{"id":59506,"date":"2026-01-13T23:49:12","date_gmt":"2026-01-13T15:49:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/59506.html"},"modified":"2026-01-13T23:49:12","modified_gmt":"2026-01-13T15:49:12","slug":"dify%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e5%9c%a8%e7%bc%96%e6%8e%92%e4%b8%ad%e7%9a%84%e4%bd%9c%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/59506.html","title":{"rendered":"dify\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7f16\u6392\u4e2d\u7684\u4f5c\u7528"},"content":{"rendered":"

\u60f3\u4e86\u89e3 Dify \u5927\u8bed\u8a00\u6a21\u578b（LLM）\u5728\u300c\u7f16\u6392（Orchestration）\u300d\u73af\u8282\u4e2d\u7684\u6838\u5fc3\u4f5c\u7528，\u4ee5\u53ca\u5bf9\u5e94\u7684\u5b9e\u64cd\u793a\u4f8b\u3002
\n\u4e5f\u662f\u6211\u4e2a\u4eba\u5728dify\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u7684\u4e00\u4e9b\u4f53\u4f1a，\u672c\u6587\u4f1a\u4ece\u4f5c\u7528\u89e3\u6790\u548c\u5177\u4f53\u6848\u4f8b\u4e24\u65b9\u9762\u6765\u505a\u8bb2\u89e3\u3002<\/p>\n

\u4e00\u3001Dify \u4e2d LLM \u5728\u7f16\u6392\u4e2d\u7684\u6838\u5fc3\u4f5c\u7528<\/h4>\n

\u5728 Dify \u7684\u5e94\u7528\u5f00\u53d1\u6d41\u7a0b\u91cc，\u300c\u7f16\u6392\u300d\u662f\u4e32\u8054\u5404\u7c7b\u7ec4\u4ef6（LLM\u3001\u5de5\u5177\u3001\u6570\u636e\u3001\u6d41\u7a0b\u8282\u70b9）\u7684\u6838\u5fc3\u73af\u8282，\u800c LLM \u662f\u7f16\u6392\u4e2d\u7684\u300c\u667a\u80fd\u4e2d\u67a2\u300d，\u6838\u5fc3\u4f5c\u7528\u53ef\u603b\u7ed3\u4e3a：<\/p>\n

  • \u610f\u56fe\u7406\u89e3\u4e0e\u51b3\u7b56：\u89e3\u6790\u7528\u6237\u8f93\u5165\u7684\u81ea\u7136\u8bed\u8a00\u610f\u56fe，\u51b3\u5b9a\u540e\u7eed\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\/\u6d41\u7a0b（\u6bd4\u5982\u7528\u6237\u95ee\u201c\u67e5\u5929\u6c14\u201d\u5c31\u8c03\u7528\u5929\u6c14 API，\u95ee\u201c\u5199\u5468\u62a5\u201d\u5c31\u76f4\u63a5\u7528 LLM \u751f\u6210）；<\/li>\n
  • \u4e0a\u4e0b\u6587\u7ba1\u7406\u4e0e\u8bb0\u5fc6：\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d，LLM \u7ed3\u5408 Dify \u7684\u4e0a\u4e0b\u6587\u7f16\u6392\u80fd\u529b，\u7406\u89e3\u5bf9\u8bdd\u5386\u53f2，\u4fdd\u8bc1\u56de\u7b54\u7684\u8fde\u8d2f\u6027（\u6bd4\u5982\u8bb0\u4f4f\u7528\u6237\u4e4b\u524d\u63d0\u7684\u201c\u5317\u4eac\u201d，\u540e\u7eed\u95ee\u5929\u6c14\u65f6\u81ea\u52a8\u5b9a\u4f4d\u5317\u4eac）；<\/li>\n
  • \u683c\u5f0f\u4e0e\u5185\u5bb9\u9002\u914d：\u5c06\u5de5\u5177\u8fd4\u56de\u7684\u7ed3\u6784\u5316\u6570\u636e（\u5982 API \u8fd4\u53c2）\u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u8a00，\u6216\u6309\u6307\u5b9a\u683c\u5f0f（JSON\u3001\u8868\u683c）\u8f93\u51fa；\u4e5f\u80fd\u5c06\u7528\u6237\u975e\u7ed3\u6784\u5316\u8f93\u5165\u8f6c\u5316\u4e3a\u5de5\u5177\u53ef\u8bc6\u522b\u7684\u53c2\u6570；<\/li>\n
  • \u591a\u6a21\u578b\/\u5de5\u5177\u8c03\u5ea6：\u5f53\u5355\u6a21\u578b\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\u65f6，LLM \u4f1a\u5728\u7f16\u6392\u4e2d\u51b3\u7b56\u8c03\u7528\u54ea\u4e2a\u6a21\u578b（\u6bd4\u5982\u7b80\u5355\u95ee\u7b54\u7528\u8f7b\u91cf\u6a21\u578b，\u957f\u6587\u672c\u603b\u7ed3\u7528\u5927\u6a21\u578b）\u3001\u662f\u5426\u8c03\u7528\u5916\u90e8\u5de5\u5177（\u68c0\u7d22\u3001\u8ba1\u7b97\u3001\u6570\u636e\u5e93\u67e5\u8be2）\u3002<\/li>\n

