llama_index/docs/mkdocs.yml at v0.10.67 · hmmhmmhm/llama_index

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      permalink: "#"
      - LlamaIndex: index.md
      - getting_started/concepts.md
      - getting_started/installation.md
      - getting_started/reading.md
      - Starter Examples:
          - getting_started/starter_example.md
          - getting_started/starter_example_local.md
      - getting_started/discover_llamaindex.md
      - getting_started/customization.md
      - Starter Tools:
          - getting_started/starter_tools/index.md
          - getting_started/starter_tools/rag_cli.md
      - Building an LLM Application: ./understanding/index.md
      - Using LLMs: ./understanding/using_llms/using_llms.md
      - Building a RAG pipeline:
          - Loading & Ingestion:
              - ./understanding/loading/loading.md
              - ./understanding/loading/llamahub.md
          - Indexing & Embedding: ./understanding/indexing/indexing.md
          - Storing: ./understanding/storing/storing.md
          - Querying: ./understanding/querying/querying.md
      - Building an agent:
          - Building a basic agent: ./understanding/agent/basic_agent.md
          - Agents with local models: ./understanding/agent/local_models.md
          - Adding RAG to an agent: ./understanding/agent/rag_agent.md
          - Enhancing with LlamaParse: ./understanding/agent/llamaparse.md
          - Memory: ./understanding/agent/memory.md
          - Adding other tools: ./understanding/agent/tools.md
      - Tracing and Debugging: ./understanding/tracing_and_debugging/tracing_and_debugging.md
      - Evaluating:
          - ./understanding/evaluating/evaluating.md
          - Cost Analysis:
              - ./understanding/evaluating/cost_analysis/index.md
              - ./understanding/evaluating/cost_analysis/usage_pattern.md
      - Putting it all Together:
          - ./understanding/putting_it_all_together/index.md
          - Full-stack web application: ./understanding/putting_it_all_together/apps/
          - Q&A Patterns: ./understanding/putting_it_all_together/q_and_a/
          - Chatbots: ./understanding/putting_it_all_together/chatbots/
          - Structured data: ./understanding/putting_it_all_together/structured_data/
          - Agents: ./understanding/putting_it_all_together/agents.md
  - Use Cases:
      - ./use_cases/index.md
      - Prompting: ./use_cases/prompting.md
      - Question-Answering (RAG): ./use_cases/q_and_a/index.md
      - Chatbots: ./use_cases/chatbots.md
      - Structured Data Extraction: ./use_cases/extraction.md
      - Agents: ./use_cases/agents.md
      - Multi-Modal Applications: ./use_cases/multimodal.md
      - Fine-Tuning: ./use_cases/fine_tuning.md
  - Examples:
      - ./examples/index.md
      - Agents:
          - ./examples/agent/Chatbot_SEC.ipynb
          - ./examples/agent/agent_builder.ipynb
          - ./examples/agent/agent_runner/agent_around_query_pipeline_with_HyDE_for_PDFs.ipynb
          - ./examples/agent/agent_runner/agent_runner.ipynb
          - ./examples/agent/agent_runner/agent_runner_rag_controllable.ipynb
          - ./examples/agent/agent_runner/query_pipeline_agent.ipynb
          - ./examples/agent/agentic_rag_using_vertex_ai.ipynb
          - ./examples/agent/agentic_rag_with_llamaindex_and_vertexai_managed_index.ipynb
          - ./examples/agent/anthropic_agent.ipynb
          - ./examples/agent/bedrock_converse_agent.ipynb
          - ./examples/agent/coa_agent.ipynb
          - ./examples/agent/custom_agent.ipynb
          - ./examples/agent/dashscope_agent.ipynb
          - ./examples/agent/introspective_agent_toxicity_reduction.ipynb
          - ./examples/agent/lats_agent.ipynb
          - ./examples/agent/llm_compiler.ipynb
          - ./examples/agent/memory/composable_memory.ipynb
          - ./examples/agent/memory/vector_memory.ipynb
          - ./examples/agent/mistral_agent.ipynb
          - ./examples/agent/multi_document_agents-v1.ipynb
          - ./examples/agent/multi_document_agents.ipynb
          - ./examples/agent/openai_agent.ipynb
          - ./examples/agent/openai_agent_context_retrieval.ipynb
          - ./examples/agent/openai_agent_lengthy_tools.ipynb
          - ./examples/agent/openai_agent_parallel_function_calling.ipynb
          - ./examples/agent/openai_agent_query_cookbook.ipynb
          - ./examples/agent/openai_agent_query_plan.ipynb
          - ./examples/agent/openai_agent_retrieval.ipynb
          - ./examples/agent/openai_agent_tool_call_parser.ipynb
          - ./examples/agent/openai_agent_with_query_engine.ipynb
          - ./examples/agent/openai_assistant_agent.ipynb
          - ./examples/agent/openai_assistant_query_cookbook.ipynb
          - ./examples/agent/openai_forced_function_call.ipynb
          - ./examples/agent/openai_retrieval_benchmark.ipynb
          - ./examples/agent/react_agent.ipynb
          - ./examples/agent/react_agent_with_query_engine.ipynb
          - ./examples/agent/return_direct_agent.ipynb
          - ./examples/agent/structured_planner.ipynb
      - Chat Engines:
          - ./examples/chat_engine/chat_engine_best.ipynb
          - ./examples/chat_engine/chat_engine_condense_plus_context.ipynb
          - ./examples/chat_engine/chat_engine_condense_question.ipynb
          - ./examples/chat_engine/chat_engine_context.ipynb
          - ./examples/chat_engine/chat_engine_openai.ipynb
          - ./examples/chat_engine/chat_engine_personality.ipynb
          - ./examples/chat_engine/chat_engine_react.ipynb
          - ./examples/chat_engine/chat_engine_repl.ipynb
      - Cookbooks:
          - ./examples/cookbooks/GraphRAG_v1.ipynb
          - ./examples/cookbooks/GraphRAG_v2.ipynb
          - ./examples/cookbooks/anthropic_haiku.ipynb
          - ./examples/cookbooks/cleanlab_tlm_rag.ipynb
          - ./examples/cookbooks/codestral.ipynb
          - ./examples/cookbooks/cohere_retriever_eval.ipynb
          - ./examples/cookbooks/crewai_llamaindex.ipynb
          - ./examples/cookbooks/llama3_cookbook.ipynb
          - ./examples/cookbooks/llama3_cookbook_groq.ipynb
          - ./examples/cookbooks/llama3_cookbook_ollama_replicate.ipynb
          - ./examples/cookbooks/mistralai.ipynb
          - ./examples/cookbooks/mixedbread_reranker.ipynb
          - ./examples/cookbooks/prometheus2_cookbook.ipynb
      - Customization:
          - ./examples/customization/llms/AzureOpenAI.ipynb
          - ./examples/customization/llms/SimpleIndexDemo-ChatGPT.ipynb
          - ./examples/customization/llms/SimpleIndexDemo-Huggingface_camel.ipynb
          - ./examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb
