{"id":20938,"date":"2024-07-02T11:41:45","date_gmt":"2024-07-02T03:41:45","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=20938"},"modified":"2024-07-02T11:41:45","modified_gmt":"2024-07-02T03:41:45","slug":"%e4%bd%a0%e8%a6%81%e7%9a%84-ai-agent-%e5%b7%a5%e5%85%b7%e9%83%bd%e5%9c%a8%e8%bf%99%e9%87%8c","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/07\/02\/20938\/","title":{"rendered":"\u4f60\u8981\u7684 AI Agent \u5de5\u5177\u90fd\u5728\u8fd9\u91cc"},"content":{"rendered":"<div><\/div>\n<div><img data-dominant-color=\"4a87ac\" data-has-transparency=\"false\" style=\"--dominant-color: #4a87ac;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20940\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/568c66e0594ac1dbead454655f2ccf347cf3aa-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/568c66e0594ac1dbead454655f2ccf347cf3aa-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/568c66e0594ac1dbead454655f2ccf347cf3aa-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div class=\"article-desc\">\u672c\u6587\u4e3b\u8981\u804a\u4e86AI Agent\u7684\u5de5\u5177\u89c4\u8303\uff0c\u4ee5\u53ca\u5e38\u7528\u5de5\u5177\u3002AI Agent\u53ea\u6709\u501f\u52a9\u5de5\u5177\u624d\u80fd\u53d1\u6325\u5a01\u529b\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u53ea\u6709\u8ba9LLM\uff08\u5927\u6a21\u578b\uff09\u5b66\u4f1a\u4f7f\u7528\u5de5\u5177\uff0c\u624d\u80fd\u505a\u51fa\u4e00\u7cfb\u5217\u5b9e\u7528\u7684AI Agent\uff0c\u624d\u80fd\u53d1\u6325\u51faLLM\u771f\u6b63\u7684\u5b9e\u529b\u3002\u672c\u7bc7\uff0c\u6211\u4eec\u8ba9AI Agent\u4f7f\u7528\u66f4\u591a\u7684\u5de5\u5177\uff0c\u6bd4\u5982\uff1a\u5916\u90e8\u641c\u7d22\u3001\u5206\u6790CSV\u3001\u6587\u751f\u56fe\u3001\u6267\u884c\u4ee3\u7801\u7b49\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s4.51cto.com\/oss\/202407\/02\/568c66e0594ac1dbead454655f2ccf347cf3aa.jpg\" data-type=\"block\" \/><\/p>\n<h3>\u4e00\u3001\u4f7f\u7528\u5de5\u5177\u7684\u5fc5\u8981\u6027<\/h3>\n<p>LLM\uff08\u5927\u6a21\u578b\uff09\u5982\u679c\u6ca1\u6709\u4f7f\u7528\u5de5\u5177\u7684\u80fd\u529b\uff0c\u90a3\u5c31\u76f8\u5f53\u4e8e\u4e00\u4e2a\u6709\u7740\u806a\u660e\u5927\u8111 \u4f46\u56db\u80a2\u50f5\u786c\u7684\u00a0\u6e10\u51bb\u4eba\uff0c\u4ec0\u4e48\u4e8b\u513f\u4e5f\u505a\u4e0d\u4e86\u3002\u4eba\u7c7b\u4e4b\u6240\u4ee5\u533a\u522b\u4e8e\u52a8\u7269\uff0c\u6b63\u662f\u56e0\u4e3a\u5b66\u4f1a\u4e86\u4f7f\u7528\u5de5\u5177\u3002\u56e0\u6b64\uff0c\u8d4b\u4e88LLM\u4f7f\u7528\u5de5\u5177\u7684\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u6211\u4eec\u9700\u8981 LLM\u53bb\u5e2e\u52a9\u6267\u884c\u5404\u79cd\u4efb\u52a1\u3002\u800cTool\uff08\u5de5\u5177\uff09\u5c31\u662fLLM \u5728\u6267\u884c\u4efb\u52a1\u8fc7\u7a0b\u4e2d\uff0c\u80fd\u591f\u8c03\u7528\u7684\u5916\u90e8\u80fd\u529b\u3002\u6bd4\u5982\uff1a\u9700\u8981\u68c0\u7d22\u5916\u90e8\u8d44\u6599\u65f6\uff0c\u53ef\u4ee5\u8c03\u7528\u68c0\u7d22\u5de5\u5177\uff1b\u9700\u8981\u6267\u884c\u4e00\u6bb5\u4ee3\u7801\u65f6\uff0c\u53ef\u4ee5\u8c03\u7528\u81ea\u5b9a\u4e49\u51fd\u6570\u53bb\u6267\u884c\u3002<\/p>\n<h3>\u4e8c\u3001LangChain\u7684Tool\u89c4\u8303<\/h3>\n<p>\u6240\u6709\u7684\u5de5\u5177\u80af\u5b9a\u8981\u9075\u5b88\u4e00\u5957\u89c4\u8303\uff0c\u624d\u80fd\u8ba9LLM\u968f\u610f\u8c03\u7528\u3002\u4e3a\u6b64\uff0cLangChain \u62bd\u8c61\u51fa\u4e00\u4e2aTool \u5c42\uff0c\u53ea\u8981\u662f\u9075\u5b88\u8fd9\u5957\u89c4\u8303\u7684\u51fd\u6570\u5c31\u662f\u00a0Tool\u00a0\u5bf9\u8c61\uff0c\u5c31\u53ef\u4ee5\u88ab LLM\u8c03\u7528\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/02\/b390344103ed56027968134c6484cba2cb85f3.webp\" data-type=\"block\" \/><\/p>\n<h4>1. Tool\u89c4\u8303<\/h4>\n<p>Tool\u7684\u89c4\u8303\u4e5f\u7b80\u5355\uff0c\u53ea\u8981\u6709\u4e09\u4e2a\u5c5e\u6027\u5c31\u884c\uff1aname\u3001description\u548cfunction\u3002<\/p>\n<ul