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extra:
analytics:
property: G-BYVB1ZVE6J
provider: google
extra_css:
- css/style.css
- css/algolia.css
extra_javascript:
- javascript/runllm.js
- javascript/algolia.js
markdown_extensions:
- attr_list
- admonition
- pymdownx.details
- pymdownx.superfences
- md_in_html
- mkdocs-click
- toc:
permalink: "#"
nav:
- Home:
- 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
- Learn:
- Building an LLM Application: ./understanding/index.md
- Using LLMs: ./understanding/using_llms/using_llms.md
- Building agents:
- Building a basic agent: ./understanding/agent/index.md
- Using existing tools: ./understanding/agent/tools.md
- Maintaining state: ./understanding/agent/state.md
- Streaming output and events: ./understanding/agent/streaming.md
- Human in the loop: ./understanding/agent/human_in_the_loop.md
- Multi-agent workflows: ./understanding/agent/multi_agent.md
- Building Workflows:
- Introduction to workflows: ./understanding/workflows/index.md
- A basic workflow: ./understanding/workflows/basic_flow.md
- Branches and loops: ./understanding/workflows/branches_and_loops.md
- Maintaining state: ./understanding/workflows/state.md
- Streaming events: ./understanding/workflows/stream.md
- Concurrent execution: ./understanding/workflows/concurrent_execution.md
- Subclassing workflows: ./understanding/workflows/subclass.md
- Nested workflows: ./understanding/workflows/nested.md
- Observability: ./understanding/workflows/observability.md
- Unbound syntax: ./understanding/workflows/unbound_functions.md
- Building a RAG pipeline:
- Introduction to RAG: ./understanding/rag/index.md
- Loading & Ingestion:
- ./understanding/loading/loading.md
- ./understanding/loading/llamahub.md
- ./understanding/loading/llamacloud.md
- Indexing & Embedding: ./understanding/indexing/indexing.md
- Storing: ./understanding/storing/storing.md
- Querying: ./understanding/querying/querying.md
- Structured Data Extraction:
- Introduction: ./understanding/extraction/index.md
- Using Structured LLMs: ./understanding/extraction/structured_llms.md
- Structured Prediction: ./understanding/extraction/structured_prediction.md
- Lower-level extraction: ./understanding/extraction/lower_level.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/
- 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_workflow_basic.ipynb
- ./examples/agent/agent_workflow_multi.ipynb
- ./examples/agent/agent_workflow_research_assistant.ipynb
- ./examples/agent/anthropic_agent.ipynb
- ./examples/agent/bedrock_converse_agent.ipynb
- ./examples/agent/code_act_agent.ipynb
- ./examples/agent/from_scratch_code_act_agent.ipynb
- ./examples/agent/memory/chat_memory_buffer.ipynb
- ./examples/agent/memory/composable_memory.ipynb
- ./examples/agent/memory/summary_memory_buffer.ipynb
- ./examples/agent/memory/vector_memory.ipynb
- ./examples/agent/mistral_agent.ipynb
- ./examples/agent/multi_document_agents-v1.ipynb
- ./examples/agent/nvidia_agent.ipynb
- ./examples/agent/nvidia_document_research_assistant_for_blog_creation.ipynb
- ./examples/agent/nvidia_sub_question_query_engine.ipynb
- ./examples/agent/openai_agent_context_retrieval.ipynb
- ./examples/agent/openai_agent_lengthy_tools.ipynb
- ./examples/agent/openai_agent_query_cookbook.ipynb
- ./examples/agent/openai_agent_retrieval.ipynb
- ./examples/agent/openai_agent_with_query_engine.ipynb
- ./examples/agent/react_agent.ipynb
- ./examples/agent/react_agent_with_query_engine.ipynb
- ./examples/agent/return_direct_agent.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/airtrain.ipynb
- ./examples/cookbooks/anthropic_haiku.ipynb
- ./examples/cookbooks/cleanlab_tlm_rag.ipynb
- ./examples/cookbooks/codestral.ipynb