          - ./examples/customization/prompts/chat_prompts.ipynb
          - ./examples/customization/prompts/completion_prompts.ipynb
          - ./examples/customization/streaming/SimpleIndexDemo-streaming.ipynb
          - ./examples/customization/streaming/chat_engine_condense_question_stream_response.ipynb
      - Data Connectors:
          - ./examples/data_connectors/ChromaDemo.ipynb
          - ./examples/data_connectors/DashvectorReaderDemo.ipynb
          - ./examples/data_connectors/DatabaseReaderDemo.ipynb
          - ./examples/data_connectors/DeepLakeReader.ipynb
          - ./examples/data_connectors/DiscordDemo.ipynb
          - ./examples/data_connectors/FaissDemo.ipynb
          - ./examples/data_connectors/GithubRepositoryReaderDemo.ipynb
          - ./examples/data_connectors/GoogleChatDemo.ipynb
          - ./examples/data_connectors/GoogleDocsDemo.ipynb
          - ./examples/data_connectors/GoogleDriveDemo.ipynb
          - ./examples/data_connectors/GoogleMapsTextSearchReaderDemo.ipynb
          - ./examples/data_connectors/GoogleSheetsDemo.ipynb
          - ./examples/data_connectors/MakeDemo.ipynb
          - ./examples/data_connectors/MboxReaderDemo.ipynb
          - ./examples/data_connectors/MilvusReaderDemo.ipynb
          - ./examples/data_connectors/MongoDemo.ipynb
          - ./examples/data_connectors/MyScaleReaderDemo.ipynb
          - ./examples/data_connectors/NotionDemo.ipynb
          - ./examples/data_connectors/ObsidianReaderDemo.ipynb
          - ./examples/data_connectors/PathwayReaderDemo.ipynb
          - ./examples/data_connectors/PineconeDemo.ipynb
          - ./examples/data_connectors/PsychicDemo.ipynb
          - ./examples/data_connectors/QdrantDemo.ipynb
          - ./examples/data_connectors/SlackDemo.ipynb
          - ./examples/data_connectors/TwitterDemo.ipynb
          - ./examples/data_connectors/WeaviateDemo.ipynb
          - ./examples/data_connectors/WebPageDemo.ipynb
          - ./examples/data_connectors/deplot/DeplotReader.ipynb
          - ./examples/data_connectors/html_tag_reader.ipynb
          - ./examples/data_connectors/simple_directory_reader.ipynb
          - ./examples/data_connectors/simple_directory_reader_parallel.ipynb
          - ./examples/data_connectors/simple_directory_reader_remote_fs.ipynb
      - Discover LlamaIndex:
          - ./examples/discover_llamaindex/document_management/Discord_Thread_Management.ipynb
      - Docstores:
          - ./examples/docstore/AzureDocstoreDemo.ipynb
          - ./examples/docstore/DocstoreDemo.ipynb
          - ./examples/docstore/DynamoDBDocstoreDemo.ipynb
          - ./examples/docstore/FirestoreDemo.ipynb
          - ./examples/docstore/MongoDocstoreDemo.ipynb
          - ./examples/docstore/RedisDocstoreIndexStoreDemo.ipynb
      - Embeddings:
          - ./examples/embeddings/Anyscale.ipynb
          - ./examples/embeddings/Langchain.ipynb
          - ./examples/embeddings/OpenAI.ipynb
          - ./examples/embeddings/alephalpha.ipynb
          - ./examples/embeddings/bedrock.ipynb
          - ./examples/embeddings/clarifai.ipynb
          - ./examples/embeddings/cloudflare_workersai.ipynb
          - ./examples/embeddings/cohereai.ipynb
          - ./examples/embeddings/custom_embeddings.ipynb
          - ./examples/embeddings/dashscope_embeddings.ipynb
          - ./examples/embeddings/databricks.ipynb
          - ./examples/embeddings/deepinfra.ipynb
          - ./examples/embeddings/elasticsearch.ipynb
          - ./examples/embeddings/fastembed.ipynb
          - ./examples/embeddings/fireworks.ipynb
          - ./examples/embeddings/gemini.ipynb
          - ./examples/embeddings/google_palm.ipynb
          - ./examples/embeddings/gradient.ipynb
          - ./examples/embeddings/huggingface.ipynb
          - ./examples/embeddings/ibm_watsonx.ipynb
          - ./examples/embeddings/ipex_llm.ipynb
          - ./examples/embeddings/ipex_llm_gpu.ipynb
          - ./examples/embeddings/itrex.ipynb
          - ./examples/embeddings/jina_embeddings.ipynb
          - ./examples/embeddings/jinaai_embeddings.ipynb
          - ./examples/embeddings/llamafile.ipynb
          - ./examples/embeddings/llm_rails.ipynb
          - ./examples/embeddings/mistralai.ipynb
          - ./examples/embeddings/mixedbreadai.ipynb
          - ./examples/embeddings/nomic.ipynb
          - ./examples/embeddings/nvidia.ipynb
          - ./examples/embeddings/oci_genai.ipynb
          - ./examples/embeddings/octoai.ipynb
          - ./examples/embeddings/ollama_embedding.ipynb
          - ./examples/embeddings/openvino.ipynb
          - ./examples/embeddings/optimum_intel.ipynb
          - ./examples/embeddings/premai.ipynb
          - ./examples/embeddings/sagemaker_embedding_endpoint.ipynb
          - ./examples/embeddings/text_embedding_inference.ipynb
          - ./examples/embeddings/textembed.ipynb
          - ./examples/embeddings/together.ipynb
          - ./examples/embeddings/upstage.ipynb
          - ./examples/embeddings/voyageai.ipynb
          - ./examples/embeddings/yandexgpt.ipynb
      - Evaluation:
          - ./examples/evaluation/BeirEvaluation.ipynb
          - ./examples/evaluation/Deepeval.ipynb
          - ./examples/evaluation/HotpotQADistractor.ipynb
          - ./examples/evaluation/QuestionGeneration.ipynb
          - ./examples/evaluation/RAGChecker.ipynb
          - ./examples/evaluation/RetryQuery.ipynb
          - ./examples/evaluation/TonicValidateEvaluators.ipynb
          - ./examples/evaluation/UpTrain.ipynb
          - ./examples/evaluation/answer_and_context_relevancy.ipynb
          - ./examples/evaluation/batch_eval.ipynb
          - ./examples/evaluation/correctness_eval.ipynb
          - ./examples/evaluation/faithfulness_eval.ipynb
          - ./examples/evaluation/guideline_eval.ipynb
          - ./examples/evaluation/mt_bench_human_judgement.ipynb
          - ./examples/evaluation/mt_bench_single_grading.ipynb
          - ./examples/evaluation/multi_modal/multi_modal_rag_evaluation.ipynb
          - ./examples/evaluation/pairwise_eval.ipynb
          - ./examples/evaluation/prometheus_evaluation.ipynb
          - ./examples/evaluation/relevancy_eval.ipynb
          - ./examples/evaluation/retrieval/retriever_eval.ipynb
          - ./examples/evaluation/semantic_similarity_eval.ipynb
      - Finetuning:
          - ./examples/finetuning/cross_encoder_finetuning/cross_encoder_finetuning.ipynb
          - ./examples/finetuning/embeddings/finetune_embedding.ipynb
          - ./examples/finetuning/embeddings/finetune_embedding_adapter.ipynb
          - ./examples/finetuning/gradient/gradient_fine_tuning.ipynb