data-id=\"u738a58b-PgEz4Fn8\">\n<li data-id=\"ld70c578-6txqZDoi\">name\uff1a\u5de5\u5177\u7684\u540d\u79f0\u3002<\/li>\n<li data-id=\"ld70c578-ieCFCSEr\">description\uff1a\u5bf9\u5de5\u5177\u7684\u529f\u80fd\u63cf\u8ff0\uff0c\u540e\u7eed\u8fd9\u4e2a\u63cf\u8ff0\u6587\u672c\u4f1a\u6dfb\u52a0\u5230Prompt\uff08\u63d0\u793a\u8bcd\uff09\u4e2d\uff0cLLM \u5c06\u6839\u636edescription\u6765\u51b3\u5b9a\u662f\u5426\u8c03\u7528\u8be5\u5de5\u5177\u3002<\/li>\n<li data-id=\"ld70c578-5YINjerw\">function\uff1a\u6b64\u5de5\u5177\u5b9e\u9645\u8fd0\u884c\u7684\u51fd\u6570\u3002<\/li>\n<\/ul>\n<p>\u53ea\u8981\u9075\u5b88\u8fd9\u4e2a\u89c4\u8303\u5c31\u884c\uff0c\u4f7f\u7528\u5f62\u5f0f\u53ef\u4ee5\u6709\u591a\u79cd\uff0c\u4e0b\u6587\u7684\u5b9e\u8df5\u4ee3\u7801\u4f1a\u4ecb\u7ecd\u5230\u3002<\/p>\n<h4>2. Agent\u4f7f\u7528\u5de5\u5177\u7684\u6d41\u7a0b<\/h4>\n<p>\u8ba9AI Agent\u4f7f\u7528\u5de5\u5177\uff0c\u9700\u8981\u5b9a\u4e49Agent\u548cAgentExecutor\u3002AgentExecutor\u7ef4\u62a4\u4e86Tool.name\u5230Tool\u7684Map\u00a0\u7ed3\u6784\u3002<\/p>\n<p>LLM\u6839\u636ePrompt\uff08\u5305\u542b\u4e86Tool\u7684\u63cf\u8ff0\uff09 \u548c \u00a0\u7528\u6237\u7684\u95ee\u9898\uff0c\u5224\u65ad\u662f\u5426\u9700\u8981\u8c03\u7528\u5de5\u5177\uff0c\u786e\u5b9a\u67d0\u4e2a\u5de5\u5177\u540e\uff0c\u5728\u6839\u636eTool\u7684\u540d\u79f0 \u548c \u8c03\u7528\u53c2\u6570\uff0c\u5230\u6620\u5c04Map\u00a0\u4e2d\u83b7\u627eTool\u5b9e\u4f8b\uff0c\u627e\u5230\u4e4b\u540e\u8c03\u7528Tool\u5b9e\u4f8b\u7684function\u3002<\/p>\n<h3>\u4e09\u3001\u5982\u4f55\u4f7f\u7528\u5404\u79cdTool<\/h3>\n<p>\u81ea\u5b9a\u4e49Tool\u53ea\u9700\u8981\u9075\u5b88\u4ee5\u4e0a\u89c4\u8303\u5c31\u53ef\u4ee5\uff0c\u4e0b\u9762\u4ee5\u51e0\u4e2a\u5e38\u7528\u7684\u5de5\u5177\u505a\u793a\u4f8b\u3002<\/p>\n<p>\u4e0b\u6587\u6709\u4e9b\u5de5\u5177\u7528\u5230\u4e86toolkits\u3002toolkits\u662fLangChain\u63d0\u4f9b\u7684\u5de5\u5177\u5305\uff0c\u65e8\u5728\u7b80\u5316\u4f7f\u7528\u5de5\u5177\u7684\u6210\u672c\uff0ctoolkits\u91cc\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5de5\u5177\uff0c\u8fd8\u5728\u4e0d\u65ad\u53e0\u52a0\uff0c\u5927\u90e8\u5206\u7684\u5de5\u5177\u90fd\u53ef\u4ee5\u5728\u91cc\u9762\u627e\u5230\u3002<\/p>\n<h4>1. \u5916\u90e8\u641c\u7d22<\/h4>\n<p>\u4f7f\u7528\u5916\u90e8\u641c\u7d22\u5de5\u5177\u3002\u672c\u6587\u4f7f\u7528\u7684\u662fserpapi\uff0cserpapi\u96c6\u6210\u4e86Google\u3001\u767e\u5ea6\u7b49\u591a\u5bb6\u641c\u7d22\u5f15\u64ce\uff0c\u901a\u8fc7api\u7684\u5f62\u5f0f\u8c03\u7528\uff0c\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n<p>\u5b98\u7f51\u5730\u5740\uff1ahttps:\/\/serpapi.com\/\u3002\u53ef\u4ee5\u81ea\u884c\u6ce8\u518c\uff0c\u6709\u4e00\u4e9b\u514d\u8d39\u989d\u5ea6\u3002\u5916\u90e8\u641c\u7d22\u5de5\u5177\u5b9a\u4e49\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"># <span class=\"token number\">1.<\/span> \u4f7f\u7528@tool\u88c5\u9970\u5668\uff0c\u5b9a\u4e49\u641c\u7d22\u5de5\u5177\r\n@tool\r\ndef <span class=\"token function\">search<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token operator\">:<\/span> str<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str<span class=\"token operator\">:<\/span>\r\n    <span class=\"token string\">\"\"<\/span><span class=\"token string\">\"\u53ea\u6709\u5728\u9700\u8981\u4e86\u89e3\u5b9e\u65f6\u4fe1\u606f \u6216 \u4e0d\u77e5\u9053\u7684\u4e8b\u60c5\u7684\u65f6\u5019 \u624d\u4f1a\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\uff0c\u9700\u8981\u4f20\u5165\u8981\u641c\u7d22\u7684\u5185\u5bb9\u3002\"<\/span><span class=\"token string\">\"\"<\/span>\r\n    serp <span class=\"token operator\">=<\/span> <span class=\"token function\">SerpAPIWrapper<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n    result <span class=\"token operator\">=<\/span> serp<span class=\"token punctuation\">.