Shypd.aiThe largest open index of AI toolsRAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL. It offers configurable options for LLM providers, databases, and rerankers, supporting both local and remote models.
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RAGLite is a comprehensive Python toolkit designed for Retrieval-Augmented Generation (RAG), offering flexible integration with DuckDB or PostgreSQL databases. It allows users to choose any LLM provider via LiteLLM, including local llama-cpp-python models, and supports various rerankers like FlashRank. The toolkit emphasizes lightweight, permissive open-source dependencies and includes features like PDF to Markdown conversion, multi-vector chunk embedding, and optimal semantic chunking. RAGLite also provides adaptive and programmable RAG pipelines, self-query capabilities, and optional integrations for a ChatGPT-like frontend, Pandoc for document conversion, Mistral OCR for high-quality document processing, and Ragas for evaluation.
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