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如何快速部署适应不同医院科室的智能问答系统?

2025-08-27 75

可配置化部署方案

Medical-RAG通过模块化设计实现快速科室适配:

  • 知识库分区:在Milvus集合中通过dept_pk字段标记不同科室数据
  • 配置热更新:修改YAML文件即可切换科室专属配置
    # default.yaml片段
    collection:
      schema:
        - name: "dept_pk"
          dtype: "int64"
          is_primary: false

五步部署法

  1. 准备各科室标准问答数据集
  2. (of a computer) runannotation.py时指定--dept_id参数分类标注
  3. existinsert_data_to_collection.py中设置科室标识字段
  4. 查询时添加filters={"dept_pk":"目标科室ID"}prerequisite
  5. pass (a bill or inspection etc)search_answer.yaml独立配置各科室检索策略

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