<\/span><span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> result<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>2. \u6587\u751f\u56fe<\/h4>\n<p>\u6587\u751f\u56fe\u5de5\u5177\u662f\u4f7f\u7528LangChain\u793e\u533a\u63d0\u4f9b\u7684DallEAPIWrapper\u7c7b\uff0c\u672c\u6587\u4f7f\u7528OpenAI\u7684\u56fe\u7247\u751f\u6210\u6a21\u578bDall-E-3\uff0c\u5177\u4f53\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"># <span class=\"token number\">2.<\/span> \u4f7f\u7528Tool\u5de5\u5177\u7c7b\uff0c\u5b9a\u4e49\u56fe\u7247\u751f\u6210\u5de5\u5177\r\ndalle_image_generator <span class=\"token operator\">=<\/span> <span class=\"token function\">Tool<\/span><span class=\"token punctuation\">(<\/span>\r\n    name<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u57fa\u4e8eOpenAI Dall-E-3\u7684\u56fe\u7247\u751f\u6210\u5668\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    func<span class=\"token operator\">=<\/span><span class=\"token function\">DallEAPIWrapper<\/span><span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">=<\/span><span class=\"token string\">\"dall-e-3\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">,<\/span>\r\n    description<span class=\"token operator\">=<\/span><span class=\"token string\">\"OpenAI DALL-E API \u7684\u5305\u88c5\u5668\u3002\u5f53\u4f60\u9700\u8981\u6839\u636e \u63cf\u8ff0\u7684\u6587\u672c \u751f\u6210\u56fe\u50cf\u65f6 \u4f7f\u7528\u6b64\u5de5\u5177\uff0c\u9700\u8981\u4f20\u5165 \u5bf9\u4e8e\u56fe\u50cf\u7684\u63cf\u8ff0\u3002\"<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u91cc\u7684DallEAPIWrapper(model=&#8221;dall-e-3&#8243;).run\u65b9\u6cd5\u5c31\u662f\u4e2a\u51fd\u6570\uff0c\u5b9e\u9645\u662f\u53bb\u8c03\u7528\u4e86OpenAI\u7684\u63a5\u53e3\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s5.51cto.com\/oss\/202407\/02\/16c452189d73e958651607e20814b6d9a73c96.webp\" data-type=\"block\" \/><\/p>\n<h4>3. \u4ee3\u7801\u6267\u884c\u5668<\/h4>\n<p>\u4ee3\u7801\u6267\u884c\u5668\u5de5\u5177\uff0c\u53ef\u4ee5\u6267\u884c\u4ee3\u7801 \u6216\u8005 \u6839\u636e\u81ea\u7136\u8bed\u8a00\u751f\u6210\u4ee3\u7801\u3002\u4e3b\u8981\u4f7f\u7528LangChain\u63d0\u4f9b\u7684PythonREPLTool\u00a0\u548c LangChain\u63d0\u4f9b\u7684toolkits\u3002<\/p>\n<p>\u6bd4\u5982create_python_agent\u5c31\u7b80\u5316\u4e86\u521b\u5efaPython\u89e3\u91ca\u5668\u5de5\u5177\u7684\u8fc7\u7a0b\u3002\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"># <span class=\"token number\">3.<\/span> \u4f7f\u7528toolkit\uff0c\u5b9a\u4e49\u6267\u884cPython\u4ee3\u7801\u5de5\u5177\r\npython_agent_executor <span class=\"token operator\">=<\/span> <span class=\"token function\">create_python_agent<\/span><span class=\"token punctuation\">(<\/span>\r\n    llm<span class=\"token operator\">=<\/span>model<span class=\"token punctuation\">,<\/span>\r\n    tool<span class=\"token operator\">=<\/span><span class=\"token function\">PythonREPLTool<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span>True<span class=\"token punctuation\">,<\/span>\r\n    agent_executor_kwargs<span class=\"token operator\">=<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"handle_parsing_errors\"<\/span><span class=\"token operator\">:<\/span> True<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>4. \u5206\u6790CSV<\/h4>\n<p>CSV\u5de5\u5177\uff0c\u7528\u6765\u5206\u6790csv\u6587\u4ef6\u3002\u4f9d\u65e7\u662f\u4f7f\u7528toolkits\u5de5\u5177\u5305\u91cc\u7684create_csv_agent\u51fd\u6570\u5feb\u51fa\u521b\u5efa\u5de5\u5177\u3002\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"># <span class=\"token number\">4.