{"id":1431,"date":"2024-05-11T21:33:31","date_gmt":"2024-05-11T21:33:31","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1431"},"modified":"2024-05-11T21:34:08","modified_gmt":"2024-05-11T21:34:08","slug":"zhubuzhangwozuijiaai-agentskuangjia-autogen-er","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/zhubuzhangwozuijiaai-agentskuangjia-autogen-er.html","title":{"rendered":"\u9010\u6b65\u638c\u63e1\u6700\u4f73Ai Agents\u6846\u67b6-AutoGen \u4e8c"},"content":{"rendered":"<blockquote>\n<p>\u4e0a\u4e00\u7bc7\u6211\u4eec\u4ecb\u7ecd\u4e86AutoGen\u4e2d\u6700\u57fa\u672c\u7684\u4e24\u4e2a\u6982\u5ff5\uff0cAgent \u548c Chat\u3002\u5982\u679c\u60a8\u662f\u7b2c\u4e00\u6b21\u770b\u5230AutoGen\u8fd9\u4e2a\u8bcd\u53e5\uff0c\u5efa\u8bae\u60a8\u8fd4\u56de\u6211\u7684<a href=\"https:\/\/juejin.cn\/post\/7300779071389663286\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7300779071389663286\" rel=\"noopener\">\u9010\u6b65\u638c\u63e1\u6700\u4f73Ai Agents\u6846\u67b6-AutoGen \u4e00 &#8211; \u6398\u91d1 (juejin.cn)<\/a>\u6587\u7ae0\uff0c\u518d\u7ee7\u7eed\u672c\u6587\u7684\u9605\u8bfb\u3002\u5982\u679c\u60a8\u4e5f\u662f\u548c\u6211\u4e00\u6837\uff0c\u5728\u5b66\u4e60\u4e86LangChain\u6216\u5f00\u53d1\u4e86\u4e00\u4e9b\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u5e94\u7528\u540e\uff0c\u88abAutoGen\u7684\u591a\u4ee3\u7406\u548c\u81ea\u52a8chat\u529f\u80fd\u6240\u5438\u5f15\uff0c\u90a3\u6b22\u8fce\u5927\u5bb6\u70b9\u4e2a\u8d5e\uff0c\u6216\u5206\u4eab\u7ed9\u611f\u5174\u8da3\u7684\u540c\u5b66\u3002<\/p>\n<\/blockquote>\n<h2 data-id=\"heading-0\">Agents\u56de\u987e<\/h2>\n<p>\u2003\u2003AutoGen\u5728Multi-agent Conversation Framework\u4e2d\u8bbe\u8ba1\u4e86AssiantAgent\u3001UserProxyAgent\u3001GroupChatManager\u4e09\u4e2aAgent, \u5e76\u7531ConversableAgent\u7edf\u4e00\u7ba1\u7406\u3002<\/p>\n<p>\u2003\u2003\u5176\u4e2d\uff0cAssiantAgent\u662f\u52a9\u7406\uff0c\u8d1f\u8d23\u751f\u6210\u4ee3\u7801\uff0c\u6267\u884c\u4efb\u52a1\u7b49\u3002UserProxyAgent\u662f\u6211\u4eec\u7684\u4ee3\u7406\uff0c\u8d1f\u8d23\u63a5\u53d7\u7528\u6237\u8f93\u5165\u548c\u6307\u5b9a\uff0c\u5e76\u5c06\u5de5\u4f5c\u4ea4\u7ed9AssiantAgent\u6765\u5b8c\u6210\uff0cuser_proxy \u8fd8\u4f1a\u81ea\u52a8\u7684\u6839\u636e\u4efb\u52a1\u51b3\u5b9a\u63a5\u4e0b\u6765\u7684\u52a8\u4f5c\uff0c\u6bd4\u5982\u6267\u884c\u67d0\u4e2a\u51fd\u6570\u7b49\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/75dcacae827d869470314ab7bac0cb4d.