{"id":15005,"date":"2024-12-09T10:56:31","date_gmt":"2024-12-09T02:56:31","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=15005"},"modified":"2024-12-09T10:56:31","modified_gmt":"2024-12-09T02:56:31","slug":"controlflow","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/controlflow\/","title":{"rendered":"ControlFlow\uff1a\u6784\u5efa\u53ef\u63a7\u900f\u660eAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684Python\u6846\u67b6"},"content":{"rendered":"<p>ControlFlow\u662f\u7531PrefectHQ\u5f00\u53d1\u7684\u4e00\u4e2aPython\u6846\u67b6\uff0c\u4e13\u6ce8\u4e8e\u6784\u5efa\u548c\u7ba1\u7406AI\u5de5\u4f5c\u6d41\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7ed3\u6784\u5316\u3001\u9762\u5411\u5f00\u53d1\u8005\u7684\u6846\u67b6\uff0c\u7528\u4e8e\u5b9a\u4e49\u5de5\u4f5c\u6d41\u5e76\u5c06\u4efb\u52a1\u59d4\u6d3e\u7ed9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4ee3\u7406\u3002ControlFlow\u7684\u8bbe\u8ba1\u65e8\u5728\u5728\u4e0d\u727a\u7272\u63a7\u5236\u548c\u900f\u660e\u5ea6\u7684\u60c5\u51b5\u4e0b\uff0c\u7b80\u5316\u590d\u6742AI\u5e94\u7528\u7684\u5f00\u53d1\u3002\u7528\u6237\u53ef\u4ee5\u521b\u5efa\u79bb\u6563\u7684\u3001\u53ef\u89c2\u5bdf\u7684\u4efb\u52a1\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u5206\u914d\u4e00\u4e2a\u6216\u591a\u4e2a\u4e13\u95e8\u7684AI\u4ee3\u7406\u3002\u901a\u8fc7\u5c06\u8fd9\u4e9b\u4efb\u52a1\u7ec4\u5408\u6210\u4e00\u4e2a\u6d41\uff0c\u7528\u6237\u53ef\u4ee5\u534f\u8c03\u66f4\u590d\u6742\u7684\u884c\u4e3a\u3002<\/p>\n<p><img decoding=\"async\" title=\"ControlFlow\uff1a\u6784\u5efa\u53ef\u63a7\u900f\u660eAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684Python\u6846\u67b6-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/5398217e32c3d2c.png\" alt=\"ControlFlow\uff1a\u6784\u5efa\u53ef\u63a7\u900f\u660eAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684Python\u6846\u67b6-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u4efb\u52a1\u4e2d\u5fc3\u67b6\u6784<\/strong>\uff1a\u5c06\u590d\u6742\u7684AI\u5de5\u4f5c\u6d41\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u3001\u53ef\u89c2\u5bdf\u7684\u6b65\u9aa4\u3002<\/li>\n<li><strong>\u7ed3\u6784\u5316\u7ed3\u679c<\/strong>\uff1a\u901a\u8fc7\u7c7b\u578b\u5b89\u5168\u3001\u9a8c\u8bc1\u7684\u8f93\u51fa\uff0c\u6865\u63a5AI\u548c\u4f20\u7edf\u8f6f\u4ef6\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/li>\n<li><strong>\u4e13\u95e8\u4ee3\u7406<\/strong>\uff1a\u90e8\u7f72\u4efb\u52a1\u7279\u5b9a\u7684AI\u4ee3\u7406\u4ee5\u63d0\u9ad8\u95ee\u9898\u89e3\u51b3\u6548\u7387\u3002<\/li>\n<li><strong>\u7075\u6d3b\u63a7\u5236<\/strong>\uff1a\u5728\u5de5\u4f5c\u6d41\u4e2d\u6301\u7eed\u8c03\u6574\u63a7\u5236\u548c\u81ea\u4e3b\u6027\u7684\u5e73\u8861\u3002<\/li>\n<li><strong>\u591a\u4ee3\u7406\u534f\u8c03<\/strong>\uff1a\u5728\u5355\u4e2a\u5de5\u4f5c\u6d41\u6216\u4efb\u52a1\u4e2d\u534f\u8c03\u591a\u4e2aAI\u4ee3\u7406\u3002<\/li>\n<li><strong>\u672c\u5730\u53ef\u89c2\u5bdf\u6027<\/strong>\uff1a\u4f7f\u7528\u5b8c\u6574\u7684Prefect 