<\/span> \u4f7f\u7528toolkit\uff0c\u5b9a\u4e49\u5206\u6790<span class=\"token constant\">CSV<\/span>\u6587\u4ef6\u5de5\u5177\r\ncsv_agent_executor <span class=\"token operator\">=<\/span> <span class=\"token function\">create_csv_agent<\/span><span class=\"token punctuation\">(<\/span>\r\n    llm<span class=\"token operator\">=<\/span>model<span class=\"token punctuation\">,<\/span>\r\n    path<span class=\"token operator\">=<\/span><span class=\"token string\">\"course_price.csv\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span>True<span class=\"token punctuation\">,<\/span>\r\n    agent_executor_kwargs<span class=\"token operator\">=<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"handle_parsing_errors\"<\/span><span class=\"token operator\">:<\/span> True<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n    allow_dangerous_code<span class=\"token operator\">=<\/span>True<span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>5. \u5b8c\u6574\u4ee3\u7801<\/h4>\n<p>\u4e0a\u9762\u4ecb\u7ecd\u4e86AI Agent\u7684\u5e38\u7528\u5de5\u5177\uff0c\u5b9a\u4e49\u597d\u5de5\u5177\u4e4b\u540e\uff0c\u5728\u628a\u5de5\u5177\u653e\u5165\u5230\u5de5\u5177\u96c6\u4e2d\uff0c\u6700\u540e\u5728\u5b9a\u4e49Agent \u548c AgentExecutor\u5c31\u7b97\u5b8c\u6210\u4e86\u3002\u77ed\u77ed\u51e0\u5341\u884c\u4ee3\u7801\uff0c\u5c31\u53ef\u4ee5\u8ba9LLM\u4f7f\u7528\u8fd9\u4e48\u591a\u5de5\u5177\u4e86\u3002<\/p>\n<p>\u5b8c\u6574\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token keyword\">import<\/span> os\r\nfrom langchain <span class=\"token keyword\">import<\/span> hub\r\nfrom langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI\r\nfrom langchain<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> create_structured_chat_agent<span class=\"token punctuation\">,<\/span> AgentExecutor<span class=\"token punctuation\">,<\/span> Tool\r\nfrom langchain<span class=\"token punctuation\">.<\/span>tools <span class=\"token keyword\">import<\/span> BaseTool<span class=\"token punctuation\">,<\/span> StructuredTool<span class=\"token punctuation\">,<\/span> tool\r\nfrom langchain_experimental<span class=\"token punctuation\">.<\/span>agents<span class=\"token punctuation\">.<\/span>agent_toolkits <span class=\"token keyword\">import<\/span> <span class=\"token punctuation\">(<\/span>\r\n    create_python_agent<span class=\"token punctuation\">,<\/span>\r\n    create_csv_agent<span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\nfrom langchain_community<span class=\"token punctuation\">.<\/span>utilities <span class=\"token keyword\">import<\/span> SerpAPIWrapper\r\nfrom langchain_experimental<span class=\"token punctuation\">.<\/span>tools <span class=\"token keyword\">import<\/span> PythonREPLTool\r\nfrom langchain_community<span class=\"token punctuation\">.<\/span>utilities<span class=\"token punctuation\">.<\/span>dalle_image_generator <span class=\"token keyword\">import<\/span> DallEAPIWrapper\r\n\r\n# \u9700\u8981\u5148\u5b89\u88c5serpapi<span class=\"token punctuation\">,<\/span> pip install serpapi<span class=\"token punctuation\">,<\/span> \u8fd8\u9700\u8981\u5230 https<span class=\"token operator\">:<\/span><span class=\"token operator\">\/<\/span><span class=\"token operator\">\/<\/span>serpapi<span class=\"token punctuation\">.<\/span>com<span class=\"token operator\">\/<\/span> \u53bb\u6ce8\u518c\u8d26\u53f7\r\n\r\n# <span class=\"token constant\">SERPAPI_API_KEY<\/span> \u548c <span class=\"token constant\">OPENAI<\/span> \u76f8\u5173\u5bc6\u94a5\uff0c\u6ce8\u518c\u5230\u73af\u5883\u53d8\u91cf\r\nos<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"SERPAPI_API_KEY\"<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">(<\/span>\r\n    <span class=\"token string\">\"9dd2b2ee429ed996c75c1daf7412df16336axxxxxxxxxxxxxxx\"<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\nos<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"OPENAI_API_KEY\"<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> <span class=\"token