{"id":19697,"date":"2025-11-18T09:11:59","date_gmt":"2025-11-18T01:11:59","guid":{"rendered":"https:\/\/92it.top\/?p=19697"},"modified":"2025-11-18T09:11:59","modified_gmt":"2025-11-18T01:11:59","slug":"%ef%bc%88%e5%a4%9a%ef%bc%89autogen-%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=19697","title":{"rendered":"\uff08\u591a\uff09AutoGen \u591a\u667a\u80fd\u4f53\u6846\u67b6"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a<a href=\"https:\/\/conjuring-ai.com\/archives\/1744028040849\">https:\/\/conjuring-ai.com\/archives\/1744028040849<\/a><a href=\"https:\/\/conjuring-ai.com\/archives\/1744028040849#post-comment\"><\/a><\/p>\n\n\n\n<p><strong>\u6982\u8ff0\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>AutoGen \u662f\u4e00\u4e2a\u7531\u5fae\u8f6f\u7814\u7a76\u9662\u5f00\u53d1\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u5b83\u5141\u8bb8\u5f00\u53d1\u8005\u4f7f\u7528\u4e0d\u540c\u7684 LLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u6784\u5efa\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u53ef\u4ee5\u76f8\u4e92\u5bf9\u8bdd\u3001\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1\u3002\u4e0e\u4f20\u7edf\u7684\u5355\u667a\u80fd\u4f53\u7cfb\u7edf\u76f8\u6bd4\uff0cAutoGen \u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u63d0\u4f9b\u66f4\u591a\u6837\u7684\u89c2\u70b9\uff0c\u5e76\u80fd\u591f\u81ea\u52a8\u5316\u4efb\u52a1\u6267\u884c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>AutoGen \u7684\u6838\u5fc3\u7406\u5ff5\u662f\u5c06\u4e0d\u540c\u7684 LLM \u914d\u7f6e\u4e3a\u5177\u6709\u4e0d\u540c\u89d2\u8272\u548c\u80fd\u529b\u7684\u667a\u80fd\u4f53\uff0c\u4f7f\u5b83\u4eec\u80fd\u591f\u76f8\u4e92\u534f\u4f5c\uff0c\u5171\u540c\u89e3\u51b3\u95ee\u9898\u3002\u8fd9\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u56e2\u961f\u4e2d\u4e0d\u540c\u4e13\u5bb6\u534f\u4f5c\u7684\u65b9\u5f0f\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u90fd\u53ef\u4ee5\u8d21\u732e\u81ea\u5df1\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u89c6\u89d2\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u6982\u5ff5\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>1. \u667a\u80fd\u4f53\uff08Agents\uff09<\/strong><\/p>\n\n\n\n<p>\u5728 AutoGen \u4e2d\uff0c\u667a\u80fd\u4f53\u662f\u6846\u67b6\u7684\u57fa\u672c\u5355\u5143\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u90fd\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ul>\n<li>\u63a5\u6536\u548c\u53d1\u9001\u6d88\u606f<\/li>\n\n\n\n<li>\u7406\u89e3\u548c\u6267\u884c\u7279\u5b9a\u4efb\u52a1<\/li>\n\n\n\n<li>\u4f7f\u7528\u7279\u5b9a\u7684 LLM \u914d\u7f6e<\/li>\n\n\n\n<li>\u62e5\u6709\u72ec\u7279\u7684\u89d2\u8272\u548c\u884c\u4e3a\u6a21\u5f0f<\/li>\n<\/ul>\n\n\n\n<p>AutoGen \u63d0\u4f9b\u4e86\u591a\u79cd\u9884\u5b9a\u4e49\u667a\u80fd\u4f53\u7c7b\u578b\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>AssistantAgent<\/strong>\uff1a\u9ed8\u8ba4\u52a9\u624b\u667a\u80fd\u4f53\uff0c\u901a\u5e38\u57fa\u4e8e LLM\uff0c\u80fd\u591f\u7406\u89e3\u548c\u56de\u5e94\u7528\u6237\u67e5\u8be2<\/li>\n\n\n\n<li><strong>UserProxyAgent<\/strong>\uff1a\u4ee3\u8868\u4eba\u7c7b\u7528\u6237\uff0c\u53ef\u4ee5\u6267\u884c\u4ee3\u7801\u3001\u63d0\u4f9b\u53cd\u9988\u7b49<\/li>\n\n\n\n<li><strong>GroupChatManager<\/strong>\uff1a\u7ba1\u7406\u591a\u4e2a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u7fa4\u7ec4\u5bf9\u8bdd<\/li>\n\n\n\n<li><strong>RetrieveAssistantAgent<\/strong>\uff1a\u5177\u5907\u68c0\u7d22\u529f\u80fd\u7684\u52a9\u624b\u667a\u80fd\u4f53\uff0c\u53ef\u4ee5\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u83b7\u53d6\u4fe1\u606f<\/li>\n\n\n\n<li><strong>TeachableAgent<\/strong>\uff1a\u53ef\u4ee5\u4ece\u4ea4\u4e92\u4e2d\u5b66\u4e60\u7684\u667a\u80fd\u4f53\uff0c\u80fd\u591f\u8bb0\u4f4f\u548c\u5e94\u7528\u4ee5\u524d\u7684\u7ecf\u9a8c<\/li>\n<\/ul>\n\n\n\n<p><strong>2. \u5bf9\u8bdd\uff08Conversation\uff09<\/strong><\/p>\n\n\n\n<p>\u667a\u80fd\u4f53\u4e4b\u95f4\u901a\u8fc7\u5bf9\u8bdd\u8fdb\u884c\u4ea4\u4e92\u3002\u5bf9\u8bdd\u662f\u4e00\u7cfb\u5217\u6d88\u606f\u7684\u4ea4\u6362\uff0c\u6bcf\u6761\u6d88\u606f\u5305\u542b\uff1a<\/p>\n\n\n\n<ul>\n<li>\u53d1\u9001\u8005<\/li>\n\n\n\n<li>\u63a5\u6536\u8005<\/li>\n\n\n\n<li>\u5185\u5bb9<\/li>\n\n\n\n<li>\u53ef\u80fd\u7684\u9644\u52a0\u5143\u6570\u636e<\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u8bdd\u53ef\u4ee5\u662f\u4e00\u5bf9\u4e00\u7684\uff0c\u4e5f\u53ef\u4ee5\u662f\u7fa4\u7ec4\u5f0f\u7684\uff08\u591a\u4e2a\u667a\u80fd\u4f53\u53c2\u4e0e\uff09\u3002<\/p>\n\n\n\n<p><strong>3. \u5de5\u4f5c\u6d41\u7a0b\uff08Workflow\uff09<\/strong><\/p>\n\n\n\n<p>AutoGen \u652f\u6301\u7075\u6d3b\u7684\u5de5\u4f5c\u6d41\u7a0b\u8bbe\u8ba1\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5b9a\u4e49\u667a\u80fd\u4f53\u5982\u4f55\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1\u3002\u5de5\u4f5c\u6d41\u7a0b\u53ef\u4ee5\u662f\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u5bf9\u8bdd\u5f0f<\/strong>\uff1a\u667a\u80fd\u4f53\u4e4b\u95f4\u81ea\u7531\u4ea4\u6d41\uff0c\u76f4\u5230\u8fbe\u6210\u5171\u8bc6\u6216\u5b8c\u6210\u4efb\u52a1<\/li>\n\n\n\n<li><strong>\u4e32\u884c<\/strong>\uff1a\u4e00\u4e2a\u63a5\u4e00\u4e2a\u5730\u5b8c\u6210\u4efb\u52a1<\/li>\n\n\n\n<li><strong>\u5e76\u884c<\/strong>\uff1a\u540c\u65f6\u5904\u7406\u4e0d\u540c\u4efb\u52a1<\/li>\n\n\n\n<li><strong>\u6df7\u5408<\/strong>\uff1a\u7ed3\u5408\u4e0a\u8ff0\u6a21\u5f0f<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e3b\u8981\u7ec4\u4ef6\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>1. ConversableAgent<\/strong><\/p>\n\n\n\n<p><code>ConversableAgent<\/code>&nbsp;\u662f AutoGen \u4e2d\u667a\u80fd\u4f53\u7684\u57fa\u7c7b\uff0c\u63d0\u4f9b\u4e86\u57fa\u672c\u7684\u5bf9\u8bdd\u529f\u80fd\u3002\u6240\u6709\u7c7b\u578b\u7684\u667a\u80fd\u4f53\u90fd\u7ee7\u627f\u81ea\u8fd9\u4e2a\u7c7b\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6d88\u606f\u5904\u7406<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u7ba1\u7406<\/li>\n\n\n\n<li>\u56de\u8c03\u5904\u7406<\/li>\n\n\n\n<li>LLM \u4ea4\u4e92<\/li>\n<\/ul>\n\n\n\n<p><strong>2. AssistantAgent<\/strong><\/p>\n\n\n\n<p><code>AssistantAgent<\/code>&nbsp;\u662f\u57fa\u4e8e LLM \u7684\u667a\u80fd\u4f53\uff0c\u65e8\u5728\u7406\u89e3\u7528\u6237\u9700\u6c42\u5e76\u63d0\u4f9b\u5e2e\u52a9\u3002\u5b83\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ul>\n<li>\u56de\u7b54\u95ee\u9898<\/li>\n\n\n\n<li>\u63d0\u4f9b\u5efa\u8bae<\/li>\n\n\n\n<li>\u751f\u6210\u5185\u5bb9<\/li>\n\n\n\n<li>\u89e3\u51b3\u95ee\u9898<\/li>\n<\/ul>\n\n\n\n<p><strong>3. UserProxyAgent<\/strong><\/p>\n\n\n\n<p><code>UserProxyAgent<\/code>&nbsp;\u4ee3\u8868\u4eba\u7c7b\u7528\u6237\uff0c\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6267\u884c\u4ee3\u7801<\/li>\n\n\n\n<li>\u63d0\u4f9b\u4eba\u7c7b\u53cd\u9988<\/li>\n\n\n\n<li>\u4f5c\u4e3a\u7cfb\u7edf\u4e0e\u4eba\u7c7b\u4e4b\u95f4\u7684\u63a5\u53e3<\/li>\n\n\n\n<li>\u81ea\u52a8\u5316\u67d0\u4e9b\u7528\u6237\u64cd\u4f5c<\/li>\n<\/ul>\n\n\n\n<p><strong>4. GroupChat<\/strong><\/p>\n\n\n\n<p><code>GroupChat<\/code>&nbsp;\u7ba1\u7406\u591a\u4e2a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u7fa4\u7ec4\u5bf9\u8bdd\uff0c\u652f\u6301\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6d88\u606f\u5e7f\u64ad<\/li>\n\n\n\n<li>\u53d1\u8a00\u6743\u7ba1\u7406<\/li>\n\n\n\n<li>\u5bf9\u8bdd\u5386\u53f2\u7ef4\u62a4<\/li>\n\n\n\n<li>\u5bf9\u8bdd\u7ec8\u6b62\u6761\u4ef6\u7ba1\u7406<\/li>\n<\/ul>\n\n\n\n<p><strong>\u57fa\u672c\u7528\u6cd5\u793a\u4f8b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>1. \u7b80\u5355\u7684\u52a9\u624b-\u7528\u6237\u5bf9\u8bdd<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u521b\u5efa\u4e00\u4e2a\u57fa\u672c\u52a9\u624b\u548c\u7528\u6237\u4ee3\u7406\u5e76\u8fdb\u884c\u5bf9\u8bdd\u7684\u793a\u4f8b\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import autogen\nfrom autogen import AssistantAgent, UserProxyAgent\n\n# \u914d\u7f6e\u52a9\u624b\u667a\u80fd\u4f53\nassistant = AssistantAgent(\n    name=\"AI_\u52a9\u624b\",\n    llm_config={\n        \"temperature\": 0,\n        \"api_key\": \"your-api-key\",\n        \"model\": \"gpt-4\",\n    },\n    system_message=\"\u4f60\u662f\u4e00\u4f4d\u4e13\u4e1a\u4e14\u6709\u5e2e\u52a9\u7684AI\u52a9\u624b\u3002\"\n)\n\n# \u914d\u7f6e\u7528\u6237\u4ee3\u7406\nuser_proxy = UserProxyAgent(\n    name=\"\u7528\u6237\",\n    human_input_mode=\"TERMINATE\",  # \u7528\u6237\u53ef\u4ee5\u968f\u65f6\u7ec8\u6b62\u5bf9\u8bdd\n    max_consecutive_auto_reply=10,  # \u6700\u591a\u81ea\u52a8\u56de\u590d10\u6b21\n    code_execution_config={\"work_dir\": \"output\"}\n)\n\n# \u542f\u52a8\u5bf9\u8bdd\nuser_proxy.initiate_chat(\n    assistant,\n    message=\"\u5e2e\u6211\u7528Python\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u8ba1\u7b97\u5668\u7a0b\u5e8f\uff0c\u652f\u6301\u52a0\u51cf\u4e58\u9664\u64cd\u4f5c\u3002\"\n)\n<\/pre>\n\n\n\n<p><strong>2. \u591a\u667a\u80fd\u4f53\u7fa4\u804a<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u793a\u4f8b\u521b\u5efa\u4e86\u4e00\u4e2a\u5c0f\u578b\u5de5\u4f5c\u7ec4\uff0c\u5305\u62ec\u9879\u76ee\u7ecf\u7406\u3001\u7a0b\u5e8f\u5458\u548c\u6d4b\u8bd5\u5458\uff0c\u5171\u540c\u89e3\u51b3\u4e00\u4e2a\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import