\nhttps:\/\/www.bilibili.com\/video\/BV17WcVeZERm\/<\/a>
\nhttps:\/\/youtu.be\/7H00xQK8rDM<\/a>
\n(\u7b2c\u4e8c\u671f)[2025.1.13]AutoGen v0.4\u7a33\u5b9a\u7248\u672cStudio\u4f4e\u4ee3\u7801\u5e73\u53f0\u4f7f\u7528<\/strong>
\nhttps:\/\/www.bilibili.com\/video\/BV1qTcUe4EQx\/<\/a>
\nhttps:\/\/youtu.be\/eH65c1bfM3Q<\/a>
\n(\u7b2c\u4e09\u671f)[2025.1.15]AutoGen v0.4\u7a33\u5b9a\u7248\u672cMagentic-One CLI\u529f\u80fd\u6d4b\u8bd5<\/strong>
\nhttps:\/\/www.bilibili.com\/video\/BV1xZc6eJEwz\/<\/a>
\nhttps:\/\/youtu.be\/4v8ldONTecY<\/a>
\n(\u7b2c\u56db\u671f)[2025.1.21]AutoGen v0.4\u7a33\u5b9a\u7248\u672cAutoGen-Extensions \u5916\u90e8\u670d\u52a1\u6216\u529f\u80fd\u5e93\u96c6\u6210\u529f\u80fd\u6d4b\u8bd5<\/strong>
\n\u4e3b\u8981\u5185\u5bb9\uff1a\u4e0eLangChain\u63d0\u4f9b\u7684Tools\u8fdb\u884c\u529f\u80fd\u96c6\u6210\u6d4b\u8bd5
\nhttps:\/\/www.bilibili.com\/video\/BV1B2waeUEbY\/<\/a>
\nhttps:\/\/youtu.be\/g7X8OgkBZzA<\/a>
\n(\u7b2c\u4e94\u671f)[2025.1.23]AutoGen v0.4\u7a33\u5b9a\u7248\u672c\u53d1\u5e03\u540e\u7b2c\u4e00\u6b21\u91cd\u5927\u66f4\u65b0\u53d1\u5e03v0.4.3,Extensions\u5b98\u65b9\u6269\u5c55\u5e93\u65b0\u589e\u529f\u80fd\u6d4b\u8bd5<\/strong>
\n\u4e3b\u8981\u5185\u5bb9\uff1a\u4e3a\u5927\u5bb6\u4ecb\u7ecd\u4e24\u4e2a\u91cd\u5927\u66f4\u65b0:\u4f7f\u7528\u7f13\u5b58\u7cfb\u7edf\u63d0\u9ad8\u5927\u6a21\u578b\u7684\u54cd\u5e94\u6548\u7387\u3001\u96c6\u6210\u8c03\u7528GraphRAG
\nhttps:\/\/www.bilibili.com\/video\/BV1Rvf5YHEEx\/<\/a>
\nhttps:\/\/youtu.be\/Kn8wFiXu8d0<\/a>
\n(\u7b2c\u516d\u671f)[2025.2.9]AutoGen v0.4.5\u7248\u672c\u65b0\u589e\u529f\u80fd\u6d4b\u8bd5<\/strong>
\n\u4e3b\u8981\u5185\u5bb9\uff1aAgentChat\u4e2d\u4e3aAgent\u548cTeam\u63d0\u4f9b\u6d41\u5f0f\u6a21\u578b\u8f93\u51fa\u670d\u52a1\uff0c\u652f\u6301DeepSeek R1\u5f0f\u63a8\u7406\u8f93\u51fa
\nhttps:\/\/www.bilibili.com\/video\/BV1LxNmeFEAa\/<\/a>
\nhttps:\/\/youtu.be\/D0x1_uiu4RE<\/a><\/p>\n
1.2 AutoGen\u4ecb\u7ecd<\/h2>\n
AutoGen\u662f\u5fae\u8f6f\u53d1\u5e03\u7684\u4e00\u4e2a\u7528\u4e8e\u6784\u5efaAI Agent\u7cfb\u7edf\u548c\u5e94\u7528\u7a0b\u5e8f\u7684\u5f00\u6e90\u6846\u67b6 Agent\u9700\u8981\u8bbf\u95eeLLM\u6a21\u578b\u670d\u52a1 \u5728AgentChat\u4e2d\uff0c\u6d88\u606f\u4fc3\u8fdb\u4e0e\u5176\u4ed6Agent\u3001orchestrators\u548capplications\u7684\u901a\u4fe1\u548c\u4fe1\u606f\u4ea4\u6362 \u6b64\u6d88\u606f\u7c7b\u578b\u5141\u8bb8\u6587\u672c\u548c\u591a\u6a21\u5f0f\u901a\u4fe1\uff0c\u5e76\u5305\u542b\u5176\u4ed6\u6d88\u606f\u7c7b\u578b\uff0c\u4f8b\u5982TextMessage\u6216MultiModalMessage<\/p>\n<\/blockquote>\n (2)Internal Events<\/strong><\/p>\n \u8fd9\u4e9b\u6d88\u606f\u7528\u4e8e\u4f20\u8fbeAgent\u672c\u8eab\u5185\u7684\u4e8b\u4ef6\u548c\u64cd\u4f5c\u4fe1\u606f<\/p>\n<\/blockquote>\n AgentChat\u63d0\u4f9b\u4e86\u4e00\u7ec4\u9884\u8bbeAgents\uff0c\u6bcf\u4e2aAgent\u5728\u54cd\u5e94\u6d88\u606f\u7684\u65b9\u5f0f\u4e0a\u90fd\u6709\u6240\u4e0d\u540c:<\/strong><\/p>\n AssistantAgent:\u662f\u4e00\u4e2a\u5185\u7f6e\u7684Agent\uff0c\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u4e14\u5177\u6709\u4f7f\u7528\u5de5\u5177\u7684\u80fd\u529b (1)\u6240\u6709Agent\u5171\u4eab\u4ee5\u4e0b\u5c5e\u6027\u548c\u65b9\u6cd5<\/strong> \u6307\u5b9aAgent\u7684\u552f\u4e00\u540d\u79f0<\/p>\n<\/blockquote>\n description<\/strong><\/p>\n Agent\u7684\u63cf\u8ff0\u4fe1\u606f<\/p>\n<\/blockquote>\n model_client<\/strong><\/p>\n \u6307\u5b9aAgent\u4f7f\u7528\u7684\u5927\u8bed\u8a00\u6a21\u578b<\/p>\n<\/blockquote>\n on_messages()<\/strong><\/p>\n \u5411Agent\u53d1\u9001\u4e00\u7cfb\u5217ChatMessage\u5e76\u83b7\u53d6Response<\/p>\n<\/blockquote>\n on_messages_stream()<\/strong><\/p>\n \u4e0eon_messages()\u76f8\u540c\uff0c\u4f46\u8fd4\u56deAgentEvent\u6216ChatMessage\u7684\u8fed\u4ee3\u5668\uff0c\u540e\u8ddfResponse\u4f5c\u4e3a\u6700\u540e\u4e00\u9879<\/p>\n<\/blockquote>\n on_reset()<\/strong><\/p>\n \u5c06Agent\u91cd\u7f6e\u4e3a\u5176\u521d\u59cb\u72b6\u6001<\/p>\n<\/blockquote>\n run()\u548crun_stream()<\/strong><\/p>\n \u5206\u522b\u8c03\u7528on_messages()\u548con_messages_stream()\u7684\u4fbf\u6377\u65b9\u6cd5\uff0c\u4f46\u63d0\u4f9b\u4e0eTeams\u76f8\u540c\u7684\u63a5\u53e3<\/p>\n<\/blockquote>\n (2)AssistantAgent\u662f\u4e00\u4e2a\u5185\u7f6e\u7684Agent,\u5176\u76f8\u5173\u989d\u5916\u5c5e\u6027<\/strong> \u63d0\u4f9b\u7ed9Agent\u4f7f\u7528\u7684\u5de5\u5177\u96c6\u5408<\/p>\n<\/blockquote>\n system_message<\/strong><\/p>\n Agent\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd<\/p>\n<\/blockquote>\n model_context<\/strong><\/p>\n \u4f7f\u7528\u6a21\u578b\u4e0a\u4e0b\u6587<\/p>\n<\/blockquote>\n \u5728AgentChat\u4e2dTeam\u7531\u4e00\u4e2a\u6216\u591a\u4e2aAgent\u7ec4\u6210\uff0c\u5b9a\u4e49\u4e86Agent\u7ec4\u5982\u4f55\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1 SelectorGroupChat<\/strong><\/p>\n \u8be5\u9884\u8bbeTeam\u4e2d\u7684\u53c2\u4e0e\u8005(Agent)\u4ee5\u63a8\u8350\u9009\u62e9\u7684\u65b9\u5f0f\u8f6e\u6d41\u5411\u6240\u6709\u53c2\u4e0e\u8005\u53d1\u5e03\u4fe1\u606f Swarm<\/strong><\/p>\n \u8be5\u9884\u8bbeTeam\u4e2d\u7684\u53c2\u4e0e\u8005(Agent)\u4ee5\u79fb\u4ea4\u65b9\u5f0f\u5411\u6240\u6709\u53c2\u4e0e\u8005\u53d1\u5e03\u4fe1\u606f MagenticOneGroupChat<\/strong><\/p>\n \u4e00\u4e2a\u901a\u7528\u7684\u591aAgent\u7cfb\u7edf\uff0c\u7528\u4e8e\u89e3\u51b3\u5404\u79cd\u9886\u57df\u7684\u5f00\u653e\u5f0f\u7f51\u7edc\u548c\u57fa\u4e8e\u6587\u4ef6\u7684\u4efb\u52a1 (1)Team\u7ba1\u7406<\/strong> \u5904\u7406\u4efb\u52a1\u5e76\u8fd4\u56de\u4efb\u52a1\u7ed3\u679c<\/p>\n<\/blockquote>\n run_stream()<\/strong><\/p>\n \u7c7b\u4f3c\u4e8erun()\uff0c\u5904\u7406\u4efb\u52a1\u5e76\u8fd4\u56de\u5f02\u6b65\u751f\u6210\u5668\u6d88\u606f\u5185\u5bb9\u548c\u6700\u7ec8\u4efb\u52a1\u7ed3\u679c<\/p>\n<\/blockquote>\n reset()<\/strong><\/p>\n \u5c06\u6e05\u9664Team\u7684\u72b6\u6001\uff0c\u5305\u62ec\u6240\u6709Agent\u3002\u5b83\u5c06\u8c03\u7528\u6bcf\u4e2aAgent\u7684on_reset()\u65b9\u6cd5\u6765\u6e05\u9664Agent\u7684\u72b6\u6001<\/p>\n<\/blockquote>\n set()<\/strong><\/p>\n \u5c06\u505c\u6b62Team\u3002\u5c06\u5728\u5f53\u524dAgent\u7684\u8f6e\u6b21\u7ed3\u675f\u65f6\u505c\u6b62Team\u3002\u56e0\u6b64\uff0cTeam\u53ef\u80fd\u4e0d\u4f1a\u7acb\u5373\u505c\u6b62\u3002\u8fd9\u5141\u8bb8\u5f53\u524dAgent\u5b8c\u6210\u5176\u8f6e\u6b21\uff0c\u5e76\u5728Team\u505c\u6b62\u4e4b\u524d\u5411Team\u5e7f\u64ad\u6700\u7ec8\u6d88\u606f\uff0c\u4ece\u800c\u4fdd\u6301Team\u72b6\u6001\u4e00\u81f4<\/p>\n<\/blockquote>\n \u4e2d\u6b62Team \u4f20\u9012\u7ed9cancellation_token\u53c2\u6570<\/strong><\/p>\n \u53ef\u4ee5\u4e2d\u6b62\u5bf9run()\u6216run_stream()\u7684\u8c03\u7528 \u5728\u6267\u884c\u671f\u95f4\uff0c\u901a\u8fc7\u8bbe\u7f6e\u4f20\u9012\u7ed9cancellation_token\u53c2\u6570\u7684CancellationToken<\/p>\n<\/blockquote>\n \u901a\u8fc7\u5e94\u7528\u7a0b\u5e8f\u4e0eTeam\u4ea4\u4e92\u7684\u4e3b\u8981\u65b9\u5f0f\u6709\u4e24\u79cd: \u5728Team\u8fd0\u884c\u671f\u95f4,\u901a\u8fc7UserProxyAgent\u63d0\u4f9b\u53cd\u9988 (2)\u4e3a\u4e0b\u4e00\u6b21\u8fd0\u884c\u63d0\u4f9b\u53cd\u9988<\/strong><\/p>\n Team\u8fd0\u884c\u7ec8\u6b62\u540e\uff0c\u5e94\u7528\u7a0b\u5e8f\u6216\u7528\u6237\u63d0\u4f9b\u53cd\u9988\uff0cTeam\u5e26\u7740\u53cd\u9988\u518d\u6b21\u8fd0\u884c Team\u8fd0\u884c\u540e\u53ef\u4ee5\u4e00\u76f4\u8fd0\u884c\u4e0b\u53bb\uff0c\u5728\u5f88\u591a\u60c5\u51b5\u4e0b\u9700\u8981\u77e5\u9053\u4f55\u65f6\u505c\u6b62\u8fd0\u884c\uff0c\u8fd9\u5c31\u662f\u7ec8\u6b62\u6761\u4ef6\u7684\u4f5c\u7528 anaconda:\u63d0\u4f9bpython\u865a\u62df\u73af\u5883\uff0c\u5b98\u7f51\u4e0b\u8f7d\u5bf9\u5e94\u7cfb\u7edf\u7248\u672c\u7684\u5b89\u88c5\u5305\u5b89\u88c5\u5373\u53ef (1)GPT\u5927\u6a21\u578b\u4f7f\u7528\u65b9\u6848(\u7b2c\u4e09\u65b9\u4ee3\u7406\u65b9\u5f0f) GitHub\u6216Gitee\u4e2d\u4e0b\u8f7d\u5de5\u7a0b\u6587\u4ef6\u5230\u672c\u5730\uff0c\u4e0b\u8f7d\u5730\u5740\u5982\u4e0b\uff1a \u4f7f\u7528pycharm\u6784\u5efa\u4e00\u4e2a\u9879\u76ee\uff0c\u4e3a\u9879\u76ee\u914d\u7f6e\u865a\u62dfpython\u73af\u5883 \u76f4\u63a5\u5c06\u4e0b\u8f7d\u7684\u6587\u4ef6\u5939\u4e2d\u7684\u6587\u4ef6\u62f7\u8d1d\u5230\u65b0\u5efa\u7684\u9879\u76ee\u76ee\u5f55\u4e2d<\/p>\n \u547d\u4ee4\u884c\u7ec8\u7aef\u4e2d\u6267\u884c\u5982\u4e0b\u547d\u4ee4\u5b89\u88c5\u4f9d\u8d56\u5305<\/p>\n \u76f8\u5173\u6d4b\u8bd5\u4ee3\u7801\u5728BasicTest\u6587\u4ef6\u5939\u4e0b<\/p>\n (1)\u8fd0\u884c\u5982\u4e0b\u547d\u4ee4\u5b89\u88c5\u4f9d\u8d56\u5305 \u6838\u5fc3\u8bbe\u8ba1\u601d\u60f3:<\/strong> \u76f8\u5173\u6d4b\u8bd5\u4ee3\u7801\u5728Extensions\u6587\u4ef6\u5939\u4e0b \u9996\u5148\uff0c\u4e00\u6b21\u8fd0\u884c\u5982\u4e0b\u547d\u4ee4\uff0c\u5347\u7ea7\u76f8\u5173\u7684\u4f9d\u8d56\u5305\u5230\u6700\u65b0\u7248\u672cV0.4.3(2025-01-23)<\/p>\n (1)\u4f7f\u7528\u7f13\u5b58\u7cfb\u7edf\u63d0\u9ad8\u5927\u6a21\u578b\u7684\u54cd\u5e94\u6548\u7387<\/strong> (b)AutoGen\u96c6\u6210\u8c03\u7528<\/strong> \u9996\u5148\uff0c\u4e00\u6b21\u8fd0\u884c\u5982\u4e0b\u547d\u4ee4\uff0c\u5347\u7ea7\u76f8\u5173\u7684\u4f9d\u8d56\u5305\u5230\u6700\u65b0\u7248\u672cV0.4.5<\/p>\n (1)\u4e3aAgentChat\u7684Agent\u548cTeam\u63d0\u4f9b\u6d41\u5f0f\u6a21\u578b\u8f93\u51fa\u670d\u52a1<\/strong> 1\u3001\u9879\u76ee\u4ecb\u7ecd 1.1\u3001\u672c\u6b21\u5206\u4eab\u4ecb\u7ecd (\u7b2c\u4e00\u671f)[2025.1.12]AutoGen v0.4\u7a33\u5b9a\u7248\u672c\u6846\u67b6\u4ecb\u7ecd\u53ca […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-473","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/posts\/473","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/comments?post=473"}],"version-history":[{"count":7,"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/posts\/473\/revisions"}],"predecessor-version":[{"id":481,"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/posts\/473\/revisions\/481"}],"wp:attachment":[{"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/media?parent=473"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/categories?post=473"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/my.di.cloudns.asia\/index.php\/wp-json\/wp\/v2\/tags?post=473"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\ngithub\u5730\u5740:https:\/\/github.com\/microsoft\/autogen<\/a>
\n\u6587\u6863\u5730\u5740:https:\/\/microsoft.github.io\/autogen\/stable\/index.html<\/a>
\n\u6700\u65b0\u67b6\u6784AutoGen v0.4\u6b63\u5f0f\u53d1\u5e03\u7b2c\u4e00\u4e2a\u7a33\u5b9a\u7248\u672c
\nv0.4\u7248\u672c\u662f\u5bf9AutoGen\u7684\u4e00\u6b21\u4ece\u5934\u5f00\u59cb\u7684\u91cd\u5199\uff0c\u76ee\u7684\u662f\u4e3a\u6784\u5efaAgent\u521b\u5efa\u4e00\u4e2a\u66f4\u5065\u58ee\u3001\u53ef\u6269\u5c55\u3001\u66f4\u6613\u7528\u7684\u8de8\u8bed\u8a00\u5e93
\nAutoGen v0.4\u7684\u5e94\u7528\u63a5\u53e3\u91c7\u7528\u5206\u5c42\u67b6\u6784\u8bbe\u8ba1\uff0c\u5b58\u5728\u591a\u5957\u8f6f\u4ef6\u63a5\u53e3\u7528\u4ee5\u6ee1\u8db3\u4e0d\u540c\u7684\u573a\u666f\u9700\u6c42
\n(1)Magentic-One CLI<\/strong>
\n\u57fa\u4e8e\u63a7\u5236\u53f0\u7684\u591aAgent\u52a9\u624b\uff0c\u7528\u4e8e\u6267\u884c\u57fa\u4e8e Web \u548c\u6587\u4ef6\u7684\u4efb\u52a1\u3002 \u57fa\u4e8e AgentChat \u6784\u5efa
\n(2)Studio<\/strong>
\n\u4e00\u6b3e\u65e0\u9700\u7f16\u5199\u4ee3\u7801\u5373\u53ef\u8fdb\u884c\u539f\u578b\u8bbe\u8ba1\u548c\u7ba1\u7406Agent\u7684\u5e94\u7528\u7a0b\u5e8f\u3002\u57fa\u4e8e AgentChat \u6784\u5efa
\n(3)Core:\u4e8b\u4ef6\u9a71\u52a8\u578b\u63a5\u53e3\uff0c\u6838\u5fc3\u63a5\u53e3\uff0cautogen-core<\/strong>
\n\u7528\u4e8e\u6784\u5efa\u53ef\u6269\u5c55\u7684\u591aAgent\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u4e8b\u4ef6\u9a71\u52a8\u7f16\u7a0b\u6846\u67b6
\n(4)AgentChat:\u4efb\u52a1\u9a71\u52a8\u578b\u5e94\u7528\u63a5\u53e3\uff0cautogen-agentchat<\/strong>
\n\u7528\u4e8e\u6784\u5efa\u4f1a\u8bdd\u5f0f\u5355Agent\u548c\u591aAgent\u5e94\u7528\u7a0b\u5e8f\u7684\u7f16\u7a0b\u6846\u67b6\uff0c\u5efa\u7acb\u5728Core\u6838\u5fc3\u5c42\u4e4b\u4e0a\uff0c\u62bd\u8c61\u4e86\u8bb8\u591a\u5e95\u5c42\u7cfb\u7edf\u6982\u5ff5
\n(5)Extensions:\u7b2c\u4e09\u65b9\u7cfb\u7edf\u63a5\u53e3\uff0c\u6269\u5c55\u5305\uff0cautogen-ext<\/strong>