          - ./examples/finetuning/gradient/gradient_structured.ipynb
          - ./examples/finetuning/gradient/gradient_text2sql.ipynb
          - ./examples/finetuning/llm_judge/correctness/finetune_llm_judge_single_grading_correctness.ipynb
          - ./examples/finetuning/llm_judge/pairwise/finetune_llm_judge.ipynb
          - ./examples/finetuning/mistralai_fine_tuning.ipynb
          - ./examples/finetuning/openai_fine_tuning.ipynb
          - ./examples/finetuning/openai_fine_tuning_functions.ipynb
          - ./examples/finetuning/react_agent/react_agent_finetune.ipynb
          - ./examples/finetuning/rerankers/cohere_custom_reranker.ipynb
          - ./examples/finetuning/router/router_finetune.ipynb
      - Ingestion:
          - ./examples/ingestion/advanced_ingestion_pipeline.ipynb
          - ./examples/ingestion/async_ingestion_pipeline.ipynb
          - ./examples/ingestion/document_management_pipeline.ipynb
          - ./examples/ingestion/ingestion_gdrive.ipynb
          - ./examples/ingestion/parallel_execution_ingestion_pipeline.ipynb
          - ./examples/ingestion/redis_ingestion_pipeline.ipynb
      - LLMs:
          - ./examples/llm/ai21.ipynb
          - ./examples/llm/alephalpha.ipynb
          - ./examples/llm/anthropic.ipynb
          - ./examples/llm/anyscale.ipynb
          - ./examples/llm/azure_inference.ipynb
          - ./examples/llm/azure_openai.ipynb
          - ./examples/llm/bedrock.ipynb
          - ./examples/llm/bedrock_converse.ipynb
          - ./examples/llm/clarifai.ipynb
          - ./examples/llm/cleanlab.ipynb
          - ./examples/llm/cohere.ipynb
          - ./examples/llm/dashscope.ipynb
          - ./examples/llm/databricks.ipynb
          - ./examples/llm/deepinfra.ipynb
          - ./examples/llm/everlyai.ipynb
          - ./examples/llm/fireworks.ipynb
          - ./examples/llm/fireworks_cookbook.ipynb
          - ./examples/llm/friendli.ipynb
          - ./examples/llm/gemini.ipynb
          - ./examples/llm/gradient_base_model.ipynb
          - ./examples/llm/gradient_model_adapter.ipynb
          - ./examples/llm/groq.ipynb
          - ./examples/llm/huggingface.ipynb
          - ./examples/llm/ibm_watsonx.ipynb
          - ./examples/llm/ipex_llm.ipynb
          - ./examples/llm/ipex_llm_gpu.ipynb
          - ./examples/llm/konko.ipynb
          - ./examples/llm/langchain.ipynb
          - ./examples/llm/litellm.ipynb
          - ./examples/llm/llama_2.ipynb
          - ./examples/llm/llama_2_llama_cpp.ipynb
          - ./examples/llm/llama_2_rap_battle.ipynb
          - ./examples/llm/llama_api.ipynb
          - ./examples/llm/llamafile.ipynb
          - ./examples/llm/llm_predictor.ipynb
          - ./examples/llm/lmstudio.ipynb
          - ./examples/llm/localai.ipynb
          - ./examples/llm/maritalk.ipynb
          - ./examples/llm/mistral_rs.ipynb
          - ./examples/llm/mistralai.ipynb
          - ./examples/llm/mlx.ipynb
          - ./examples/llm/modelscope.ipynb
          - ./examples/llm/monsterapi.ipynb
          - ./examples/llm/mymagic.ipynb
          - ./examples/llm/neutrino.ipynb
          - ./examples/llm/nvidia.ipynb
          - ./examples/llm/nvidia_nim.ipynb
          - ./examples/llm/nvidia_tensorrt.ipynb
          - ./examples/llm/nvidia_triton.ipynb
          - ./examples/llm/oci_genai.ipynb
          - ./examples/llm/octoai.ipynb
          - ./examples/llm/ollama.ipynb
          - ./examples/llm/ollama_gemma.ipynb
          - ./examples/llm/openai.ipynb
          - ./examples/llm/openai_json_vs_function_calling.ipynb
          - ./examples/llm/openllm.ipynb
          - ./examples/llm/openrouter.ipynb
          - ./examples/llm/openvino.ipynb
          - ./examples/llm/optimum_intel.ipynb
          - ./examples/llm/paieas.ipynb
          - ./examples/llm/palm.ipynb
          - ./examples/llm/perplexity.ipynb
          - ./examples/llm/portkey.ipynb
          - ./examples/llm/predibase.ipynb
          - ./examples/llm/premai.ipynb
          - ./examples/llm/qianfan.ipynb
          - ./examples/llm/rungpt.ipynb
          - ./examples/llm/sagemaker_endpoint_llm.ipynb
          - ./examples/llm/sambanova.ipynb
          - ./examples/llm/solar.ipynb
          - ./examples/llm/together.ipynb
          - ./examples/llm/unify.ipynb
          - ./examples/llm/upstage.ipynb
          - ./examples/llm/vertex.ipynb
          - ./examples/llm/vicuna.ipynb
          - ./examples/llm/vllm.ipynb
          - ./examples/llm/xinference_local_deployment.ipynb
          - ./examples/llm/yi.ipynb
      - Llama Datasets:
          - ./examples/llama_dataset/downloading_llama_datasets.ipynb
          - ./examples/llama_dataset/labelled-rag-datasets.ipynb
          - ./examples/llama_dataset/ragdataset_submission_template.ipynb
          - ./examples/llama_dataset/uploading_llama_dataset.ipynb
      - Llama Hub:
          - ./examples/llama_hub/llama_hub.ipynb
          - ./examples/llama_hub/llama_pack_ollama.ipynb
          - ./examples/llama_hub/llama_pack_resume.ipynb
          - ./examples/llama_hub/llama_packs_example.ipynb
      - Low Level:
          - ./examples/low_level/evaluation.ipynb
          - ./examples/low_level/fusion_retriever.ipynb
          - ./examples/low_level/ingestion.ipynb
          - ./examples/low_level/oss_ingestion_retrieval.ipynb
          - ./examples/low_level/response_synthesis.ipynb
          - ./examples/low_level/retrieval.ipynb
          - ./examples/low_level/router.ipynb
          - ./examples/low_level/vector_store.ipynb
      - Managed Indexes:
          - ./examples/managed/BGEM3Demo.ipynb
          - ./examples/managed/GoogleDemo.ipynb
          - ./examples/managed/PostgresMLDemo.ipynb
          - ./examples/managed/VertexAIDemo.ipynb
          - ./examples/managed/manage_retrieval_benchmark.ipynb
          - ./examples/managed/vectaraDemo.ipynb
          - ./examples/managed/zcpDemo.ipynb
      - Metadata Extractors:
          - ./examples/metadata_extraction/EntityExtractionClimate.ipynb
          - ./examples/metadata_extraction/MarvinMetadataExtractorDemo.ipynb
          - ./examples/metadata_extraction/MetadataExtractionSEC.ipynb
          - ./examples/metadata_extraction/MetadataExtraction_LLMSurvey.ipynb
          - ./examples/metadata_extraction/PydanticExtractor.ipynb
      - Multi-Modal:
          - ./examples/multi_modal/ChromaMultiModalDemo.ipynb
          - ./examples/multi_modal/anthropic_multi_modal.ipynb
          - ./examples/multi_modal/azure_openai_multi_modal.ipynb
          - ./examples/multi_modal/dashscope_multi_modal.ipynb
          - ./examples/multi_modal/gemini.ipynb
          - ./examples/multi_modal/gpt4o_mm_structured_outputs.ipynb