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h2 data-id=\"heading-1\">\u518d\u6765\u770b\u4e2a\u4f8b\u5b50<\/h2>\n<p>\u2003\u2003\u6211\u5728\u6700\u8fd1\u7684AIGC\u5b66\u4e60\u4e2d\uff0c\u4e00\u76f4\u5728\u767d\u5ad6Google\u7684colab, \u5982\u679c\u8fd8\u6ca1\u6709\u7528\u8fc7\u7684\u540c\u5b66\uff0c\u5efa\u8bae\u53bb\u770b\u770bpython notebook\u7684\u7528\u6cd5\uff0c\u548c\u4f53\u9a8c\u4e0bcolab\u3002\u8fd9\u91cc\u5c31\u5047\u8bbe\u5927\u5bb6\u548c\u4e00\u6837\u6253\u5f00\u4e86colab&#8230;<\/p>\n<ul>\n<li>\u9996\u5148\u65b0\u5efa\u4e00\u4e2a\u65b0\u7684note book,\u547d\u540d\u4e3aproxy_agent.ipynb<\/li>\n<\/ul>\n<p>\u2003\u2003\u5927\u5bb6\u4e5f\u53ef\u4ee5\u70b9\u51fb\u6211\u7684colab\uff0c\u8f93\u5165\u81ea\u5df1\u7684api_key, \u8fd0\u884c\u770b\u6548\u679c\n<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fcolab.research.google.com%2Fdrive%2F1_gXU4uwTtTn2kApN_YC9pWGOL8VD0aXm%23scrollTo%3D0rL9GHHipNAD\" target=\"_blank\" title=\"https:\/\/colab.research.google.com\/drive\/1_gXU4uwTtTn2kApN_YC9pWGOL8VD0aXm#scrollTo=0rL9GHHipNAD\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">proxy_agent.ipynb &#8211; Colaboratory (google.com)<\/a><\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/f22b0606e9330fe87f7e002c10dab511.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>\u5b89\u88c5autogen \u5e76\u5f15\u5165\u6210\u529f<\/li>\n<\/ul>\n<p>\u2003\u2003\u5728\u56fe\u4e2d\u7684\u5b89\u88c5\u4ee3\u7801\uff0c\u6709\u4e9b\u5c0f\u77e5\u8bc6\u3002\n\u2003\u2003\u9996\u5148\uff0c<code>package~=0.1.0<\/code>\u8868\u793a\u5b89\u88c5<code>package<\/code>\u7684\u7248\u672c\u5e94\u8be5\u662f<code>0.1.0<\/code>\u6216\u8005<code>0.1.x<\/code>\u4e2d\u7684\u4efb\u4f55\u4e00\u4e2a\u66f4\u9ad8\u7684\u7248\u672c\uff0c\u4f46\u4e0d\u5305\u62ec<code>0.2.0<\/code>\u3002<\/p>\n<p>\u2003\u2003\u5176\u6b21\uff0c<code>-q<\/code>&nbsp;\u662f&nbsp;<code>--quiet<\/code>&nbsp;\u7684\u7b80\u5199\uff0c\u8868\u793a\u5b89\u9759\u6a21\u5f0f\uff0c\u5373\u5728\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u51cf\u5c11\u8f93\u51fa\uff0c\u53ea\u663e\u793a\u9519\u8bef\u548c\u8b66\u544a\u3002<\/p>\n<p>\u2003\u2003\u6700\u540e\uff0c <code>-U<\/code>&nbsp;\u662f&nbsp;<code>--upgrade<\/code>&nbsp;\u7684\u7b80\u5199\uff0c\u8868\u793a\u5982\u679c\u5df2\u7ecf\u5b89\u88c5\u4e86\u5305\uff0c\u90a3\u4e48\u5c06\u5176\u5347\u7ea7\u5230\u6700\u65b0\u7248\u672c\u3002<\/p>\n<ul>\n<li>\u914d\u7f6eAPI endpoint<\/li>\n<\/ul>\n<p>\u2003\u2003endpoint\u662fAPI\u7684\u4e00\u4e2a\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u5b83\u5b9a\u4e49\u4e86API\u7684\u5177\u4f53\u529f\u80fd\u548c\u5982\u4f55\u8bbf\u95ee\u8fd9\u4e9b\u529f\u80fd\u3002\u6bd4\u5982\u6211\u4eec\u4f7f\u7528\u4ec0\u4e48\u5927\u6a21\u578b\uff0c\u4ee5\u53caapi-key\u7b49\u3002\u6211\u8fd9\u91cc\u53ea\u6709gpt-3.5\u7684key, \u5927\u5bb6\u5982\u679c\u6709gpt-4\u7b49\uff0c\u53ef\u4ee5\u52a0\u5728config_list\u91cc\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/1ef18eb27023be32837bed3e8aa23b10.png\" alt=\"QQ\u56fe\u724720231114102554.