\n\u4e0e\u5916\u90e8\u670d\u52a1\u6216\u5176\u4ed6\u5e93\u4ea4\u4e92\u7684 Core \u548c AgentChat \u7ec4\u4ef6\u7684\u5b9e\u73b0\u3002\u53ef\u4ee5\u67e5\u627e\u5e76\u4f7f\u7528\u793e\u533a\u6269\u5c55\u6216\u521b\u5efa\u81ea\u5df1\u7684\u793e\u533a\u6269\u5c55
\n\u5982OpenAI\u6a21\u578b\u5ba2\u6237\u7aef\u63a5\u53e3\u7b49\uff0c\u9664\u5185\u7f6e\u6269\u5c55\u5916\uff0c\u8be5\u6269\u5c55\u5305\u8fd8\u5bb9\u7eb3\u793e\u533a\u8d21\u732e\u7684\u6269\u5c55\u63a5\u53e3<\/p>\n1.3 AgentChat:\u4efb\u52a1\u9a71\u52a8\u578b\u5e94\u7528\u6838\u5fc3\u6982\u5ff5<\/h2>\n
1.3.1 Models \u5927\u6a21\u578b<\/h3>\n
\n\u7531\u4e8e\u6709\u8bb8\u591a\u4e0d\u540c\u7684\u63d0\u4f9b\u8005\u5177\u6709\u4e0d\u540c\u7684API,autogen-core\u4e3a\u6a21\u578b\u5ba2\u6237\u7aef\u5b9e\u73b0\u4e86\u4e00\u4e2a\u534f\u8bae
\n\u800cautogen-ext\u4e3a\u6d41\u884c\u7684\u6a21\u578b\u670d\u52a1\u5b9e\u73b0\u4e86\u4e00\u7ec4\u6a21\u578b\u5ba2\u6237\u7aef,\u5982OpenAI\u3001\u672c\u5730\u6a21\u578b<\/p>\n1.3.2 Messages \u6d88\u606f\u901a\u4fe1<\/h3>\n
\nAgentChat\u652f\u6301\u5404\u79cd\u6d88\u606f\u7c7b\u578b\uff0c\u6bcf\u79cd\u6d88\u606f\u7c7b\u578b\u5747\u9488\u5bf9\u7279\u5b9a\u76ee\u7684\u800c\u8bbe\u8ba1
\n(1)Agent-Agent Messages<\/strong><\/p>\n\n
\n
1.3.3 Agents \u667a\u80fd\u4f53<\/h3>\n
\n
\nUserProxyAgent:\u63a5\u53d7\u7528\u6237\u8f93\u5165\u7684Agent\u5c06\u5176\u4f5c\u4e3a\u54cd\u5e94\u8fd4\u56de
\nCodeExecutorAgent:\u53ef\u4ee5\u6267\u884c\u4ee3\u7801\u7684Agent
\nOpenAIAssistantAgent:\u7531 OpenAI Assistant \u652f\u6301\u7684Agent\uff0c\u80fd\u591f\u4f7f\u7528\u81ea\u5b9a\u4e49\u5de5\u5177
\nMultimodalWebSurfer:\u4e00\u79cd\u591a\u6a21\u5f0fAgent\uff0c\u53ef\u4ee5\u641c\u7d22\u7f51\u7edc\u5e76\u8bbf\u95ee\u7f51\u9875\u4ee5\u83b7\u53d6\u4fe1\u606f
\nFileSurfer:\u53ef\u4ee5\u641c\u7d22\u548c\u6d4f\u89c8\u672c\u5730\u6587\u4ef6\u4ee5\u83b7\u53d6\u4fe1\u606f\u7684Agent
\nVideoSurfer:\u53ef\u4ee5\u89c2\u770b\u89c6\u9891\u4ee5\u83b7\u53d6\u4fe1\u606f\u7684Agent<\/p>\n<\/blockquote>\n
\nname<\/strong><\/p>\n\n
\n
\n
\n
\n
\n
\n
\ntools<\/strong><\/p>\n\n
\n
\n
1.3.4 Teams \u56e2\u961f<\/h3>\n
\n
\nTeam\u901a\u8fc7\u63a5\u6536\u4efb\u52a1\u548c\u8fd4\u56de\u4efb\u52a1\u7ed3\u679c\u4e0e\u5e94\u7528\u7a0b\u5e8f\u4ea4\u4e92
\nTeam\u662f\u6709\u72b6\u6001\u7684\uff0c\u5e76\u5728\u591a\u4e2a\u4efb\u52a1\u4e2d\u4fdd\u6301\u4e0a\u4e0b\u6587\uff0c\u9700\u8981\u7ec8\u6b62\u6761\u4ef6\u6765\u51b3\u5b9a\u4f55\u65f6\u505c\u6b62\u5904\u7406\u5f53\u524d\u4efb\u52a1
\nAgentChat\u63d0\u4f9b\u4e86\u4e00\u7ec4\u9884\u8bbeTeams:<\/strong>
\nBaseGroupChat<\/strong>
\nTeam\u7684\u57fa\u7c7b\uff0c\u5176\u4ed64\u4e2dTeam\u9884\u8bbe\u7c7b\u522b\u5747\u7ee7\u627f\u8be5\u57fa\u7c7b
\nRoundRobinGroupChat<\/strong>
\n\u8be5\u9884\u8bbeTeam\u4e2d\u7684\u53c2\u4e0e\u8005(Agent)\u4ee5\u987a\u5e8f\u5faa\u73af\u7684\u65b9\u5f0f\u8f6e\u6d41\u5411\u6240\u6709\u53c2\u4e0e\u8005\u53d1\u5e03\u4fe1\u606f
\n\u8be5\u9884\u8bbeTeam\u5141\u8bb8\u6240\u6709\u7684Agent\u5171\u4eab\u4e0a\u4e0b\u6587\uff0c\u5e76\u4ee5\u5faa\u73af\u65b9\u5f0f\u8f6e\u6d41\u505a\u51fa\u54cd\u5e94
\n\u5176\u5c5e\u6027\u5982\u4e0b:
\nparticipants:\u8bbe\u7f6eTeam\u7684\u53c2\u4e0e\u8005(Agent) ,List\u5217\u8868
\ntermination_condition:Team\u7ec8\u6b62\u6761\u4ef6\uff0c\u9ed8\u8ba4None\u5219\u65e0\u9650\u671f\u8fd0\u884c
\nmax_turns:Team\u652f\u6301\u7684\u6700\u5927\u4f1a\u8bdd\u56de\u5408\u6570\uff0c\u9ed8\u8ba4None\u5219\u65e0\u9650\u5236<\/p>\n<\/blockquote>\n\n
\n\u6bcf\u6b21\u6d88\u606f\u53d1\u5e03\u540e\uff0c\u90fd\u4f1a\u4f7f\u7528ChatCompletionClient(LLM)\u9009\u62e9\u4e0b\u4e00\u4e2a\u53d1\u8a00\u8005(Agent)
\n\u5176\u5c5e\u6027\u5982\u4e0b:
\nparticipants:\u8bbe\u7f6eTeam\u7684\u53c2\u4e0e\u8005(Agent) ,List\u5217\u8868
\nmodel_client:\u8bbe\u7f6eLLM\uff0cChatCompletionClient
\ntermination_condition:Team\u7ec8\u6b62\u6761\u4ef6\uff0c\u9ed8\u8ba4None\u5219\u65e0\u9650\u671f\u8fd0\u884c
\nmax_turns:Team\u652f\u6301\u7684\u6700\u5927\u4f1a\u8bdd\u56de\u5408\u6570\uff0c\u9ed8\u8ba4None\u5219\u65e0\u9650\u5236
\nselector_prompt:\u7528\u4e8e\u9009\u62e9\u4e0b\u4e00\u4e2a\u53d1\u8a00\u8005(Agent)\u7684prompt\u6a21\u7248