string\">\"sk-a3rrW46OOxLBv9hdfQPBKFZtY7xxxxxxxxxxxxxxxx\"<\/span>\r\nos<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"OPENAI_API_BASE\"<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> <span class=\"token string\">\"https:\/\/api.302.ai\/v1\"<\/span>\r\n\r\nmodel <span class=\"token operator\">=<\/span> <span class=\"token function\">ChatOpenAI<\/span><span class=\"token punctuation\">(<\/span>model_name<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-3.5-turbo\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n\r\n# \u57fa\u4e8ereAct\u673a\u5236\u7684Prompt\u6a21\u677f\r\nprompt <span class=\"token operator\">=<\/span> hub<span class=\"token punctuation\">.<\/span><span class=\"token function\">pull<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"hwchase17\/structured-chat-agent\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n\r\n\r\n# \u5404\u79cd\u65b9\u5f0f\u5b9a\u4e49\u5de5\u5177\r\n\r\n# <span class=\"token number\">1.<\/span> \u4f7f\u7528@tool\u88c5\u9970\u5668\uff0c\u5b9a\u4e49\u641c\u7d22\u5de5\u5177\r\n@tool\r\ndef <span class=\"token function\">search<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token operator\">:<\/span> str<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str<span class=\"token operator\">:<\/span>\r\n    <span class=\"token string\">\"\"<\/span><span class=\"token string\">\"\u53ea\u6709\u5728\u9700\u8981\u4e86\u89e3\u5b9e\u65f6\u4fe1\u606f \u6216 \u4e0d\u77e5\u9053\u7684\u4e8b\u60c5\u7684\u65f6\u5019 \u624d\u4f1a\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\uff0c\u9700\u8981\u4f20\u5165\u8981\u641c\u7d22\u7684\u5185\u5bb9\u3002\"<\/span><span class=\"token string\">\"\"<\/span>\r\n    serp <span class=\"token operator\">=<\/span> <span class=\"token function\">SerpAPIWrapper<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n    result <span class=\"token operator\">=<\/span> serp<span class=\"token punctuation\">.<\/span><span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> result\r\n\r\n\r\n# <span class=\"token number\">2.<\/span> \u4f7f\u7528Tool\u5de5\u5177\u7c7b\uff0c\u5b9a\u4e49\u56fe\u7247\u751f\u6210\u5de5\u5177\r\ndalle_image_generator <span class=\"token operator\">=<\/span> <span class=\"token function\">Tool<\/span><span class=\"token punctuation\">(<\/span>\r\n    name<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u57fa\u4e8eOpenAI Dall-E-3\u7684\u56fe\u7247\u751f\u6210\u5668\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    func<span class=\"token operator\">=<\/span><span class=\"token function\">DallEAPIWrapper<\/span><span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">=<\/span><span class=\"token string\">\"dall-e-3\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">,<\/span>\r\n    description<span class=\"token operator\">=<\/span><span class=\"token string\">\"OpenAI DALL-E API \u7684\u5305\u88c5\u5668\u3002\u5f53\u4f60\u9700\u8981\u6839\u636e \u63cf\u8ff0\u7684\u6587\u672c \u751f\u6210\u56fe\u50cf\u65f6 \u4f7f\u7528\u6b64\u5de5\u5177\uff0c\u9700\u8981\u4f20\u5165 \u5bf9\u4e8e\u56fe\u50cf\u7684\u63cf\u8ff0\u3002\"<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n# <span class=\"token number\">3.<\/span> \u4f7f\u7528toolkit\uff0c\u5b9a\u4e49\u6267\u884cPython\u4ee3\u7801\u5de5\u5177\r\npython_agent_executor <span class=\"token operator\">=<\/span> <span class=\"token function\">create_python_agent<\/span><span class=\"token punctuation\">(<\/span>\r\n    llm<span class=\"token operator\">=<\/span>model<span class=\"token punctuation\">,<\/span>\r\n    tool<span class=\"token operator\">=<\/span><span class=\"token function\">PythonREPLTool<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span>True<span class=\"token punctuation\">,<\/span>\r\n    agent_executor_kwargs<span class=\"token operator\">=<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"handle_parsing_errors\"<\/span><span class=\"token operator\">:<\/span> True<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n# <span class=\"token number\">4.