    \u7b80\u5355\u6765\u8bf4，LLM \u5728 Dify \u7f16\u6392\u4e2d\u662f\u300c\u5927\u8111\u300d\u2014\u2014 \u8d1f\u8d23\u7406\u89e3\u9700\u6c42\u3001\u6307\u6325\u6d41\u7a0b\u3001\u5904\u7406\u6570\u636e\u3001\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n

    \u4e8c\u3001\u5b9e\u64cd\u793a\u4f8b：\u57fa\u4e8e Dify \u7f16\u6392\u5b9e\u73b0\u300c\u667a\u80fd\u5929\u6c14\u95ee\u7b54\u52a9\u624b\u300d<\/h4>\n

    \u8fd9\u4e2a\u793a\u4f8b\u4f1a\u4f53\u73b0 LLM \u5728\u7f16\u6392\u4e2d\u7684\u6838\u5fc3\u4f5c\u7528，\u4f60\u53ef\u4ee5\u76f4\u63a5\u5728 Dify \u5e73\u53f0\u590d\u523b：<\/p>\n

    1. \u524d\u7f6e\u51c6\u5907<\/h5>\n
      \n
    • \u5df2\u90e8\u7f72 Dify（\u5f00\u6e90\u7248\/\u4e91\u7248），\u5e76\u63a5\u5165\u81f3\u5c11\u4e00\u4e2a LLM（\u5982 OpenAI GPT-3.5\/4\u3001\u8baf\u98de\u661f\u706b\u3001\u901a\u4e49\u5343\u95ee）；<\/li>\n
    • \u51c6\u5907\u4e00\u4e2a\u516c\u5f00\u7684\u5929\u6c14 API（\u6bd4\u5982\u300c\u548c\u98ce\u5929\u6c14 API\u300d，\u9700\u7533\u8bf7 API Key）\u3002<\/li>\n<\/ul>\n
      2. \u7f16\u6392\u6d41\u7a0b\u8bbe\u8ba1（\u6838\u5fc3\u6b65\u9aa4）<\/h5>\n

      Dify \u7684\u7f16\u6392\u652f\u6301\u53ef\u89c6\u5316\u62d6\u62fd，\u6838\u5fc3\u8282\u70b9\u5305\u62ec：\u300c\u7528\u6237\u8f93\u5165\u300d\u2192\u300cLLM \u610f\u56fe\u89e3\u6790\u300d\u2192\u300c\u5de5\u5177\u8c03\u7528\u300d\u2192\u300cLLM \u7ed3\u679c\u683c\u5f0f\u5316\u300d\u2192\u300c\u8f93\u51fa\u56de\u7b54\u300d\u3002<\/p>\n

      3. \u5177\u4f53\u914d\u7f6e\u4e0e\u4ee3\u7801\/\u914d\u7f6e\u793a\u4f8b<\/h5>\n
      \u6b65\u9aa4 1：\u521b\u5efa\u5e94\u7528\u4e0e\u7f16\u6392\u753b\u5e03<\/h6>\n

      \u5728 Dify \u4e2d\u521b\u5efa\u300c\u5bf9\u8bdd\u578b\u5e94\u7528\u300d，\u8fdb\u5165\u300c\u7f16\u6392\u300d\u6a21\u5757，\u5f00\u542f\u53ef\u89c6\u5316\u7f16\u6392\u6a21\u5f0f\u3002<\/p>\n