\nallow_repeated_speaker:\u662f\u5426\u5141\u8bb8\u8fde\u7eed\u9009\u62e9\u540c\u4e00\u4e2a\u53d1\u8a00\u8005(Agent)\uff0c\u9ed8\u8ba4False\u5219\u4e0d\u5141\u8bb8
\nselector_func:\u81ea\u5b9a\u4e49\u9009\u62e9\u5668\u51fd\u6570\uff0c\u7528\u4e8e\u83b7\u53d6\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u5e76\u8fd4\u56de\u4e0b\u4e00\u4e2a\u53d1\u8a00\u8005(Agent),\u82e5\u542f\u52a8\u8be5\u529f\u80fd\u5219LLM\u9009\u62e9\u4f1a\u5931\u6548\uff0c\u82e5\u8be5\u51fd\u6570\u8fd4\u56deNone,\u5219LLM\u4f1a\u4e3b\u52a8\u63a5\u7ba1\u8fdb\u884c\u4e0b\u4e00\u4f4d\u53d1\u8a00\u8005(Agent)\u7684\u9009\u62e9<\/p>\n<\/blockquote>\n\n
\n\u53c2\u4e0e\u8005\u5217\u8868\u4e2d\u7684\u7b2c\u4e00\u4e2a\u53c2\u4e0e\u8005\u662f\u521d\u59cb\u53d1\u8a00\u8005\uff0c\u4e0b\u4e00\u4f4d\u53d1\u8a00\u8005\u662f\u6839\u636eHandoffsMessage\u6d88\u606f\u4e2d\u6307\u5b9a\u7684\u53c2\u4e0e\u8005\u3002\u82e5\u65e0\u79fb\u4ea4\u4fe1\u606f\uff0c\u5219\u5f53\u524d\u53d1\u8a00\u8005\u7ee7\u7eed\u53d1\u8a00
\n\u5176\u5c5e\u6027\u5982\u4e0b:
\nparticipants:\u8bbe\u7f6eTeam\u7684\u53c2\u4e0e\u8005(Agent) ,List\u5217\u8868
\ntermination_condition:Team\u7ec8\u6b62\u6761\u4ef6\uff0c\u9ed8\u8ba4None\u5219\u65e0\u9650\u671f\u8fd0\u884c
\nmax_turns:Team\u652f\u6301\u7684\u6700\u5927\u4f1a\u8bdd\u56de\u5408\u6570\uff0c\u9ed8\u8ba4None\u5219\u65e0\u9650\u5236<\/p>\n<\/blockquote>\n\n
\n\u5b83\u4ee3\u8868\u4e86\u591a\u4ee3\u7406\u7cfb\u7edf\u5411\u524d\u8fc8\u51fa\u7684\u91cd\u8981\u4e00\u6b65\uff0c\u5728\u591a\u9879\u4ee3\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u6781\u5177\u7ade\u4e89\u529b\u7684\u6027\u80fd
\n\u5176\u5c5e\u6027\u5982\u4e0b:
\nparticipants:\u8bbe\u7f6eTeam\u7684\u53c2\u4e0e\u8005(Agent) ,List\u5217\u8868
\ntermination_condition:Team\u7ec8\u6b62\u6761\u4ef6\uff0c\u9ed8\u8ba4None\u5219\u65e0\u9650\u671f\u8fd0\u884c
\nmax_turns:Team\u652f\u6301\u7684\u6700\u5927\u4f1a\u8bdd\u56de\u5408\u6570\uff0c\u9ed8\u8ba4None\u5219\u65e0\u9650\u5236<\/p>\n<\/blockquote>\n
\nrun()<\/strong><\/p>\n\n
\n
\n
\n
\n
1.3.5 Human-in-the-Loop \u4eba\u7c7b\u53cd\u9988<\/h3>\n
\n(1)\u5728\u8fd0\u884c\u671f\u95f4\u63d0\u4f9b\u53cd\u9988:<\/strong><\/p>\n\n
\nUserProxyAgent\u662f\u4e00\u4e2a\u7279\u6b8a\u7684\u5185\u7f6eAgent\uff0c\u5145\u5f53\u7528\u6237\u5411Team\u63d0\u4f9b\u53cd\u9988\u7684Agent
\n\u5f53UserProxyAgent\u5728\u8fd0\u884c\u671f\u95f4\u88ab\u8c03\u7528\u65f6\uff0c\u5b83\u4f1a\u963b\u6b62Team\u7684\u6267\u884c\uff0c\u76f4\u5230\u7528\u6237\u63d0\u4f9b\u53cd\u9988\u6216\u51fa\u9519\u4e3a\u6b62\u3002\u8fd9\u4f1a\u4f7fTeam\u5904\u4e8e\u65e0\u6cd5\u633d\u6551\u6216\u6062\u590d\u7684\u4e0d\u7a33\u5b9a\u72b6\u6001
\n\u7531\u4e8e\u6b64\u65b9\u6cd5\u7684\u963b\u6b62\u6027\u8d28\uff0c\u5efa\u8bae\u4ec5\u5c06\u5176\u7528\u4e8e\u9700\u8981\u7528\u6237\u7acb\u5373\u53cd\u9988\u7684\u7b80\u77ed\u4ea4\u4e92\uff0c\u4f8b\u5982\u901a\u8fc7\u5355\u51fb\u6309\u94ae\u8bf7\u6c42\u6279\u51c6\u6216\u4e0d\u6279\u51c6<\/p>\n<\/blockquote>\n\n
\n\u8fd9\u79cd\u65b9\u6cd5\u5728Team\u548c\u5e94\u7528\u7a0b\u5e8f\/\u7528\u6237\u4e4b\u95f4\u8fdb\u884c\u5f02\u6b65\u901a\u4fe1\u7684\u6301\u4e45\u4f1a\u8bdd\u4e2d\u975e\u5e38\u6709\u7528:\u4e00\u65e6Team\u5b8c\u6210\u8fd0\u884c\uff0c\u5e94\u7528\u7a0b\u5e8f\u5c31\u4f1a\u4fdd\u5b58Team\u7684\u72b6\u6001\uff0c\u5c06\u5176\u653e\u5165\u6301\u4e45\u5b58\u50a8\u4e2d\uff0c\u5e76\u5728\u53cd\u9988\u65f6\u6062\u590dTeam
\n\u63d0\u4f9b\u4e24\u79cd\u65b9\u5f0f:
\n\u8bbe\u7f6e\u6700\u5927\u56de\u5408\u6570\uff0c\u4ee5\u4fbfTeam\u59cb\u7ec8\u5728\u6307\u5b9a\u56de\u5408\u6570\u540e\u505c\u6b62
\n\u4f7f\u7528TextMentionTermination\u548cHandoffTermination\u7b49\u7ec8\u6b62\u6761\u4ef6\uff0c\u8ba9Team\u6839\u636eTeam\u7684\u5185\u90e8\u72b6\u6001\u51b3\u5b9a\u4f55\u65f6\u505c\u6b62\u5e76\u4ea4\u56de\u63a7\u5236\u6743<\/p>\n<\/blockquote>\n1.3.6 Termination \u7ec8\u6b62\u6761\u4ef6<\/h3>\n
\n\u7ec8\u6b62\u6761\u4ef6\u662f\u6709\u72b6\u6001\u7684\uff0c\u4f46\u5728\u6bcf\u6b21\u8fd0\u884crun()\u6216run_stream()\u7ed3\u675f\u540e\u4f1a\u81ea\u52a8\u91cd\u7f6e
