{"id":29017,"date":"2025-03-18T18:35:22","date_gmt":"2025-03-18T10:35:22","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29017"},"modified":"2025-03-18T18:41:57","modified_gmt":"2025-03-18T10:41:57","slug":"pocketflow","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/pocketflow\/","title":{"rendered":"PocketFlow\uff1a100\u884c\u4ee3\u7801\u5b9e\u73b0AI\u5e94\u7528\u5f00\u53d1\u7684\u6781\u7b80\u6846\u67b6"},"content":{"rendered":"

PocketFlow \u662f\u4e00\u4e2a\u53ea\u6709100\u884c\u4ee3\u7801\u7684\u8f7b\u91cf\u7ea7AI\u5e94\u7528\u5f00\u53d1\u6846\u67b6\uff0c\u7531 The-Pocket \u56e2\u961f\u5f00\u53d1\u5e76\u5728 GitHub \u4e0a\u5f00\u6e90\u3002\u5b83\u8ffd\u6c42\u6781\u7b80\u8bbe\u8ba1\uff0c\u6838\u5fc3\u4ee3\u7801\u63a7\u5236\u5728100\u884c\uff0c\u6ca1\u6709\u4efb\u4f55\u5916\u90e8\u4f9d\u8d56\uff0c\u4e5f\u6ca1\u6709\u5382\u5546\u7ed1\u5b9a\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u7528\u5b83\u5feb\u901f\u642d\u5efaAI\u5e94\u7528\uff0c\u652f\u6301\u591a\u667a\u80fd\u4f53\u3001\u5de5\u4f5c\u6d41\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b49\u529f\u80fd\u3002\u5b83\u7684\u4eae\u70b9\u662f\u201cAgentic Coding\u201d\uff0c\u4e5f\u5c31\u662f\u8ba9AI\u667a\u80fd\u4f53\uff08\u6bd4\u5982 Cursor<\/a> AI\uff09\u81ea\u5df1\u5199\u4ee3\u7801\uff0c\u6781\u5927\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002PocketFlow \u4ece\u6700\u57fa\u672c\u7684\u56fe\uff08Graph\uff09\u7ed3\u6784\u51fa\u53d1\uff0c\u7528\u6700\u5c11\u7684\u4ee3\u7801\u5b9e\u73b0\u5f3a\u5927\u529f\u80fd\uff0c\u975e\u5e38\u9002\u5408\u9700\u8981\u5feb\u901f\u5f00\u53d1AI\u5e94\u7528\u7684\u4e2a\u4eba\u6216\u56e2\u961f\u3002<\/p>\n

\u56e0\u4e3a\u4ee3\u7801\u91cf\u76f8\u5bf9\u8f83\u5c0f\uff0c\u8be5\u9879\u76ee\u8fd8\u63d0\u4f9b\u4e86 .cursorrules \u914d\u7f6e\u6587\u4ef6\uff0c\u53ef\u4ee5\u5728 Cursor \u4e2d\u81ea\u52a8\u5316\u7f16\u5199\u667a\u80fd\u4f53\u5e94\u7528\u3002<\/p><\/blockquote>\n

\"PocketFlow\uff1a100\u884c\u4ee3\u7801\u6253\u9020\u8f7b\u91cfAI\u5e94\u7528\u5f00\u53d1\u6846\u67b6-1\"<\/p>\n

 <\/p>\n

\u529f\u80fd\u5217\u8868<\/h2>\n
    \n
  • \u6838\u5fc3\u4ee3\u7801\u4ec5100\u884c<\/strong>\uff1a\u7cbe\u7b80\u5230100\u884c\uff0c\u6613\u8bfb\u6613\u6539\u3002<\/li>\n
  • \u57fa\u4e8e\u56fe\uff08Graph\uff09\u7ed3\u6784<\/strong>\uff1a\u7528\u8282\u70b9\u548c\u8fde\u63a5\u5b9a\u4e49AI\u4efb\u52a1\u3002<\/li>\n
  • \u652f\u6301\u591a\u667a\u80fd\u4f53<\/strong>\uff1a\u591a\u4e2aAI\u667a\u80fd\u4f53\u53ef\u4ee5\u534f\u540c\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n
  • \u5185\u7f6e\u5de5\u4f5c\u6d41<\/strong>\uff1a\u4efb\u52a1\u5206\u89e3\u548c\u6267\u884c\u987a\u5e8f\u4e00\u76ee\u4e86\u7136\u3002<\/li>\n
  • \u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/strong>\uff1a\u7ed3\u5408\u5916\u90e8\u6570\u636e\u63d0\u5347\u8f93\u51fa\u8d28\u91cf\u3002<\/li>\n
  • AI\u81ea\u7f16\u7a0b\uff08Agentic Coding\uff09<\/strong>\uff1aAI\u80fd\u81ea\u5df1\u5199\u4ee3\u7801\uff0c\u8282\u7701\u65f6\u95f4\u3002<\/li>\n
  • \u96f6\u4f9d\u8d56\u8bbe\u8ba1<\/strong>\uff1a\u65e0\u9700\u989d\u5916\u5e93\uff0c\u76f4\u63a5\u8fd0\u884c\u3002<\/li>\n
  • \u517c\u5bb9\u4efb\u610fLLM<\/strong>\uff1a\u53ef\u4ee5\u63a5\u5165\u4efb\u4f55\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n<\/ul>\n

