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conda create -n RAG python==3.9 conda activate RAG pip install xformers==0.0.28.post1 diffusers peft torchvision==0.19.1 opencv-python==4.10.0.84 sentencepiece==0.2.0 protobuf==5.28.1 scipy==1.13.1 ...

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近年来，随着检索增强生成（Retrieval Augmented Generation，RAG）应用的快速普及，其性能优化成为开发者们关注的热点。尽管基础RAG管道设计较为简单，但要满足实际业务需求，往往需要更高级的优化策略。本文将全面解读RAG优化的各类方法，帮助大家快速掌握主流 ...

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In this blog post, we introduce a radically different approach to graph-enabled RAG that requires no prior summarization of the source data, avoiding the up-front indexing costs that may be ...

However, his ordeal wasn't over because just as Roland reached the surface the beast struck again, this time tossing him around like a rag doll into shallow water, an act which ultimately saved him.

What is RAG (Retrieval-Augmented Generation)? Retrieval-Augmented Generation (RAG) is a technique that combines the strengths of large language models (LLMs) with external data retrieval to improve ...