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[Feature Request]: RAG可以更好,可以更加直接应用于工业落地 #2052

@vincenschan

Description

@vincenschan

Do you need to file a feature request?

  • I have searched the existing feature request and this feature request is not already filed.
  • I believe this is a legitimate feature request, not just a question or bug.

Feature Request Description

可以新增或者完善的功能,可以直接用于工业落地:

  1. 支持给定文件路径进行文件解析:S3、loacal;
  2. 新增文档数据标准化解析与切片:word/pdf/html/markdown...文件格式,统一转MD,最优切片逻辑;
  3. 支持自定义知识库:一个项目多个知识库,同时支持多个知识库增删改查,支持知识库不存在自动新建,embedding 索引构建支持其他索引方式,配置这块可以独立剥离出来,使得更灵活;
  4. 重定义知识库字段结构:支持对话类型数据存储检索,后期可以直接当做memory使用,可以参考“mem0”;
  5. 新增FastAPI相关测试接口;

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