          - ./examples/multi_modal/gpt4v_experiments_cot.ipynb
          - ./examples/multi_modal/gpt4v_multi_modal_retrieval.ipynb
          - ./examples/multi_modal/image_to_image_retrieval.ipynb
          - ./examples/multi_modal/llava_demo.ipynb
          - ./examples/multi_modal/llava_multi_modal_tesla_10q.ipynb
          - ./examples/multi_modal/mm_agent.ipynb
          - ./examples/multi_modal/multi_modal_pydantic.ipynb
          - ./examples/multi_modal/multi_modal_rag_nomic.ipynb
          - ./examples/multi_modal/multi_modal_retrieval.ipynb
          - ./examples/multi_modal/multi_modal_video_RAG.ipynb
          - ./examples/multi_modal/multi_modal_videorag_videodb.ipynb
          - ./examples/multi_modal/ollama_cookbook.ipynb
          - ./examples/multi_modal/openai_multi_modal.ipynb
          - ./examples/multi_modal/replicate_multi_modal.ipynb
          - ./examples/multi_modal/structured_image_retrieval.ipynb
      - Multi-Tenancy:
          - ./examples/multi_tenancy/multi_tenancy_rag.ipynb
      - Node Parsers & Text Splitters:
          - ./examples/node_parsers/semantic_chunking.ipynb
          - ./examples/node_parsers/semantic_double_merging_chunking.ipynb
      - Node Postprocessors:
          - ./examples/node_postprocessor/CohereRerank.ipynb
          - ./examples/node_postprocessor/ColbertRerank.ipynb
          - ./examples/node_postprocessor/FileNodeProcessors.ipynb
          - ./examples/node_postprocessor/FlagEmbeddingReranker.ipynb
          - ./examples/node_postprocessor/JinaRerank.ipynb
          - ./examples/node_postprocessor/LLMReranker-Gatsby.ipynb
          - ./examples/node_postprocessor/LLMReranker-Lyft-10k.ipynb
          - ./examples/node_postprocessor/LongContextReorder.ipynb
          - ./examples/node_postprocessor/MetadataReplacementDemo.ipynb
          - ./examples/node_postprocessor/MixedbreadAIRerank.ipynb
          - ./examples/node_postprocessor/NVIDIARerank.ipynb
          - ./examples/node_postprocessor/OptimizerDemo.ipynb
          - ./examples/node_postprocessor/PII.ipynb
          - ./examples/node_postprocessor/PrevNextPostprocessorDemo.ipynb
          - ./examples/node_postprocessor/RecencyPostprocessorDemo.ipynb
          - ./examples/node_postprocessor/SentenceTransformerRerank.ipynb
          - ./examples/node_postprocessor/TimeWeightedPostprocessorDemo.ipynb
          - ./examples/node_postprocessor/VoyageAIRerank.ipynb
          - ./examples/node_postprocessor/openvino_rerank.ipynb
          - ./examples/node_postprocessor/rankGPT.ipynb
          - ./examples/node_postprocessor/rankLLM.ipynb
      - Object Stores:
          - ./examples/objects/object_index.ipynb
      - Observability:
          - ./examples/observability/AimCallback.ipynb
          - ./examples/observability/HoneyHiveLlamaIndexTracer.ipynb
          - ./examples/observability/LangfuseCallbackHandler.
10BC8
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          - ./examples/observability/LlamaDebugHandler.ipynb
          - ./examples/observability/MLflow.ipynb
          - ./examples/observability/OpenInferenceCallback.ipynb
          - ./examples/observability/OpenLLMetry.ipynb
          - ./examples/observability/PromptLayerHandler.ipynb
          - ./examples/observability/TokenCountingHandler.ipynb
          - ./examples/observability/UpTrainCallback.ipynb
          - ./examples/observability/WandbCallbackHandler.ipynb
      - Output Parsers:
          - ./examples/output_parsing/GuardrailsDemo.ipynb
          - ./examples/output_parsing/LangchainOutputParserDemo.ipynb
          - ./examples/output_parsing/df_program.ipynb
          - ./examples/output_parsing/evaporate_program.ipynb
          - ./examples/output_parsing/function_program.ipynb
          - ./examples/output_parsing/guidance_pydantic_program.ipynb
          - ./examples/output_parsing/guidance_sub_question.ipynb
          - ./examples/output_parsing/llm_program.ipynb
          - ./examples/output_parsing/lmformatenforcer_pydantic_program.ipynb
          - ./examples/output_parsing/lmformatenforcer_regular_expressions.ipynb
          - ./examples/output_parsing/openai_pydantic_program.ipynb
          - ./examples/output_parsing/openai_sub_question.ipynb
      - Param Optimizer:
          - ./examples/param_optimizer/param_optimizer.ipynb
      - Prompts:
          - ./examples/prompts/advanced_prompts.ipynb
          - ./examples/prompts/emotion_prompt.ipynb
          - ./examples/prompts/prompt_mixin.ipynb
          - ./examples/prompts/prompt_optimization.ipynb
          - ./examples/prompts/prompts_rag.ipynb
      - Property Graph:
          - ./examples/property_graph/graph_store.ipynb
          - ./examples/property_graph/property_graph_advanced.ipynb
          - ./examples/property_graph/property_graph_basic.ipynb
          - ./examples/property_graph/property_graph_custom_retriever.ipynb
          - ./examples/property_graph/property_graph_neo4j.ipynb
      - Query Engines:
          - ./examples/query_engine/CustomRetrievers.ipynb
          - ./examples/query_engine/JSONalyze_query_engine.ipynb
          - ./examples/query_engine/JointQASummary.ipynb
          - ./examples/query_engine/RetrieverRouterQueryEngine.ipynb
          - ./examples/query_engine/RouterQueryEngine.ipynb
          - ./examples/query_engine/SQLAutoVectorQueryEngine.ipynb
          - ./examples/query_engine/SQLJoinQueryEngine.ipynb
          - ./examples/query_engine/SQLRouterQueryEngine.ipynb
          - ./examples/query_engine/citation_query_engine.ipynb
          - ./examples/query_engine/cogniswitch_query_engine.ipynb
          - ./examples/query_engine/custom_query_engine.ipynb
          - ./examples/query_engine/ensemble_query_engine.ipynb
          - ./examples/query_engine/flare_query_engine.ipynb
          - ./examples/query_engine/json_query_engine.ipynb
          - ./examples/query_engine/knowledge_graph_query_engine.ipynb
          - ./examples/query_engine/knowledge_graph_rag_query_engine.ipynb
          - ./examples/query_engine/multi_doc_auto_retrieval/multi_doc_auto_retrieval.ipynb
          - ./examples/query_engine/pandas_query_engine.ipynb
          - ./examples/query_engine/pdf_tables/recursive_retriever.ipynb
          - ./examples/query_engine/pgvector_sql_query_engine.ipynb
          - ./examples/query_engine/pydantic_query_engine.ipynb
          - ./examples/query_engine/recursive_retriever_agents.ipynb
          - ./examples/query_engine/sec_tables/tesla_10q_table.ipynb
          - ./examples/query_engine/sub_question_query_engine.ipynb
      - Query Pipeline:
          - ./examples/pipeline/query_pipeline.ipynb
          - ./examples/pipeline/query_pipeline_async.ipynb