autogen\nfrom autogen import AssistantAgent, UserProxyAgent, GroupChat, GroupChatManager\n\n# \u914d\u7f6eLLM\nllm_config = {\n    \"temperature\": 0,\n    \"api_key\": \"your-api-key\",\n    \"model\": \"gpt-4\",\n}\n\n# \u521b\u5efa\u56e2\u961f\u6210\u5458\nproject_manager = AssistantAgent(\n    name=\"\u9879\u76ee\u7ecf\u7406\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662f\u9879\u76ee\u7ecf\u7406\uff0c\u8d1f\u8d23\u9700\u6c42\u5206\u6790\u3001\u4efb\u52a1\u5206\u914d\u548c\u8fdb\u5ea6\u8ddf\u8e2a\u3002\u4f60\u9700\u8981\u786e\u4fdd\u56e2\u961f\u7406\u89e3\u9700\u6c42\u5e76\u534f\u8c03\u4ed6\u4eec\u7684\u5de5\u4f5c\u3002\"\n)\n\nprogrammer = AssistantAgent(\n    name=\"\u7a0b\u5e8f\u5458\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662f\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u7a0b\u5e8f\u5458\uff0c\u64c5\u957fPython\u7f16\u7a0b\u3002\u4f60\u7684\u4efb\u52a1\u662f\u5b9e\u73b0\u9879\u76ee\u9700\u6c42\uff0c\u7f16\u5199\u6e05\u6670\u3001\u9ad8\u6548\u3001\u53ef\u7ef4\u62a4\u7684\u4ee3\u7801\u3002\"\n)\n\ntester = AssistantAgent(\n    name=\"\u6d4b\u8bd5\u5458\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662f\u8f6f\u4ef6\u6d4b\u8bd5\u4e13\u5bb6\uff0c\u8d1f\u8d23\u786e\u4fdd\u8f6f\u4ef6\u8d28\u91cf\u3002\u4f60\u9700\u8981\u8bbe\u8ba1\u6d4b\u8bd5\u7528\u4f8b\uff0c\u8bc6\u522b\u6f5c\u5728\u95ee\u9898\uff0c\u5e76\u9a8c\u8bc1\u529f\u80fd\u6b63\u786e\u6027\u3002\"\n)\n\nuser_proxy = UserProxyAgent(\n    name=\"\u7528\u6237\",\n    human_input_mode=\"TERMINATE\",\n    code_execution_config={\"work_dir\": \"output\"}\n)\n\n# \u521b\u5efa\u7fa4\u804a\nteam_members = [project_manager, programmer, tester, user_proxy]\ngroup_chat = GroupChat(\n    agents=team_members,\n    messages=[],\n    max_round=20\n)\n\n# \u521b\u5efa\u7fa4\u804a\u7ba1\u7406\u5668\nmanager = GroupChatManager(group_chat=group_chat, llm_config=llm_config)\n\n# \u542f\u52a8\u7fa4\u804a\nuser_proxy.initiate_chat(\n    manager,\n    message=\"\u6211\u4eec\u9700\u8981\u5f00\u53d1\u4e00\u4e2a\u7b80\u5355\u7684\u5f85\u529e\u4e8b\u9879\u5e94\u7528\uff0c\u53ef\u4ee5\u6dfb\u52a0\u3001\u5b8c\u6210\u548c\u5220\u9664\u4efb\u52a1\u3002\u8bf7\u56e2\u961f\u534f\u4f5c\u5b8c\u6210\u8fd9\u4e2a\u9879\u76ee\u3002\"\n)\n<\/pre>\n\n\n\n<p><strong>3. \u5229\u7528\u4ee3\u7801\u6267\u884c\u529f\u80fd<\/strong><\/p>\n\n\n\n<p>Autogen\u7684\u4e00\u4e2a\u5f3a\u5927\u529f\u80fd\u662f\u80fd\u591f\u6267\u884c\u4ee3\u7801\u5e76\u4f7f\u7528\u6267\u884c\u7ed3\u679c\u3002\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u8bbe\u7f6e\u4e00\u4e2a\u53ef\u4ee5\u6267\u884cPython\u4ee3\u7801\u7684\u7528\u6237\u4ee3\u7406\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import autogen\nfrom autogen import AssistantAgent, UserProxyAgent\n\n# \u914d\u7f6e\u52a9\u624b\u667a\u80fd\u4f53\nassistant = AssistantAgent(\n    name=\"\u6570\u636e\u5206\u6790\u5e08\",\n    llm_config={\n        \"temperature\": 0,\n        \"api_key\": \"your-api-key\",\n        \"model\": \"gpt-4\",\n    },\n    system_message=\"\u4f60\u662f\u4e00\u4f4d\u6570\u636e\u5206\u6790\u4e13\u5bb6\uff0c\u64c5\u957f\u4f7f\u7528Python\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u3002\"\n)\n\n# \u914d\u7f6e\u652f\u6301\u4ee3\u7801\u6267\u884c\u7684\u7528\u6237\u4ee3\u7406\nuser_proxy = UserProxyAgent(\n    name=\"\u7528\u6237\",\n    human_input_mode=\"TERMINATE\",\n    code_execution_config={\n        \"work_dir\": \"data_analysis\",  # \u4ee3\u7801\u6267\u884c\u7684\u5de5\u4f5c\u76ee\u5f55\n        \"use_docker\": False,  # \u662f\u5426\u4f7f\u7528Docker\u5bb9\u5668\u6267\u884c\u4ee3\u7801\n        \"timeout\": 60,  # \u4ee3\u7801\u6267\u884c\u8d85\u65f6\u65f6\u95f4\uff08\u79d2\uff09\n        \"last_n_messages\": 3,  # \u68c0\u67e5\u6700\u540e\u51e0\u6761\u6d88\u606f\u4e2d\u7684\u4ee3\u7801\n    }\n)\n\n# \u542f\u52a8\u5bf9\u8bdd\nuser_proxy.initiate_chat(\n    assistant,\n    message=\"\"\"\u4f7f\u7528Python\u751f\u6210\u4e00\u4e2a\u793a\u4f8b\u6570\u636e\u96c6\uff0c\u5305\u542b100\u4e2a\u6837\u672c\uff0c\u6709'\u5e74\u9f84'\u3001'\u6536\u5165'\u548c'\u6559\u80b2\u7a0b\u5ea6'\u4e09\u4e2a\u7279\u5f81\u3002\n    \u7136\u540e\u5206\u6790\u8fd9\u4e9b\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u5e76\u751f\u6210\u4e00\u4e2a\u7b80\u5355\u7684\u53ef\u89c6\u5316\u5c55\u793a\u3002\"\"\"\n)\n<\/pre>\n\n\n\n<p><strong>\u9ad8\u7ea7\u7528\u6cd5\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>1. \u5b9a\u5236\u5316\u667a\u80fd\u4f53<\/strong><\/p>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u7ee7\u627f\u57fa\u7c7b\u521b\u5efa\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\uff0c\u6dfb\u52a0\u7279\u6b8a\u529f\u80fd\u6216\u884c\u4e3a\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from autogen import ConversableAgent\nimport requests\n\nclass WeatherAgent(ConversableAgent):\n    def __init__(self, name, api_key):\n        super().