NJUxlj/Chinese-MedQA-Qwen2
基于Qwen2+SFT+DPO的医疗问答系统,项目中使用了自定义的 SFTTrainer/DPOTrainer/TRPOTrainer用于训练,其次,项目还调用各种知识库工具(neo4j, milvus, LDA, 等)进行自动化训练数据生成。另外,使用 vllm 用于推理和部署训好的模型, 该模型会通过 vllm API 来接入一个基于 embedder + Reranker 的 RAG 系统。另外还参考 MDAgents 论文实现了一个多智能体会诊系统,同样也支持 vllm api 接入。
Implements a complete medical QA pipeline from data generation through deployment, featuring custom TRPO trainer alongside SFT/DPO, automated training data synthesis via knowledge graphs (Neo4j, Milvus, LDA), and multi-retrieval algorithms (similarity, BM25, KNN, L2-distance) integrated with FAISS for local knowledge base indexing. The system chains vLLM inference with a multi-agent consultation framework inspired by MDAgents, enabling collaborative diagnosis through tool-calling agents that access medical reference databases and knowledge graphs.
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64
Forks
9
Language
Python
License
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Category
Last pushed
Jan 04, 2026
Commits (30d)
0
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