\n\u591a\u4e2a\u7ec8\u6b62\u6761\u4ef6\u652f\u6301\u4f7f\u7528AND\u6216OR\u8fd0\u7b97\u7b26\u8fdb\u884c\u7ec4\u5408
\n\u76ee\u524d\u652f\u6301\u5982\u4e0b8\u79cd\u7ec8\u6b62\u6761\u4ef6:
\nMaxMessageTermination<\/strong>
\n\u5728\u751f\u6210\u6307\u5b9a\u6570\u91cf\u7684\u6d88\u606f\uff0c\u5305\u62ecAgent\u548cTask\u6d88\u606f\u540e\u5219\u7ec8\u6b62
\nTextMentionTermination<\/strong>
\n\u5f53\u5728\u6d88\u606f\u4e2d\u63d0\u5230\u7279\u5b9a\u7684\u6587\u672c\u6216\u5b57\u7b26\u4e32\u5219\u7ec8\u6b62
\nTokenUsageTermination<\/strong>
\n\u5f53\u4f7f\u7528\u4e86\u4e00\u5b9a\u6570\u91cf\u7684tokens\u65f6\u5219\u7ec8\u6b62
\nTimeoutTermination<\/strong>
\n\u5728\u6307\u5b9a\u7684\u6301\u7eed\u65f6\u95f4(\u4ee5\u79d2\u4e3a\u5355\u4f4d)\u540e\u7ec8\u6b62
\nHandoffTermination<\/strong>
\n\u5728\u8bf7\u6c42\u79fb\u4ea4\u81f3\u7279\u5b9a\u76ee\u6807\u540e\u7ec8\u6b62\u3002\u7279\u522b\u9002\u5408\u9700\u8981\u7528\u6237\u5e72\u9884\u7684\u573a\u666f
\nSourceMatchTermination<\/strong>
\n\u5728\u7279\u5b9a\u7684Agent\u505a\u51fa\u54cd\u5e94\u4e4b\u540e\u7ec8\u6b62
\nExternalTermination<\/strong>
\n\u5141\u8bb8\u4ece\u8fd0\u884c\u5916\u90e8\u5bf9\u7ec8\u6b62\u8fdb\u884c\u63a7\u5236\u3002\u7279\u88ab\u9002\u5408\u7528\u6237\u754c\u9762\u96c6\u6210(\u5982\u804a\u5929\u4e2d\u7684\u505c\u6b62\u6309\u94ae)\u573a\u666f
\nStopMessageTermination<\/strong>
\n\u5f53Agent\u53d1\u51faStopMessage\u65f6\u7ec8\u6b62<\/p>\n2\u3001\u524d\u671f\u51c6\u5907\u5de5\u4f5c<\/h1>\n
2.1 \u5f00\u53d1\u73af\u5883\u642d\u5efa:anaconda\u3001pycharm<\/h2>\n
\npycharm:\u63d0\u4f9b\u96c6\u6210\u5f00\u53d1\u73af\u5883\uff0c\u5b98\u7f51\u4e0b\u8f7d\u793e\u533a\u7248\u672c\u5b89\u88c5\u5305\u5b89\u88c5\u5373\u53ef
\n\u53ef\u53c2\u8003\u5982\u4e0b\u89c6\u9891:<\/strong>
\n\u96c6\u6210\u5f00\u53d1\u73af\u5883\u642d\u5efaAnaconda+PyCharm
\nhttps:\/\/www.bilibili.com\/video\/BV1q9HxeEEtT\/?vd_source=30acb5331e4f5739ebbad50f7cc6b949<\/a>
\nhttps:\/\/youtu.be\/myVgyitFzrA<\/a><\/p>\n2.2 \u5927\u6a21\u578b\u76f8\u5173\u914d\u7f6e<\/h2>\n
\n(2)\u975eGPT\u5927\u6a21\u578b(\u963f\u91cc\u901a\u4e49\u5343\u95ee\u3001\u8baf\u98de\u661f\u706b\u3001\u667a\u8c31\u7b49\u5927\u6a21\u578b)\u4f7f\u7528\u65b9\u6848(OneAPI\u65b9\u5f0f)
\n(3)\u672c\u5730\u5f00\u6e90\u5927\u6a21\u578b\u4f7f\u7528\u65b9\u6848(Ollama\u65b9\u5f0f)
\n\u53ef\u53c2\u8003\u5982\u4e0b\u89c6\u9891:<\/strong>
\n\u63d0\u4f9b\u4e00\u79cdLLM\u96c6\u6210\u89e3\u51b3\u65b9\u6848\uff0c\u4e00\u4efd\u4ee3\u7801\u652f\u6301\u5feb\u901f\u540c\u65f6\u652f\u6301gpt\u5927\u6a21\u578b\u3001\u56fd\u4ea7\u5927\u6a21\u578b(\u901a\u4e49\u5343\u95ee\u3001\u6587\u5fc3\u4e00\u8a00\u3001\u767e\u5ea6\u5343\u5e06\u3001\u8baf\u98de\u661f\u706b\u7b49)\u3001\u672c\u5730\u5f00\u6e90\u5927\u6a21\u578b(Ollama)
\nhttps:\/\/www.bilibili.com\/video\/BV12PCmYZEDt\/?vd_source=30acb5331e4f5739ebbad50f7cc6b949<\/a>
\nhttps:\/\/youtu.be\/CgZsdK43tcY<\/a><\/p>\n3\u3001\u9879\u76ee\u521d\u59cb\u5316<\/h1>\n
3.1 \u4e0b\u8f7d\u6e90\u7801<\/h2>\n
\nhttps:\/\/github.com\/NanGePlus\/AutoGenV04Test<\/a>
\nhttps:\/\/gitee.com\/NanGePlus\/AutoGenV04Test<\/a><\/p>\n3.2 \u6784\u5efa\u9879\u76ee<\/h2>\n
\n\u9879\u76ee\u540d\u79f0\uff1aAutoGenV04Test
\n\u865a\u62df\u73af\u5883\u540d\u79f0\u4fdd\u6301\u4e0e\u9879\u76ee\u540d\u79f0\u4e00\u81f4<\/p>\n3.3 \u5c06\u76f8\u5173\u4ee3\u7801\u62f7\u8d1d\u5230\u9879\u76ee\u5de5\u7a0b\u4e2d<\/h2>\n
3.4 \u5b89\u88c5\u9879\u76ee\u4f9d\u8d56<\/h2>\n
pip install -U "autogen-agentchat"\npip install "autogen-ext[openai]"\npip install asyncio==3.4.3<\/code><\/pre>\n4\u3001\u6d4b\u8bd5<\/h1>\n
4.1 AgentChat\u6846\u67b6\u57fa\u672c\u529f\u80fd\u6d4b\u8bd5<\/h2>\n
4.2 AutoGen Studio\u4f4e\u4ee3\u7801\u5e73\u53f0\u4f7f\u7528<\/h2>\n
\npip install -U autogenstudio
\n(2)\u547d\u4ee4\u884c\u7ec8\u7aef\u542f\u52a8\u670d\u52a1\uff0c\u8fd0\u884c\u5982\u4e0b\u547d\u4ee4
\nautogenstudio ui –port 8081
\n\u652f\u6301\u4fee\u6539\u76f8\u5173\u53c2\u6570\u81ea\u5b9a\u4e49\u5e94\u7528\u7a0b\u5e8f\u5982\u4e0b:
\n–host
\n–appdir