__init__(name=name)\n        self.api_key = api_key\n        self.register_reply(\n            trigger=lambda x: \"\u5929\u6c14\" in x[\"content\"] or \"\u6c14\u6e29\" in x[\"content\"],\n            reply_func=self.weather_reply\n        )\n    \n    def weather_reply(self, message, sender):\n        # \u4ece\u6d88\u606f\u4e2d\u63d0\u53d6\u57ce\u5e02\u540d\n        content = message[\"content\"]\n        # \u7b80\u5355\u793a\u4f8b\uff0c\u5b9e\u9645\u5e94\u7528\u4e2d\u5e94\u4f7f\u7528NLP\u6280\u672f\u63d0\u53d6\u57ce\u5e02\u540d\n        if \"\u5728\" in content and \"\u7684\u5929\u6c14\" in content:\n            city = content.split(\"\u5728\")[1].split(\"\u7684\u5929\u6c14\")[0]\n        else:\n            return False, \"\u65e0\u6cd5\u8bc6\u522b\u57ce\u5e02\u540d\uff0c\u8bf7\u660e\u786e\u6307\u5b9a\u57ce\u5e02\u3002\"\n        \n        # \u8c03\u7528\u5929\u6c14API\u83b7\u53d6\u6570\u636e\n        response = requests.get(\n            f\"https:\/\/api.weatherapi.com\/v1\/current.json?key={self.api_key}&amp;q={city}&amp;aqi=no\"\n        )\n        \n        if response.status_code == 200:\n            data = response.json()\n            weather_info = f\"{city}\u5f53\u524d\u5929\u6c14\uff1a{data['current']['condition']['text']}\uff0c\u6c14\u6e29\uff1a{data['current']['temp_c']}\u00b0C\uff0c\u6e7f\u5ea6\uff1a{data['current']['humidity']}%\"\n            return True, weather_info\n        else:\n            return False, \"\u83b7\u53d6\u5929\u6c14\u4fe1\u606f\u5931\u8d25\uff0c\u8bf7\u7a0d\u540e\u518d\u8bd5\u3002\"\n\n# \u4f7f\u7528\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\nweather_agent = WeatherAgent(name=\"\u5929\u6c14\u52a9\u624b\", api_key=\"your-weather-api-key\")\n\nassistant = AssistantAgent(\n    name=\"\u603b\u52a9\u624b\",\n    llm_config={\"temperature\": 0, \"api_key\": \"your-api-key\", \"model\": \"gpt-4\"}\n)\n\nuser_proxy = UserProxyAgent(\n    name=\"\u7528\u6237\",\n    human_input_mode=\"TERMINATE\",\n)\n\n# \u521b\u5efa\u4e09\u65b9\u5bf9\u8bdd\ngroup_chat = GroupChat(\n    agents=[user_proxy, assistant, weather_agent],\n    messages=[],\n    max_round=10\n)\n\nmanager = GroupChatManager(group_chat=group_chat, llm_config={\"temperature\": 0, \"api_key\": \"your-api-key\", \"model\": \"gpt-4\"})\n\n# \u542f\u52a8\u5bf9\u8bdd\nuser_proxy.initiate_chat(\n    manager,\n    message=\"\u5317\u4eac\u7684\u5929\u6c14\u600e\u4e48\u6837\uff1f\"\n)\n<\/pre>\n\n\n\n<p><strong>2. \u4f7f\u7528\u8bb0\u5fc6\u548c\u72b6\u6001\u7ba1\u7406<\/strong><\/p>\n\n\n\n<p>Autogen\u652f\u6301\u667a\u80fd\u4f53\u8bb0\u5fc6\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import autogen\nfrom autogen import AssistantAgent, UserProxyAgent\n\nclass StatefulAssistant(AssistantAgent):\n    def __init__(self, name, llm_config, system_message=\"\"):\n        super().__init__(name=name, llm_config=llm_config, system_message=system_message)\n        self.memory = {}\n        self.register_reply(\n            trigger=lambda x: True,  # \u89e6\u53d1\u6240\u6709\u6d88\u606f\n            reply_func=self.stateful_reply\n        )\n    \n    def stateful_reply(self, message, sender):\n        # \u63d0\u53d6\u7528\u6237\u540d\n        if \"\u6211\u662f\" in message[\"content\"] and \"\uff0c\u8bf7\u8bb0\u4f4f\u6211\" in message[\"content\"]:\n            user_name = message[\"content\"].split(\"\u6211\u662f\")[1].split(\"\uff0c\u8bf7\u8bb0\u4f4f\u6211\")[0]\n            self.memory[\"user_name\"] = user_name\n            return True, f\"\u4f60\u597d\uff0c{user_name}\uff01\u6211\u5df2\u7ecf\u8bb0\u4f4f\u4f60\u4e86\u3002\"\n        \n        # \u4f7f\u7528\u8bb0\u5fc6\u7684\u4fe1\u606f\n        if \"\u4f60\u8fd8\u8bb0\u5f97\u6211\u662f\u8c01\u5417\" in message[\"content\"]:\n            if \"user_name\" in self.memory:\n                return True, f\"\u5f53\u7136\u8bb0\u5f97\uff0c\u4f60\u662f{self.memory['user_name']}\uff01\"\n            else:\n                return