3.0\u652f\u6301\u76d1\u63a7\u548c\u8c03\u8bd5AI\u5de5\u4f5c\u6d41\u3002<\/li>\n<li><strong>\u751f\u6001\u7cfb\u7edf\u96c6\u6210<\/strong>\uff1a\u4e0e\u73b0\u6709\u4ee3\u7801\u3001\u5de5\u5177\u548c\u66f4\u5e7f\u6cdb\u7684AI\u751f\u6001\u7cfb\u7edf\u65e0\u7f1d\u534f\u4f5c\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li>\u4f7f\u7528pip\u5b89\u88c5ControlFlow\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install controlflow\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u914d\u7f6e\u4f60\u7684LLM\u63d0\u4f9b\u5546\u3002ControlFlow\u7684\u9ed8\u8ba4\u63d0\u4f9b\u5546\u662fOpenAI\uff0c\u9700\u8981\u8bbe\u7f6e<code>OPENAI_API_KEY<\/code>\u73af\u5883\u53d8\u91cf\uff1a<\/li>\n<\/ol>\n<pre><code>   export OPENAI_API_KEY=your-api-key\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u5982\u679c\u4f7f\u7528\u5176\u4ed6LLM\u63d0\u4f9b\u5546\uff0c\u8bf7\u53c2\u9605LLM\u914d\u7f6e\u6587\u6863\u3002<\/li>\n<\/ol>\n<h3>\u57fa\u672c\u4f7f\u7528<\/h3>\n<p>ControlFlow\u7684\u57fa\u672c\u4f7f\u7528\u5305\u62ec\u521b\u5efa\u4efb\u52a1\u3001\u5206\u914d\u4ee3\u7406\u548c\u8fd0\u884c\u5de5\u4f5c\u6d41\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff1a<\/p>\n<pre><code>import controlflow as cf\r\nresult = cf.run(\"\u5199\u4e00\u9996\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u77ed\u8bd7\")\r\nprint(result)\r\n<\/code><\/pre>\n<h3>\u9ad8\u7ea7\u4f7f\u7528<\/h3>\n<h4>\u521b\u5efa\u7ed3\u6784\u5316\u7814\u7a76\u63d0\u6848<\/h4>\n<p>\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u7528\u6237\u4ea4\u4e92\u3001\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u548c\u7ed3\u6784\u5316\u8f93\u51fa\uff1a<\/p>\n<pre><code>import controlflow as cf\r\nfrom pydantic import BaseModel\r\nclass ResearchProposal(BaseModel):\r\ntitle: str\r\nabstract: str\r\nkey_points: list[str]\r\n@cf.flow\r\ndef research_proposal_flow():\r\nuser_input = cf.Task(\"\u4e0e\u7528\u6237\u5408\u4f5c\u9009\u62e9\u7814\u7a76\u4e3b\u9898\", interactive=True)\r\nproposal = cf.run(\"\u751f\u6210\u7ed3\u6784\u5316\u7814\u7a76\u63d0\u6848\", result_type=ResearchProposal, depends_on=[user_input])\r\nreturn proposal\r\nresult = research_proposal_flow()\r\nprint(result.model_dump_json(indent=2))\r\n<\/code><\/pre>\n<p>\u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0cControlFlow\u81ea\u52a8\u7ba1\u7406\u4e00\u4e2a\u6d41\uff0c\u5373\u4e00\u7cfb\u5217\u4efb\u52a1\u7684\u5171\u4eab\u4e0a\u4e0b\u6587\u3002\u7528\u6237\u53ef\u4ee5\u968f\u65f6\u5728\u6807\u51c6Python\u51fd\u6570\u548c\u4ee3\u7406\u4efb\u52a1\u4e4b\u95f4\u5207\u6362\uff0c\u9010\u6b65\u6784\u5efa\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n<h3>\u8c03\u8bd5\u548c\u76d1\u63a7<\/h3>\n<p>ControlFlow\u63d0\u4f9b\u4e86\u672c\u5730\u53ef\u89c2\u5bdf\u6027\u529f\u80fd\uff0c\u5141\u8bb8\u7528\u6237\u76d1\u63a7\u548c\u8c03\u8bd5AI\u5de5\u4f5c\u6d41\u3002\u7528\u6237\u53ef\u4ee5\u4f7f\u7528Prefect 