\n–port
\n–upgrade-database<\/strong> \u5347\u7ea7\u6570\u636e\u5e93\u67b6\u6784\u3002\u9ed8\u8ba4\u4e3aFalse
\n–reload<\/strong> \u542f\u7528\u5728\u5bf9\u4ee3\u7801\u8fdb\u884c\u66f4\u6539\u65f6\u81ea\u52a8\u91cd\u65b0\u52a0\u8f7d\u670d\u52a1\u5668\u3002\u9ed8\u8ba4\u4e3a False
\n–database-uri<\/strong> \u6307\u5b9a\u6570\u636e\u5e93URI
\n(4)\u767b\u5f55\u5e73\u53f0\u4f7f\u7528
\nhttp:\/\/localhost:8081\/<\/a><\/p>\n4.3 Magentic-One CLI\u4f7f\u7528<\/h2>\n
\n![\"file\"](\"https:\/\/my.di.cloudns.asia\/wp-content\/uploads\/2025\/02\/image-1739239013695.png\")
<\/div>
\n\u5176\u8fc7\u7a0b\u5982\u4e0b:<\/strong>
\nMagentic-One\u7684\u5de5\u4f5c\u57fa\u4e8e\u4e00\u4e2a\u591aAgent\u67b6\u6784\uff0c\u5176\u4e2d\u7684\u9996\u5e2d\u534f\u8c03\u8005(Orchestrator)Agent\u8d1f\u8d23\u9ad8\u5c42\u6b21\u89c4\u5212\u3001\u6307\u5bfc\u5176\u4ed6Agent\u5e76\u8ddf\u8e2a\u4efb\u52a1\u8fdb\u5ea6
\n\u534f\u8c03\u8005\u9996\u5148\u8981\u5236\u5b9a\u4e00\u4e2a\u5904\u7406\u4efb\u52a1\u7684\u8ba1\u5212\uff0c\u5728\u4efb\u52a1\u5206\u7c7b\u8d26\u4e2d\u6536\u96c6\u6240\u9700\u7684\u4e8b\u5b9e\u548c\u6709\u6839\u636e\u7684\u731c\u6d4b
\n\u5728\u8ba1\u5212\u7684\u6bcf\u4e00\u4e2a\u6b65\u9aa4\u4e2d\uff0c\u534f\u8c03\u8005\u90fd\u4f1a\u521b\u5efa\u4e00\u4e2a\u8fdb\u5ea6\u8d26\u672c\uff0c\u5bf9\u4efb\u52a1\u8fdb\u5ea6\u8fdb\u884c\u81ea\u6211\u53cd\u601d\uff0c\u5e76\u68c0\u67e5\u4efb\u52a1\u662f\u5426\u5df2\u5b8c\u6210
\n\u5982\u679c\u4efb\u52a1\u5c1a\u672a\u5b8c\u6210\uff0c\u5b83\u4f1a\u4e3a Magentic-One \u7684\u5176\u4ed6Agent\u5206\u914d\u4e00\u4e2a\u5b50\u4efb\u52a1\u6765\u5b8c\u6210\u3002\u88ab\u5206\u914d\u7684Agent\u5b8c\u6210\u5b50\u4efb\u52a1\u540e\uff0c\u534f\u8c03\u8005\u4f1a\u66f4\u65b0\u8fdb\u5ea6\u5206\u7c7b\u8d26\uff0c\u5e76\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u7ee7\u7eed\u76f4\u81f3\u4efb\u52a1\u5b8c\u6210
\n\u5982\u679c\u534f\u8c03\u8005\u53d1\u73b0\u8fdb\u5ea6\u4e0d\u591f\uff0c\u53ef\u4ee5\u66f4\u65b0\u4efb\u52a1\u5206\u7c7b\u8d26\u5e76\u521b\u5efa\u65b0\u8ba1\u5212\u3002\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u534f\u8c03\u8005\u7684\u5de5\u4f5c\u5206\u4e3a\u66f4\u65b0\u4efb\u52a1\u5206\u7c7b\u8d26\u7684\u5916\u5faa\u73af\u548c\u66f4\u65b0\u8fdb\u5ea6\u5206\u7c7b\u8d26\u7684\u5185\u5faa\u73af
\n\u5728\u547d\u4ee4\u884c\u7ec8\u7aef\u4e2d\u4f7f\u7528:<\/strong>
\n\u9996\u5148\u5b89\u88c5\u4f9d\u8d56 pip install -U magentic-one-cli
\n\u76f4\u63a5\u8fd0\u884c m1 "\u6211\u4eca\u5929\u7684\u5fc3\u60c5\u975e\u5e38\u4e0d\u9519" \u8fdb\u884c\u95ee\u7b54
\nexport OPENAI_BASE_URL="https:\/\/yunwu.ai\/v1<\/a>"
\nexport OPENAI_API_KEY="sk-COUbOl2EH7IYaz6SqFADUp7Ie4WA4rzFvNr3PzIAZjVyHQcJ"
\n\u5728\u4ee3\u7801\u4e2d\u96c6\u6210\u4f7f\u7528:<\/strong>
\n\u76f8\u5173\u6d4b\u8bd5\u4ee3\u7801\u5728MagenticOneCli\u6587\u4ef6\u5939\u4e0b\u76841_BasicTest.py<\/p>\n4.4 AutoGen-Extensions \u4f7f\u7528<\/h2>\n
\n\u9996\u5148\u6253\u5f00\u547d\u4ee4\u884c\u7ec8\u7aef\uff0c\u8fd0\u884c\u547d\u4ee4\u5b89\u88c5\u4f9d\u8d56 pip install autogen-ext
\n(1)\u4f7f\u7528LangChain\u63d0\u4f9b\u7684Tools<\/strong>
\n\u6d4b\u8bd5\u7528\u4f8b1:<\/strong> PythonAstREPLTool
\n\u5f53\u524d\u6d4b\u8bd5\u811a\u672c\u5728Extensions\/LangChainTest\u6587\u4ef6\u5939\u4e0b
\n\u4e0b\u8f7d\u6d4b\u8bd5\u6570\u636e\u96c6:https:\/\/github.com\/pandas-dev\/pandas\/blob\/main\/doc\/data\/titanic.csv<\/a>
\n\u6253\u5f00\u547d\u4ee4\u884c\u7ec8\u7aef\uff0c\u8fd0\u884c\u547d\u4ee4\u5b89\u88c5\u4f9d\u8d56 pip install langchain_experimental
\n\u8fd0\u884c\u811a\u672c python PythonAstREPLTool.py
\n\u6d4b\u8bd5\u7528\u4f8b2:<\/strong> \u6d4b\u8bd5duckduckgo\u641c\u7d22
\nTools\u4ecb\u7ecd:https:\/\/python.langchain.com\/docs\/integrations\/tools\/<\/a>
\nduckduckgo\u6587\u6863:https:\/\/duckduckgo.com\/duckduckgo-help-pages\/settings\/params\/<\/a>
\n\u6253\u5f00\u547d\u4ee4\u884c\u7ec8\u7aef\uff0c\u8fd0\u884c\u547d\u4ee4\u5b89\u88c5\u4f9d\u8d56 pip install -qU duckduckgo-search langchain-community
\n\u8fd0\u884c\u811a\u672c python DuckDuckGoSearch.py<\/p>\n4.5 AutoGen V0.4.3\u91cd\u5927\u66f4\u65b0<\/h2>\n