True, \"\u5bf9\u4e0d\u8d77\uff0c\u6211\u4eec\u4f3c\u4e4e\u8fd8\u6ca1\u6709\u6b63\u5f0f\u4ecb\u7ecd\u8fc7\u3002\u8bf7\u544a\u8bc9\u6211\u4f60\u7684\u540d\u5b57\u3002\"\n        \n        # \u5982\u679c\u6ca1\u6709\u7279\u6b8a\u5904\u7406\uff0c\u8ba9LLM\u5904\u7406\n        return False, None\n\n# \u521b\u5efa\u6709\u72b6\u6001\u7684\u52a9\u624b\nstateful_assistant = StatefulAssistant(\n    name=\"\u8bb0\u5fc6\u52a9\u624b\",\n    llm_config={\"temperature\": 0, \"api_key\": \"your-api-key\", \"model\": \"gpt-4\"},\n    system_message=\"\u4f60\u662f\u4e00\u4e2a\u80fd\u591f\u8bb0\u4f4f\u7528\u6237\u4fe1\u606f\u7684\u52a9\u624b\u3002\"\n)\n\nuser_proxy = UserProxyAgent(\n    name=\"\u7528\u6237\",\n    human_input_mode=\"TERMINATE\",\n)\n\n# \u542f\u52a8\u5bf9\u8bdd\nuser_proxy.initiate_chat(\n    stateful_assistant,\n    message=\"\u6211\u662f\u5f20\u4e09\uff0c\u8bf7\u8bb0\u4f4f\u6211\"\n)\n<\/pre>\n\n\n\n<p><strong>3. \u667a\u80fd\u4f53\u4e0e\u5de5\u5177\u96c6\u6210<\/strong><\/p>\n\n\n\n<p>\u5c06AutoGen\u4e0e\u5916\u90e8\u5de5\u5177\u548cAPI\u96c6\u6210\uff0c\u6269\u5c55\u667a\u80fd\u4f53\u7684\u80fd\u529b\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import autogen\nfrom autogen import AssistantAgent, UserProxyAgent, Tool\nimport wikipedia\nimport yfinance as yf\n\n# \u5b9a\u4e49\u5de5\u5177\u51fd\u6570\ndef search_wikipedia(query):\n    \"\"\"\u641c\u7d22\u7ef4\u57fa\u767e\u79d1\u5e76\u8fd4\u56de\u6458\u8981\"\"\"\n    try:\n        return wikipedia.summary(query, sentences=3)\n    except Exception as e:\n        return f\"\u641c\u7d22\u51fa\u9519: {str(e)}\"\n\ndef get_stock_price(ticker):\n    \"\"\"\u83b7\u53d6\u80a1\u7968\u5f53\u524d\u4ef7\u683c\"\"\"\n    try:\n        stock = yf.Ticker(ticker)\n        data = stock.history(period=\"1d\")\n        return f\"{ticker}\u5f53\u524d\u4ef7\u683c: {data['Close'].iloc[-1]:.2f}\"\n    except Exception as e:\n        return f\"\u83b7\u53d6\u80a1\u7968\u4ef7\u683c\u51fa\u9519: {str(e)}\"\n\n# \u521b\u5efa\u5de5\u5177\u5217\u8868\ntools = [\n    Tool(\n        name=\"wikipedia_search\",\n        func=search_wikipedia,\n        description=\"\u641c\u7d22\u7ef4\u57fa\u767e\u79d1\u83b7\u53d6\u4fe1\u606f\uff0c\u8f93\u5165\u4e3a\u641c\u7d22\u67e5\u8be2\"\n    ),\n    Tool(\n        name=\"stock_price_check\",\n        func=get_stock_price,\n        description=\"\u67e5\u8be2\u80a1\u7968\u4ef7\u683c\uff0c\u8f93\u5165\u4e3a\u80a1\u7968\u4ee3\u7801\"\n    )\n]\n\n# \u914d\u7f6e\u52a9\u624b\u667a\u80fd\u4f53\nassistant = AssistantAgent(\n    name=\"\u591a\u529f\u80fd\u52a9\u624b\",\n    llm_config={\n        \"temperature\": 0,\n        \"api_key\": \"your-api-key\",\n        \"model\": \"gpt-4\",\n        \"tools\": [tool.to_dict() for tool in tools],  # \u5c06\u5de5\u5177\u914d\u7f6e\u6dfb\u52a0\u5230LLM\u914d\u7f6e\u4e2d\n    },\n    system_message=\"\u4f60\u662f\u4e00\u4e2a\u591a\u529f\u80fd\u52a9\u624b\uff0c\u53ef\u4ee5\u641c\u7d22\u7ef4\u57fa\u767e\u79d1\u548c\u67e5\u8be2\u80a1\u7968\u4ef7\u683c\u3002\u8bf7\u6839\u636e\u7528\u6237\u9700\u6c42\u4f7f\u7528\u5408\u9002\u7684\u5de5\u5177\u3002\"\n)\n\n# \u914d\u7f6e\u7528\u6237\u4ee3\u7406\u4ee5\u5904\u7406\u5de5\u5177\u8c03\u7528\nuser_proxy = UserProxyAgent(\n    name=\"\u7528\u6237\",\n    human_input_mode=\"TERMINATE\",\n    tools=tools  # \u63d0\u4f9b\u5de5\u5177\u7ed9\u7528\u6237\u4ee3\u7406\n)\n\n# \u542f\u52a8\u5bf9\u8bdd\nuser_proxy.initiate_chat(\n    assistant,\n    message=\"\u963f\u5c14\u4f2f\u7279\u00b7\u7231\u56e0\u65af\u5766\u662f\u8c01\uff1f\u7136\u540e\u544a\u8bc9\u6211\u82f9\u679c\u516c\u53f8(AAPL)\u7684\u80a1\u7968\u4ef7\u683c\u3002\"\n)\n<\/pre>\n\n\n\n<p><strong>\u5b9e\u9645\u5e94\u7528\u573a\u666f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>1. \u8f6f\u4ef6\u5f00\u53d1\u56e2\u961f<\/strong><\/p>\n\n\n\n<p>Autogen\u53ef\u4ee5\u6a21\u62df\u8f6f\u4ef6\u5f00\u53d1\u56e2\u961f\uff0c\u5305\u62ec\u4ea7\u54c1\u7ecf\u7406\u3001\u67b6\u6784\u5e08\u3001\u5f00\u53d1\u4eba\u5458\u548c\u6d4b\u8bd5\u4eba\u5458\uff0c\u5171\u540c\u5b8c\u6210\u8f6f\u4ef6\u5f00\u53d1\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import autogen\nfrom autogen import AssistantAgent, UserProxyAgent, GroupChat, GroupChatManager\n\n# \u914d\u7f6e\u57fa\u672cLLM\nllm_config = {\n    \"temperature\": 0,\n    \"api_key\": \"your-api-key\",\n    \"model\": \"gpt-4\",\n}\n\n# \u521b\u5efa\u5f00\u53d1\u56e2\u961f\nproduct_manager = AssistantAgent(\n    