav__link"> Llama guard moderator </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/llava_completion/" class="md-nav__link"> Llava completion </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/longrag/" class="md-nav__link"> Longrag </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/mixture_of_agents/" class="md-nav__link"> Mixture of agents </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/multi_document_agents/" class="md-nav__link"> Multi document agents </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/multi_tenancy_rag/" class="md-nav__link"> Multi tenancy rag </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/multidoc_autoretrieval/" class="md-nav__link"> Multidoc autoretrieval </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/nebulagraph_query_engine/" class="md-nav__link"> Nebulagraph query engine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/neo4j_query_engine/" class="md-nav__link"> Neo4j query engine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/node_parser_semantic_chunking/" class="md-nav__link"> Node parser semantic chunking </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/ollama_query_engine/" class="md-nav__link"> Ollama query engine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/panel_chatbot/" class="md-nav__link"> Panel chatbot </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/query_understanding_agent/" class="md-nav__link"> Query understanding agent </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/raft_dataset/" class="md-nav__link"> Raft dataset </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/rag_cli_local/" class="md-nav__link"> Rag cli local </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/rag_evaluator/" class="md-nav__link"> Rag evaluator </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/rag_fusion_query_pipeline/" class="md-nav__link"> Rag fusion query pipeline </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/ragatouille_retriever/" class="md-nav__link"> Ragatouille retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/raptor/" class="md-nav__link"> Raptor </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/recursive_retriever/" class="md-nav__link"> Recursive retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/redis_ingestion_pipeline/" class="md-nav__link"> Redis ingestion pipeline </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/resume_screener/" class="md-nav__link"> Resume screener </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/retry_engine_weaviate/" class="md-nav__link"> Retry engine weaviate </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/searchain/" class="md-nav__link"> Searchain </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/secgpt/" class="md-nav__link"> Secgpt </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/self_discover/" class="md-nav__link"> Self discover </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/self_rag/" class="md-nav__link"> Self rag </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/sentence_window_retriever/" class="md-nav__link"> Sentence window retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/snowflake_query_engine/" class="md-nav__link"> Snowflake query engine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/stock_market_data_query_engine/" class="md-nav__link"> Stock market data query engine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/streamlit_chatbot/" class="md-nav__link"> Streamlit chatbot </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/sub_question_weaviate/" class="md-nav__link"> Sub question weaviate </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/subdoc_summary/" class="md-nav__link"> Subdoc summary </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/tables/" class="md-nav__link"> Tables </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/timescale_vector_autoretrieval/" class="md-nav__link"> Timescale vector autoretrieval </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/trulens_eval_packs/" class="md-nav__link"> Trulens eval packs </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/vanna/" class="md-nav__link"> Vanna </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/vectara_rag/" class="md-nav__link"> Vectara rag </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/voyage_query_engine/" class="md-nav__link"> Voyage query engine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/zenguard/" class="md-nav__link"> Zenguard </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/packs/zephyr_query_engine/" class="md-nav__link"> Zephyr query engine </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 "> Memory </a> <label class="md-nav__link " for="__nav_7_14" id="__nav_7_14_label" tabindex="0"> </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"> 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"> Chat memory buffer </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/memory/mem0/" class="md-nav__link"> Mem0 </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/memory/simple_composable_memory/" class="md-nav__link"> Simple composable memory </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/memory/vector_memory/" class="md-nav__link"> Vector memory </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 "> Metadata Extractors </a> <label class="md-nav__link " for="__nav_7_15" id="__nav_7_15_label" tabindex="0"> </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"> 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"> Entity </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/keyword/" class="md-nav__link"> Keyword </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/llama_extract.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/marvin/" class="md-nav__link"> Marvin </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/pydantic/" class="md-nav__link"> Pydantic </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/question/" class="md-nav__link"> Question </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/relik/" class="md-nav__link"> Relik </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/summary/" class="md-nav__link"> Summary </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/extractors/title/" class="md-nav__link"> Title </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 "> Multi-Modal LLMs </a> <label class="md-nav__link " for="__nav_7_16" id="__nav_7_16_label" tabindex="0"> </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"> 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"> Anthropic </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/azure_openai/" class="md-nav__link"> Azure openai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/gemini/" class="md-nav__link"> Gemini </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/huggingface/" class="md-nav__link"> Huggingface </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/mistralai/" class="md-nav__link"> Mistralai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/nebius/" class="md-nav__link"> Nebius </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/nvidia/" class="md-nav__link"> Nvidia </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/ollama/" class="md-nav__link"> Ollama </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/openai/" class="md-nav__link"> Openai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/openvino/" class="md-nav__link"> Openvino </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/reka/" class="md-nav__link"> Reka </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/replicate/" class="md-nav__link"> Replicate </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/multi_modal_llms/zhipuai/" class="md-nav__link"> Zhipuai </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 "> Node Parsers & Text Splitters </a> <label class="md-nav__link " for="__nav_7_17" id="__nav_7_17_label" tabindex="0"> </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"> 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"> Alibabacloud aisearch </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parser/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parser/docling/" class="md-nav__link"> Docling </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parser/topic/" class="md-nav__link"> Topic </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/code/" class="md-nav__link"> Code </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/hierarchical/" class="md-nav__link"> Hierarchical </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/html/" class="md-nav__link"> Html </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/json/" class="md-nav__link"> Json </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/langchain/" class="md-nav__link"> Langchain </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/markdown/" class="md-nav__link"> Markdown </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/markdown_element/" class="md-nav__link"> Markdown element </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/semantic_splitter/" class="md-nav__link"> Semantic splitter </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/sentence_splitter/" class="md-nav__link"> Sentence splitter </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/sentence_window/" class="md-nav__link"> Sentence window </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/token_text_splitter/" class="md-nav__link"> Token text splitter </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/node_parsers/unstructured_element/" class="md-nav__link"> Unstructured element </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 "> Node Postprocessors </a> <label class="md-nav__link " for="__nav_7_18" id="__nav_7_18_label" tabindex="0"> </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"> 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"> NER PII </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/PII/" class="md-nav__link"> PII </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/alibabacloud_aisearch_rerank/" class="md-nav__link"> Alibabacloud aisearch rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/auto_prev_next/" class="md-nav__link"> Auto prev next </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/bedrock_rerank/" class="md-nav__link"> Bedrock rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/cohere_rerank/" class="md-nav__link"> Cohere rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/colbert_rerank/" class="md-nav__link"> Colbert rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/colpali_rerank/" class="md-nav__link"> Colpali rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/dashscope_rerank/" class="md-nav__link"> Dashscope rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/embedding_recency/" class="md-nav__link"> Embedding recency </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/fixed_recency/" class="md-nav__link"> Fixed recency </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/flag_embedding_reranker/" class="md-nav__link"> Flag embedding reranker </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/jinaai_rerank/" class="md-nav__link"> Jinaai rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/keyword/" class="md-nav__link"> Keyword </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/llm_rerank/" class="md-nav__link"> Llm rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/long_context_reorder/" class="md-nav__link"> Long context reorder </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/longllmlingua/" class="md-nav__link"> Longllmlingua </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/metadata_replacement/" class="md-nav__link"> Metadata replacement </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/mixedbreadai_rerank/" class="md-nav__link"> Mixedbreadai rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/nvidia_rerank/" class="md-nav__link"> Nvidia rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/openvino_rerank/" class="md-nav__link"> Openvino rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/pinecone_native_rerank/" class="md-nav__link"> Pinecone native rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/presidio/" class="md-nav__link"> Presidio </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/prev_next/" class="md-nav__link"> Prev next </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/rankgpt_rerank/" class="md-nav__link"> Rankgpt rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/rankllm_rerank/" class="md-nav__link"> Rankllm rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/sbert_rerank/" class="md-nav__link"> Sbert rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/sentence_optimizer/" class="md-nav__link"> Sentence optimizer </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/siliconflow_rerank/" class="md-nav__link"> Siliconflow rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/similarity/" class="md-nav__link"> Similarity </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/tei_rerank/" class="md-nav__link"> Tei rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/time_weighted/" class="md-nav__link"> Time weighted </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/voyageai_rerank/" class="md-nav__link"> Voyageai rerank </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/postprocessor/xinference_rerank/" class="md-nav__link"> Xinference rerank </a> </li> </ul> </nav> </li> <li class="md-nav__item 