athina-ai/rag-cookbooks
This repository contains various advanced techniques for Retrieval-Augmented Generation (RAG) systems.
Covers advanced RAG patterns including hybrid search (vector + BM25), query rewriting, document compression, and multi-document ranking via RAG Fusion, alongside agentic approaches using LangGraph. Integrates with LangChain, vector databases (Pinecone, Chromadb, Weaviate, Qdrant), and Athina AI's evaluation framework, with runnable Colab notebooks demonstrating end-to-end implementations from indexing through generation and evaluation.
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Feb 17, 2025
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