<\/span> \u4f7f\u7528toolkit\uff0c\u5b9a\u4e49\u5206\u6790<span class=\"token constant\">CSV<\/span>\u6587\u4ef6\u5de5\u5177\r\ncsv_agent_executor <span class=\"token operator\">=<\/span> <span class=\"token function\">create_csv_agent<\/span><span class=\"token punctuation\">(<\/span>\r\n    llm<span class=\"token operator\">=<\/span>model<span class=\"token punctuation\">,<\/span>\r\n    path<span class=\"token operator\">=<\/span><span class=\"token string\">\"course_price.csv\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span>True<span class=\"token punctuation\">,<\/span>\r\n    agent_executor_kwargs<span class=\"token operator\">=<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"handle_parsing_errors\"<\/span><span class=\"token operator\">:<\/span> True<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n    allow_dangerous_code<span class=\"token operator\">=<\/span>True<span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n# \u5b9a\u4e49\u5de5\u5177\u96c6\u5408\r\ntool_list <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>\r\n    search<span class=\"token punctuation\">,<\/span>\r\n    dalle_image_generator<span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token function\">Tool<\/span><span class=\"token punctuation\">(<\/span>\r\n        name<span class=\"token operator\">=<\/span><span class=\"token string\">\"Python\u4ee3\u7801\u5de5\u5177\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        description<span class=\"token operator\">=<\/span><span class=\"token string\">\"\"<\/span>\"\r\n        \u5f53\u4f60\u9700\u8981\u501f\u52a9Python\u89e3\u91ca\u5668\u65f6\uff0c\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\u3002\r\n        \u6bd4\u5982\u5f53\u4f60\u9700\u8981\u6267\u884cpython\u4ee3\u7801\u65f6\uff0c\r\n        \u6216\u8005\uff0c\u5f53\u4f60\u60f3\u6839\u636e\u81ea\u7136\u8bed\u8a00\u7684\u63cf\u8ff0\u751f\u6210\u5bf9\u5e94\u7684\u4ee3\u7801\u65f6\uff0c\u8ba9\u5b83\u751f\u6210Python\u4ee3\u7801\uff0c\u5e76\u8fd4\u56de\u4ee3\u7801\u6267\u884c\u7684\u7ed3\u679c\u3002\r\n        <span class=\"token string\">\"\"<\/span>\"<span class=\"token punctuation\">,<\/span>\r\n        func<span class=\"token operator\">=<\/span>python_agent_executor<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token function\">Tool<\/span><span class=\"token punctuation\">(<\/span>\r\n        name<span class=\"token operator\">=<\/span><span class=\"token string\">\"CSV\u5206\u6790\u5de5\u5177\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        description<span class=\"token operator\">=<\/span><span class=\"token string\">\"\"<\/span>\"\r\n        \u5f53\u4f60\u9700\u8981\u56de\u7b54\u6709\u5173course_price<span class=\"token punctuation\">.<\/span>csv\u6587\u4ef6\u7684\u95ee\u9898\u65f6\uff0c\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\u3002\r\n        \u5b83\u63a5\u53d7\u5b8c\u6574\u7684\u95ee\u9898\u4f5c\u4e3a\u8f93\u5165\uff0c\u5728\u4f7f\u7528Pandas\u5e93\u8ba1\u7b97\u540e\uff0c\u8fd4\u56de\u7b54\u6848\u3002\r\n        <span class=\"token string\">\"\"<\/span>\"<span class=\"token punctuation\">,<\/span>\r\n        func<span class=\"token operator\">=<\/span>csv_agent_executor<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">]<\/span>\r\n\r\n\r\n# \u5c06\u5de5\u5177\u4e22\u7ed9Agent\r\nagent <span class=\"token operator\">=<\/span> <span class=\"token function\">create_structured_chat_agent<\/span><span class=\"token punctuation\">(<\/span>\r\n    llm<span class=\"token operator\">=<\/span>model<span class=\"token punctuation\">,<\/span>\r\n    tools<span class=\"token operator\">=<\/span>tool_list<span class=\"token punctuation\">,<\/span>\r\n    prompt<span class=\"token operator\">=<\/span>prompt\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n# \u5b9a\u4e49AgentExecutor\r\nagent_executor <span class=\"token operator\">=<\/span> AgentExecutor<span class=\"token punctuation\">.