rag.md

RAG

大模型相关系统设计可参考Microsoft graphRAG 和 Google notebookLM

1. requirements

constraint

• latency
• Throughput
• Availability
• Scalability

2. ML task & pipeline

• indexing
• retrieval
• generation

3. data

4. model

5. evaluation

retrieval

• mrr, ndcg

generation

• rouge-l, 关键词重合度
• 主观评估：质量，准确性

online

优化与问答

• 多轮对话的RAG
• NL2SQL
• 幻觉

Reference

• Better RAG 1: Advanced Basics
• https://github.com/langgenius/dify