      \u6b65\u9aa4 2：\u914d\u7f6e LLM \u610f\u56fe\u89e3\u6790\u8282\u70b9<\/h6>\n
        \n
      • \u8282\u70b9\u7c7b\u578b：\u300c\u5927\u8bed\u8a00\u6a21\u578b\u300d；<\/li>\n
      • \u63d0\u793a\u8bcd（Prompt）\u914d\u7f6e（\u6838\u5fc3\u662f\u8ba9 LLM \u89e3\u6790\u7528\u6237\u610f\u56fe\u5e76\u63d0\u53d6\u53c2\u6570）：\u4f60\u7684\u4efb\u52a1\u662f\u89e3\u6790\u7528\u6237\u5173\u4e8e\u5929\u6c14\u7684\u63d0\u95ee，\u8f93\u51fa JSON \u683c\u5f0f\u7ed3\u679c：
        \n1. \u5982\u679c\u7528\u6237\u95ee\u7684\u662f\u5929\u6c14\u76f8\u5173\u95ee\u9898，\u63d0\u53d6\u300c\u57ce\u5e02\u300d\u548c\u300c\u67e5\u8be2\u7c7b\u578b\u300d（\u6e29\u5ea6\/\u964d\u6c34\/\u98ce\u529b）；
        \n2. \u5982\u679c\u4e0d\u662f\u5929\u6c14\u95ee\u9898，\u8fd4\u56de {"intent": "non_weather", "city": "", "type": ""}；
        \n\u793a\u4f8b：
        \n\u7528\u6237\u8f93\u5165：\u201c\u5317\u4eac\u4eca\u5929\u7684\u6e29\u5ea6\u662f\u591a\u5c11？\u201d \u2192 {"intent": "weather", "city": "\u5317\u4eac", "type": "\u6e29\u5ea6"}
        \n\u7528\u6237\u8f93\u5165：\u201c\u660e\u5929\u8981\u4e0b\u96e8\u5417\u201d \u2192 {"intent": "weather", "city": "\u4e0a\u6d77", "type": "\u964d\u6c34"}（\u9ed8\u8ba4\u5f53\u524d\u57ce\u5e02\u4e3a\u4e0a\u6d77）
        \n\u7528\u6237\u8f93\u5165：\u201c\u65e9\u4e0a\u597d\u201d \u2192 {"intent": "non_weather", "city": "", "type": ""}
        \n\u53ea\u8f93\u51fa JSON，\u4e0d\u8981\u989d\u5916\u5185\u5bb9\u3002<\/p>\n<\/li>\n
      • \u6a21\u578b\u9009\u62e9：GPT-3.5（\u8f7b\u91cf\u4e14\u8db3\u591f\u89e3\u6790\u610f\u56fe）；<\/li>\n
      • \u8f93\u51fa\u683c\u5f0f：\u5f3a\u5236 JSON \u683c\u5f0f（Dify \u53ef\u914d\u7f6e\u300c\u8f93\u51fa\u683c\u5f0f\u7ea6\u675f\u300d）\u3002<\/li>\n<\/ul>\n
        \u6b65\u9aa4 3：\u914d\u7f6e\u5206\u652f\u5224\u65ad\u8282\u70b9<\/h6>\n

        \u57fa\u4e8e LLM \u8f93\u51fa\u7684 intent \u5b57\u6bb5\u505a\u5206\u652f：<\/p>\n

          \n
        • \u5982\u679c intent = weather：\u8fdb\u5165\u300c\u8c03\u7528\u5929\u6c14 API\u300d\u8282\u70b9；<\/li>\n
        • \u5982\u679c intent = non_weather：\u8fdb\u5165\u300cLLM \u76f4\u63a5\u56de\u590d\u300d\u8282\u70b9（\u56de\u590d\u201c\u6211\u662f\u5929\u6c14\u52a9\u624b，\u4ec5\u652f\u6301\u5929\u6c14\u67e5\u8be2\u54e6～\u201d）\u3002<\/li>\n<\/ul>\n
          \u6b65\u9aa4 4：\u914d\u7f6e\u5de5\u5177\u8c03\u7528\u8282\u70b9（\u5929\u6c14 API）<\/h6>\n
            \n
          • \u8282\u70b9\u7c7b\u578b：\u300cHTTP \u8bf7\u6c42\u300d；<\/li>\n
          • \u8bf7\u6c42\u914d\u7f6e：\n
              \n
            • \u65b9\u6cd5：GET；<\/li>\n
            • URL：https:\/\/devapi.qweather.com\/v7\/weather\/now?location={{city}}&key=\u4f60\u7684APIKey（{{city}} \u662f LLM \u89e3\u6790\u51fa\u7684\u57ce\u5e02\u53c2\u6570，Dify \u652f\u6301\u53d8\u91cf\u5f15\u7528）；<\/li>\n
            • \u54cd\u5e94\u89e3\u6790：\u63d0\u53d6 now.temp（\u6e29\u5ea6）\u3001now.rain（\u964d\u6c34）\u3001now.windSpeed（\u98ce\u529b）\u7b49\u5b57\u6bb5\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
              \u6b65\u9aa4 5：\u914d\u7f6e LLM \u7ed3\u679c\u683c\u5f0f\u5316\u8282\u70b9<\/h6>\n

