{"id":53837,"date":"2025-02-18T10:13:19","date_gmt":"2025-02-18T02:13:19","guid":{"rendered":"https:\/\/fwq.ai\/blog\/53837\/"},"modified":"2025-02-18T10:13:19","modified_gmt":"2025-02-18T02:13:19","slug":"ragflow%e4%ba%86%e8%a7%a3%e5%bc%80%e6%ba%90%e6%a3%80%e7%b4%a2%e7%9a%84%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%e5%bc%95%e6%93%8e%e3%80%82","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53837\/","title":{"rendered":"Ragflow\u4e86\u89e3\u5f00\u6e90\u68c0\u7d22\u7684\u589e\u5f3a\u751f\u6210\u5f15\u64ce\u3002"},"content":{"rendered":"

  <\/span>  Ragflow\uff08RAGFlow\uff09<\/span>\u662f\u4e00\u6b3e\u57fa\u4e8e\u6df1\u5ea6\u6587\u6863\u7406\u89e3\u7684\u5f00\u6e90\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff0cRAG\uff09\u5f15\u64ce\u3002\u4ee5\u4e0b\u662f\u5bf9Ragflow\u7684\u8be6\u7ec6\u4ecb\u7ecd\uff1a<\/span><\/p>\n

\u4e00\u3001\u6838\u5fc3\u7279\u6027<\/span><\/span><\/font><\/p>\n

    \n
  1. \u6df1\u5ea6\u6587\u6863\u7406\u89e3\uff1aRagflow\u5177\u5907\u4ece\u590d\u6742\u683c\u5f0f\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u7cbe\u51c6\u63d0\u53d6\u77e5\u8bc6\u7684\u80fd\u529b\uff0c\u80fd\u591f\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u5b9a\u4f4d\u5173\u952e\u5185\u5bb9\uff0c\u63d0\u5347\u4fe1\u606f\u68c0\u7d22\u7684\u51c6\u786e\u6027\u3002\u5b83\u652f\u6301\u591a\u79cd\u6587\u6863\u683c\u5f0f\uff0c\u5982Word\u3001PPT\u3001Excel\u3001txt\u3001\u56fe\u7247\u3001PDF\u3001\u7ed3\u6784\u5316\u6570\u636e\u3001\u7f51\u9875\u7b49\uff0c\u4ee5\u6ee1\u8db3\u591a\u6837\u5316\u7684\u6570\u636e\u9700\u6c42\u3002<\/span><\/span><\/font><\/li>\n
  2. \u6a21\u677f\u5316\u5206\u5757\u5904\u7406\uff1aRagflow\u63d0\u4f9b\u591a\u79cd\u6a21\u677f\u9009\u62e9\uff0c\u652f\u6301\u667a\u80fd\u5316\u3001\u53ef\u89e3\u91ca\u7684\u6570\u636e\u5206\u5757\u65b9\u5f0f\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u548c\u6587\u6863\u7c7b\u578b\u9009\u62e9\u5408\u9002\u7684\u6a21\u677f\uff0c\u5c06\u9884\u5904\u7406\u540e\u7684\u6587\u672c\u5212\u5206\u4e3a\u8f83\u5c0f\u7684\u5757\uff0c\u4ee5\u63d0\u9ad8\u5904\u7406\u6548\u7387\u548c\u900f\u660e\u5ea6\u3002<\/span><\/span><\/font><\/li>\n
  3. \u53ef\u9760\u5f15\u7528\u4e0e\u51cf\u5c11\u5e7b\u89c9\uff1aRagflow\u652f\u6301\u6587\u672c\u5206\u5757\u7684\u53ef\u89c6\u5316\uff0c\u4fbf\u4e8e\u4eba\u5de5\u5e72\u9884\u548c\u6821\u5bf9\u3002\u540c\u65f6\uff0c\u5b83\u63d0\u4f9b\u6e05\u6670\u7684\u5173\u952e\u5f15\u7528\u6765\u6e90\uff0c\u786e\u4fdd\u751f\u6210\u7b54\u6848\u6709\u636e\u53ef\u4f9d\uff0c\u51cf\u5c11\u751f\u6210\u9519\u8bef\u4fe1\u606f\u7684\u53ef\u80fd\u6027\u3002<\/span><\/span><\/font><\/li>\n
  4. \u517c\u5bb9\u591a\u79cd\u5f02\u6784\u6570\u636e\u6e90\uff1a\u7cfb\u7edf\u80fd\u591f\u65e0\u7f1d\u5904\u7406\u591a\u79cd\u6570\u636e\u683c\u5f0f\uff0c\u65b9\u4fbf\u7528\u6237\u6574\u5408\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\uff0c\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u4fe1\u606f\u57fa\u7840\u3002<\/span><\/span><\/font><\/li>\n
  5. \u81ea\u52a8\u5316\u3001\u7b80\u4fbf\u7684RAG\u5de5\u4f5c\u6d41\u7a0b\uff1aRagflow\u63d0\u4f9b\u7b80\u5316\u3001\u81ea\u52a8\u5316\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u9002\u7528\u4e8e\u4e2a\u4eba\u548c\u4f01\u4e1a\u4f7f\u7528\u3002\u5b83\u652f\u6301\u914d\u7f6e\u591a\u79cd\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u5d4c\u5165\u6a21\u578b\uff0c\u7ed3\u5408\u591a\u91cd\u68c0\u7d22\u4e0e\u91cd\u6392\u5e8f\u6280\u672f\uff0c\u5e76\u914d\u5907\u76f4\u89c2\u7684API\uff0c\u4fbf\u4e8e\u5feb\u901f\u96c6\u6210\u81f3\u5404\u7c7b\u4e1a\u52a1\u7cfb\u7edf\u3002<\/span><\/span><\/font><\/li>\n<\/ol>\n