          - ./examples/pipeline/query_pipeline_memory.ipynb
          - ./examples/pipeline/query_pipeline_pandas.ipynb
          - ./examples/pipeline/query_pipeline_routing.ipynb
          - ./examples/pipeline/query_pipeline_sql.ipynb
      - Query Transformations:
          - ./examples/query_transformations/HyDEQueryTransformDemo.ipynb
          - ./examples/query_transformations/SimpleIndexDemo-multistep.ipynb
          - ./examples/query_transformations/query_transform_cookbook.ipynb
      - Response Synthesizers:
          - ./examples/response_synthesizers/custom_prompt_synthesizer.ipynb
          - ./examples/response_synthesizers/long_context_test.ipynb
          - ./examples/response_synthesizers/pydantic_tree_summarize.ipynb
          - ./examples/response_synthesizers/refine.ipynb
          - ./examples/response_synthesizers/structured_refine.ipynb
          - ./examples/response_synthesizers/tree_summarize.ipynb
      - Retrievers:
          - ./examples/retrievers/auto_merging_retriever.ipynb
          - ./examples/retrievers/auto_vs_recursive_retriever.ipynb
          - ./examples/retrievers/bedrock_retriever.ipynb
          - ./examples/retrievers/bm25_retriever.ipynb
          - ./examples/retrievers/composable_retrievers.ipynb
          - ./examples/retrievers/deep_memory.ipynb
          - ./examples/retrievers/ensemble_retrieval.ipynb
          - ./examples/retrievers/multi_doc_together_hybrid.ipynb
          - ./examples/retrievers/pathway_retriever.ipynb
          - ./examples/retrievers/reciprocal_rerank_fusion.ipynb
          - ./examples/retrievers/recurisve_retriever_nodes_braintrust.ipynb
          - ./examples/retrievers/recursive_retriever_nodes.ipynb
          - ./examples/retrievers/relative_score_dist_fusion.ipynb
          - ./examples/retrievers/router_retriever.ipynb
          - ./examples/retrievers/simple_fusion.ipynb
          - ./examples/retrievers/vectara_auto_retriever.ipynb
          - ./examples/retrievers/vertex_ai_search_retriever.ipynb
          - ./examples/retrievers/videodb_retriever.ipynb
          - ./examples/retrievers/you_retriever.ipynb
      - Tools:
          - ./examples/tools/OnDemandLoaderTool.ipynb
          - ./examples/tools/azure_code_interpreter.ipynb
          - ./examples/tools/cassandra.ipynb
          - ./examples/tools/eval_query_engine_tool.ipynb
      - Transforms:
          - ./examples/transforms/TransformsEval.ipynb
      - Use Cases:
          - ./examples/usecases/10k_sub_question.ipynb
          - ./examples/usecases/10q_sub_question.ipynb
          - ./examples/usecases/email_data_extraction.ipynb
          - ./examples/usecases/github_issue_analysis.ipynb
      - Vector Stores:
          - ./examples/vector_stores/AWSDocDBDemo.ipynb
          - ./examples/vector_stores/AlibabaCloudOpenSearchIndexDemo.ipynb
          - ./examples/vector_stores/AmazonNeptuneVectorDemo.ipynb
          - ./examples/vector_stores/AnalyticDBDemo.ipynb
          - ./examples/vector_stores/AstraDBIndexDemo.ipynb
          - ./examples/vector_stores/AsyncIndexCreationDemo.ipynb
          - ./examples/vector_stores/AwadbDemo.ipynb
          - ./examples/vector_stores/AzureAISearchIndexDemo.ipynb
          - ./examples/vector_stores/AzureCosmosDBMongoDBvCoreDemo.ipynb
          - ./examples/vector_stores/BagelAutoRetriever.ipynb
          - ./examples/vector_stores/BagelIndexDemo.ipynb
          - ./examples/vector_stores/BaiduVectorDBIndexDemo.ipynb
          - ./examples/vector_stores/CassandraIndexDemo.ipynb
          - ./examples/vector_stores/ChromaFireworksNomic.ipynb
          - ./examples/vector_stores/ChromaIndexDemo.ipynb
          - ./examples/vector_stores/ClickHouseIndexDemo.ipynb
          - ./examples/vector_stores/CouchbaseVectorStoreDemo.ipynb
          - ./examples/vector_stores/DashvectorIndexDemo.ipynb
          - ./examples/vector_stores/DatabricksVectorSearchDemo.ipynb
          - ./examples/vector_stores/DeepLakeIndexDemo.ipynb
          - ./examples/vector_stores/DocArrayHnswIndexDemo.ipynb
          - ./examples/vector_stores/DocArrayInMemoryIndexDemo.ipynb
          - ./examples/vector_stores/DuckDBDemo.ipynb
          - ./examples/vector_stores/ElasticsearchIndexDemo.ipynb
          - ./examples/vector_stores/Elasticsearch_demo.ipynb
          - ./examples/vector_stores/EpsillaIndexDemo.ipynb
          - ./examples/vector_stores/FaissIndexDemo.ipynb
          - ./examples/vector_stores/FirestoreVectorStore.ipynb
          - ./examples/vector_stores/HologresDemo.ipynb
          - ./examples/vector_stores/JaguarIndexDemo.ipynb
          - ./examples/vector_stores/KDBAI_Advanced_RAG_Demo.ipynb
          - ./examples/vector_stores/LanceDBIndexDemo.ipynb
          - ./examples/vector_stores/LanternAutoRetriever.ipynb
          - ./examples/vector_stores/LanternIndexDemo.ipynb
          - ./examples/vector_stores/LindormDemo.ipynb
          - ./examples/vector_stores/MetalIndexDemo.ipynb
          - ./examples/vector_stores/MilvusHybridIndexDemo.ipynb
          - ./examples/vector_stores/MilvusIndexDemo.ipynb
          - ./examples/vector_stores/MilvusOperatorFunctionDemo.ipynb
          - ./examples/vector_stores/MongoDBAtlasVectorSearch.ipynb
          - ./examples/vector_stores/MongoDBAtlasVectorSearchRAGFireworks.ipynb
          - ./examples/vector_stores/MongoDBAtlasVectorSearchRAGOpenAI.ipynb
          - ./examples/vector_stores/MyScaleIndexDemo.ipynb
          - ./examples/vector_stores/Neo4jVectorDemo.ipynb
          - ./examples/vector_stores/OpensearchDemo.ipynb
          - ./examples/vector_stores/PGVectoRsDemo.ipynb
          - ./examples/vector_stores/PineconeIndexDemo-Hybrid.ipynb
          - ./examples/vector_stores/PineconeIndexDemo.ipynb
          - ./examples/vector_stores/QdrantIndexDemo.ipynb
          - ./examples/vector_stores/Qdrant_metadata_filter.ipynb
          - ./examples/vector_stores/Qdrant_using_qdrant_filters.ipynb
          - ./examples/vector_stores/RedisIndexDemo.ipynb
          - ./examples/vector_stores/RelytDemo.ipynb
          - ./examples/vector_stores/RocksetIndexDemo.ipynb
          - ./examples/vector_stores/SimpleIndexDemo.ipynb
          - ./examples/vector_stores/SimpleIndexDemoLlama-Local.ipynb
          - ./examples/vector_stores/SimpleIndexDemoLlama2.ipynb
          - ./examples/vector_stores/SimpleIndexDemoMMR.ipynb
          - ./examples/vector_stores/SimpleIndexOnS3.ipynb
          - ./examples/vector_stores/SupabaseVectorIndexDemo.ipynb
          - ./examples/vector_stores/TairIndexDemo.ipynb
          - ./examples/vector_stores/TencentVectorDBIndexDemo.ipynb
          - ./examples/vector_stores/TiDBVector.ipynb