pip install --upgrade autogen-core\npip install --upgrade autogen-agentchat\npip install --upgrade autogen-ext<\/code><\/pre>\n
\n\u4f7f\u7528\u7f13\u5b58\u7cfb\u7edf(DiskCacheStore\u548cChatCompletionCache)\u6765\u907f\u514d\u91cd\u590d\u7684API\u8bf7\u6c42\uff0c\u63d0\u9ad8\u5927\u6a21\u578b\u7684\u54cd\u5e94\u6548\u7387
\n\u7b2c\u4e00\u6b21\u8bf7\u6c42\u4f1a\u4ece\u5927\u6a21\u578b\u83b7\u53d6\u54cd\u5e94\u5e76\u5c06\u5176\u7f13\u5b58
\n\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u76f8\u540c\u6d88\u606f\u65f6\uff0c\u5c06\u76f4\u63a5\u8fd4\u56de\u7f13\u5b58\u7684\u54cd\u5e94\uff0c\u800c\u4e0d\u518d\u8c03\u7528\u5927\u6a21\u578b\u7684API\u63a5\u53e3
\n\u4f7f\u7528\u7f13\u5b58\u7684\u76ee\u7684\u662f\u63d0\u9ad8\u6027\u80fd\uff0c\u51cf\u5c11\u91cd\u590d\u8bf7\u6c42\uff0c\u63d0\u9ad8\u54cd\u5e94\u901f\u5ea6\uff0c\u5c24\u5176\u5728\u5bf9\u76f8\u540c\u8f93\u5165\u9891\u7e41\u8bf7\u6c42\u65f6\u975e\u5e38\u6709\u6548
\n\u76f8\u5173\u6d4b\u8bd5\u4ee3\u7801\u5728Extensions\/Cache\u76ee\u5f55\u4e0b\uff0c\u8fd0\u884c\u76f8\u5173\u7684\u4ee3\u7801\u8fdb\u884c\u6d4b\u8bd5\u524d\uff0c\u9700\u5b89\u88c5\u76f8\u5173\u4f9d\u8d56 pip install diskcache
\n\u5728\u8fd0\u884c python CacheTeam.py \u811a\u672c\u4e4b\u524d\uff0c\u5728\u5f53\u524d\u76ee\u5f55\u4e0b\u521b\u5efa\u7a7a\u6587\u4ef6\u5939tmpdirname
\n(2)\u96c6\u6210\u8c03\u7528GraphRAG<\/strong>
\nGraphRAG\u76f8\u5173\u89c6\u9891:
\nhttps:\/\/www.bilibili.com\/video\/BV1AADaYfE2T\/<\/a>
\nhttps:\/\/youtu.be\/7WFMd8U8C7E<\/a>
\n(a)\u6784\u5efaGraphRAG\u7d22\u5f15<\/strong><\/p>\n#\u9996\u5148\u6784\u5efaGraphRAG\uff0c\u5b89\u88c5\u76f8\u5173\u4f9d\u8d56\uff0c\u6700\u65b0\u7248\u672c1.2.0\u7248\u672c\npip install graphrag==1.2.0\n#\u521b\u5efa\u9879\u76ee\u5e76\u521d\u59cb\u5316\ncd Extensions\/GraphRAG\nmkdir -p .\/ragtest\/input\ncd ragtest\ngraphrag init --root .\/\n#\u4fee\u6539.env\u548csettings.yaml\u6587\u4ef6\u5185\u5bb9\uff0c\u8bf7\u53c2\u8003\u63d0\u4f9b\u7684\u6587\u4ef6\u5185\u5bb9\u8fdb\u884c\u8c03\u6574\n#\u63a5\u4e0b\u6765\uff0c\u4f18\u5316\u63d0\u793a\u8bcd(\u53ef\u4ee5\u4e0d\u4f18\u5316)\npython -m graphrag prompt-tune --config .\/settings.yaml --root .\/ --language Chinese --output .\/prompts\n#\u6700\u540e\u8fd0\u884c\u5982\u4e0b\u547d\u4ee4\uff0c\u8fdb\u884c\u7d22\u5f15\u6784\u5efa\ngraphrag index --root .\/\n#\u7d22\u5f15\u6784\u5efa\u5b8c\u6210\u540e\uff0c\u8fdb\u884c\u68c0\u7d22\u6d4b\u8bd5\ngraphrag query --root .\/ --method local --query "\u5f20\u4e09\u4e5d\u7684\u57fa\u672c\u4fe1\u606f?"\ngraphrag query --root .\/ --method global --query "\u7ed9\u5f20\u4e09\u4e5d\u4e00\u4e9b\u5065\u5eb7\u5efa\u8bae?"<\/code><\/pre>\n
\n\u8fd0\u884c python GraphRAGTeam.py \u8fdb\u884c\u6d4b\u8bd5<\/p>\n4.6 AutoGen V0.4.5\u529f\u80fd\u66f4\u65b0<\/h2>\n
pip install --upgrade autogen-core\npip install --upgrade autogen-agentchat\npip install --upgrade autogen-ext<\/code><\/pre>\n
\n\u5982\u679c\u60f3\u5728\u63a7\u5236\u53f0\u5e94\u7528\u7a0b\u5e8f\u4e2d\u67e5\u770b\u4ee4\u724c\u6d41\uff0c\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528Console
\n\u5982\u679c\u81ea\u5df1\u5904\u7406\u6d88\u606f\u5e76\u5c06\u5176\u6d41\u5230\u524d\u7aef\uff0c\u5f15\u5165ModelClientStreamingChunkEvent\uff0c\u7528\u4e8eAgent\u4e2d\u7684\u6d41\u5f0f\u6a21\u578b\u8f93\u51fa\u548c\u66f4\u65b0\u5904\u7406\uff0c\u53ea\u9700\u8981\u5728\u5b9a\u4e49Agent\u7684\u65f6\u5019\uff0c\u542f\u7528\u8be5\u53c2\u6570model_client_stream=True
\n\u76f8\u5173\u6d4b\u8bd5\u4ee3\u7801\u5728BasicTest\u76ee\u5f55\u4e0b\uff0c\u8fd0\u884c python 5_RunTeamStream.py \u8fdb\u884c\u6d4b\u8bd5
\n(2)\u652f\u6301DeepSeek R1\u5f0f\u63a8\u7406\u8f93\u51fa<\/strong>
\n\u8fd9\u91cc\u4e3a\u5927\u5bb6\u4f7f\u7528\u4ee3\u7406\u7684\u65b9\u5f0f\u6d4b\u8bd5DeepSeek-R1\u6a21\u578b
\n\u76f8\u5173\u6d4b\u8bd5\u4ee3\u7801\u5728BasicTest\u76ee\u5f55\u4e0b\uff0c\u8fd0\u884c python 6_RunTeamDeepSeek.py \u8fdb\u884c\u6d4b\u8bd5<\/p>\n","protected":false},"excerpt":{"rendered":"