    \u4e8c\u3001\u6280\u672f\u67b6\u6784\u4e0e\u5de5\u4f5c\u6d41\u7a0b<\/span><\/span><\/font><\/p>\n

      \n
    1. \u6587\u6863\u89e3\u6790\uff1aRagflow\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u548c\u5904\u7406\u5404\u79cd\u6587\u6863\u683c\u5f0f\uff0c\u89e3\u6790\u51fa\u6587\u6863\u4e2d\u7684\u6587\u5b57\u3001\u6807\u9898\u3001\u6bb5\u843d\u3001\u6362\u884c\u3001\u56fe\u7247\u548c\u8868\u683c\u7b49\u5143\u7d20\uff0c\u5e76\u5bf9\u8868\u683c\u8fdb\u884c\u7cbe\u7ec6\u5904\u7406\u3002<\/span><\/span><\/font><\/li>\n
    2. \u5d4c\u5165\u8868\u793a\uff1a\u5229\u7528\u5d4c\u5165\u6a21\u578b\u5c06\u6bcf\u4e2a\u6587\u672c\u5757\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\uff0c\u8fd9\u4e9b\u5411\u91cf\u80fd\u591f\u6355\u6349\u6587\u672c\u7684\u8bed\u4e49\u548c\u7279\u5f81\u3002\u540c\u65f6\uff0c\u4e5f\u4f1a\u5bf9\u7528\u6237\u7684\u95ee\u9898\u8fdb\u884c\u540c\u6837\u7684\u5d4c\u5165\u5904\u7406\u3002<\/span><\/span><\/font><\/li>\n
    3. \u7d22\u5f15\u5b58\u50a8\uff1a\u5c06\u751f\u6210\u7684\u6587\u672c\u5757\u5411\u91cf\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u5e76\u5efa\u7acb\u7d22\u5f15\uff0c\u4ee5\u4fbf\u5feb\u901f\u68c0\u7d22\u3002<\/span><\/span><\/font><\/li>\n
    4. \u76f8\u4f3c\u6027\u68c0\u7d22\uff1a\u4f7f\u7528\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\u7b97\u6cd5\uff0c\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u67e5\u627e\u4e0e\u7528\u6237\u95ee\u9898\u5411\u91cf\u6700\u76f8\u4f3c\u7684\u6587\u672c\u5757\u3002<\/span><\/span><\/font><\/li>\n
    5. \u4fe1\u606f\u63d0\u53d6\u4e0e\u7b5b\u9009\uff1a\u4ece\u68c0\u7d22\u5230\u7684\u6587\u672c\u5757\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u548c\u6709\u7528\u7684\u5185\u5bb9\uff0c\u5e76\u8fdb\u884c\u7b5b\u9009\u548c\u6574\u7406\u3002<\/span><\/span><\/font><\/li>\n
    6. \u4e0a\u4e0b\u6587\u6784\u5efa\uff1a\u5c06\u63d0\u53d6\u548c\u7b5b\u9009\u540e\u7684\u4fe1\u606f\u4e0e\u7528\u6237\u7684\u95ee\u9898\u8fdb\u884c\u878d\u5408\uff0c\u6784\u5efa\u4e00\u4e2a\u5305\u542b\u5916\u90e8\u77e5\u8bc6\u7684\u589e\u5f3a\u4e0a\u4e0b\u6587\u3002<\/span><\/span><\/font><\/li>\n
    7. \u6a21\u578b\u8f93\u5165\u4e0e\u6587\u672c\u751f\u6210\uff1a\u5c06\u878d\u5408\u540e\u7684\u4e0a\u4e0b\u6587\u4f5c\u4e3a\u8f93\u5165\u4f20\u9012\u7ed9\u9884\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0cLLM\u4f1a\u6839\u636e\u8f93\u5165\u7684\u4e0a\u4e0b\u6587\u548c\u81ea\u8eab\u7684\u8bed\u8a00\u77e5\u8bc6\u4e0e\u751f\u6210\u80fd\u529b\uff0c\u5bf9\u95ee\u9898\u8fdb\u884c\u7406\u89e3\u548c\u5206\u6790\uff0c\u5e76\u751f\u6210\u56de\u7b54\u6587\u672c\u3002<\/span><\/span><\/font><\/li>\n<\/ol>\n