          - ./examples/vector_stores/Timescalevector.ipynb
          - ./examples/vector_stores/TxtaiIndexDemo.ipynb
          - ./examples/vector_stores/TypesenseDemo.ipynb
          - ./examples/vector_stores/UpstashVectorDemo.ipynb
          - ./examples/vector_stores/VearchDemo.ipynb
          - ./examples/vector_stores/VertexAIVectorSearchDemo.ipynb
          - ./examples/vector_stores/VespaIndexDemo.ipynb
          - ./examples/vector_stores/WeaviateIndexDemo-Hybrid.ipynb
          - ./examples/vector_stores/WeaviateIndexDemo.ipynb
          - ./examples/vector_stores/WeaviateIndex_auto_retriever.ipynb
          - ./examples/vector_stores/WeaviateIndex_metadata_filter.ipynb
          - ./examples/vector_stores/ZepIndexDemo.ipynb
          - ./examples/vector_stores/chroma_auto_retriever.ipynb
          - ./examples/vector_stores/chroma_metadata_filter.ipynb
          - ./examples/vector_stores/elasticsearch_auto_retriever.ipynb
          - ./examples/vector_stores/existing_data/pinecone_existing_data.ipynb
          - ./examples/vector_stores/existing_data/weaviate_existing_data.ipynb
          - ./examples/vector_stores/neo4j_metadata_filter.ipynb
          - ./examples/vector_stores/pinecone_auto_retriever.ipynb
          - ./examples/vector_stores/pinecone_metadata_filter.ipynb
          - ./examples/vector_stores/postgres.ipynb
          - ./examples/vector_stores/qdrant_bm42.ipynb
          - ./examples/vector_stores/qdrant_hybrid.ipynb
      - Workflow:
          - ./examples/workflow/JSONalyze_query_engine.ipynb
          - ./examples/workflow/citation_query_engine.ipynb
          - ./examples/workflow/corrective_rag_pack.ipynb
          - ./examples/workflow/function_calling_agent.ipynb
          - ./examples/workflow/long_rag_pack.ipynb
          - ./examples/workflow/parallel_execution.ipynb
          - ./examples/workflow/rag.ipynb
          - ./examples/workflow/react_agent.ipynb
          - ./examples/workflow/reflection.ipynb
          - ./examples/workflow/self_discover_workflow.ipynb
          - ./examples/workflow/sub_question_query_engine.ipynb
          - ./examples/workflow/workflows_cookbook.ipynb
  - Component Guides:
      - ./module_guides/index.md
      - Models:
          - ./module_guides/models/index.md
          - LLMs:
              - ./module_guides/models/llms.md
              - Standalone Usage: ./module_guides/models/llms/usage_standalone.md
              - Customizing LLMs: ./module_guides/models/llms/usage_custom.md
              - Available LLM Integrations: ./module_guides/models/llms/modules.md
          - Embeddings: ./module_guides/models/embeddings.md
          - Multi Modal: ./module_guides/models/multi_modal.md
      - Prompts:
          - ./module_guides/models/prompts/index.md
          - ./module_guides/models/prompts/usage_pattern.md
      - Loading:
          - ./module_guides/loading/index.md
          - Documents and Nodes:
              - ./module_guides/loading/documents_and_nodes/index.md
              - Using Documents: ./module_guides/loading/documents_and_nodes/usage_documents.md
              - Using Nodes: ./module_guides/loading/documents_and_nodes/usage_nodes.md
              - Metadata Extraction: ./module_guides/loading/documents_and_nodes/usage_metadata_extractor.md
          - SimpleDirectoryReader: ./module_guides/loading/simpledirectoryreader.md
          - Data Connectors:
              - ./module_guides/loading/connector/index.md
              - ./module_guides/loading/connector/usage_pattern.md
              - LlamaParse: ./module_guides/loading/connector/llama_parse.md
              - ./module_guides/loading/connector/modules.md
          - Node Parsers / Text Splitters:
              - ./module_guides/loading/node_parsers/index.md
              - ./module_guides/loading/node_parsers/modules.md
          - Ingestion Pipeline:
              - ./module_guides/loading/ingestion_pipeline/index.md
              - ./module_guides/loading/ingestion_pipeline/transformations.md
      - Indexing:
          - ./module_guides/indexing/index.md
          - Index Guide: ./module_guides/indexing/index_guide.md
          - Vector Store Index: ./module_guides/indexing/vector_store_index.md
          - Property Graph Index: ./module_guides/indexing/lpg_index_guide.md
          - Document Management: ./module_guides/indexing/document_management.md
          - LlamaCloud: ./module_guides/indexing/llama_cloud_index.md
          - Metadata Extraction: ./module_guides/indexing/metadata_extraction.md
          - Modules: ./module_guides/indexing/modules.md
      - Storing:
          - ./module_guides/storing/index.md
          - ./module_guides/storing/vector_stores.md
          - ./module_guides/storing/docstores.md
          - ./module_guides/storing/index_stores.md
          - ./module_guides/storing/chat_stores.md
          - ./module_guides/storing/kv_stores.md
          - ./module_guides/storing/save_load.md
          - ./module_guides/storing/customization.md
      - Querying:
          - ./module_guides/querying/index.md
          - Query Engines:
              - ./module_guides/deploying/query_engine/index.md
              - ./module_guides/deploying/query_engine/usage_pattern.md
              - ./module_guides/deploying/query_engine/response_modes.md
              - ./module_guides/deploying/query_engine/streaming.md
              - ./module_guides/deploying/query_engine/modules.md
              - ./module_guides/deploying/query_engine/supporting_modules.md
          - Chat Engines:
              - ./module_guides/deploying/chat_engines/index.md
              - ./module_guides/deploying/chat_engines/usage_pattern.md
              - ./module_guides/deploying/chat_engines/modules.md
          - Retrieval:
              - ./module_guides/querying/retriever/index.md
              - ./module_guides/querying/retriever/retrievers.md
              - ./module_guides/querying/retriever/retriever_modes.md
          - Node Postprocessors:
              - ./module_guides/querying/node_postprocessors/index.md
              - ./module_guides/querying/node_postprocessors/node_postprocessors.md
          - Response Synthesis:
              - ./module_guides/querying/response_synthesizers/index.md
              - ./module_guides/querying/response_synthesizers/response_synthesizers.md
          - Routing: ./module_guides/querying/router/index.md
          - Workflows: ./module_guides/workflow/index.md
          - Query Pipelines:
              - ./module_guides/querying/pipeline/index.md
              - ./module_guides/querying/pipeline/usage_pattern.md
              - ./module_guides/querying/pipeline/modules.md