- ./examples/cookbooks/cohere_retriever_eval.ipynb
- ./examples/cookbooks/contextual_retrieval.ipynb
- ./examples/cookbooks/crewai_llamaindex.ipynb
- ./examples/cookbooks/llama3_cookbook.ipynb
- ./examples/cookbooks/llama3_cookbook_gaudi.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/mongodb_retrieval_strategies.ipynb
- ./examples/cookbooks/oracleai_demo.ipynb
- ./examples/cookbooks/oreilly_course_cookbooks/Module-2/Components_Of_LlamaIndex.ipynb
- ./examples/cookbooks/oreilly_course_cookbooks/Module-3/Evaluating_RAG_Systems.ipynb
- ./examples/cookbooks/oreilly_course_cookbooks/Module-4/Ingestion_Pipeline.ipynb
- ./examples/cookbooks/oreilly_course_cookbooks/Module-4/Metadata_Extraction.ipynb
- ./examples/cookbooks/oreilly_course_cookbooks/Module-5/Observability.ipynb
- ./examples/cookbooks/oreilly_course_cookbooks/Module-6/Agents.ipynb
- ./examples/cookbooks/oreilly_course_cookbooks/Module-6/Router_And_SubQuestion_QueryEngine.ipynb
- ./examples/cookbooks/oreilly_course_cookbooks/Module-7/Multi_Modal_RAG_System.ipynb
- ./examples/cookbooks/oreilly_course_cookbooks/Module-8/Advanced_RAG_with_LlamaParse.ipynb
- ./examples/cookbooks/prometheus2_cookbook.ipynb
- ./examples/cookbooks/toolhouse_llamaindex.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/AlloyDBReaderDemo.ipynb
- ./examples/data_connectors/ChromaDemo.ipynb
- ./examples/data_connectors/CloudSQLPgReaderDemo.ipynb
- ./examples/data_connectors/DashvectorReaderDemo.ipynb
- ./examples/data_connectors/DatabaseReaderDemo.ipynb
- ./examples/data_connectors/DeepLakeReader.ipynb
- ./examples/data_connectors/DiscordDemo.ipynb
- ./examples/data_connectors/DoclingReaderDemo.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/PreprocessReaderDemo.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/ZyteSerpDemo.ipynb
- ./examples/data_connectors/deplot/DeplotReader.ipynb
- ./examples/data_connectors/html_tag_reader.ipynb
- ./examples/data_connectors/oracleai.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/AlloyDBDocstoreDemo.ipynb
- ./examples/docstore/AzureDocstoreDemo.ipynb
- ./examples/docstore/CloudSQLPgDocstoreDemo.ipynb
- ./examples/docstore/DocstoreDemo.ipynb
- ./examples/docstore/DynamoDBDocstoreDemo.ipynb
- ./examples/docstore/FirestoreDemo.ipynb
- ./examples/docstore/MongoDocstoreDemo.ipynb
- ./examples/docstore/RedisDocstoreIndexStoreDemo.ipynb
- ./examples/docstore/TablestoreDocstoreDemo.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/gigachat.ipynb
- ./examples/embeddings/google_genai.ipynb
- ./examples/embeddings/google_palm.ipynb
- ./examples/embeddings/huggingface.ipynb
- ./examples/embeddings/ibm_watsonx.ipynb
- ./examples/embeddings/ipex_llm.ipynb
- ./examples/embeddings/ipex_llm_gpu.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/modelscope.ipynb
- ./examples/embeddings/nebius.ipynb
- ./examples/embeddings/netmind.ipynb
- ./examples/embeddings/nomic.ipynb
- ./examples/embeddings/nvidia.ipynb
- ./examples/embeddings/oci_data_science.ipynb
- ./examples/embeddings/oci_genai.ipynb
- ./examples/embeddings/ollama_embedding.ipynb
- ./examples/embeddings/openvino.ipynb
- ./examples/embeddings/optimum_intel.ipynb
- ./examples/embeddings/oracleai.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/vertex_embedding_endpoint.ipynb
- ./examples/embeddings/voyageai.ipynb
- ./examples/embeddings/yandexgpt.ipynb
- Evaluation:
- ./examples/evaluation/AIMon.ipynb
- ./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
- ./examples/evaluation/step_back_argilla.ipynb
- Finetuning:
- ./examples/finetuning/cross_encoder_finetuning/cross_encoder_finetuning.ipynb
- ./examples/finetuning/embeddings/finetune_corpus_embedding.ipynb
- ./examples/finetuning/embeddings/finetune_embedding.ipynb