      \u4e09\u3001\u5e94\u7528\u573a\u666f<\/span><\/span><\/font><\/p>\n

      Ragflow\u5e7f\u6cdb\u5e94\u7528\u4e8e\u9700\u8981\u52a8\u6001\u751f\u6210\u5185\u5bb9\u4e14\u4f9d\u8d56\u5916\u90e8\u77e5\u8bc6\u5e93\u7684\u573a\u666f\uff0c\u5982\uff1a<\/span><\/span><\/font><\/p>\n

        \n
      1. \u667a\u80fd\u5ba2\u670d\uff1a\u80fd\u591f\u5b9e\u65f6\u4ece\u4f01\u4e1a\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u51c6\u786e\u3001\u4e2a\u6027\u5316\u7684\u89e3\u7b54\u3002<\/span><\/span><\/font><\/li>\n
      2. \u5408\u540c\u7ba1\u7406\uff1a\u5feb\u901f\u63d0\u53d6\u5408\u540c\u4e2d\u7684\u5173\u952e\u6761\u6b3e\u548c\u4fe1\u606f\uff0c\u65b9\u4fbf\u4f01\u4e1a\u8fdb\u884c\u5408\u540c\u5ba1\u67e5\u3001\u98ce\u9669\u8bc4\u4f30\u548c\u7ba1\u7406\u3002<\/span><\/span><\/font><\/li>\n
      3. \u8f85\u52a9\u8bca\u65ad\uff1a\u533b\u7597\u4e13\u4e1a\u4eba\u5458\u53ef\u4ee5\u901a\u8fc7Ragflow\u5feb\u901f\u67e5\u627e\u76f8\u5173\u533b\u5b66\u6587\u732e\u548c\u75c5\u4f8b\u8d44\u6599\uff0c\u4e3a\u8bca\u65ad\u548c\u6cbb\u7597\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u53c2\u8003\u3002<\/span><\/span><\/font><\/li>\n
      4. \u6587\u732e\u7efc\u8ff0\uff1a\u5b66\u751f\u548c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u501f\u52a9Ragflow\u5feb\u901f\u5b9a\u4f4d\u548c\u5206\u6790\u76f8\u5173\u7684\u5b66\u672f\u6587\u732e\uff0c\u9ad8\u6548\u5730\u5b8c\u6210\u6587\u732e\u7efc\u8ff0\u7684\u64b0\u5199\u3002<\/span><\/span><\/font><\/li>\n
      5. \u65b0\u95fb\u62a5\u9053\uff1a\u8bb0\u8005\u53ef\u4ee5\u5229\u7528Ragflow\u5bf9\u5927\u91cf\u7684\u65b0\u95fb\u7d20\u6750\u8fdb\u884c\u5feb\u901f\u6574\u5408\u548c\u63d0\u70bc\uff0c\u751f\u6210\u65b0\u95fb\u7a3f\u4ef6\u3002<\/span><\/span><\/font><\/li>\n
      6. \u6295\u8d44\u5206\u6790\uff1a\u91d1\u878d\u673a\u6784\u53ef\u4ee5\u5229\u7528Ragflow\u5b9e\u65f6\u6536\u96c6\u548c\u5206\u6790\u5e02\u573a\u6570\u636e\u3001\u8d22\u7ecf\u65b0\u95fb\u7b49\u4fe1\u606f\uff0c\u751f\u6210\u6295\u8d44\u5206\u6790\u62a5\u544a\u3002<\/span><\/span><\/font>
        <\/span><\/font> <\/li>\n<\/ol>\n

        \u56db\u3001\u7cfb\u7edf\u8981\u6c42\u4e0e\u5b89\u88c5\u6b65\u9aa4<\/span><\/span><\/font><\/p>\n