              - ./module_guides/querying/pipeline/module_usage.md
          - Structured Outputs:
              - ./module_guides/querying/structured_outputs/index.md
              - ./module_guides/querying/structured_outputs/output_parser.md
              - ./module_guides/querying/structured_outputs/query_engine.md
              - ./module_guides/querying/structured_outputs/pydantic_program.md
      - Agents:
          - ./module_guides/deploying/agents/index.md
          - ./module_guides/deploying/agents/usage_pattern.md
          - ./module_guides/deploying/agents/agent_runner.md
          - ./module_guides/deploying/agents/modules.md
          - ./module_guides/deploying/agents/tools.md
      - Evaluation:
          - ./module_guides/evaluating/index.md
          - ./module_guides/evaluating/usage_pattern.md
          - ./module_guides/evaluating/usage_pattern_retrieval.md
          - ./module_guides/evaluating/modules.md
          - LlamaDatasets:
              - ./module_guides/evaluating/contributing_llamadatasets.md
              - ./module_guides/evaluating/evaluating_with_llamadatasets.md
              - ./module_guides/evaluating/evaluating_evaluators_with_llamadatasets.md
      - Observability:
          - ./module_guides/observability/index.md
          - ./module_guides/observability/instrumentation.md
      - Settings: ./module_guides/supporting_modules/settings.md
  - Advanced Topics:
      - ./optimizing/production_rag.md
      - ./optimizing/basic_strategies/basic_strategies.md
      - ./optimizing/agentic_strategies/agentic_strategies.md
      - Retrieval:
          - ./optimizing/advanced_retrieval/advanced_retrieval.md
          - ./optimizing/advanced_retrieval/query_transformations.md
      - Evaluation: ./optimizing/evaluation
      - Fine-Tuning: ./optimizing/fine-tuning/fine-tuning.md
      - ./optimizing/custom_modules.md
      - ./optimizing/building_rag_from_scratch.md
  - API Reference:
      - ./api_reference/index.md
      - Agents:
          - ./api_reference/agent/coa.md
          - ./api_reference/agent/dashscope.md
          - ./api_reference/agent/index.md
          - ./api_reference/agent/introspective.md
          - ./api_reference/agent/lats.md
          - ./api_reference/agent/llm_compiler.md
          - ./api_reference/agent/openai.md
          - ./api_reference/agent/openai_legacy.md
          - ./api_reference/agent/react.md
      - Callbacks:
          - ./api_reference/callbacks/agentops.md
          - ./api_reference/callbacks/aim.md
          - ./api_reference/callbacks/argilla.md
          - ./api_reference/callbacks/arize_phoenix.md
          - ./api_reference/callbacks/deepeval.md
          - ./api_reference/callbacks/honeyhive.md
          - ./api_reference/callbacks/index.md
          - ./api_reference/callbacks/langfuse.md
          - ./api_reference/callbacks/literalai.md
          - ./api_reference/callbacks/llama_debug.md
          - ./api_reference/callbacks/openinference.md
          - ./api_reference/callbacks/promptlayer.md
          - ./api_reference/callbacks/token_counter.md
          - ./api_reference/callbacks/uptrain.md
          - ./api_reference/callbacks/wandb.md
      - Chat Engines:
          - ./api_reference/chat_engines/condense_plus_context.md
          - ./api_reference/chat_engines/condense_question.md
          - ./api_reference/chat_engines/context.md
          - ./api_reference/chat_engines/index.md
          - ./api_reference/chat_engines/simple.md
      - Embeddings:
          - ./api_reference/embeddings/adapter.md
          - ./api_reference/embeddings/alephalpha.md
          - ./api_reference/embeddings/anyscale.md
          - ./api_reference/embeddings/azure_inference.md
          - ./api_reference/embeddings/azure_openai.md
          - ./api_reference/embeddings/bedrock.md
          - ./api_reference/embeddings/clarifai.md
          - ./api_reference/embeddings/clip.md
          - ./api_reference/embeddings/cloudflare_workersai.md
          - ./api_reference/embeddings/cohere.md
          - ./api_reference/embeddings/dashscope.md
          - ./api_reference/embeddings/databricks.md
          - ./api_reference/embeddings/deepinfra.md
          - ./api_reference/embeddings/elasticsearch.md
          - ./api_reference/embeddings/fastembed.md
          - ./api_reference/embeddings/fireworks.md
          - ./api_reference/embeddings/gemini.md
          - ./api_reference/embeddings/google.md
          - ./api_reference/embeddings/gradient.md
          - ./api_reference/embeddings/huggingface.md
          - ./api_reference/embeddings/huggingface_api.md
          - ./api_reference/embeddings/huggingface_itrex.md
          - ./api_reference/embeddings/huggingface_openvino.md
          - ./api_reference/embeddings/huggingface_optimum.md
          - ./api_reference/embeddings/huggingface_optimum_intel.md
          - ./api_reference/embeddings/ibm.md
          - ./api_reference/embeddings/index.md
          - ./api_reference/embeddings/instructor.md
          - ./api_reference/embeddings/ipex_llm.md
          - ./api_reference/embeddings/jinaai.md
          - ./api_reference/embeddings/langchain.md
          - ./api_reference/embeddings/litellm.md
          - ./api_reference/embeddings/llamafile.md
          - ./api_reference/embeddings/llm_rails.md
          - ./api_reference/embeddings/mistralai.md
          - ./api_reference/embeddings/mixedbreadai.md
          - ./api_reference/embeddings/nomic.md
          - ./api_reference/embeddings/nvidia.md
          - ./api_reference/embeddings/oci_genai.md
          - ./api_reference/embeddings/octoai.md
          - ./api_reference/embeddings/ollama.md
          - ./api_reference/embeddings/openai.md
          - ./api_reference/embeddings/premai.md
          - ./api_reference/embeddings/sagemaker_endpoint.md
          - ./api_reference/embeddings/text_embeddings_inference.md
          - ./api_reference/embeddings/textembed.md
          - ./api_reference/embeddings/together.md
          - ./api_reference/embeddings/upstage.md
          - ./api_reference/embeddings/vertex.md
          - ./api_reference/embeddings/voyageai.md
          - ./api_reference/embeddings/yandexgpt.md
      - Evaluation:
          - ./api_reference/evaluation/answer_relevancy.md
          - ./api_reference/evaluation/context_relevancy.md
          - ./api_reference/evaluation/correctness.md
          - ./api_reference/evaluation/dataset_generation.md
          - ./api_reference/evaluation/faithfullness.md
          - ./api_reference/evaluation/guideline.md
          - ./api_reference/evaluation/index.md
          - ./api_reference/evaluation/metrics.md
          - ./api_reference/evaluation/multi_modal.md