- ./examples/finetuning/embeddings/finetune_embedding_adapter.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/anthropic_prompt_caching.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/cerebras.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/deepseek.ipynb
- ./examples/llm/everlyai.ipynb
- ./examples/llm/fireworks.ipynb
- ./examples/llm/fireworks_cookbook.ipynb
- ./examples/llm/friendli.ipynb
- ./examples/llm/gemini.ipynb
- ./examples/llm/google_genai.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_rap_battle.ipynb
- ./examples/llm/llama_api.ipynb
- ./examples/llm/llama_cpp.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/modelscope.ipynb
- ./examples/llm/monsterapi.ipynb
- ./examples/llm/mymagic.ipynb
- ./examples/llm/nebius.ipynb
- ./examples/llm/netmind.ipynb
- ./examples/llm/neutrino.ipynb
- ./examples/llm/nvidia.ipynb
- ./examples/llm/nvidia_nim.ipynb
- ./examples/llm/nvidia_tensorrt.ipynb
- ./examples/llm/nvidia_text_completion.ipynb
- ./examples/llm/nvidia_triton.ipynb
- ./examples/llm/oci_data_science.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/openai_responses.ipynb
- ./examples/llm/openllm.ipynb
- ./examples/llm/openrouter.ipynb
- ./examples/llm/openvino-genai.ipynb
- ./examples/llm/openvino.ipynb
- ./examples/llm/optimum_intel.ipynb
- ./examples/llm/paieas.ipynb
- ./examples/llm/palm.ipynb
- ./examples/llm/perplexity.ipynb
- ./examples/llm/pipeshift.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/sambanovasystems.ipynb
- ./examples/llm/together.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
- Memory:
- ./examples/memory/Mem0Memory.ipynb
- Metadata Extractors:
- ./examples/metadata_extraction/DocumentContextExtractor.ipynb
- ./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/cohere_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/mistral_multi_modal.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/multimodal_rag_guardrail_gemini_llmguard_llmguard.ipynb
- ./examples/multi_modal/nebius_multi_modal.ipynb
- ./examples/multi_modal/nvidia_multi_modal.ipynb
- ./examples/multi_modal/openai_multi_modal.ipynb
- ./examples/multi_modal/openvino_multimodal.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
- ./examples/node_parsers/topic_parser.ipynb
- Node Postprocessors:
- ./examples/node_postprocessor/AIMonRerank.ipynb
- ./examples/node_postprocessor/CohereRerank.ipynb
- ./examples/node_postprocessor/ColPaliRerank.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/Structured-LLMReranker-Lyft-10k.ipynb
- ./examples/node_postprocessor/TimeWeightedPostprocessorDemo.ipynb
- ./examples/node_postprocessor/VoyageAIRerank.ipynb
- ./examples/node_postprocessor/ibm_watsonx.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/Langfuse-Instrumentation.ipynb
- ./examples/observability/LangfuseCallbackHandler.ipynb
- ./examples/observability/LangfuseMistralPostHog.ipynb
- ./examples/observability/LlamaDebugHandler.ipynb
- ./examples/observability/MLflow.ipynb
- ./examples/observability/OpenInferenceCallback.ipynb
- ./examples/observability/OpenLLMetry.ipynb
- ./examples/observability/OpikCallback.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/nvidia_output_parsing.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/rich_prompt_template_features.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_memgraph.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/AgentQL_browser_agent.ipynb
- ./examples/tools/OnDemandLoaderTool.ipynb
- ./examples/tools/azure_code_interpreter.ipynb
- ./examples/tools/cassandra.ipynb
- ./examples/tools/eval_query_engine_tool.ipynb