          \n
        1. \u7cfb\u7edf\u8981\u6c42\uff1aCPU\u81f3\u5c114\u6838\u3001\u5185\u5b58\u81f3\u5c1116GB\u3001\u786c\u76d8\u81f3\u5c1150GB\u3001Docker\u7248\u672c\u226524.0.0\uff0cdocker compose\u2265v2.26.1\u3002<\/span><\/span><\/font><\/li>\n
        2. \u5b89\u88c5\u6b65\u9aa4\uff1a\u9996\u5148\u514b\u9686\u4ed3\u5e93\uff0c\u7136\u540e\u5728ragflow\/docker\u76ee\u5f55\u4e0b\u8fd0\u884c\u547d\u4ee4\u542f\u52a8docker\u5bb9\u5668\uff0c\u63a5\u7740\u68c0\u67e5\u670d\u52a1\u5668\u72b6\u6001\uff0c\u6700\u540e\u5728\u6d4f\u89c8\u5668\u4e2d\u8f93\u5165\u670d\u52a1\u5668\u7684IP\u5730\u5740\u8bbf\u95eeragflow\uff0c\u5e76\u5728service_conf.yaml\u6587\u4ef6\u4e2d\u9009\u62e9\u6240\u9700\u7684LLM\u5de5\u5382\u5e76\u66f4\u65b0api_key\u5b57\u6bb5\u7b49\u3002<\/span><\/span><\/font><\/li>\n<\/ol>\n


          <\/span><\/font><\/p>\n

           <\/span><\/span><\/p>\n

          Ragflow\u77e5\u8bc6\u5e93\u641c\u7d22<\/span><\/span><\/strong><\/p>\n


          <\/span> <\/p>\n

           <\/span><\/span><\/p>\n

          \u4ee5\u4e0b\u662f\u4ee5\u672c\u5730\u90e8\u7f72DeepSeek 1.5b\u5b9e\u8df5<\/span><\/span><\/p>\n

          \"Ragflow\u4e86\u89e3\u5f00\u6e90\u68c0\u7d22\u7684\u589e\u5f3a\u751f\u6210\u5f15\u64ce\u3002\u63d2\u56fe\"<\/span><\/font><\/p>\n

           <\/span><\/span><\/p>\n

          Ragflow\u4e2d\u667a\u80fd\u4f53<\/span><\/span><\/strong><\/p>\n


          <\/span> <\/p>\n

           <\/span><\/span><\/p>\n

          \u81ea\u7136\u8bed\u8a00\u8f6cSQL- text2sql<\/span><\/span><\/font><\/p>\n

          \"Ragflow\u4e86\u89e3\u5f00\u6e90\u68c0\u7d22\u7684\u589e\u5f3a\u751f\u6210\u5f15\u64ce\u3002\u63d2\u56fe1\"<\/span><\/font><\/p>\n

          \n

          \u67e5\u8be2\u4e00\u5e74\u7ea7\u5b66\u751f\u5728\u5e73\u5747\u5206<\/span><\/span><\/font><\/p>\n<\/blockquote>\n

