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Popular framework for building LLM applications with rich RAG components

Cloud-native vector database optimized for machine learning and similarity search

Data framework for connecting custom data sources with large language models

Open-source vector search engine supporting multimodal data and semantic search

Facebook AI's efficient similarity search library for large-scale vector retrieval

Open-source embedded vector database providing simple storage and retrieval for AI applications

Python framework for generating text embeddings based on Transformers

Open-source framework for evaluating RAG systems with multiple evaluation metrics

Comprehensive RAG system building guide from basics to advanced techniques