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aria-expanded="false"> <label class="md-nav__title" for="__nav_7_21"> 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"> Evaporate </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/guidance/" class="md-nav__link"> Guidance </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/llm_text_completion/" class="md-nav__link"> Llm text completion </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/lmformatenforcer/" class="md-nav__link"> Lmformatenforcer </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/multi_modal/" class="md-nav__link"> Multi modal </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/program/openai/" class="md-nav__link"> Openai </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 "> Prompts </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"> 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 "> Query Engines </a> <label class="md-nav__link " for="__nav_7_23" id="__nav_7_23_label" tabindex="0"> </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"> Query Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a 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</li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/custom/" class="md-nav__link"> Custom </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/knowledge_graph/" class="md-nav__link"> Knowledge graph </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/multi_step/" class="md-nav__link"> Multi step </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/pandas/" class="md-nav__link"> Pandas </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/retriever/" class="md-nav__link"> Retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/retriever_router/" class="md-nav__link"> Retriever router </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/retry/" class="md-nav__link"> Retry </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/router/" class="md-nav__link"> Router </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/simple_multi_modal/" class="md-nav__link"> Simple multi modal </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/sub_question/" class="md-nav__link"> Sub question </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/tool_retriever_router/" class="md-nav__link"> Tool retriever router </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_engine/transform/" class="md-nav__link"> Transform </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 "> Query Pipeline </a> <label class="md-nav__link " for="__nav_7_24" id="__nav_7_24_label" tabindex="0"> </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"> 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"> Agent </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/arg_pack/" class="md-nav__link"> Arg pack </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/custom/" class="md-nav__link"> Custom </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/function/" class="md-nav__link"> Function </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/input/" class="md-nav__link"> Input </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/llm/" class="md-nav__link"> Llm </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/multi_modal/" class="md-nav__link"> Multi modal </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/object/" class="md-nav__link"> Object </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/output_parser/" class="md-nav__link"> Output parser </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/postprocessor/" class="md-nav__link"> Postprocessor </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/prompt/" class="md-nav__link"> Prompt </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/query_engine/" class="md-nav__link"> Query engine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/query_transform/" class="md-nav__link"> Query transform </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/retriever/" class="md-nav__link"> Retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/router/" class="md-nav__link"> Router </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/synthesizer/" class="md-nav__link"> Synthesizer </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/query_pipeline/tool_runner/" class="md-nav__link"> Tool runner </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 "> Question Generators </a> <label class="md-nav__link " for="__nav_7_25" id="__nav_7_25_label" tabindex="0"> </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"> 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"> Guidance </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/question_gen/llm_question_gen/" class="md-nav__link"> Llm question gen </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/question_gen/openai/" class="md-nav__link"> Openai </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 "> Readers </a> <label class="md-nav__link " for="__nav_7_26" id="__nav_7_26_label" tabindex="0"> </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"> 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"> Agent search </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_cdk/" class="md-nav__link"> Airbyte cdk </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_gong/" class="md-nav__link"> Airbyte gong </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_hubspot/" class="md-nav__link"> Airbyte hubspot </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_salesforce/" class="md-nav__link"> Airbyte salesforce </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_shopify/" class="md-nav__link"> Airbyte shopify </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_stripe/" class="md-nav__link"> Airbyte stripe </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_typeform/" class="md-nav__link"> Airbyte typeform </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airbyte_zendesk_support/" class="md-nav__link"> Airbyte zendesk support </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/airtable/" class="md-nav__link"> Airtable </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/alibabacloud_aisearch/" class="md-nav__link"> Alibabacloud aisearch </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/apify/" class="md-nav__link"> Apify </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/arango_db/" class="md-nav__link"> Arango db </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/arxiv/" class="md-nav__link"> Arxiv </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/asana/" class="md-nav__link"> Asana </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/assemblyai/" class="md-nav__link"> Assemblyai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/astra_db/" class="md-nav__link"> Astra