          \u56de\u7b54<\/span><\/span><\/strong><\/font><\/p>\n

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          • <\/li>\n
          • <\/li>\n<\/ul>\n
            \u597d\u7684\uff0c\u6211\u73b0\u5728\u9700\u8981\u5e2e\u52a9\u7528\u6237\u89e3\u51b3\u4e00\u4e2a\u5173\u4e8e\u6570\u636e\u5e93\u7684\u95ee\u9898\u3002\u7528\u6237\u63d0\u4f9b\u4e86\u4e00\u4e2a\u67e5\u8be2\u8bed\u53e5\u201c\u67e5\u8be2\u4e00\u5e74\u7ea7\u5b66\u751f\u5728\u5e73\u5747\u5206\u201d\uff0c\u4f46\u6ca1\u6709\u660e\u786e\u8bf4\u660e\u5177\u4f53\u7684\u6570\u636e\u5e93\u548c\u8868\u540d\u3002<\/span><\/span><\/code>\u9996\u5148\uff0c\u6211\u5e94\u8be5\u8003\u8651\u7528\u6237\u7684\u4f7f\u7528\u573a\u666f\u3002\u53ef\u80fd\u4ed6\u4eec\u662f\u5728\u5b66\u6821\u6216\u8005\u6559\u80b2\u673a\u6784\u4e2d\u7ba1\u7406\u5b66\u751f\u7684\u6210\u7ee9\u6570\u636e\uff0c\u5e76\u5e0c\u671b\u901a\u8fc7<\/span>SQL<\/span>\u6765\u83b7\u53d6\u4e00\u5e74\u7ea7\u5b66\u751f\u5728\u67d0\u4e00\u79d1\u76ee\u7684\u5e73\u5747\u5206\u60c5\u51b5\u3002<\/span><\/span><\/code>\u63a5\u4e0b\u6765\uff0c\u7528\u6237\u7684\u9700\u6c42\u662f\u67e5\u8be2\u8fd9\u4e9b\u4fe1\u606f\uff0c\u6240\u4ee5\u9700\u8981\u8bbe\u8ba1\u4e00\u4e2a\u80fd\u591f\u5b9e\u73b0\u8fd9\u4e00\u70b9\u7684\u6570\u636e\u5e93\u7ed3\u6784\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u5728\u8fd9\u6837\u7684\u7cfb\u7edf\u4e2d\u4f1a\u6709\u591a\u4e2a\u8868\uff1a\u6bd4\u5982\u201c\u5b66\u751f\u6210\u7ee9\u201d\u548c\u201c\u5e74\u7ea7\u4fe1\u606f\u201d\u3002<\/span><\/span><\/code>\u7136\u540e\uff0c\u6211\u5e94\u8be5\u601d\u8003\u5982\u4f55\u5c06\u8fd9\u4e24\u4e2a\u8868\u8fde\u63a5\u8d77\u6765\uff0c\u5e76\u8ba1\u7b97\u51fa\u4e00\u5e74\u7ea7\u5b66\u751f\u7684\u5e73\u5747\u6210\u7ee9\u3002\u8fd9\u53ef\u80fd\u6d89\u53ca\u5230\u805a\u5408\u51fd\u6570\u5982<\/span>AVG<\/span>()\u3002<\/span><\/span><\/code>\u6700\u540e\uff0c\u7528\u6237\u5e0c\u671b\u53ea\u8fd4\u56de\u67e5\u8be2\u7ed3\u679c\u7684\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\uff0c\u6240\u4ee5\u9700\u8981\u786e\u4fdd\u8f93\u51fa\u4ec5\u5305\u542b\u6240\u9700\u7684\u4fe1\u606f\u800c\u4e0d\u4f1a\u6d89\u53ca\u5176\u4ed6\u5185\u5bb9\u3002<\/span><\/span><\/code>SELECT<\/span> <\/span>AVG<\/span>(\u6210\u7ee9) <\/span>AS<\/span> \u5e73\u5747\u5206, \u5b66\u751f\u6210\u7ee9.<\/span>*<\/span> <\/span>FROM<\/span> \u5b66\u751f\u6210\u7ee9, \u5e74\u7ea7\u4fe1\u606f <\/span>WHERE<\/span> \u5e74\u7ea7 <\/span>==<\/span> <\/span>'\u4e00\u5e74\u7ea7'<\/span>;<\/span><\/span><\/code>\u8fd9\u4e2a\u67e5\u8be2\u4f1a\u4ece\u201c\u5b66\u751f\u6210\u7ee9\u201d\u8868\u4e2d\u8ba1\u7b97\u51fa\u4e00\u5e74\u7ea7\u5b66\u751f\u7684\u5e73\u5747\u6210\u7ee9\uff0c\u5e76\u8fd4\u56de\u7ed3\u679c\u5230\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\u5e93\u3002<\/span><\/span><\/code><\/pre>\n

            <\/span><\/font><\/p>\n
            \u4e66\u7c4d\u5bf9\u8bdd<\/span><\/span><\/strong><\/p>\n

            <\/span> <\/p>\n
             <\/span><\/span><\/p>\n
            \u6211\u4eec\u4f7f\u7528\u8fd9\u7535\u5b50\u4e66\u505a\u6d4b\u8bd5<\/span><\/span><\/font><\/p>\n
            \"Ragflow\u4e86\u89e3\u5f00\u6e90\u68c0\u7d22\u7684\u589e\u5f3a\u751f\u6210\u5f15\u64ce\u3002\u63d2\u56fe2\"<\/span><\/font><\/p>\n
            \"Ragflow\u4e86\u89e3\u5f00\u6e90\u68c0\u7d22\u7684\u589e\u5f3a\u751f\u6210\u5f15\u64ce\u3002\u63d2\u56fe3\"<\/span><\/font><\/p>\n
             <\/span><\/span><\/p>\n
            \u7ed3\u8bba<\/span><\/span><\/strong><\/p>\n