3.0\u7684\u5b8c\u6574\u652f\u6301\u6765\u8ddf\u8e2a\u4efb\u52a1\u6267\u884c\u60c5\u51b5\uff0c\u5e76\u5728\u9700\u8981\u65f6\u8fdb\u884c\u8c03\u6574\u3002<\/p>\n<h3>\u751f\u6001\u7cfb\u7edf\u96c6\u6210<\/h3>\n<p>ControlFlow\u4e0e\u73b0\u6709\u7684\u4ee3\u7801\u548c\u5de5\u5177\u65e0\u7f1d\u96c6\u6210\uff0c\u652f\u6301\u591a\u79cdAI\u6280\u672f\u548c\u5de5\u4f5c\u6d41\u7ba1\u7406\u65b9\u6cd5\u3002\u7528\u6237\u53ef\u4ee5\u5229\u7528\u73b0\u6709\u7684AI\u751f\u6001\u7cfb\u7edf\u8d44\u6e90\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u5de5\u4f5c\u6d41\u7684\u529f\u80fd\u548c\u6548\u7387\u3002<\/p>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\u548c\u793a\u4f8b\uff0c\u7528\u6237\u53ef\u4ee5\u5feb\u901f\u4e0a\u624b\u4f7f\u7528ControlFlow\u6784\u5efa\u548c\u7ba1\u7406AI\u5de5\u4f5c\u6d41\uff0c\u5b9e\u73b0\u9ad8\u6548\u7684\u4efb\u52a1\u7ba1\u7406\u548c\u4ee3\u7406\u534f\u8c03\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>ControlFlow \u6838\u5fc3\u6982\u5ff5<\/h2>\n<p>Agentic \u5de5\u4f5c\u6d41\u7684\u6784\u5efa\u6a21\u5757<\/p>\n<p>ControlFlow \u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa AI \u5de5\u4f5c\u6d41\u7684\u6846\u67b6\uff0c\u5b83\u5f25\u5408\u4e86\u7ed3\u6784\u5316\u7f16\u7a0b\u4e0e\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u81ea\u7136\u8bed\u8a00\u80fd\u529b\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u901a\u8fc7\u4e09\u4e2a\u6838\u5fc3\u6982\u5ff5\uff1a\u4efb\u52a1 (Tasks)\u3001\u4ee3\u7406 (Agents) \u548c\u6d41\u7a0b (Flows)\uff0c\u5b9e\u73b0\u4e86\u8fd9\u4e00\u76ee\u6807\u3002<\/p>\n<p>\u8981\u521b\u5efa\u4e00\u4e2a Agentic \u5de5\u4f5c\u6d41\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u6e05\u6670\u7684\u76ee\u6807 (\u4efb\u52a1)\uff0c\u5206\u914d\u667a\u80fd\u5b9e\u4f53\u6765\u5b8c\u6210\u8fd9\u4e9b\u76ee\u6807 (\u4ee3\u7406)\uff0c\u5e76\u7ec4\u7ec7\u5b83\u4eec\u968f\u65f6\u95f4\u7684\u4ea4\u4e92 (\u6d41\u7a0b)\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u60a8\u80fd\u591f\u5229\u7528 AI \u7684\u5f3a\u5927\u529f\u80fd\uff0c\u540c\u65f6\u5bf9\u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u7ec6\u7c92\u5ea6\u63a7\u5236\u3002<\/p>\n<h3>\ud83d\udccb \u4efb\u52a1 (Tasks)<\/h3>\n<p>\u4efb\u52a1\u4ee3\u8868\u4e86 ControlFlow \u7684\u7ed3\u6784\u5316\u90e8\u5206\u3002\u5b83\u4eec\u662f\u5177\u4f53\u7684\u3001\u5b9a\u4e49\u660e\u786e\u7684\u76ee\u6807\uff0c\u6784\u6210\u4e86\u60a8\u7684\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\u3002\u4efb\u52a1\u5c01\u88c5\u4e86 AI \u9a71\u52a8\u64cd\u4f5c\u7684\u201c\u5185\u5bb9\u201d\u548c\u201c\u65b9\u5f0f\u201d\uff0c\u63d0\u4f9b\u4e86\u6e05\u6670\u7684\u7f16\u7a0b\u7ed3\u6784\u3002<\/p>\n<p>\u4efb\u52a1\u7684\u5173\u952e\u7279\u6027\uff1a<\/p>\n<ul>\n<li>\u5b9a\u4e49 AI \u9700\u8981\u5b8c\u6210\u7684\u5177\u4f53\u76ee\u6807<\/li>\n<li>\u6307\u5b9a\u671f\u671b\u7684\u7ed3\u679c\u7c7b\u578b\u548c\u9a8c\u8bc1\u6807\u51c6<\/li>\n<li>\u53ef\u4ee5\u5305\u542b\u6267\u884c\u6240\u9700\u7684\u6307\u4ee4\u3001\u4e0a\u4e0b\u6587\u548c\u5de5\u5177<\/li>\n<li>\u4f5c\u4e3a\u5de5\u4f5c\u6d41\u4e2d\u7684\u68c0\u67e5\u70b9<\/li>\n<\/ul>\n<p>\u5728\u00a0<a href=\"https:\/\/controlflow.ai\/concepts\/tasks\">\u4efb\u52a1<\/a>\u00a0\u90e8\u5206\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\u3002<\/p>\n<h3>\ud83e\uddbe \u4ee3\u7406 (Agents)<\/h3>\n<p>\u4ee3\u7406\u4f53\u73b0\u4e86 ControlFlow \u7684\u975e\u7ed3\u6784\u5316\u3001\u81ea\u7136\u8bed\u8a00\u90e8\u5206\u3002\u5b83\u4eec\u662f\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u7c7b\u4f3c\u4eba\u7c7b\u6587\u672c\u7684 AI \u5b9e\u4f53\uff0c\u4e3a\u60a8\u7684\u5de5\u4f5c\u6d41\u5e26\u6765\u7075\u6d3b\u6027\u548c\u9002\u5e94\u6027\u3002<\/p>\n<p>\u4ee3\u7406\u7684\u5173\u952e\u7279\u6027\uff1a<\/p>\n<ul>\n<li>\u8868\u793a\u5177\u6709\u72ec\u7279\u8eab\u4efd\u548c\u80fd\u529b\u7684\u53ef\u914d\u7f6e AI \u5b9e\u4f53<\/li>\n<li>\u53ef\u4ee5\u4e13\u95e8\u5316\u4ee5\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\uff0c\u6216\u8bbf\u95ee\u4e0d\u540c\u5de5\u5177<\/li>\n<li>\u6839\u636e\u63d0\u4f9b\u7684\u6307\u4ee4\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1<\/li>\n<li>\u53ef\u4ee5\u4ea4\u4e92\uff0c\u5141\u8bb8\u4e0e\u7528\u6237\u8fdb\u884c\u901a\u4fe1<\/li>\n<li>\u652f\u6301\u914d\u7f6e\u4e0d\u540c\u7684 LLM \u6a21\u578b\u6765\u9a71\u52a8\u5176\u54cd\u5e94<\/li>\n<\/ul>\n<p>\u4ee3\u7406\u53ef\u4ee5\u914d\u7f6e\u4e0d\u540c\u7684 LLM \u6a21\u578b\uff0c\u4f7f\u60a8\u53ef\u4ee5\u6839\u636e\u6027\u80fd\u3001\u5ef6\u8fdf\u548c\u6210\u672c\u7b49\u56e0\u7d20\u9009\u62e9\u6700\u9002\u5408\u60a8\u9700\u6c42\u7684\u6a21\u578b\u3002<\/p>\n<p>\u5728\u00a0<a href=\"https:\/\/controlflow.ai\/concepts\/agents\">\u4ee3\u7406<\/a>\u00a0\u90e8\u5206\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\u3002<\/p>\n<h3>\ud83e\udde9 \u6d41\u7a0b (Flows)<\/h3>\n<p>\u6d41\u7a0b\u4e3a\u5de5\u4f5c\u6d41\u4e2d\u7684\u6240\u6709\u4efb\u52a1\u548c\u4ee3\u7406\u63d0\u4f9b\u5171\u4eab\u4e0a\u4e0b\u6587\u3002\u5b83\u4eec\u8d1f\u8d23\u534f\u8c03\u4efb\u52a1\u7684\u6267\u884c\u548c\u4ee3\u7406\u7684\u4ea4\u4e92\uff0c\u4f7f\u60a8\u80fd\u591f\u521b\u5efa\u590d\u6742\u3001\u81ea\u9002\u5e94\u7684 AI \u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u6d41\u7a0b\u7684\u5173\u952e\u7279\u6027\uff1a<\/p>\n<ul>\n<li>\u4f5c\u4e3a\u6574\u4e2a AI 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