     <\/p>\n

    \u4f7f\u7528\u5e2e\u52a9<\/h2>\n

    \u5b89\u88c5\u6d41\u7a0b<\/h3>\n

    PocketFlow \u7684\u5b89\u88c5\u975e\u5e38\u7b80\u5355\uff0c\u4e0d\u9700\u8981\u590d\u6742\u7684\u73af\u5883\u914d\u7f6e\u3002\u4ee5\u4e0b\u662f\u4e24\u79cd\u5b89\u88c5\u65b9\u5f0f\uff1a<\/p>\n

    \u65b9\u6cd51\uff1a\u901a\u8fc7pip\u5b89\u88c5<\/h4>\n
      \n
    1. \u6253\u5f00\u547d\u4ee4\u884c\u5de5\u5177\uff08Windows \u7528 CMD\uff0cMac \u7528 Terminal\uff09\u3002<\/li>\n
    2. \u8f93\u5165\u547d\u4ee4\uff1apip install pocketflow<\/code>\uff0c\u7136\u540e\u6309\u56de\u8f66\u3002<\/li>\n
    3. \u5b89\u88c5\u8fc7\u7a0b\u53ea\u9700\u51e0\u79d2\uff0c\u5b8c\u6210\u540e\u5373\u53ef\u4f7f\u7528\u3002<\/li>\n
    4. \u9a8c\u8bc1\u5b89\u88c5\uff1a\u5728\u547d\u4ee4\u884c\u8f93\u5165\u00a0python -c \"import pocketflow; print(pocketflow.__version__)\"<\/code>\uff0c\u5982\u679c\u663e\u793a\u7248\u672c\u53f7\uff0c\u8bf4\u660e\u6210\u529f\u3002<\/li>\n<\/ol>\n

      \u65b9\u6cd52\uff1a\u76f4\u63a5\u590d\u5236\u6e90\u7801<\/h4>\n
        \n
      1. \u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u8fdb\u5165 https:\/\/github.com\/The-Pocket\/PocketFlow\u3002<\/li>\n
      2. \u70b9\u51fb\u53f3\u4e0a\u89d2\u201cCode\u201d\u6309\u94ae\uff0c\u9009\u62e9\u201cDownload ZIP\u201d\u4e0b\u8f7d\u6e90\u7801\u3002<\/li>\n
      3. \u89e3\u538b\u6587\u4ef6\uff0c\u627e\u5230\u00a0pocketflow\/__init__.py<\/code>\uff08\u8fd9\u5c31\u662f100\u884c\u6838\u5fc3\u4ee3\u7801\uff09\u3002<\/li>\n
      4. \u628a\u8fd9\u4e2a\u6587\u4ef6\u590d\u5236\u5230\u4f60\u7684\u9879\u76ee\u6587\u4ef6\u5939\u3002<\/li>\n
      5. \u5728Python\u4ee3\u7801\u4e2d\u5bfc\u5165\uff1aimport pocketflow<\/code>\uff0c\u5373\u53ef\u5f00\u59cb\u4f7f\u7528\u3002<\/li>\n<\/ol>\n

        \u5982\u4f55\u4f7f\u7528\u4e3b\u8981\u529f\u80fd<\/h3>\n

        PocketFlow \u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u57fa\u4e8e\u56fe\uff08Graph\uff09\u7684\u6846\u67b6\uff0c\u901a\u8fc7\u8282\u70b9\uff08Node\uff09\u548c\u8fde\u63a5\uff08Flow\uff09\u6765\u7ec4\u7ec7AI\u4efb\u52a1\u3002\u4ee5\u4e0b\u662f\u5177\u4f53\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/p>\n