            <\/span> <\/p>\n
            \u4e00\u3001\u63d0\u5347\u4fe1\u606f\u68c0\u7d22\u548c\u5229\u7528\u6548\u7387<\/span><\/span><\/font><\/h5>\n
            \u672c\u5730\u90e8\u7f72DeepSeek 1.5b\u4e0eRagflow\u77e5\u8bc6\u5e93\u53ef\u4ee5\u6781\u5927\u5730\u63d0\u9ad8\u4fe1\u606f\u68c0\u7d22\u548c\u5229\u7528\u6548\u7387\u3002Ragflow\u4f5c\u4e3a\u4e00\u79cd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff0cRAG\uff09\u6280\u672f\uff0c\u7ed3\u5408\u4e86\u4fe1\u606f\u68c0\u7d22\u548c\u751f\u6210\u5f0fAI\u7684\u4f18\u52bf\u3002\u5b83\u80fd\u591f\u4ece\u5e9e\u5927\u7684\u77e5\u8bc6\u5e93\u4e2d\u5feb\u901f\u5b9a\u4f4d\u76f8\u5173\u4fe1\u606f\uff0c\u5e76\u751f\u6210\u6709\u610f\u4e49\u7684\u603b\u7ed3\u6216\u7b54\u6848\u3002\u8fd9\u79cd\u80fd\u529b\u5bf9\u4e8e\u9700\u8981\u5904\u7406\u5927\u91cf\u6570\u636e\u548c\u4fe1\u606f\u7684\u4e2a\u4eba\u6216\u7ec4\u7ec7\u6765\u8bf4\uff0c\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u3002\u901a\u8fc7\u672c\u5730\u90e8\u7f72\uff0c\u7528\u6237\u53ef\u4ee5\u66f4\u5feb\u901f\u3001\u66f4\u51c6\u786e\u5730\u83b7\u53d6\u6240\u9700\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002<\/span><\/span><\/font><\/p>\n
            \u4e8c\u3001\u589e\u5f3a\u6570\u636e\u79c1\u5bc6\u6027\u548c\u5b89\u5168\u6027<\/span><\/span><\/font><\/h5>\n
            \u672c\u5730\u90e8\u7f72\u7684\u53e6\u4e00\u4e2a\u91cd\u8981\u610f\u4e49\u5728\u4e8e\u6570\u636e\u7684\u79c1\u5bc6\u6027\u548c\u5b89\u5168\u6027\u3002\u6240\u6709\u6570\u636e\u90fd\u5b58\u50a8\u5728\u672c\u5730\uff0c\u7528\u6237\u53ef\u4ee5\u5b8c\u5168\u63a7\u5236\u8bbf\u95ee\u6743\u9650\uff0c\u786e\u4fdd\u654f\u611f\u4fe1\u606f\u4e0d\u88ab\u5916\u90e8\u7a83\u53d6\u3002\u4e0e\u4f9d\u8d56\u5916\u90e8\u670d\u52a1\u76f8\u6bd4\uff0c\u672c\u5730\u90e8\u7f72\u907f\u514d\u4e86\u6570\u636e\u5916\u6cc4\u7684\u98ce\u9669\uff0c\u4fdd\u62a4\u4e86\u4e2a\u4eba\u6216\u7ec4\u7ec7\u7684\u4fe1\u606f\u5b89\u5168\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u5904\u7406\u654f\u611f\u6570\u636e\u7684\u7528\u6237\u6765\u8bf4\u5c24\u4e3a\u91cd\u8981\u3002<\/span><\/span><\/font><\/p>\n
            \u4e09\u3001\u964d\u4f4e\u4f7f\u7528\u6210\u672c<\/span><\/span><\/font><\/h5>\n
            \u4ece\u6210\u672c\u89d2\u5ea6\u6765\u770b\uff0c\u672c\u5730\u90e8\u7f72DeepSeek 1.5b\u4e0eRagflow\u77e5\u8bc6\u5e93\u4e5f\u662f\u4e00\u4e2a\u957f\u671f\u8282\u7ea6\u7684\u9009\u62e9\u3002\u867d\u7136\u521d\u671f\u53ef\u80fd\u9700\u8981\u6295\u5165\u4e00\u4e9b\u8d44\u6e90\u8fdb\u884c\u7cfb\u7edf\u642d\u5efa\u548c\u914d\u7f6e\uff0c\u4f46\u540e\u7eed\u7ef4\u62a4\u6210\u672c\u4f4e\u5ec9\u3002\u957f\u671f\u6765\u770b\uff0c\u8fd9\u6bd4\u4f9d\u8d56\u5916\u90e8\u670d\u52a1\u66f4\u5177\u6210\u672c\u6548\u76ca\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u5916\u90e8\u77e5\u8bc6\u5e93\u670d\u52a1\u53ef\u80fd\u4f1a\u4ea7\u751f\u6301\u7eed\u7684\u8ba2\u9605\u8d39\u7528\uff0c\u800c\u672c\u5730\u90e8\u7f72\u5219\u662f\u4e00\u6b21\u6027\u6295\u5165\u3002<\/span><\/span><\/font><\/p>\n