name=\"\u4ea7\u54c1\u7ecf\u7406\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662f\u4ea7\u54c1\u7ecf\u7406\uff0c\u8d1f\u8d23\u5b9a\u4e49\u9700\u6c42\u3001\u6f84\u6e05\u529f\u80fd\u548c\u786e\u5b9a\u4f18\u5148\u7ea7\u3002\u4f60\u5e94\u8be5\u9996\u5148\u7406\u89e3\u9879\u76ee\u9700\u6c42\uff0c\u5e76\u5728\u5fc5\u8981\u65f6\u63d0\u51fa\u95ee\u9898\u3002\"\n)\n\narchitect = AssistantAgent(\n    name=\"\u67b6\u6784\u5e08\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662f\u8f6f\u4ef6\u67b6\u6784\u5e08\uff0c\u8d1f\u8d23\u8bbe\u8ba1\u7cfb\u7edf\u67b6\u6784\u3001\u9009\u62e9\u6280\u672f\u6808\u548c\u5b9a\u4e49\u7ec4\u4ef6\u4ea4\u4e92\u3002\u7b49\u5f85\u4ea7\u54c1\u7ecf\u7406\u660e\u786e\u9700\u6c42\u540e\u518d\u63d0\u51fa\u67b6\u6784\u65b9\u6848\u3002\"\n)\n\ndeveloper = AssistantAgent(\n    name=\"\u5f00\u53d1\u4eba\u5458\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662f\u4e00\u4f4d\u5168\u6808\u5f00\u53d1\u4eba\u5458\uff0c\u64c5\u957fPython\u548cJavaScript\u3002\u4f60\u7684\u4efb\u52a1\u662f\u5b9e\u73b0\u67b6\u6784\u5e08\u8bbe\u8ba1\u7684\u7ec4\u4ef6\uff0c\u5e76\u7f16\u5199\u6e05\u6670\u3001\u6a21\u5757\u5316\u7684\u4ee3\u7801\u3002\"\n)\n\ntester = AssistantAgent(\n    name=\"\u6d4b\u8bd5\u4eba\u5458\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662fQA\u6d4b\u8bd5\u4eba\u5458\uff0c\u8d1f\u8d23\u8bbe\u8ba1\u6d4b\u8bd5\u7528\u4f8b\u3001\u6d4b\u8bd5\u8ba1\u5212\u548c\u786e\u4fdd\u8f6f\u4ef6\u8d28\u91cf\u3002\u5f53\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u4ee3\u7801\u540e\uff0c\u4f60\u9700\u8981\u5ba1\u67e5\u4ee3\u7801\u5e76\u63d0\u4f9b\u6d4b\u8bd5\u53cd\u9988\u3002\"\n)\n\nuser_proxy = UserProxyAgent(\n    name=\"\u9879\u76ee\u6240\u6709\u8005\",\n    human_input_mode=\"TERMINATE\",\n    code_execution_config={\"work_dir\": \"dev_project\"}\n)\n\n# \u521b\u5efa\u5f00\u53d1\u56e2\u961f\u7fa4\u804a\ndev_team = [product_manager, architect, developer, tester, user_proxy]\ngroup_chat = GroupChat(\n    agents=dev_team,\n    messages=[],\n    max_round=30\n)\n\n# \u521b\u5efa\u7fa4\u804a\u7ba1\u7406\u5668\nmanager = GroupChatManager(group_chat=group_chat, llm_config=llm_config)\n\n# \u542f\u52a8\u5f00\u53d1\u6d41\u7a0b\nuser_proxy.initiate_chat(\n    manager,\n    message=\"\u6211\u9700\u8981\u5f00\u53d1\u4e00\u4e2a\u7b80\u5355\u7684\u535a\u5ba2\u7f51\u7ad9\uff0c\u5177\u6709\u6587\u7ae0\u53d1\u5e03\u3001\u8bc4\u8bba\u548c\u7528\u6237\u8ba4\u8bc1\u529f\u80fd\u3002\u8bf7\u56e2\u961f\u534f\u4f5c\u5b8c\u6210\u8fd9\u4e2a\u9879\u76ee\u3002\"\n)\n<\/pre>\n\n\n\n<p><strong>2. \u6570\u636e\u5206\u6790\u6d41\u6c34\u7ebf<\/strong><\/p>\n\n\n\n<p>Autogen\u53ef\u4ee5\u521b\u5efa\u6570\u636e\u5206\u6790\u6d41\u6c34\u7ebf\uff0c\u5305\u62ec\u6570\u636e\u5de5\u7a0b\u5e08\u3001\u6570\u636e\u5206\u6790\u5e08\u548c\u53ef\u89c6\u5316\u4e13\u5bb6\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import autogen\nfrom autogen import AssistantAgent, UserProxyAgent, GroupChat, GroupChatManager\n\nllm_config = {\n    \"temperature\": 0,\n    \"api_key\": \"your-api-key\",\n    \"model\": \"gpt-4\",\n}\n\n# \u521b\u5efa\u6570\u636e\u56e2\u961f\ndata_engineer = AssistantAgent(\n    name=\"\u6570\u636e\u5de5\u7a0b\u5e08\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662f\u6570\u636e\u5de5\u7a0b\u5e08\uff0c\u4e13\u6ce8\u4e8e\u6570\u636e\u83b7\u53d6\u3001\u6e05\u6d17\u548c\u51c6\u5907\u3002\u4f60\u64c5\u957f\u7f16\u5199\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u4ee3\u7801\uff0c\u786e\u4fdd\u6570\u636e\u8d28\u91cf\u548c\u4e00\u81f4\u6027\u3002\"\n)\n\ndata_analyst = AssistantAgent(\n    name=\"\u6570\u636e\u5206\u6790\u5e08\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662f\u6570\u636e\u5206\u6790\u5e08\uff0c\u4e13\u6ce8\u4e8e\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u3001\u7edf\u8ba1\u68c0\u9a8c\u548c\u6a21\u5f0f\u8bc6\u522b\u3002\u4f60\u64c5\u957f\u4f7f\u7528Python\u6570\u636e\u79d1\u5b66\u5e93\uff08\u5982pandas\u3001numpy\u548cscipy\uff09\u8fdb\u884c\u6570\u636e\u5206\u6790\u3002\"\n)\n\nvisualization_expert = AssistantAgent(\n    name=\"\u53ef\u89c6\u5316\u4e13\u5bb6\",\n    llm_config=llm_config,\n    system_message=\"\u4f60\u662f\u6570\u636e\u53ef\u89c6\u5316\u4e13\u5bb6\uff0c\u4e13\u6ce8\u4e8e\u521b\u5efa\u6709\u6d1e\u5bdf\u529b\u7684\u53ef\u89c6\u5316\u548c\u4eea\u8868\u677f\u3002\u4f60\u64c5\u957f\u4f7f\u7528matplotlib\u3001seaborn\u3001plotly\u7b49\u5de5\u5177\u521b\u5efa\u6e05\u6670\u3001\u4fe1\u606f\u4e30\u5bcc\u7684\u56fe\u8868\u3002\"\n)\n\nuser_proxy = UserProxyAgent(\n    name=\"\u9879\u76ee\u8d1f\u8d23\u4eba\",\n    human_input_mode=\"TERMINATE\",\n    