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RAG

all-in-rag

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🔍大模型应用开发实战一:RAG 技术全栈指南,在线阅读地址:https://datawhalechina.github.io/all-in-rag/

★ 12K5,728 forksPython—datawhalechina

A hands-on, Chinese-language guide to building RAG applications, covering data preparation, embeddings, vector databases, retrieval strategies, generation, evaluation, and Graph RAG. Includes Python examples and end-to-end project walkthroughs.

Use Cases

Build document question-answering systemsCreate multimodal text-and-image retrievalImplement Graph RAG with knowledge graphsDevelop natural-language-to-SQL retrievalEvaluate and optimize RAG pipelines

Built With

Language
Python
Frameworks
LangChain · LlamaIndex · Milvus · Neo4j

Tags

RAG · tutorial · embeddings · vector search · multimodal RAG · Graph RAG · hybrid search · Text2SQL · RAG evaluation