本项目是一套完整的检索增强生成(Retrieval-Augmented Generation, RAG)技术实现方案,包含21个专题笔记本,覆盖从基础实现到高级优化的全技术栈。通过模块化设计,开发者可以系统性地掌握**RAG核心组件及其进阶技巧**,包括**多粒度分块策略(语义/命题/上下文分块)、混合检索引擎(向量+关键词融合)、动态上下文管理(压缩/扩展/重组)、智能查询理解(重写/退步/分解)、假设文档嵌入(HyDE)技术、自适应检索路由(问题类型感知)、自优化反馈循环(Self-RAG)、实时纠错机制(CRAG)、强化学习调优(RL RAG)、多模态处理(文本+图像联合检索)、知识图谱增强(Graph RAG)、分层索引优化(十亿级文档支持)等核心技术亮点
☆16Oct 23, 2025Updated last year
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