db </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/athena/" class="md-nav__link"> Athena </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/awadb/" class="md-nav__link"> Awadb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/azcognitive_search/" class="md-nav__link"> Azcognitive search </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/azstorage_blob/" class="md-nav__link"> Azstorage blob </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/azure_devops/" class="md-nav__link"> Azure devops </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/bagel/" class="md-nav__link"> Bagel </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/bilibili/" class="md-nav__link"> Bilibili </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/bitbucket/" class="md-nav__link"> Bitbucket </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/boarddocs/" class="md-nav__link"> Boarddocs </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/box/" class="md-nav__link"> Box </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/chatgpt_plugin/" class="md-nav__link"> Chatgpt plugin </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/chroma/" class="md-nav__link"> Chroma </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/clickhouse/" class="md-nav__link"> Clickhouse </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/confluence/" class="md-nav__link"> Confluence </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/couchbase/" class="md-nav__link"> Couchbase </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/couchdb/" class="md-nav__link"> Couchdb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/dad_jokes/" class="md-nav__link"> Dad jokes </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/dashvector/" class="md-nav__link"> Dashvector </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/database/" class="md-nav__link"> Database </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/deeplake/" class="md-nav__link"> Deeplake </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/discord/" class="md-nav__link"> Discord </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/docling/" class="md-nav__link"> Docling </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/docstring_walker/" class="md-nav__link"> Docstring walker </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/docugami/" class="md-nav__link"> Docugami </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/document360/" class="md-nav__link"> Document360 </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/earnings_call_transcript/" class="md-nav__link"> Earnings call transcript </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/faiss/" class="md-nav__link"> Faiss </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/feedly_rss/" class="md-nav__link"> Feedly rss </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/feishu_docs/" class="md-nav__link"> Feishu docs </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/feishu_wiki/" class="md-nav__link"> Feishu wiki </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/file/" class="md-nav__link"> File </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/firebase_realtimedb/" class="md-nav__link"> Firebase realtimedb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/firestore/" class="md-nav__link"> Firestore </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/gcs/" class="md-nav__link"> Gcs </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/genius/" class="md-nav__link"> Genius </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/gitbook/" class="md-nav__link"> Gitbook </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/github/" class="md-nav__link"> Github </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/gitlab/" class="md-nav__link"> Gitlab </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/google/" class="md-nav__link"> Google </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/gpt_repo/" class="md-nav__link"> Gpt repo </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/graphdb_cypher/" class="md-nav__link"> Graphdb cypher </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/graphql/" class="md-nav__link"> Graphql </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/guru/" class="md-nav__link"> Guru </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/hatena_blog/" class="md-nav__link"> Hatena blog </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/hive/" class="md-nav__link"> Hive </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/hubspot/" class="md-nav__link"> Hubspot </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/huggingface_fs/" class="md-nav__link"> Huggingface fs </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/hwp/" class="md-nav__link"> Hwp </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/iceberg/" class="md-nav__link"> Iceberg </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/imdb_review/" class="md-nav__link"> Imdb review </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/intercom/" class="md-nav__link"> Intercom </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/jaguar/" class="md-nav__link"> Jaguar </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/jira/" class="md-nav__link"> Jira </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/joplin/" class="md-nav__link"> Joplin </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/json/" class="md-nav__link"> Json </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/kaltura_esearch/" class="md-nav__link"> Kaltura esearch </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/kibela/" class="md-nav__link"> Kibela </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/lilac/" class="md-nav__link"> Lilac </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/linear/" class="md-nav__link"> Linear </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/llama_parse/" class="md-nav__link"> Llama parse </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/macrometa_gdn/" class="md-nav__link"> Macrometa gdn </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/make_com/" class="md-nav__link"> Make com </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mangadex/" class="md-nav__link"> Mangadex </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mangoapps_guides/" class="md-nav__link"> Mangoapps guides </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/maps/" class="md-nav__link"> Maps </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mbox/" class="md-nav__link"> Mbox </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/memos/" class="md-nav__link"> Memos </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/metal/" class="md-nav__link"> Metal </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/microsoft_onedrive/" class="md-nav__link"> Microsoft onedrive </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/microsoft_outlook/" class="md-nav__link"> Microsoft outlook </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/microsoft_sharepoint/" class="md-nav__link"> Microsoft sharepoint </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/milvus/" class="md-nav__link"> Milvus </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/minio/" class="md-nav__link"> Minio </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mondaydotcom/" class="md-nav__link"> Mondaydotcom </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/mongodb/" class="md-nav__link"> Mongodb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/myscale/" class="md-nav__link"> Myscale </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/notion/" class="md-nav__link"> Notion </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/nougat_ocr/" class="md-nav__link"> Nougat ocr </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/obsidian/" class="md-nav__link"> Obsidian </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/openalex/" class="md-nav__link"> Openalex </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/openapi/" class="md-nav__link"> Openapi </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/opendal/" class="md-nav__link"> Opendal </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/opensearch/" class="md-nav__link"> Opensearch </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/oracleai/" class="md-nav__link"> Oracleai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pandas_ai/" class="md-nav__link"> Pandas ai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/papers/" class="md-nav__link"> Papers </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/patentsview/" class="md-nav__link"> Patentsview </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pathway/" class="md-nav__link"> Pathway </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pdb/" class="md-nav__link"> Pdb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pdf_marker/" class="md-nav__link"> Pdf marker </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pdf_table/" class="md-nav__link"> Pdf table </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pebblo/" class="md-nav__link"> Pebblo </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/pinecone.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/preprocess/" class="md-nav__link"> Preprocess </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/psychic/" class="md-nav__link"> Psychic </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/qdrant/" class="md-nav__link"> Qdrant </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/quip/" class="md-nav__link"> Quip </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/rayyan/" class="md-nav__link"> Rayyan </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/readme/" class="md-nav__link"> Readme </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/readwise/" class="md-nav__link"> Readwise </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/reddit/" class="md-nav__link"> Reddit </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/remote/" class="md-nav__link"> Remote </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/remote_depth/" class="md-nav__link"> Remote depth </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/s3/" class="md-nav__link"> S3 </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/sec_filings/" class="md-nav__link"> Sec filings </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/semanticscholar/" class="md-nav__link"> Semanticscholar </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/simple_directory_reader/" class="md-nav__link"> Simple directory reader </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/singlestore/" class="md-nav__link"> Singlestore </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/slack/" class="md-nav__link"> Slack </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/smart_pdf_loader/" class="md-nav__link"> Smart pdf loader </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/snowflake/" class="md-nav__link"> Snowflake </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/snscrape_twitter/" class="md-nav__link"> Snscrape twitter </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/spotify/" class="md-nav__link"> Spotify </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/stackoverflow/" class="md-nav__link"> Stackoverflow </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/steamship/" class="md-nav__link"> Steamship </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/string_iterable/" class="md-nav__link"> String iterable </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/stripe_docs/" class="md-nav__link"> Stripe docs </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/structured_data/" class="md-nav__link"> Structured data </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/telegram/" class="md-nav__link"> Telegram </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/toggl/" class="md-nav__link"> Toggl </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/trello/" class="md-nav__link"> Trello </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/twitter/" class="md-nav__link"> Twitter </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/txtai/" class="md-nav__link"> Txtai </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/upstage/" class="md-nav__link"> Upstage </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/weather/" class="md-nav__link"> Weather </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/weaviate/" class="md-nav__link"> Weaviate </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/web/" class="md-nav__link"> Web </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/whatsapp/" class="md-nav__link"> Whatsapp </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/wikipedia/" class="md-nav__link"> Wikipedia </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/wordlift/" class="md-nav__link"> Wordlift </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/wordpress/" class="md-nav__link"> Wordpress </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/youtube_metadata/" class="md-nav__link"> Youtube metadata </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/youtube_transcript/" class="md-nav__link"> Youtube transcript </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/zendesk/" class="md-nav__link"> Zendesk </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/zep/" class="md-nav__link"> Zep </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/zulip/" class="md-nav__link"> Zulip </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/readers/zyte_serp/" class="md-nav__link"> Zyte serp </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 "> Response Synthesizers </a> <label class="md-nav__link " for="__nav_7_27" id="__nav_7_27_label" tabindex="0"> </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"> 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"> Accumulate </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/compact_accumulate/" class="md-nav__link"> Compact accumulate </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/compact_and_refine/" class="md-nav__link"> Compact and refine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/generation/" class="md-nav__link"> Generation </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/google/" class="md-nav__link"> Google </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/refine/" class="md-nav__link"> Refine </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/simple_summarize/" class="md-nav__link"> Simple summarize </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/response_synthesizers/tree_summarize/" class="md-nav__link"> Tree summarize </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 "> Retrievers </a> <label class="md-nav__link " for="__nav_7_28" id="__nav_7_28_label" tabindex="0"> </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"> 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"> Auto merging </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/bedrock/" class="md-nav__link"> Bedrock </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/bm25/" class="md-nav__link"> Bm25 </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/duckdb_retriever/" class="md-nav__link"> Duckdb retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/keyword/" class="md-nav__link"> Keyword </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/knowledge_graph/" class="md-nav__link"> Knowledge graph </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/mongodb_atlas_bm25_retriever/" class="md-nav__link"> Mongodb atlas bm25 retriever </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/pathway/" class="md-nav__link"> Pathway </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/query_fusion/" class="md-nav__link"> Query fusion </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/recursive/" class="md-nav__link"> Recursive </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/router/" class="md-nav__link"> Router </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/sql/" class="md-nav__link"> Sql </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/summary/" class="md-nav__link"> Summary </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/transform/" class="md-nav__link"> Transform </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/tree/" class="md-nav__link"> Tree </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/vector/" class="md-nav__link"> Vector </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/vertexai_search/" class="md-nav__link"> Vertexai search </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/videodb/" class="md-nav__link"> Videodb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/retrievers/you/" class="md-nav__link"> You </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 "> Schema </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"> 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"> Selectors </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"> 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"> Notdiamond </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"> Sparse Embeddings </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"> 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"> Fastembed </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"> Storage </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"> 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 "> Chat Store </a> <label class="md-nav__link " for="__nav_7_32_1" id="__nav_7_32_1_label" tabindex="0"> </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"> 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"> Azure </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/azurecosmosmongovcore/" class="md-nav__link"> Azurecosmosmongovcore </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/azurecosmosnosql/" class="md-nav__link"> Azurecosmosnosql </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/dynamodb/" class="md-nav__link"> Dynamodb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/postgres/" class="md-nav__link"> Postgres </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/redis/" class="md-nav__link"> Redis </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/simple/" class="md-nav__link"> Simple </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/chat_store/upstash/" class="md-nav__link"> Upstash </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 "> Docstore </a> <label class="md-nav__link " for="__nav_7_32_2" id="__nav_7_32_2_label" tabindex="0"> </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"> 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"> Azure </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/couchbase/" class="md-nav__link"> Couchbase </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/dynamodb/" class="md-nav__link"> Dynamodb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/firestore/" class="md-nav__link"> Firestore </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/mongodb/" class="md-nav__link"> Mongodb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/postgres/" class="md-nav__link"> Postgres </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/redis/" class="md-nav__link"> Redis </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/docstore/simple/" class="md-nav__link"> Simple </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 "> Graph Stores </a> <label class="md-nav__link " for="__nav_7_32_3" id="__nav_7_32_3_label" tabindex="0"> </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"> 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"> Falkordb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/kuzu/" class="md-nav__link"> Kuzu </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/memgraph/" class="md-nav__link"> Memgraph </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/nebula/" class="md-nav__link"> Nebula </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/neo4j/" class="md-nav__link"> Neo4j </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/neptune/" class="md-nav__link"> Neptune </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/simple/" class="md-nav__link"> Simple </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/graph_stores/tidb/" class="md-nav__link"> Tidb </a> </li> </ul> 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class="md-nav__item"> <a href="../../../api_reference/storage/index_store/dynamodb/" class="md-nav__link"> Dynamodb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/firestore/" class="md-nav__link"> Firestore </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/mongodb/" class="md-nav__link"> Mongodb </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/postgres/" class="md-nav__link"> Postgres </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/redis/" class="md-nav__link"> Redis </a> </li> <li class="md-nav__item"> <a href="../../../api_reference/storage/index_store/simple/" class="md-nav__link"> Simple </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input 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data-md-scrollfix> <li class="md-nav__item"> <a href="#calling-tools-directly" class="md-nav__link"> Calling tools directly </a> </li> <li class="md-nav__item"> <a href="#direct-prompting" class="md-nav__link"> Direct prompting </a> </li> <li class="md-nav__item"> <a href="#other-guides" class="md-nav__link"> Other Guides </a> </li> </ul> </nav> </div> </div> </div> <div class="md-content" data-md-component="content"> <article class="md-content__inner md-typeset"> <h1 id="low-level-structured-data-extraction">Low-level structured data extraction<a class="headerlink" href="#low-level-structured-data-extraction" title="Permanent link">#</a></h1> If your LLM supports tool calling and you need more direct control over how LlamaIndex extracts data, you can use <code>chat_with_tools</code> on an LLM directly. If your LLM does not support tool calling you can instruct your LLM directly and parse the output yourself. We’ll show how to do both. <h2 id="calling-tools-directly">Calling tools directly<a class="headerlink" href="#calling-tools-directly" title="Permanent link">#</a></h2> <div class="highlight"><pre><code>from llama_index.core.program.function_program import get_function_tool tool = get_function_tool(Invoice) resp = llm.chat_with_tools( [tool], # chat_history=chat_history, # can optionally pass in chat history instead of user_msg user_msg="Extract an invoice from the following text: " + text, # tool_choice="Invoice", # can optionally force the tool call ) tool_calls = llm.get_tool_calls_from_response( resp, error_on_no_tool_calls=False ) outputs = [] for tool_call in tool_calls: if tool_call.tool_name == "Invoice": outputs.append(Invoice(**tool_call.tool_kwargs)) # use your outputs print(outputs[0]) </code></pre></div> This is identical to <code>structured_predict</code> if the LLM has a tool calling API. However, if the LLM supports it you can optionally allow multiple tool calls. This has the effect of extracting multiple objects from the same input, as in this example: <div class="highlight"><pre><code>from llama_index.core.program.function_program import get_function_tool tool = get_function_tool(LineItem) resp = llm.chat_with_tools( [tool], user_msg="Extract line items from the following text: " + text, allow_parallel_tool_calls=True, ) tool_calls = llm.get_tool_calls_from_response( resp, error_on_no_tool_calls=False ) outputs = [] for tool_call in tool_calls: if tool_call.tool_name == "LineItem": outputs.append(LineItem(**tool_call.tool_kwargs)) # use your outputs print(outputs) </code></pre></div> If extracting multiple Pydantic objects from a single LLM call is your goal, this is how to do that. <h2 id="direct-prompting">Direct prompting<a class="headerlink" href="#direct-prompting" title="Permanent link">#</a></h2> If for some reason none of LlamaIndex’s attempts to make extraction easier are working for you, you can dispense with them and prompt the LLM directly and parse the output yourself, as here: <div class="highlight"><pre><code>schema = Invoice.model_json_schema() prompt = "Here is a JSON schema for an invoice: " + json.dumps( schema, indent=2 ) prompt += ( """ Extract an invoice from the following text. Format your output as a JSON object according to the schema above. Do not include any other text than the JSON object. Omit any markdown formatting. Do not include any preamble or explanation. """ + text ) response = llm.complete(prompt) print(response) invoice = Invoice.model_validate_json(response.text) pprint(invoice) </code></pre></div> Congratulations! You have learned everything there is to know about structured data extraction in LlamaIndex. <h2 id="other-guides">Other Guides<a class="headerlink" href="#other-guides" title="Permanent link">#</a></h2> For a deeper look at structured data extraction with LlamaIndex, check out the following guides: <ul> <li><a href="../../../module_guides/querying/structured_outputs/">Structured Outputs</a></li> <li><a href="../../../module_guides/querying/structured_outputs/pydantic_program/">Pydantic Programs</a></li> <li><a href="../../../module_guides/querying/structured_outputs/output_parser/">Output Parsing</a></li> </ul> </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="../structured_prediction/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Structured Prediction"> <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"> Previous <div class="md-ellipsis"> Structured Prediction </div> </div> </a> <a href="../../tracing_and_debugging/tracing_and_debugging/" class="md-footer__link md-footer__link--next" aria-label="Next: Tracing and Debugging"> <div class="md-footer__title"> Next <div class="md-ellipsis"> Tracing and Debugging </div> </div> <div class="md-footer__button md-icon"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11z"/></svg> </div> </a> </nav> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <readthedocs-flyout position="bottom-left"></readthedocs-flyout> </div> </div> </footer> <img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=2b5669c2-eb91-4d0a-81d6-dc7238350598" width="1" height="1" /> </div> <div class="md-dialog" data-md-component="dialog"> <div class="md-dialog__inner md-typeset"></div> </div> <script id="__config" type="application/json">{"base": "../../..", "features": ["navigation.instant", "navigation.tabs", "navigation.indexes", "navigation.top", "navigation.footer", "toc.follow", "content.code.copy", "search.suggest", "search.highlight"], "search": "../../../assets/javascripts/workers/search.6ce7567c.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script> <script src="../../../assets/javascripts/bundle.83f73b43.min.js"></script> <script src="../../../javascript/runllm.js"></script> <script src="../../../javascript/algolia.js"></script> </body> </html>

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Lower-level extraction - LlamaIndex