code_execution_config={\"work_dir\": \"data_analysis_project\"}\n)\n\n# \u521b\u5efa\u6570\u636e\u56e2\u961f\u7fa4\u804a\ndata_team = [data_engineer, data_analyst, visualization_expert, user_proxy]\ngroup_chat = GroupChat(\n    agents=data_team,\n    messages=[],\n    max_round=20\n)\n\nmanager = GroupChatManager(group_chat=group_chat, llm_config=llm_config)\n\n# \u542f\u52a8\u6570\u636e\u5206\u6790\u6d41\u7a0b\nuser_proxy.initiate_chat(\n    manager,\n    message=\"\u6211\u6709\u4e00\u4e2aCSV\u6587\u4ef6sales_data.csv\uff0c\u5305\u542b\u8fc7\u53bb12\u4e2a\u6708\u7684\u9500\u552e\u6570\u636e\u3002\u6211\u9700\u8981\u5206\u6790\u9500\u552e\u8d8b\u52bf\uff0c\u786e\u5b9a\u5f71\u54cd\u9500\u552e\u7684\u5173\u952e\u56e0\u7d20\uff0c\u5e76\u521b\u5efa\u4e00\u4e2a\u7efc\u5408\u62a5\u544a\u4e0e\u53ef\u89c6\u5316\u3002\u8bf7\u56e2\u961f\u534f\u4f5c\u5b8c\u6210\u8fd9\u4e2a\u5206\u6790\u4efb\u52a1\u3002\"\n)\n<\/pre>\n\n\n\n<p><strong>\u6700\u4f73\u5b9e\u8df5\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>1. \u8bbe\u8ba1\u667a\u80fd\u4f53\u89d2\u8272<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u660e\u786e\u804c\u8d23<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u667a\u80fd\u4f53\u5b9a\u4e49\u6e05\u6670\u7684\u89d2\u8272\u548c\u804c\u8d23<\/li>\n\n\n\n<li><strong>\u907f\u514d\u91cd\u53e0<\/strong>\uff1a\u51cf\u5c11\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u804c\u8d23\u91cd\u53e0<\/li>\n\n\n\n<li><strong>\u5339\u914d\u4e13\u957f<\/strong>\uff1a\u6839\u636e\u4efb\u52a1\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u667a\u80fd\u4f53\u7ec4\u5408<\/li>\n<\/ul>\n\n\n\n<p><strong>2. \u6709\u6548\u7684\u7cfb\u7edf\u63d0\u793a<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u8be6\u7ec6\u8bf4\u660e<\/strong>\uff1a\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u8be6\u7ec6\u7684\u7cfb\u7edf\u63d0\u793a\uff0c\u660e\u786e\u5176\u89d2\u8272\u3001\u4efb\u52a1\u548c\u9650\u5236<\/li>\n\n\n\n<li><strong>\u793a\u4f8b\u5305\u542b<\/strong>\uff1a\u5728\u7cfb\u7edf\u63d0\u793a\u4e2d\u5305\u542b\u826f\u597d\u56de\u5e94\u7684\u793a\u4f8b<\/li>\n\n\n\n<li><strong>\u53cd\u9988\u673a\u5236<\/strong>\uff1a\u8bbe\u8ba1\u667a\u80fd\u4f53\u5982\u4f55\u5904\u7406\u548c\u8bf7\u6c42\u53cd\u9988<\/li>\n<\/ul>\n\n\n\n<p>\u793a\u4f8b\u6539\u8fdb\u7684\u7cfb\u7edf\u63d0\u793a\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">developer_agent = AssistantAgent(\n    name=\"\u5f00\u53d1\u8005\",\n    llm_config=llm_config,\n    system_message=\"\"\"\u4f60\u662f\u4e00\u4f4d\u4e13\u4e1a\u7684Python\u5f00\u53d1\u8005\uff0c\u64c5\u957f\u7f16\u5199\u9ad8\u8d28\u91cf\u3001\u53ef\u7ef4\u62a4\u7684\u4ee3\u7801\u3002\n    \n    \u804c\u8d23\uff1a\n    1. \u6839\u636e\u9700\u6c42\u7f16\u5199\u6e05\u6670\u3001\u9ad8\u6548\u7684Python\u4ee3\u7801\n    2. \u63d0\u4f9b\u8be6\u7ec6\u7684\u4ee3\u7801\u6ce8\u91ca\u548c\u6587\u6863\n    3. \u8003\u8651\u4ee3\u7801\u7684\u53ef\u6269\u5c55\u6027\u548c\u8fb9\u754c\u60c5\u51b5\n    4. \u56de\u5e94\u4ee3\u7801\u5ba1\u67e5\u610f\u89c1\u5e76\u8fdb\u884c\u6539\u8fdb\n    \n    \u5de5\u4f5c\u65b9\u5f0f\uff1a\n    - \u9996\u5148\u7406\u89e3\u9700\u6c42\uff0c\u5982\u6709\u4e0d\u6e05\u695a\u7684\u5730\u65b9\uff0c\u63d0\u51fa\u6f84\u6e05\u95ee\u9898\n    - \u63d0\u4f9b\u4ee3\u7801\u7ed3\u6784\u6982\u8ff0\uff0c\u7136\u540e\u5b9e\u73b0\u5b8c\u6574\u4ee3\u7801\n    - \u6bcf\u4e2a\u51fd\u6570\u90fd\u5e94\u5305\u542b\u6587\u6863\u5b57\u7b26\u4e32\uff0c\u8bf4\u660e\u53c2\u6570\u3001\u8fd4\u56de\u503c\u548c\u529f\u80fd\n    - \u4ee3\u7801\u63d0\u4ea4\u524d\u8fdb\u884c\u81ea\u6211\u5ba1\u67e5\uff0c\u786e\u4fdd\u8d28\u91cf\n    \n    \u793a\u4f8b\u826f\u597d\u56de\u5e94\uff1a\n    '\u6839\u636e\u9700\u6c42\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u5904\u7406\u7528\u6237\u6570\u636e\u7684\u51fd\u6570\u3002\u4ee5\u4e0b\u662f\u6211\u7684\u5b9e\u73b0\uff1a\n    ```python\n    def process_user_data(data: dict) -> dict:\n        \"\"\"\u5904\u7406\u7528\u6237\u6570\u636e\uff0c\u9a8c\u8bc1\u5fc5\u586b\u5b57\u6bb5\u5e76\u683c\u5f0f\u5316\u8f93\u51fa\n        \n        Args:\n            data: \u5305\u542b\u7528\u6237\u4fe1\u606f\u7684\u5b57\u5178\n            \n        Returns:\n            \u5904\u7406\u540e\u7684\u7528\u6237\u6570\u636e\u5b57\u5178\n            \n        Raises:\n            ValueError: \u5f53\u5fc5\u586b\u5b57\u6bb5\u7f3a\u5931\u65f6\n        \"\"\"\n        # \u9a8c\u8bc1\u5fc5\u586b\u5b57\u6bb5\n        required_fields = [\"name\", \"email\"]\n        for field in required_fields:\n            if field not in data:\n                raise