<\/span><span class=\"token function\">from_agent_and_tools<\/span><span class=\"token punctuation\">(<\/span>\r\n    agent<span class=\"token operator\">=<\/span>agent<span class=\"token punctuation\">,<\/span> \r\n    tools<span class=\"token operator\">=<\/span>tool_list<span class=\"token punctuation\">,<\/span> \r\n    verbose<span class=\"token operator\">=<\/span>True<span class=\"token punctuation\">,<\/span> # \u6253\u5370\u8be6\u7ec6\u7684 \u9009\u62e9\u5de5\u5177\u7684\u8fc7\u7a0b \u548c reAct\u7684\u5206\u6790\u8fc7\u7a0b\r\n    handle_parsing_errors<span class=\"token operator\">=<\/span>True\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n\r\n\r\n# \u4e0d\u4f1a\u4f7f\u7528\u5de5\u5177\r\nagent_executor<span class=\"token punctuation\">.<\/span><span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"input\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"\u4f60\u662f\u8c01\uff1f\"<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n# \u4f7f\u7528\u67e5\u8be2\u5de5\u5177\r\n# agent_executor<span class=\"token punctuation\">.<\/span><span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"input\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"\u5357\u4eac\u4eca\u5929\u7684\u6e29\u5ea6\u662f\u591a\u5c11\u6444\u6c0f\u5ea6\uff1f\u73b0\u5728\u5916\u9762\u4e0b\u96e8\u5417\uff1f\"<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n# \u4f7f\u7528Python\u4ee3\u7801\u5de5\u5177\r\n# agent_executor<span class=\"token punctuation\">.<\/span><span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span>\r\n#     <span class=\"token punctuation\">{<\/span>\r\n#         <span class=\"token string\">\"input\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"\"<\/span>\"\r\n#         \u5e2e\u6211\u6267\u884c<span class=\"token template-string\"><span class=\"token template-punctuation string\">`<\/span><span class=\"token template-punctuation string\">`<\/span><\/span><span class=\"token template-string\"><span class=\"token template-punctuation string\">`<\/span><span class=\"token string\">\u53f7\u91cc\u7684python\u4ee3\u7801\uff0c\r\n        \r\n#         <\/span><span class=\"token template-punctuation string\">`<\/span><\/span><span class=\"token template-string\"><span class=\"token template-punctuation string\">`<\/span><span class=\"token template-punctuation string\">`<\/span><\/span>python\r\n            \r\n#             def <span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span>a<span class=\"token punctuation\">,<\/span>b<span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span>\r\n#                 <span class=\"token keyword\">return<\/span> a<span class=\"token operator\">+<\/span>b\r\n            \r\n#             <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"hello world : \"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\r\n#         <span class=\"token template-string\"><span class=\"token template-punctuation string\">`<\/span><span class=\"token template-punctuation string\">`<\/span><\/span>`\r\n#         <span class=\"token string\">\"\"<\/span>\"\r\n#     <span class=\"token punctuation\">}<\/span>\r\n# <span class=\"token punctuation\">)<\/span>\r\n\r\n# \u4f7f\u7528\u56fe\u7247\u751f\u6210\u5de5\u5177\r\n# agent_executor<span class=\"token punctuation\">.