              \u5c06 API \u8fd4\u56de\u7684\u7ed3\u6784\u5316\u6570\u636e\u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u8a00，Prompt \u914d\u7f6e：<\/p>\n

              \u6839\u636e\u4ee5\u4e0b\u5929\u6c14\u6570\u636e，\u7528\u81ea\u7136\u3001\u53cb\u597d\u7684\u8bed\u8a00\u56de\u590d\u7528\u6237：
              \n\u57ce\u5e02：{{city}}
              \n\u67e5\u8be2\u7c7b\u578b：{{type}}
              \n\u6570\u636e：{{weather_data}}
              \n\u793a\u4f8b：
              \n\u57ce\u5e02：\u5317\u4eac，\u7c7b\u578b：\u6e29\u5ea6，\u6570\u636e：{"temp": "5\u2103"} \u2192 \u201c\u5317\u4eac\u4eca\u5929\u7684\u6e29\u5ea6\u662f5\u2103\u54e6～\u201d
              \n\u57ce\u5e02：\u4e0a\u6d77，\u7c7b\u578b：\u964d\u6c34，\u6570\u636e：{"rain": "0mm"} \u2192 \u201c\u4e0a\u6d77\u660e\u5929\u6ca1\u6709\u964d\u6c34，\u653e\u5fc3\u51fa\u95e8\u5427～\u201d<\/p>\n

              \u6b65\u9aa4 6：\u6d4b\u8bd5\u7f16\u6392\u6d41\u7a0b<\/h6>\n
                \n
              • \u7528\u6237\u8f93\u5165：\u201c\u5e7f\u5dde\u4eca\u5929\u7684\u98ce\u529b\u662f\u591a\u5c11？\u201d<\/li>\n
              • \u7f16\u6392\u6267\u884c\u903b\u8f91：\n
              • LLM \u89e3\u6790 \u2192 {"intent": "weather", "city": "\u5e7f\u5dde", "type": "\u98ce\u529b"}；<\/li>\n
              • \u5206\u652f\u5224\u65ad \u2192 \u8c03\u7528\u5929\u6c14 API，\u83b7\u53d6\u5e7f\u5dde\u98ce\u529b\u6570\u636e（\u5982 {"windSpeed": "3\u7ea7"}）；<\/li>\n
              • LLM \u683c\u5f0f\u5316 \u2192 \u201c\u5e7f\u5dde\u4eca\u5929\u7684\u98ce\u529b\u662f3\u7ea7\u54e6～\u201d；<\/li>\n
              • \u8f93\u51fa\u6700\u7ec8\u56de\u7b54\u3002<\/li>\n<\/li>\n<\/ul>\n

                \u4e09\u3001\u8fdb\u9636\u7f16\u6392\u793a\u4f8b：\u591a\u6a21\u578b\u534f\u4f5c<\/h4>\n

                \u5982\u679c\u9700\u6c42\u66f4\u590d\u6742（\u6bd4\u5982\u201c\u603b\u7ed3\u8fd17\u5929\u5317\u4eac\u5929\u6c14\u5e76\u751f\u6210\u53ef\u89c6\u5316\u62a5\u544a\u201d），LLM \u5728\u7f16\u6392\u4e2d\u7684\u4f5c\u7528\u4f1a\u5ef6\u4f38：<\/p>\n