- ./examples/tools/function_tool_callback.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/AlloyDBVectorStoreDemo.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/AzureCosmosDBNoSqlDemo.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/CloudSQLPgVectorStoreDemo.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/HnswlibIndexDemo.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/MilvusAsyncAPIDemo.ipynb
- ./examples/vector_stores/MilvusFullTextSearchDemo.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/NileVectorStore.ipynb
- ./examples/vector_stores/ObjectBoxIndexDemo.ipynb
- ./examples/vector_stores/OceanBaseVectorStore.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/TablestoreDemo.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/WordLiftDemo.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/orallamavs.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/advanced_text_to_sql.ipynb
- ./examples/workflow/auto_retrieval.ipynb
- ./examples/workflow/checkpointing_workflows.ipynb
- ./examples/workflow/citation_query_engine.ipynb
- ./examples/workflow/corrective_rag_pack.ipynb
- ./examples/workflow/function_calling_agent.ipynb
- ./examples/workflow/human_in_the_loop_story_crafting.ipynb
- ./examples/workflow/long_rag_pack.ipynb
- ./examples/workflow/multi_step_query_engine.ipynb
- ./examples/workflow/multi_strategy_workflow.ipynb
- ./examples/workflow/multimodal_query_engine.ipynb
- ./examples/workflow/parallel_execution.ipynb
- ./examples/workflow/planning_workflow.ipynb
- ./examples/workflow/rag.ipynb
- ./examples/workflow/react_agent.ipynb
- ./examples/workflow/reflection.ipynb
- ./examples/workflow/router_query_engine.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 (Deprecated):
- ./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/memory.md
- ./module_guides/deploying/agents/tools.md
- Workflows:
- ./module_guides/workflow/index.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
- Llama Deploy:
- ./module_guides/llama_deploy
- 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/index.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/opentelemetry.md
- ./api_reference/callbacks/opik.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/alibabacloud_aisearch.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/gaudi.md
- ./api_reference/embeddings/gemini.md
- ./api_reference/embeddings/gigachat.md
- ./api_reference/embeddings/google.md
- ./api_reference/embeddings/google_genai.md
- ./api_reference/embeddings/gradient.md
- ./api_reference/embeddings/huggingface.md
- ./api_reference/embeddings/huggingface_api.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/modelscope.md
- ./api_reference/embeddings/nebius.md
- ./api_reference/embeddings/netmind.md
- ./api_reference/embeddings/nomic.md
- ./api_reference/embeddings/nvidia.md
- ./api_reference/embeddings/oci_data_science.md
- ./api_reference/embeddings/oci_genai.md
- ./api_reference/embeddings/octoai.md
- ./api_reference/embeddings/ollama.md
- ./api_reference/embeddings/opea.md
- ./api_reference/embeddings/openai.md
- ./api_reference/embeddings/openai_like.md
- ./api_reference/embeddings/oracleai.md
- ./api_reference/embeddings/premai.md
- ./api_reference/embeddings/sagemaker_endpoint.md
- ./api_reference/embeddings/siliconflow.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/vertex_endpoint.md
- ./api_reference/embeddings/vllm.md
- ./api_reference/embeddings/voyageai.md
- ./api_reference/embeddings/xinference.md
- ./api_reference/embeddings/yandexgpt.md
- ./api_reference/embeddings/zhipuai.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
- Graph RAG:
- ./api_reference/graph_rag/cognee.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/alibabacloud_aisearch.md
- ./api_reference/llms/anthropic.md
- ./api_reference/llms/anyscale.md
- ./api_reference/llms/asi.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/cerebras.md