<\/span><span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span>\r\n#     <span class=\"token punctuation\">{<\/span>\r\n#         <span class=\"token string\">\"input\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"\u5e2e\u6211\u751f\u6210\u4e00\u526f\u56fe\u7247\uff0c\u56fe\u7247\u63cf\u8ff0\u5982\u4e0b\uff1a\u4e00\u4e2a\u975e\u5e38\u5fd9\u788c\u7684\u4e2d\u56fd\u9ad8\u4e2d\u751f\u5728\u51c6\u5907\u4e2d\u56fd\u7684\u9ad8\u8003\uff0c\u591c\u5df2\u7ecf\u5f88\u6df1\u4e86\uff0c\u65c1\u8fb9\u4ed6\u7684\u5988\u5988\u4e00\u8fb9\u770b\u4e66\u4e00\u8fb9\u5728\u966a\u4f34\u4ed6\uff0c\u7a97\u5916\u662f\u6a21\u7cca\u7684\u9713\u8679\u706f\u3002\"<\/span>\r\n#     <span class=\"token punctuation\">}<\/span>\r\n# <span class=\"token punctuation\">)<\/span>\r\n\r\n# \u4f7f\u7528<span class=\"token constant\">CSV<\/span>\u5206\u6790\u5de5\u5177\r\n# agent_executor<span class=\"token punctuation\">.<\/span><span class=\"token function\">invoke<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">\"input\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"course_price\u6570\u636e\u96c6\u91cc\uff0c\u4e00\u5171\u6709\u54ea\u51e0\u4e2a\u57ce\u5e02\uff1f\u7528\u4e2d\u6587\u56de\u7b54\"<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<li>51.<\/li>\n<li>52.<\/li>\n<li>53.<\/li>\n<li>54.<\/li>\n<li>55.<\/li>\n<li>56.<\/li>\n<li>57.<\/li>\n<li>58.<\/li>\n<li>59.<\/li>\n<li>60.<\/li>\n<li>61.<\/li>\n<li>62.<\/li>\n<li>63.<\/li>\n<li>64.<\/li>\n<li>65.<\/li>\n<li>66.<\/li>\n<li>67.<\/li>\n<li>68.<\/li>\n<li>69.<\/li>\n<li>70.<\/li>\n<li>71.<\/li>\n<li>72.<\/li>\n<li>73.<\/li>\n<li>74.<\/li>\n<li>75.<\/li>\n<li>76.<\/li>\n<li>77.<\/li>\n<li>78.<\/li>\n<li>79.<\/li>\n<li>80.<\/li>\n<li>81.<\/li>\n<li>82.<\/li>\n<li>83.<\/li>\n<li>84.<\/li>\n<li>85.<\/li>\n<li>86.<\/li>\n<li>87.<\/li>\n<li>88.<\/li>\n<li>89.<\/li>\n<li>90.<\/li>\n<li>91.<\/li>\n<li>92.<\/li>\n<li>93.<\/li>\n<li>94.<\/li>\n<li>95.<\/li>\n<li>96.<\/li>\n<li>97.<\/li>\n<li>98.<\/li>\n<li>99.<\/li>\n<li>100.<\/li>\n<li>101.<\/li>\n<li>102.<\/li>\n<li>103.<\/li>\n<li>104.<\/li>\n<li>105.<\/li>\n<li>106.<\/li>\n<li>107.<\/li>\n<li>108.<\/li>\n<li>109.<\/li>\n<li>110.<\/li>\n<li>111.<\/li>\n<li>112.<\/li>\n<li>113.<\/li>\n<li>114.<\/li>\n<li>115.<\/li>\n<li>116.<\/li>\n<li>117.<\/li>\n<li>118.<\/li>\n<li>119.<\/li>\n<li>120.<\/li>\n<li>121.<\/li>\n<li>122.<\/li>\n<li>123.<\/li>\n<li>124.<\/li>\n<li>125.<\/li>\n<li>126.<\/li>\n<li>127.<\/li>\n<li>128.<\/li>\n<li>129.<\/li>\n<li>130.<\/li>\n<li>131.<\/li>\n<li>132.<\/li>\n<li>133.<\/li>\n<li>134.<\/li>\n<li>135.<\/li>\n<li>136.<\/li>\n<li>137.<\/li>\n<li>138.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e00\u8d77\u770b\u4e0b\u4f7f\u7528\u5de5\u5177\u540e\uff0creAct\u7684\u6574\u4e2a\u8fc7\u7a0b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s3.51cto.com\/oss\/202407\/02\/e229e7f69c75e1ed12e543531bbf01cb6fae4a.webp\" data-type=\"block\" \/><\/p>\n<p>\u4ee5\u4e0a\u4ee3\u7801\u7ecf\u8fc7\u5b8c\u6574\u8c03\u8bd5\uff0c\u66f4\u6362\u4e0bopenai\u548cserpapi\u7684\u5bc6\u94a5\u5373\u53ef\u76f4\u63a5\u8fd0\u884c\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_20938\" class=\"pvc_stats total_only  \" data-element-id=\"20938\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 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class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":20940,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,80],"tags":[1178],"class_list":["post-20938","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-80","tag-ai-agent-ai-llm"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/20938","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=20938"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/20938\/revisions"}],"predecessor-version":[{"id":20941,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/20938\/revisions\/20941"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/20940"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=20938"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=20938"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=20938"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}