├── .github ├── CODEOWNERS └── workflows │ ├── project.yml │ ├── publish_cookbook.yml │ └── verify_index.yml ├── .gitignore ├── README.md ├── data ├── multilingual_rag_podcast │ └── podcast_transcript_whisper_small.txt ├── prometheus2_evaluation │ └── gemma_2b_rag_results.json └── rag-with-nims │ ├── ChipNeMo.pdf │ ├── embeddings-1.png │ └── embeddings-2.png ├── index.toml ├── notebooks ├── agent-breakpoints.ipynb ├── agent_powered_retrieval.ipynb ├── agent_with_human_in_the_loop.ipynb ├── amazon_bedrock_for_documentation_qa.ipynb ├── amazon_sagemaker_and_chroma_for_qa.ipynb ├── apify_haystack_instagram_comments_analysis.ipynb ├── apify_haystack_rag.ipynb ├── apify_haystack_rag_web_browser.ipynb ├── arize_phoenix_evaluate_haystack_rag.ipynb ├── astradb_haystack_integration.ipynb ├── async_pipeline.ipynb ├── auto_merging_retriever.ipynb ├── browser_agents.ipynb ├── charactercodex_llamafile.ipynb ├── chat_with_SQL_3_ways.ipynb ├── chroma-indexing-and-rag-examples.ipynb ├── cohere-v3-for-multilingual-qa.ipynb ├── conversational_rag_using_memory.ipynb ├── evaluating_ai_with_haystack.ipynb ├── extracting_metadata_filters_from_a_user_query.ipynb ├── feedback-analysis-agent-with-AzureAISearch.ipynb ├── function_calling_with_OpenAIChatGenerator.ipynb ├── gemma_chat_rag.ipynb ├── github_issue_resolver_agent.ipynb ├── github_pr_creator_agent.ipynb ├── hackernews-custom-component-rag.ipynb ├── hallucination_score_calculator.ipynb ├── haystack-1.x │ ├── cohere-for-multilingual-qa.ipynb │ ├── gpt4-weaviate-custom-documentation-qa.ipynb │ └── whisper-and-weaviate-for-youtube-rag.ipynb ├── hybrid_rag_pipeline_with_breakpoints.ipynb ├── hybrid_retrieval_bm42.ipynb ├── improve-retrieval-by-embedding-metadata.ipynb ├── improving_pgvector_keyword_search.ipynb ├── information-extraction-gorilla.ipynb ├── information_extraction_raven.ipynb ├── jina-embeddings-v2-legal-analysis-rag.ipynb ├── keyword-extraction.ipynb ├── llama32_agentic_rag.ipynb ├── llama3_rag.ipynb ├── llama_stack_with_agent.ipynb ├── metadata_enrichment.ipynb ├── metadata_extraction_with_llm_metadata_extractor.ipynb ├── mixtral-8x7b-for-web-qa.ipynb ├── model_explorer_streaming.ipynb ├── multilingual_rag_podcast.ipynb ├── multimodal_agent_with_fastrag_haystack.ipynb ├── multimodal_intro.ipynb ├── newsletter-agent.ipynb ├── openapitool.ipynb ├── prometheus2_evaluation.ipynb ├── prompt_customization_for_Anthropic.ipynb ├── prompt_optimization_with_dspy.ipynb ├── query-expansion.ipynb ├── query_decomposition.ipynb ├── rag-with-nims.ipynb ├── rag_eval_deep_eval.ipynb ├── rag_eval_ragas.ipynb ├── rag_fastembed.ipynb ├── safety_moderation_open_lms.ipynb ├── sparse_embedding_retrieval.ipynb ├── swarm.ipynb ├── techcrunch_news_digest_titanml_takeoff.ipynb ├── tools_support.ipynb ├── using_hyde_for_improved_retrieval.ipynb ├── using_speaker_diarization_with_assemblyai.ipynb ├── vertexai-gemini-examples.ipynb ├── vllm_inference_engine.ipynb ├── web_enhanced_self_reflecting_agent.ipynb └── 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