# rag-related

**Repository Path**: caption_ping/rag-related

## Basic Information

- **Project Name**: rag-related
- **Description**: No description available
- **Primary Language**: Python
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2025-09-23
- **Last Updated**: 2025-09-23

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# 大模型RAG的学习笔记

## 目录

### 1. **什么是RAG？**
- 1.1 [给AI装个“超级大脑”！5分钟带你搞懂RAG，原来这么简单！](https://mp.weixin.qq.com/s/nAEEkEvrb-WR_MzvuuvYXQ)
  
### 2. **初识RAG应用开发**
- 2.1 [RAG开发环境准备](RAG开发环境准备.md)
- 2.2 [开发简单RAG应用](src/00-simple-rag)
- 2.3 [手工制作一个RAG框架](https://github.com/yilane/rag-framework)

### 3. **RAG核心流程**

#### 3.1 索引阶段
 - 3.1.1 [文档解析](src/01-rag-doc-parsing)
 - 3.1.2 [文本分块](src/02-rag-text-chunking)
 - 3.1.3 [信息嵌入](src/03-rag-embedding)
 - 3.1.4 [向量存储](src/04-rag-vector-storage/)
 - 3.1.5 [实战：ICD-10 RAG检索项目Demo](src/04-rag-vector-storage/icd10-vectors-demo)
#### 3.2 检索阶段
 - 3.2.1 预检索优化
   - [查询翻译](src/05-pre-retrieval/01-query-translation)
   - [查询路由](src/05-pre-retrieval/02-query-routing)
   - [查询构建](src/05-pre-retrieval/03-query-construction)
 - 3.2.2 后检索优化
   - [重排](src/06-post-retrieval/01-re-ranking)
   - [压缩](src/06-post-retrieval/02-compression)
   - [校正](src/06-post-retrieval/03-correction)
#### 3.3 生成阶段
 - 3.3.1 响应生成

### 4. RAG系统评估
...

### 5. 高级RAG
...