        1. \u521b\u5efa\u57fa\u672c\u5de5\u4f5c\u6d41<\/h4>\n
          \n
        • \u6b65\u9aa4<\/strong>\uff1a\n
            \n
          1. \u65b0\u5efa\u4e00\u4e2aPython\u6587\u4ef6\uff0c\u6bd4\u5982\u00a0test_flow.py<\/code>\u3002<\/li>\n
          2. \u8f93\u5165\u4ee5\u4e0b\u4ee3\u7801\uff1a\n
            import pocketflow\r\nflow = pocketflow.Flow()\r\nflow.add_node(\"hello\", lambda x: print(\"\u4f60\u597d\uff0cPocketFlow!\"))\r\nflow.run()\r\n<\/code><\/pre>\n<\/li>\n
          3. \u5728\u547d\u4ee4\u884c\u8fd0\u884c\uff1apython test_flow.py<\/code>\u3002<\/li>\n
          4. \u5c4f\u5e55\u4f1a\u663e\u793a\u201c\u4f60\u597d\uff0cPocketFlow!\u201d\u3002<\/li>\n<\/ol>\n<\/li>\n
          5. \u8bf4\u660e<\/strong>\uff1a\u8fd9\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5de5\u4f5c\u6d41\uff0c\u5305\u542b\u4e00\u4e2a\u6253\u5370\u6d88\u606f\u7684\u8282\u70b9\u3002<\/li>\n<\/ul>\n
            2. \u4f7f\u7528\u591a\u667a\u80fd\u4f53\u529f\u80fd<\/h4>\n
              \n
            • \u6b65\u9aa4<\/strong>\uff1a\n
                \n
              1. \u4fee\u6539\u4ee3\u7801\uff0c\u52a0\u5165\u591a\u4e2a\u667a\u80fd\u4f53\uff1a\n
                import pocketflow\r\nflow = pocketflow.Flow()\r\nflow.add_node(\"agent1\", lambda x: \"\u667a\u80fd\u4f531\u8bf4\uff1a\u4f60\u597d\")\r\nflow.add_node(\"agent2\", lambda x: f\"\u667a\u80fd\u4f532\u56de\u7b54\uff1a{x}\uff0c\u4f60\u4e5f\u597d\")\r\nflow.connect(\"agent1\", \"agent2\")\r\nresult = flow.run()\r\nprint(result)\r\n<\/code><\/pre>\n<\/li>\n
              2. \u8fd0\u884c\u540e\uff0c\u4f1a\u8f93\u51fa\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u5bf9\u8bdd\u3002<\/li>\n<\/ol>\n<\/li>\n
              3. \u8bf4\u660e<\/strong>\uff1aconnect<\/code>\u00a0\u65b9\u6cd5\u8fde\u63a5\u4e24\u4e2a\u8282\u70b9\uff0c\u6570\u636e\u4ece\u201cagent1\u201d\u6d41\u5230\u201cagent2\u201d\u3002<\/li>\n<\/ul>\n
                3. \u6dfb\u52a0RAG\u529f\u80fd<\/h4>\n
                  \n
                • \u6b65\u9aa4<\/strong>\uff1a\n
                    \n
                  1. \u521b\u5efa\u4e00\u4e2a\u6587\u672c\u6587\u4ef6\u00a0info.txt<\/code>\uff0c\u5199\u5165\u5185\u5bb9\uff0c\u6bd4\u5982\uff1a\u201cPocketFlow \u662f\u8f7b\u91cfAI\u6846\u67b6\u3002\u201d<\/li>\n
                  2. \u4fee\u6539\u4ee3\u7801\uff1a\n
                    import pocketflow\r\nflow = pocketflow.Flow()\r\ndef get_data(x):\r\nwith open(\"info.txt\", \"r\", encoding=\"utf-8\") as f:\r\nreturn f.read()\r\nflow.add_node(\"retrieve\", get_data)\r\nflow.add_node(\"generate\", lambda x: f\"\u751f\u6210\u7ed3\u679c\uff1a{x}\")\r\nflow.connect(\"retrieve\", \"generate\")\r\nresult = flow.run()\r\nprint(result)\r\n<\/code><\/pre>\n<\/li>\n
                  3. \u8fd0\u884c\u540e\uff0c\u4f1a\u8f93\u51fa\u6587\u4ef6\u5185\u5bb9\u548c\u751f\u6210\u7ed3\u679c\u3002<\/li>\n<\/ol>\n<\/li>\n
                  4. \u8bf4\u660e<\/strong>\uff1aRAG\u901a\u8fc7\u201cretrieve\u201d\u8282\u70b9\u8bfb\u53d6\u5916\u90e8\u6570\u636e\uff0c\u518d\u4ea4\u7ed9\u201cgenerate\u201d\u8282\u70b9\u5904\u7406\u3002<\/li>\n<\/ul>\n