              • \u7b2c\u4e00\u6b65：\u8c03\u7528\u8f7b\u91cf LLM（\u5982 GPT-3.5）\u89e3\u6790\u610f\u56fe，\u63d0\u53d6\u201c\u5317\u4eac\u3001\u8fd17\u5929\u3001\u603b\u7ed3+\u53ef\u89c6\u5316\u201d；<\/li>\n
              • \u7b2c\u4e8c\u6b65：\u8c03\u7528\u5929\u6c14 API \u83b7\u53d6\u8fd17\u5929\u6570\u636e；<\/li>\n
              • \u7b2c\u4e09\u6b65：\u8c03\u7528\u5927\u6a21\u578b（\u5982 GPT-4）\u603b\u7ed3\u6570\u636e（\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\u66f4\u5f3a）；<\/li>\n
              • \u7b2c\u56db\u6b65：\u8c03\u7528\u7ed8\u56fe\u5de5\u5177（\u5982 Matplotlib \u5c01\u88c5\u7684 API）\u751f\u6210\u56fe\u8868；<\/li>\n
              • \u7b2c\u4e94\u6b65：LLM \u5c06\u603b\u7ed3\u6587\u672c+\u56fe\u8868\u94fe\u63a5\u6574\u5408\u4e3a\u6700\u7ec8\u56de\u7b54\u3002<\/li>\n
                \n

                \u603b\u7ed3<\/h4>\n
              • Dify \u4e2d LLM \u662f\u7f16\u6392\u7684\u300c\u667a\u80fd\u4e2d\u67a2\u300d，\u6838\u5fc3\u4f5c\u7528\u662f\u610f\u56fe\u89e3\u6790\u3001\u6d41\u7a0b\u51b3\u7b56\u3001\u6570\u636e\u9002\u914d\u3001\u591a\u7ec4\u4ef6\u8c03\u5ea6；<\/li>\n
              • \u7f16\u6392\u7684\u6838\u5fc3\u903b\u8f91\u662f\u300cLLM \u89e3\u6790\u610f\u56fe \u2192 \u5206\u652f\u5224\u65ad \u2192 \u5de5\u5177\/\u6a21\u578b\u8c03\u7528 \u2192 LLM \u683c\u5f0f\u5316\u7ed3\u679c\u300d；<\/li>\n
              • \u5b9e\u64cd\u4e2d\u9700\u901a\u8fc7\u7cbe\u51c6\u7684 Prompt \u7ea6\u675f LLM \u8f93\u51fa（\u5982 JSON \u683c\u5f0f），\u7ed3\u5408 Dify \u7684\u53d8\u91cf\u5f15\u7528\u3001\u5206\u652f\u8282\u70b9\u5b9e\u73b0\u6d41\u7a0b\u81ea\u52a8\u5316\u3002<\/li>\n

                \u8fd9\u4e2a\u793a\u4f8b\u8986\u76d6\u4e86 Dify \u7f16\u6392\u4e2d LLM \u7684\u6838\u5fc3\u7528\u6cd5，\u4f60\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u9700\u6c42（\u6bd4\u5982\u63a5\u5165\u4f01\u4e1a\u5185\u90e8\u6570\u636e\u3001\u591a\u8f6e\u5bf9\u8bdd\u8bb0\u5fc6）\u6269\u5c55\u7f16\u6392\u8282\u70b9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

                \u60f3\u4e86\u89e3 Dify \u5927\u8bed\u8a00\u6a21\u578b（LLM）\u5728\u300c\u7f16\u6392（Orchestration）\u300d\u73af\u8282\u4e2d\u7684\u6838\u5fc3\u4f5c\u7528，\u4ee5\u53ca\u5bf9\u5e94\u7684\u5b9e\u64cd\u793a\u4f8b\u3002
                \n\u4e5f\u662f\u6211\u4e2a\u4eba\u5728dify\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u7684\u4e00\u4e9b\u4f53\u4f1a，\u672c\u6587\u4f1a\u4ece\u4f5c\u7528\u89e3\u6790\u548c\u5177\u4f53\u6848\u4f8b\u4e24\u65b9\u9762\u6765\u505a\u8bb2\u89e3\u3002
                \n\u4e00\u3001Dify \u4e2d LLM \u5728\u7f16\u6392\u4e2d\u7684\u6838\u5fc3\u4f5c\u7528
                \n\u5728 Dify \u7684\u5e94\u7528\u5f00\u53d1\u6d41\u7a0b\u91cc，\u300c\u7f16\u6392\u300d\u662f\u4e32\u8054\u5404\u7c7b\u7ec4\u4ef6（LLM\u3001\u5de5\u5177\u3001\u6570\u636e\u3001\u6d41\u7a0b\u8282\u70b9）\u7684\u6838\u5fc3\u73af\u8282&#xf<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[66,144,51],"topic":[],"class_list":["post-59506","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-dify","tag-51"],"yoast_head":"\ndify\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7f16\u6392\u4e2d\u7684\u4f5c\u7528 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/59506.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"dify\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7f16\u6392\u4e2d\u7684\u4f5c\u7528 - 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