ValueError(f\"\u7f3a\u5c11\u5fc5\u586b\u5b57\u6bb5: {field}\")\n                \n        # \u683c\u5f0f\u5316\u6570\u636e\n        result = {\n            \"user_name\": data[\"name\"].strip(),\n            \"email\": data[\"email\"].lower(),\n            \"joined_at\": data.get(\"joined_at\", datetime.now().isoformat())\n        }\n        \n        return result\n    ```\n    \n    \u8fd9\u4e2a\u51fd\u6570\u9a8c\u8bc1\u4e86\u5fc5\u586b\u5b57\u6bb5\u5e76\u683c\u5f0f\u5316\u4e86\u6570\u636e\u3002\u6211\u7279\u522b\u6ce8\u610f\u4e86\u8fb9\u754c\u60c5\u51b5\u5904\u7406\uff0c\u5982\u7f3a\u5c11\u5b57\u6bb5\u65f6\u629b\u51fa\u5f02\u5e38\uff0c\u4ee5\u53ca\u5bf9\u8f93\u5165\u6570\u636e\u8fdb\u884c\u4e86\u6e05\u7406\u3002'\n    \"\"\"\n)\n<\/pre>\n\n\n\n<p><strong>3. \u7fa4\u804a\u7ba1\u7406<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u9650\u5236\u8f6e\u6b21<\/strong>\uff1a\u8bbe\u7f6e\u9002\u5f53\u7684\u6700\u5927\u5bf9\u8bdd\u8f6e\u6b21\uff0c\u907f\u514d\u65e0\u4f11\u6b62\u7684\u8ba8\u8bba<\/li>\n\n\n\n<li><strong>\u660e\u786e\u7ec8\u6b62\u6761\u4ef6<\/strong>\uff1a\u5b9a\u4e49\u6e05\u6670\u7684\u5bf9\u8bdd\u7ec8\u6b62\u6761\u4ef6<\/li>\n\n\n\n<li><strong>\u5b9a\u5411\u5bf9\u8bdd<\/strong>\uff1a\u4f7f\u7528\u5e26\u6709\u65b9\u5411\u6027\u7684\u63d0\u95ee\u5f15\u5bfc\u5bf9\u8bdd<\/li>\n<\/ul>\n\n\n\n<p><strong>4. \u9519\u8bef\u5904\u7406<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u4f18\u96c5\u5931\u8d25<\/strong>\uff1a\u5b9e\u73b0\u9519\u8bef\u5904\u7406\u673a\u5236\uff0c\u786e\u4fdd\u5355\u4e2a\u667a\u80fd\u4f53\u5931\u8d25\u4e0d\u4f1a\u5bfc\u81f4\u6574\u4e2a\u7cfb\u7edf\u5d29\u6e83<\/li>\n\n\n\n<li><strong>\u91cd\u8bd5\u673a\u5236<\/strong>\uff1a\u4e3a\u4e0d\u7a33\u5b9a\u64cd\u4f5c\u8bbe\u8ba1\u91cd\u8bd5\u903b\u8f91<\/li>\n\n\n\n<li><strong>\u8be6\u7ec6\u65e5\u5fd7<\/strong>\uff1a\u4fdd\u7559\u8be6\u7ec6\u65e5\u5fd7\uff0c\u4fbf\u4e8e\u8c03\u8bd5\u548c\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<p><strong>5. \u6027\u80fd\u4f18\u5316<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u5e76\u884c\u5904\u7406<\/strong>\uff1a\u9002\u5f53\u65f6\u4f7f\u7528\u5e76\u884c\u5904\u7406\u63d0\u9ad8\u6548\u7387<\/li>\n\n\n\n<li><strong>\u7f13\u5b58\u7ed3\u679c<\/strong>\uff1a\u7f13\u5b58\u5e38\u7528\u67e5\u8be2\u6216\u8ba1\u7b97\u7ed3\u679c<\/li>\n\n\n\n<li><strong>\u51cf\u5c11\u4ea4\u4e92<\/strong>\uff1a\u8bbe\u8ba1\u9ad8\u6548\u7684\u5bf9\u8bdd\u6d41\uff0c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u4fe1\u606f\u4ea4\u6362<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<ol>\n<li><strong>\u5bf9\u8bdd\u53d1\u6563<\/strong>\n<ul>\n<li>\u95ee\u9898\uff1a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u5bf9\u8bdd\u504f\u79bb\u539f\u59cb\u4efb\u52a1<\/li>\n\n\n\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u8bbe\u8ba1\u66f4\u660e\u786e\u7684\u7cfb\u7edf\u63d0\u793a\uff0c\u4f7f\u7528\u5bf9\u8bdd\u603b\u7ed3\u667a\u80fd\u4f53\u5b9a\u671f\u91cd\u65b0\u805a\u7126\uff0c\u8bbe\u7f6e\u5408\u7406\u7684\u6700\u5927\u8f6e\u6b21<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4ee3\u7801\u6267\u884c\u9519\u8bef<\/strong>\n<ul>\n<li>\u95ee\u9898\uff1a\u751f\u6210\u7684\u4ee3\u7801\u6267\u884c\u5931\u8d25<\/li>\n\n\n\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u4f7f\u7528\u4e13\u95e8\u7684\u4ee3\u7801\u5ba1\u67e5\u667a\u80fd\u4f53\uff0c\u5b9e\u73b0\u66f4\u5065\u58ee\u7684\u9519\u8bef\u5904\u7406\uff0c\u9010\u6b65\u6d4b\u8bd5\u4ee3\u7801\u7247\u6bb5<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8d44\u6e90\u6d88\u8017<\/strong>\n<ul>\n<li>\u95ee\u9898\uff1a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u53ef\u80fd\u5bfc\u81f4\u5927\u91cfAPI\u8c03\u7528<\/li>\n\n\n\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u5408\u5e76\u7b80\u5355\u67e5\u8be2\uff0c\u5b9e\u65bd\u4ee4\u724c\u9884\u7b97\uff0c\u7f13\u5b58\u91cd\u590d\u8bf7\u6c42<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u56e2\u961f\u534f\u8c03\u6311\u6218<\/strong>\n<ul>\n<li>\u95ee\u9898\uff1a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u51b2\u7a81\u6216\u7f3a\u4e4f\u534f\u8c03<\/li>\n\n\n\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u6dfb\u52a0\u534f\u8c03\u8005\u667a\u80fd\u4f53\uff0c\u8bbe\u8ba1\u66f4\u660e\u786e\u7684\u534f\u4f5c\u534f\u8bae\uff0c\u5b9e\u65bd\u51b3\u7b56\u673a\u5236<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p><strong>\u4e0e\u5176\u4ed6\u6846\u67b6\u7684\u6bd4\u8f83\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr 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