                    4. \u4f7f\u7528Agentic Coding\uff08AI\u81ea\u7f16\u7a0b\uff09<\/h4>\n
                      \n
                    • \u6b65\u9aa4<\/strong>\uff1a\n
                        \n
                      1. \u5b89\u88c5\u4e00\u4e2a\u652f\u6301\u4ee3\u7801\u751f\u6210\u7684\u5de5\u5177\uff0c\u6bd4\u5982 Cursor AI\u3002<\/li>\n
                      2. \u5728 Cursor AI \u4e2d\u8f93\u5165\u9700\u6c42\uff1a\u201c\u7528PocketFlow\u5199\u4e00\u4e2a\u8ba1\u7b971\u523010\u603b\u548c\u7684\u7a0b\u5e8f\u201d\u3002<\/li>\n
                      3. AI\u53ef\u80fd\u4f1a\u751f\u6210\uff1a\n
                        import pocketflow\r\nflow = pocketflow.Flow()\r\nflow.add_node(\"numbers\", lambda x: list(range(1, 11)))\r\nflow.add_node(\"sum\", lambda x: sum(x))\r\nflow.connect(\"numbers\", \"sum\")\r\nresult = flow.run()\r\nprint(f\"\u603b\u548c\u662f\uff1a{result}\")\r\n<\/code><\/pre>\n<\/li>\n
                      4. \u8fd0\u884c\u540e\uff0c\u8f93\u51fa\u201c\u603b\u548c\u662f\uff1a55\u201d\u3002<\/li>\n<\/ol>\n<\/li>\n
                      5. \u8bf4\u660e<\/strong>\uff1aAI\u76f4\u63a5\u751f\u6210PocketFlow\u4ee3\u7801\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u590d\u5236\u8fd0\u884c\u3002<\/li>\n<\/ul>\n
                        5. \u63a5\u5165\u5916\u90e8LLM<\/h4>\n
                          \n
                        • \u6b65\u9aa4<\/strong>\uff1a\n
                            \n
                          1. \u5047\u8bbe\u4f60\u6709 OpenAI API key\uff0c\u4fee\u6539\u4ee3\u7801\uff1a\n
                            import pocketflow\r\nfrom openai import OpenAI\r\nclient = OpenAI(api_key=\"\u4f60\u7684API\u5bc6\u94a5\")\r\nflow = pocketflow.Flow()\r\nflow.add_node(\"ask\", lambda x: client.chat.completions.create(\r\nmodel=\"gpt-3.5-turbo\",\r\nmessages=[{\"role\": \"user\", \"content\": \"\u4f60\u597d\"}]\r\n).choices[0].message.content)\r\nresult = flow.run()\r\nprint(result)\r\n<\/code><\/pre>\n<\/li>\n
                          2. \u8fd0\u884c\u540e\uff0c\u4f1a\u8f93\u51fa\u6a21\u578b\u7684\u56de\u590d\u3002<\/li>\n<\/ol>\n<\/li>\n
                          3. \u8bf4\u660e<\/strong>\uff1aPocketFlow \u4e0d\u7ed1\u5b9a\u4efb\u4f55LLM\uff0c\u4f60\u53ef\u4ee5\u81ea\u7531\u63a5\u5165\u3002<\/li>\n<\/ul>\n
                            \u64cd\u4f5c\u6d41\u7a0b\u603b\u7ed3<\/h3>\n
                              \n
                            1. \u5b89\u88c5 PocketFlow\uff08\u7528 pip \u6216\u590d\u5236\u6e90\u7801\uff09\u3002<\/li>\n
                            2. \u65b0\u5efa Python \u6587\u4ef6\uff0c\u5bfc\u5165\u00a0pocketflow<\/code>\u3002<\/li>\n
                            3. \u7528\u00a0Flow()<\/code>\u00a0\u521b\u5efa\u5de5\u4f5c\u6d41\uff0c\u6dfb\u52a0\u8282\u70b9\u548c\u8fde\u63a5\u3002<\/li>\n
                            4. \u8c03\u7528\u00a0run()<\/code>\u00a0\u6267\u884c\u4efb\u52a1\uff0c\u68c0\u67e5\u7ed3\u679c\u3002<\/li>\n