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>\u6784\u5efaAgents<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\"># create a assistantAgent named assistant<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">assistant = autogen.AssistantAgent(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    name=<span class=\"hljs-string\">\"assistant\"<\/span>, <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    llm_config=llm_config<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-comment\">#create a proxyAgent named user_proxy<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">user_proxy = autogen.UserProxyAgent(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    name=<span class=\"hljs-string\">\"user_proxy\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    human_input_mode=<span class=\"hljs-string\">\"TERMINATE\"<\/span>,  <span class=\"hljs-comment\">#\u7528\u6237\u8f93\u5165\u6a21\u5f0f\u662f\u4ece\u547d\u4ee4\u884c<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    max_consecutive_auto_reply=<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-comment\"># \u4ee3\u7406Agent\u4f1a\u4ee3\u66ff\u7528\u6237\u505a\u6267\u884c\uff0c\u8fd9\u91cc\u914d\u7f6e\u6700\u5927\u7684\u8fde\u7eed\u81ea\u52a8proxy\u6b21\u6570\u662f 10<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    <span class=\"hljs-comment\"># `lambda`\u5173\u952e\u5b57\u5728Python\u4e2d\u7528\u4e8e\u521b\u5efa\u533f\u540d\u51fd\u6570\uff0c\u4e5f\u5c31\u662f\u6ca1\u6709\u540d\u5b57\u7684\u51fd\u6570\u3002\u8fd9\u4e2a\u51fd\u6570\u63a5\u53d7\u4e00\u4e2a\u53c2\u6570`x`\uff0c\u7136\u540e\u8fd4\u56de\u4e00\u4e2a\u5e03\u5c14\u503c\u3002\u68c0\u67e5`x`\u7684\"content\"\u5b57\u6bb5\u7684\u503c\u662f\u5426\u4ee5\"TERMINATE\"\u7ed3\u675f<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    is_termination_msg=<span class=\"hljs-keyword\">lambda<\/span> x: x.get(<span class=\"hljs-string\">\"content\"<\/span>, <span class=\"hljs-string\">\"\"<\/span>).rstrip().endswith(<span class=\"hljs-string\">\"TERMINATE\"<\/span>),<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-comment\"># \u5de5\u4f5c\u76ee\u5f55\u8bbe\u7f6e\u4e3a\u5f53\u524d\u76ee\u5f55\uff0c\u4e0d\u4f7f\u7528docker, \u5982\u679c\u4f7f\u7528docker,agent\u5c31\u4f1a\u5728\u4e00\u4e2a\u76f8\u5bf9\u9694\u79bb\u7684\u73af\u5883\u91cc\u8fd0\u884c<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    code_execution_config={<span class=\"hljs-string\">\"work_dir\"<\/span>:<span class=\"hljs-string\">\".