            \u56db\u3001\u652f\u6301\u79bb\u7ebf\u4f7f\u7528\u548c\u5b9a\u5236\u5316\u5f00\u53d1<\/span><\/span><\/font><\/h5>\n
            \u672c\u5730\u90e8\u7f72\u8fd8\u652f\u6301\u79bb\u7ebf\u4f7f\u7528\uff0c\u8fd9\u610f\u5473\u7740\u7528\u6237\u53ef\u4ee5\u5728\u6ca1\u6709\u7f51\u7edc\u8fde\u63a5\u7684\u60c5\u51b5\u4e0b\u4ecd\u7136\u80fd\u591f\u6b63\u5e38\u4f7f\u7528\u77e5\u8bc6\u5e93\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u5728\u5404\u79cd\u73af\u5883\u4e0b\u9ad8\u6548\u5904\u7406\u4fe1\u606f\u7684\u7528\u6237\u6765\u8bf4\u5c24\u4e3a\u91cd\u8981\u3002\u6b64\u5916\uff0c\u672c\u5730\u90e8\u7f72\u8fd8\u53ef\u4ee5\u6839\u636e\u4e2a\u4eba\u9700\u6c42\u8fdb\u884c\u9ad8\u5ea6\u5b9a\u5236\u5316\u5f00\u53d1\u3002\u7528\u6237\u53ef\u4ee5\u81ea\u7531\u9009\u62e9\u548c\u914d\u7f6e\u529f\u80fd\uff0c\u4ee5\u9002\u5e94\u5177\u4f53\u7684\u4f7f\u7528\u573a\u666f\u548c\u9700\u6c42\u3002<\/span><\/span><\/font><\/p>\n
             <\/span><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"
                Ragflow\uff08RAGFlow\uff09\u662f\u4e00\u6b3e\u57fa\u4e8e\u6df1\u5ea6\u6587\u6863\u7406\u89e3\u7684\u5f00\u6e90\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff0cRAG\uff09\u5f15\u64ce\u3002\u4ee5\u4e0b\u662f\u5bf9Ragflow\u7684\u8be6\u7ec6\u4ecb\u7ecd\uff1a \u4e00\u3001\u6838\u5fc3\u7279\u6027 \u6df1\u5ea6\u6587\u6863\u7406\u89e3\uff1aRagflow\u5177\u5907\u4ece\u590d\u6742\u683c\u5f0f\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u7cbe\u51c6\u63d0\u53d6\u77e5\u8bc6\u7684\u80fd\u529b\uff0c\u80fd\u591f\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u5b9a\u4f4d\u5173\u952e\u5185\u5bb9\uff0c\u63d0\u5347\u4fe1\u606f\u68c0\u7d22\u7684\u51c6\u786e\u6027\u3002\u5b83\u652f\u6301\u591a\u79cd\u6587\u6863\u683c\u5f0f\uff0c\u5982Word\u3001PPT\u3001Excel\u3001txt\u3001\u56fe\u7247\u3001PDF\u3001\u7ed3\u6784\u5316\u6570\u636e\u3001\u7f51\u9875\u7b49\uff0c\u4ee5\u6ee1\u8db3\u591a\u6837\u5316\u7684\u6570\u636e\u9700\u6c42\u3002 \u6a21\u677f\u5316\u5206\u5757\u5904\u7406\uff1aRagflow\u63d0\u4f9b\u591a\u79cd\u6a21\u677f\u9009\u62e9\uff0c\u652f\u6301\u667a\u80fd\u5316\u3001\u53ef\u89e3\u91ca\u7684\u6570\u636e\u5206\u5757\u65b9\u5f0f\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u548c\u6587\u6863\u7c7b\u578b\u9009\u62e9\u5408\u9002\u7684\u6a21\u677f\uff0c\u5c06\u9884\u5904\u7406\u540e\u7684\u6587\u672c\u5212\u5206\u4e3a\u8f83\u5c0f\u7684\u5757\uff0c\u4ee5\u63d0\u9ad8\u5904\u7406\u6548\u7387\u548c\u900f\u660e\u5ea6\u3002 \u53ef\u9760\u5f15\u7528\u4e0e\u51cf\u5c11\u5e7b\u89c9\uff1aRagflow\u652f\u6301\u6587\u672c\u5206\u5757\u7684\u53ef\u89c6\u5316\uff0c\u4fbf\u4e8e\u4eba\u5de5\u5e72\u9884\u548c\u6821\u5bf9\u3002\u540c\u65f6\uff0c\u5b83\u63d0\u4f9b\u6e05\u6670\u7684\u5173\u952e\u5f15\u7528\u6765\u6e90\uff0c\u786e\u4fdd\u751f\u6210\u7b54\u6848\u6709\u636e\u53ef\u4f9d\uff0c\u51cf\u5c11\u751f\u6210\u9519\u8bef\u4fe1\u606f\u7684\u53ef\u80fd\u6027\u3002 \u517c\u5bb9\u591a\u79cd\u5f02\u6784\u6570\u636e\u6e90\uff1a\u7cfb\u7edf\u80fd\u591f\u65e0\u7f1d\u5904\u7406\u591a\u79cd\u6570\u636e\u683c\u5f0f\uff0c\u65b9\u4fbf\u7528\u6237\u6574\u5408\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\uff0c\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u4fe1\u606f\u57fa\u7840\u3002 \u81ea\u52a8\u5316\u3001\u7b80\u4fbf\u7684RAG\u5de5\u4f5c\u6d41\u7a0b\uff1aRagflow\u63d0\u4f9b\u7b80\u5316\u3001\u81ea\u52a8\u5316\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u9002\u7528\u4e8e\u4e2a\u4eba\u548c\u4f01\u4e1a\u4f7f\u7528\u3002\u5b83\u652f\u6301\u914d\u7f6e\u591a\u79cd\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u5d4c\u5165\u6a21\u578b\uff0c\u7ed3\u5408\u591a\u91cd\u68c0\u7d22\u4e0e\u91cd\u6392\u5e8f\u6280\u672f\uff0c\u5e76\u914d\u5907\u76f4\u89c2\u7684API\uff0c\u4fbf\u4e8e\u5feb\u901f\u96c6\u6210\u81f3\u5404\u7c7b\u4e1a\u52a1\u7cfb\u7edf\u3002 \u4e8c\u3001\u6280\u672f\u67b6\u6784\u4e0e\u5de5\u4f5c\u6d41\u7a0b \u6587\u6863\u89e3\u6790\uff1aRagflow\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u548c\u5904\u7406\u5404\u79cd\u6587\u6863\u683c\u5f0f\uff0c\u89e3\u6790\u51fa\u6587\u6863\u4e2d\u7684\u6587\u5b57\u3001\u6807\u9898\u3001\u6bb5\u843d\u3001\u6362\u884c\u3001\u56fe\u7247\u548c\u8868\u683c\u7b49\u5143\u7d20\uff0c\u5e76\u5bf9\u8868\u683c\u8fdb\u884c\u7cbe\u7ec6\u5904\u7406\u3002 \u5d4c\u5165\u8868\u793a\uff1a\u5229\u7528\u5d4c\u5165\u6a21\u578b\u5c06\u6bcf\u4e2a\u6587\u672c\u5757\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\uff0c\u8fd9\u4e9b\u5411\u91cf\u80fd\u591f\u6355\u6349\u6587\u672c\u7684\u8bed\u4e49\u548c\u7279\u5f81\u3002\u540c\u65f6\uff0c\u4e5f\u4f1a\u5bf9\u7528\u6237\u7684\u95ee\u9898\u8fdb\u884c\u540c\u6837\u7684\u5d4c\u5165\u5904\u7406\u3002 \u7d22\u5f15\u5b58\u50a8\uff1a\u5c06\u751f\u6210\u7684\u6587\u672c\u5757\u5411\u91cf\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u5e76\u5efa\u7acb\u7d22\u5f15\uff0c\u4ee5\u4fbf\u5feb\u901f\u68c0\u7d22\u3002 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\u5b66\u751f\u6210\u7ee9.* FROM \u5b66\u751f\u6210\u7ee9, \u5e74\u7ea7\u4fe1\u606f WHERE \u5e74\u7ea7 == ‘\u4e00\u5e74\u7ea7’;\u8fd9\u4e2a\u67e5\u8be2\u4f1a\u4ece\u201c\u5b66\u751f\u6210\u7ee9\u201d\u8868\u4e2d\u8ba1\u7b97\u51fa\u4e00\u5e74\u7ea7\u5b66\u751f\u7684\u5e73\u5747\u6210\u7ee9\uff0c\u5e76\u8fd4\u56de\u7ed3\u679c\u5230\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\u5e93\u3002 \u4e66\u7c4d\u5bf9\u8bdd   \u6211\u4eec\u4f7f\u7528\u8fd9\u7535\u5b50\u4e66\u505a\u6d4b\u8bd5   \u7ed3\u8bba \u4e00\u3001\u63d0\u5347\u4fe1\u606f\u68c0\u7d22\u548c\u5229\u7528\u6548\u7387 \u672c\u5730\u90e8\u7f72DeepSeek 1.5b\u4e0eRagflow\u77e5\u8bc6\u5e93\u53ef\u4ee5\u6781\u5927\u5730\u63d0\u9ad8\u4fe1\u606f\u68c0\u7d22\u548c\u5229\u7528\u6548\u7387\u3002Ragflow\u4f5c\u4e3a\u4e00\u79cd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented 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