                            5. \u6839\u636e\u9700\u6c42\u8c03\u6574\u8282\u70b9\u529f\u80fd\uff0c\u52a0\u5165\u667a\u80fd\u4f53\u6216RAG\u3002<\/li>\n<\/ol>\n
                              \u6ce8\u610f\u4e8b\u9879<\/h3>\n
                                \n
                              • Python \u7248\u672c\u5efa\u8bae 3.6 \u6216\u66f4\u9ad8\u3002<\/li>\n
                              • \u5982\u679c\u7528\u5916\u90e8 LLM\uff0c\u9700\u8981\u914d\u7f6e API \u548c\u7f51\u7edc\u3002<\/li>\n
                              • \u66f4\u591a\u793a\u4f8b\u548c\u7528\u6cd5\u89c1\u5b98\u65b9\u6587\u6863\uff1ahttps:\/\/the-pocket.github.io\/PocketFlow\/\u3002<\/li>\n<\/ul>\n
                                 <\/p>\n
                                \u5e94\u7528\u573a\u666f<\/h2>\n
                                  \n
                                1. \u5feb\u901f\u9a8c\u8bc1AI\u60f3\u6cd5<\/strong>
                                  \n\u4f60\u60f3\u505a\u4e00\u4e2a\u81ea\u52a8\u56de\u590d\u5de5\u5177\uff0c\u7528 PocketFlow \u51e0\u5206\u949f\u5c31\u80fd\u642d\u597d\u539f\u578b\u3002<\/li>\n
                                2. \u5b66\u4e60AI\u5f00\u53d1<\/strong>
                                  \n\u5b66\u751f\u6216\u65b0\u624b\u53ef\u4ee5\u7528\u5b83\u7ec3\u4e60\uff0c\u56e0\u4e3a\u4ee3\u7801\u7b80\u5355\uff0c\u903b\u8f91\u6e05\u6670\u3002<\/li>\n
                                3. \u5c0f\u578b\u4efb\u52a1\u81ea\u52a8\u5316<\/strong>
                                  \n\u6bd4\u5982\u603b\u7ed3\u6587\u6863\u6216\u751f\u6210\u90ae\u4ef6\uff0cPocketFlow \u80fd\u5feb\u901f\u641e\u5b9a\u3002<\/li>\n
                                4. \u56e2\u961f\u534f\u4f5c\u5f00\u53d1<\/strong>
                                  \n\u591a\u4eba\u53ef\u4ee5\u7528\u5b83\u5206\u5de5\u8bbe\u8ba1\u8282\u70b9\uff0c\u5feb\u901f\u62fc\u88c5\u5e94\u7528\u3002<\/li>\n<\/ol>\n
                                   <\/p>\n
                                  QA<\/h2>\n
                                    \n
                                  1. PocketFlow \u548c\u5176\u4ed6\u6846\u67b6\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f<\/strong>
                                    \n\u5b83\u53ea\u6709100\u884c\u4ee3\u7801\uff0c\u6ca1\u6709\u4f9d\u8d56\uff0c\u6bd4\u5176\u4ed6\u6846\u67b6\uff08\u6bd4\u5982 LangChain \u768440\u4e07\u884c\uff09\u66f4\u8f7b\u91cf\u3002<\/li>\n
                                  2. AI\u81ea\u7f16\u7a0b\u9700\u8981\u989d\u5916\u5de5\u5177\u5417\uff1f<\/strong>
                                    \n\u662f\u7684\uff0c\u5efa\u8bae\u7528 Cursor AI \u6216\u7c7b\u4f3c\u5de5\u5177\u914d\u5408\u3002<\/li>\n
                                  3. \u53ef\u4ee5\u5546\u7528\u5417\uff1f<\/strong>
                                    \n\u53ef\u4ee5\uff0c\u5b83\u662f\u5f00\u6e90\u7684\uff0c\u5177\u4f53\u8bb8\u53ef\u89c1 GitHub \u9875\u9762\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"
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