\"<\/span>, <span class=\"hljs-string\">\"use_docker\"<\/span>:<span class=\"hljs-string\">\"False\"<\/span>},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    <span class=\"hljs-comment\"># \u8fd9\u4e2a\u6709\u70b9\u610f\u601d\uff0c\u611f\u89c9\u662f\u6211\u4eec\u5728\u5411\u4ee3\u7406agent\u6388\u6743\u3002<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    system_message=<span class=\"hljs-string\">\"Reply TERMINATE if the task has been solved at full satisfaction.Otherwise, reply CONTINUE, or the reason why the task is not solved yet.\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">)<\/span>\n<\/code><\/pre>\n<p>\u5efa\u8bae\u5927\u5bb6\u4ed4\u7ec6\u770b\u770buser_proxy\u7684\u6ce8\u91ca\uff0c \u518d\u5f80\u4e0b\u8d70&#8230;.<\/p>\n<ul>\n<li>\u67e5\u770bsample_data \u76ee\u5f55\u5e76\u8ba9user_proxy \u5f00\u59cb\u5de5\u4f5c<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/58183258ee0903655c1a61f70d7d53cd.png\" alt=\"QQ\u56fe\u724720231114110915.png\" \/><\/figure>\n<\/p>\n<p>\u2003\u2003\u5728\u4e0a\u4e00\u6b65\u7684code_execution_config\u914d\u7f6e\u4e2d\uff0c\u6211\u4eec\u628a\u5de5\u4f5c\u76ee\u5f55\u914d\u7f6e\u4e3a\u5f53\u524d\u76ee\u5f55\u3002\u5728colab\u8fd9\u4e2a\u4e91AI\u201c\u865a\u62df\u673a\u201d\u4e2d\uff0c\u5f53\u524d\u76ee\u5f55\u4e0b\u9ed8\u8ba4\u6709\u4e00\u4e2asample_data\uff0c\u76ee\u5f55\u4e0b\u6709\u4e00\u4e9bcsv\u7684\u6570\u636e\u6587\u4ef6\u7b49\u3002<\/p>\n<p>\u2003\u2003\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c31\u662f\u8981\u8ba9user_proxy \u63a5\u53d7\u6211\u4eec\u6253\u5370sample_data\u76ee\u5f55\u4e0b\u6587\u4ef6\u7684\u547d\u4ee4\uff0c\u5e76\u4ea4\u7531assistant\u6765\u6267\u884c\u3002user_proxy \u68c0\u67e5\u4efb\u52a1\u5b8c\u6210\u60c5\u51b5\uff0c\u53cd\u9988\u7ed9\u6211\u4eec\u6216\u7ee7\u7eed\u95ee\u8be2assistant\u3002\u6709\u70b9\u610f\u601d\uff0c\u6709\u4e86user_proxy, \u5305\u79df\u516c\u53ef\u4ee5\u7b2c\u5929\u53bb\u627e\u963f\u4e3d\u4e86&#8230;.<\/p>\n<h3 data-id=\"heading-2\">DEMO \u6b65\u9aa4<\/h3>\n<ul>\n<li>\u5217\u51fa\u76ee\u5f55\u4e0b\u7684\u6240\u6709\u6587\u4ef6<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">user_proxy.initiate_chat(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    assistant,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    message=<span class=\"hljs-string\">\"\"\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    List all the files in the sample_data folder<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    \"\"\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">)<\/span>\n<\/code><\/pre>\n<p>\u2003\u2003\u4ee3\u7406agent \u6536\u5230\u6211\u4eec\u7684\u4efb\u52a1message,\u4ee5chat \u7684\u65b9\u5f0f\u5c06\u4efb\u52a1\u4ea4\u7ed9\u52a9\u7406agent\u53bb\u5b8c\u6210\uff0c\u591a\u4e48\u7684\u548c\u8c10\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u770b\u4e0b\u6267\u884c\u7ec6\u8282<\/p>\n<ol>\n<li>user_proxy \u5c06\u4efb\u52a1\u4ea4\u7ed9assistant,  \u56fe\u4e2d\u201cto assistant\u201d\u8bb2\u7684\u5f88\u6e05\u695a\u3002assistant\u5728\u63a5\u6536\u5230\u4efb\u52a1\u540e\uff0c\u751f\u6210\u4e86\u76f8\u5e94\u7684python\u4ee3\u7801\uff0c\u5373\u4e0b\u56fe\u7684list_files\u51fd\u6570\uff0c\u8c03\u7528os\u6a21\u5757\u8fd4\u56de\u4e86\u76f8\u5e94\u76ee\u5f55\u4e0b\u7684\u6587\u4ef6\uff0c\u6700\u540e\u8c03\u7528\u6b64\u51fd\u6570\uff0c\u5e76\u6253\u5370\u3002\u8fd9\u79cdassistant\u4e4b\u95f4\u804a\u804a\u5929\uff0c\u81ea\u52a8\u6267\u884c\u5b8c\u4e8b\u7684\u611f\u89c9\u592a\u723d\u4e86\u3002\u4eb2\uff0c\u522b\u518d\u62b1\u6028AutoGen API\u6362\u6765\u6362\u53bb\uff0c\u8fd9\u4e0d\u8fd8\u53ea\u662f0.1.0\u7248\u672c\u5417\uff1f\u600e\u4e48\u7684\uff0c\u60a8\u73b0\u5728\u5c31\u60f3\u4e0a\u5929\u554a\uff1f\u4e2a\u4eba\u611f\u89c9\u6bd4LangChain\u5f3a\u592a\u591a\uff0c\u662f\u9762\u5411\u672a\u6765\u7684&#8230;.<\/li>\n<\/ol>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/c6d8497dbac978d3c0b0d777f56abeba.png\" alt=\"QQ\u56fe\u724720231114112210.png\" \/><\/figure>\n<\/p>\n<ol start=\"2\">\n<li>USING AUTO REPLY&#8230;  user_proxy \u81ea\u52a8\u6267\u884c\uff0c\u8c03\u7528\u4e86assistant\u8fd4\u56de\u7684\u4ee3\u7801\u3002user_proxy \u544a\u8bc9assistant\u4efb\u52a1\u6210\u529f\u4e86\uff0c\u53ef\u4ee5\u9000\u51fa\u3002 \u6700\u540e\u6211\u4eec\u5f97\u5230\u4e86\u6267\u884c\u7684\u7ed3\u679c\u3002<\/li>\n<\/ol>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/b2f3266c6cdc945d6268b21be6e335f0.png\" alt=\"QQ\u56fe\u724720231114112927.png\" \/><\/figure>\n<\/p>\n<ol start=\"3\">\n<li>\u5728\u53cd\u9988\u8f93\u5165\u6846\u4e2d\u8f93\u5165exit \u9000\u51fa\u5bf9\u8bdd<\/li>\n<\/ol>\n<h2 data-id=\"heading-3\">\u603b\u7ed3<\/h2>\n<p>\u2003\u2003\u672c\u7ed3\u4e2d\uff0c\u6211\u4eec\u518d\u6b21\u5c06assistant \u548c proxy \u4e24\u4e2aagent \u7ed3\u5408\uff0c\u5b8c\u6210\u4e86\u4e00\u4e2a\u6587\u4ef6\u5217\u8868\u7684\u4f8b\u5b50\u3002\u7b14\u8005\u5728\u6700\u8fd1\u7684\u5b66\u4e60\u548c\u5b9e\u8df5\u4e2d\u6709\u4ee5\u4e0b\u611f\u89c9\uff1a<\/p>\n<ul>\n<li>\u5bf9prompt\u5de5\u7a0b\u7684\u7406\u89e3\u8d8a\u6765\u8d8a\u6df1\u523b<\/li>\n<\/ul>\n<p>\u2003\u2003\u5f53\u6211\u4eec\u5728\u539f\u6765\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u523b\u610f\u505c\u4e0b\u6765\uff0c\u52a0\u5165prompt 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