Shypd.aiThe largest open index of AI toolsEasyRAG is an open-source RAG & Document AI tool that provides an efficient framework for retrieval-augmented generation in automated network operations. It was a top solution in the CCF AIOps International Challenge 2024.
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EasyRAG is a simple, lightweight, and efficient open-source framework for retrieval-augmented generation (RAG) specifically designed for automated network operations. It features an accurate question-answering scheme based on a specific data processing workflow, dual-route sparse retrieval for coarse ranking, an LLM Reranker, and LLM answer generation and optimization. The framework is easy to deploy, primarily consisting of BM25 retrieval and BGE-reranker reranking, requiring no model fine-tuning and occupying minimal VRAM. It also boasts efficient inference acceleration for the entire RAG process, significantly reducing latency while maintaining accuracy. EasyRAG provides a flexible code library with various search and generation strategies, facilitating custom process implementation.
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