          - ./api_reference/evaluation/pairwise_comparison.md
          - ./api_reference/evaluation/query_response.md
          - ./api_reference/evaluation/response.md
          - ./api_reference/evaluation/retrieval.md
          - ./api_reference/evaluation/semantic_similarity.md
          - ./api_reference/evaluation/tonic_validate.md
      - Indexes:
          - ./api_reference/indices/bge_m3.md
          - ./api_reference/indices/colbert.md
          - ./api_reference/indices/dashscope.md
          - ./api_reference/indices/document_summary.md
          - ./api_reference/indices/google.md
          - ./api_reference/indices/index.md
          - ./api_reference/indices/keyword.md
          - ./api_reference/indices/knowledge_graph.md
          - ./api_reference/indices/llama_cloud.md
          - ./api_reference/indices/postgresml.md
          - ./api_reference/indices/property_graph.md
          - ./api_reference/indices/summary.md
          - ./api_reference/indices/tree.md
          - ./api_reference/indices/vectara.md
          - ./api_reference/indices/vector.md
          - ./api_reference/indices/vertexai.md
          - ./api_reference/indices/zilliz.md
      - Ingestion:
          - ./api_reference/ingestion/index.md
      - Instrumentation:
          - ./api_reference/instrumentation/event_handlers.md
          - ./api_reference/instrumentation/event_types.md
          - ./api_reference/instrumentation/index.md
          - ./api_reference/instrumentation/span_handlers.md
          - ./api_reference/instrumentation/span_types.md
      - LLMs:
          - ./api_reference/llms/OptimumIntelLLM.md
          - ./api_reference/llms/ai21.md
          - ./api_reference/llms/alephalpha.md
          - ./api_reference/llms/anthropic.md
          - ./api_reference/llms/anyscale.md
          - ./api_reference/llms/azure_inference.md
          - ./api_reference/llms/azure_openai.md
          - ./api_reference/llms/bedrock.md
          - ./api_reference/llms/bedrock_converse.md
          - ./api_reference/llms/clarifai.md
          - ./api_reference/llms/cleanlab.md
          - ./api_reference/llms/cohere.md
          - ./api_reference/llms/custom_llm.md
          - ./api_reference/llms/dashscope.md
          - ./api_reference/llms/databricks.md
          - ./api_reference/llms/deepinfra.md
          - ./api_reference/llms/everlyai.md
          - ./api_reference/llms/fireworks.md
          - ./api_reference/llms/friendli.md
          - ./api_reference/llms/gemini.md
          - ./api_reference/llms/gradient.md
          - ./api_reference/llms/groq.md
          - ./api_reference/llms/huggingface.md
          - ./api_reference/llms/huggingface_api.md
          - ./api_reference/llms/ibm.md
          - ./api_reference/llms/index.md
          - ./api_reference/llms/ipex_llm.md
          - ./api_reference/llms/konko.md
          - ./api_reference/llms/langchain.md
          - ./api_reference/llms/litellm.md
          - ./api_reference/llms/llama_api.md
          - ./api_reference/llms/llama_cpp.md
          - ./api_reference/llms/llamafile.md
          - ./api_reference/llms/lmstudio.md
          - ./api_reference/llms/localai.md
          - ./api_reference/llms/maritalk.md
          - ./api_reference/llms/mistral_rs.md
          - ./api_reference/llms/mistralai.md
          - ./api_reference/llms/mlx.md
          - ./api_refer
73AE
ence/llms/modelscope.md
          - ./api_reference/llms/monsterapi.md
          - ./api_reference/llms/mymagic.md
          - ./api_reference/llms/neutrino.md
          - ./api_reference/llms/nvidia.md
          - ./api_reference/llms/nvidia_tensorrt.md
          - ./api_reference/llms/nvidia_triton.md
          - ./api_reference/llms/oci_genai.md
          - ./api_reference/llms/octoai.md
          - ./api_reference/llms/ollama.md
          - ./api_reference/llms/openai.md
          - ./api_reference/llms/openai_like.md
          - ./api_reference/llms/openllm.md
          - ./api_reference/llms/openrouter.md
          - ./api_reference/llms/openvino.md
          - ./api_reference/llms/optimum_intel.md
          - ./api_reference/llms/paieas.md
          - ./api_reference/llms/palm.md
          - ./api_reference/llms/perplexity.md
          - ./api_reference/llms/portkey.md
          - ./api_reference/llms/predibase.md
          - ./api_reference/llms/premai.md
          - ./api_reference/llms/qianfan.md
          - ./api_reference/llms/replicate.md
          - ./api_reference/llms/rungpt.md
          - ./api_reference/llms/sagemaker_endpoint.md
          - ./api_reference/llms/sambanova.md
          - ./api_reference/llms/solar.md
          - ./api_reference/llms/text_generation_inference.md
          - ./api_reference/llms/together.md
          - ./api_reference/llms/unify.md
          - ./api_reference/llms/upstage.md
          - ./api_reference/llms/vertex.md
          - ./api_reference/llms/vllm.md
          - ./api_reference/llms/xinference.md
          - ./api_reference/llms/yi.md
          - ./api_reference/llms/you.md
      - Llama Datasets:
          - ./api_reference/llama_dataset/index.md
      - Llama Packs:
          - ./api_reference/packs/agent_search_retriever.md
          - ./api_reference/packs/agents_coa.md
          - ./api_reference/packs/agents_lats.md
          - ./api_reference/packs/agents_llm_compiler.md
          - ./api_reference/packs/amazon_product_extraction.md
          - ./api_reference/packs/arize_phoenix_query_engine.md
          - ./api_reference/packs/auto_merging_retriever.md
          - ./api_reference/packs/chroma_autoretrieval.md
          - ./api_reference/packs/code_hierarchy.md
          - ./api_reference/packs/cogniswitch_agent.md
          - ./api_reference/packs/cohere_citation_chat.md
          - ./api_reference/packs/corrective_rag.md
          - ./api_reference/packs/deeplake_deepmemory_retriever.md
          - ./api_reference/packs/deeplake_multimodal_retrieval.md
          - ./api_reference/packs/dense_x_retrieval.md
          - ./api_reference/packs/diff_private_simple_dataset.md
          - ./api_reference/packs/docugami_kg_rag.md
          - ./api_reference/packs/evaluator_benchmarker.md
          - ./api_reference/packs/finchat.md
          - ./api_reference/packs/fusion_retriever.md
          - ./api_reference/packs/fuzzy_citation.md
          - ./api_reference/packs/gmail_openai_agent.md
          - ./api_reference/packs/gradio_agent_chat.md
          - ./api_reference/packs/gradio_react_agent_chatbot.md
          - ./api_reference/packs/index.md
          - ./api_reference/packs/infer_retrieve_rerank.md
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