{"id":1182,"date":"2024-04-24T09:33:06","date_gmt":"2024-04-24T09:33:06","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1182"},"modified":"2024-04-24T09:33:15","modified_gmt":"2024-04-24T09:33:15","slug":"openaihanshudiaoyong1chatgptpluginshiruheshixiandexianyikaifang","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/openaihanshudiaoyong1chatgptpluginshiruheshixiandexianyikaifang.html","title":{"rendered":"OpenAI \u51fd\u6570\u8c03\u7528\uff081\uff09 &#8211; ChatGPT Plugin \u662f\u5982\u4f55\u5b9e\u73b0\u7684\uff1f\u73b0\u5df2\u5f00\u653e"},"content":{"rendered":"<h2 data-id=\"heading-0\">\u80cc\u666f<\/h2>\n<p>\u6700\u8fd1 OpenAI <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fopenai.com%2Fblog%2Ffunction-calling-and-other-api-updates\" target=\"_blank\" title=\"https:\/\/openai.com\/blog\/function-calling-and-other-api-updates\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u53d1\u5e03\u4e86<\/a>\u4e00\u4e9b\u6a21\u578b\u53ca API \u7684\u66f4\u65b0\uff0c\u4e3b\u8981\u6709\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<ol>\n<li><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fapi-reference%2Fchat\" target=\"_blank\" title=\"https:\/\/platform.openai.com\/docs\/api-reference\/chat\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Chat Completions<\/a>  \u63a5\u53e3\u4e2d\u65b0\u589e\u5bf9 <code>function calling<\/code>\uff08\u51fd\u6570\u8c03\u7528\uff09\u7684\u652f\u6301\uff1b<\/li>\n<li>gpt-3.5 \u53d1\u5e03\u7684\u65b0\u7684\u652f\u6301 16k \u4e0a\u4e0b\u6587\u7684\u6a21\u578b <code>gpt-3.5-turbo-16k<\/code> \uff0c\u76f4\u63a5\u53d8\u6210\u4e86\u539f\u6765\u7684 4 \u500d\uff1b<\/li>\n<li>\u53d1\u5e03\u4e86\u65b0\u7684\u652f\u6301\u51fd\u6570\u8c03\u7528\u7684\u6a21\u578b <code>gpt-3.5-turbo-0613<\/code> \u548c <code>gpt-4-0613<\/code> \uff1b<\/li>\n<\/ol>\n<p>\u5176\u4e2d\u5bf9\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u6700\u5174\u594b\u7684\u5c31\u662f <code>function calling<\/code> \u7684\u529f\u80fd\u4e86\uff0c\u8fd9\u4e2a\u57fa\u672c\u5c31\u662f ChatGPT Plugin \u5e95\u5c42\u5b9e\u73b0\u7684\u57fa\u7840\u4e86\uff0c\u6709\u4e86\u8fd9\u4e2a\u80fd\u529b\u6211\u4eec\u4e5f\u53ef\u4ee5\u6253\u9020\u81ea\u5df1\u7684\u201c\u63d2\u4ef6\u5546\u57ce\u201d\u4e86\u3002\u4e0b\u9762\u6211\u4eec\u5c31\u4e00\u8d77\u770b\u4e00\u4e0b <code>function calling<\/code> \u7684\u5177\u4f53\u529f\u80fd\u3002<\/p>\n<h2 data-id=\"heading-1\">\u6982\u8ff0<\/h2>\n<h3 data-id=\"heading-2\">GPT \u672c\u8eab\u7684\u5c40\u9650<\/h3>\n<p>OpenAI \u7684 GPT \u672c\u8eab\u5177\u6709\u5f88\u5f3a\u7684\u667a\u80fd\uff0c\u4f46\u4e5f\u6709\u77e5\u8bc6\u9648\u65e7\u4ee5\u53ca\u7f3a\u5c11\u201c\u624b\u811a\u201d\u95ee\u9898\u3002\u6bd4\u5982\uff0c<code>gpt-4<\/code> \u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u90fd\u662f 2021 \u5e74 9 \u6708\u4e4b\u524d\u7684\u6570\u636e\uff0c\u6240\u4ee5\u4ed6\u5e76\u4e0d\u77e5\u9053 2023 \u5e74\u82f9\u679c\u53d1\u5e03\u4e86 visionOS \u7cfb\u7edf\uff1b\u53e6\u5916\uff0c\u73b0\u5728\u7684 ChatGPT \u5e76\u4e0d\u80fd\u6267\u884c\u4e00\u4e9b\u52a8\u4f5c\uff0c\u6bd4\u5982\u5e2e\u5fd9<strong>\u53d1\u9001<\/strong>\u90ae\u4ef6\uff0c\u73b0\u5728\u80fd\u505a\u7684\u4ec5\u4ec5\u662f\u7f16\u5199\u90ae\u4ef6\u3002<\/p>\n<p>\u5177\u4f53\u8868\u73b0\u4e3a\uff1a<\/p>\n<ol>\n<li>LLM \u7684\u77e5\u8bc6\u662f\u57fa\u4e8e\u6a21\u578b\u8bad\u7ec3\u65f6\u4f7f\u7528\u7684\u6570\u636e\u53ca\u77e5\u8bc6\uff0c\u5bf9\u4e8e\u540e\u7eed\u7684\u65b0\u7684\u4e8b\u5b9e\u5176\u5e76\u4e0d\u77e5\u9053\uff1b<\/li>\n<li>LLM \u7c7b\u4f3c\u4e8e\u201c\u7f38\u4e2d\u4e4b\u8111\u201d\uff0c\u5176\u6709\u5f88\u9ad8\u7684\u667a\u80fd\u4f46\u662f\u7f3a\u5c11\u4e00\u4e9b\u884c\u52a8\u7684\u80fd\u529b\uff1b<\/li>\n<\/ol>\n<h3 data-id=\"heading-3\">\u76ee\u524d\u7684\u89e3\u51b3\u65b9\u6848<\/h3>\n<p>\u4e0a\u8ff0\u95ee\u9898\u793e\u533a\u4e2d\u4e5f\u6709\u4e00\u4e9b\u89e3\u51b3\u65b9\u6848\uff0c\u5982 LangChain \u4e4b\u7c7b\u7684\u5de5\u5177\u3002\u9664\u6b64\u4e4b\u5916\uff0cOpenAI \u5b98\u65b9\u4e5f\u63a8\u51fa\u4e86 Plugin \u7684\u529f\u80fd\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u53ef\u4ee5\u7ed9 LLM \u63d0\u4f9b\u4e00\u4e9b\u80fd\u529b\u6765\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u751a\u81f3\u662f\u589e\u5f3a\u5176\u80fd\u529b\u63d0\u4f9b\u4e86\u66f4\u591a\u6a21\u6001\u7684\u4fe1\u606f\u8f93\u51fa\u3002<\/p>\n<p>\u4e0a\u8ff0\u7684\u89e3\u51b3\u65b9\u6848\u4e2d\u4e5f\u90fd\u6709\u5404\u81ea\u7684\u95ee\u9898\uff1a<\/p>\n<ul>\n<li>LangChain \u7684\u89e3\u51b3\u65b9\u6848\u6bd5\u7adf\u4e0d\u662f\u5b98\u65b9\u65b9\u6848\uff0c\u4e0d\u53ef\u907f\u514d\u7684\u5b58\u5728\u4e00\u4e9b\u7a33\u5b9a\u6027\u7684\u9690\u60a3\uff0c\u9664\u6b64\u4e4b\u5916\uff0cLangChain \u76ee\u524d\u4ec5\u652f\u6301 Python \u4ee5\u53ca JS \u4ee3\u7801\uff0c\u5176\u4ed6\u7684\u8bed\u8a00\u6ca1\u6709\u73b0\u6210\u7684\u89e3\u51b3\u65b9\u6848\uff1b<\/li>\n<li>OpenAI Plugin \u7684\u65b9\u5f0f\u662f\u6b63\u89e3\uff0c\u4f46\u662f\u53ea\u80fd\u5728 ChatGPT \u8fd9\u4e2a\u5c01\u95ed\u7684\u751f\u6001\u4e2d\u4f7f\u7528\uff0c\u5bf9\u4e8e\u4e00\u4e9b\u5782\u76f4\u9886\u57df\u7684 LLM \u5e94\u7528\u5f00\u53d1\u800c\u8a00\uff0c\u5e76\u4e0d\u80fd\u76f4\u63a5\u4f7f\u7528\uff1b<\/li>\n<\/ul>\n<h3 data-id=\"heading-4\">Function Calling<\/h3>\n<p>\u7b80\u5355\u8bb2 <code>Function Calling<\/code> \u529f\u80fd\u5176\u5b9e\u5c31\u662f\u5728 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fapi-reference%2Fchat\" target=\"_blank\" title=\"https:\/\/platform.openai.com\/docs\/api-reference\/chat\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Chat Completions<\/a>  \u63a5\u53e3\uff08\u4e0b\u6587\u7edf\u4e00\u79f0 Chat \u63a5\u53e3\uff09\u4e2d\u65b0\u589e\u4e86\u4e00\u4e2a <code>functions<\/code> \u7684\u53ef\u9009\u5165\u53c2\uff0c\u8be5\u53c2\u6570\u662f\u4e00\u4e2a\u5217\u8868\u53ef\u4ee5\u652f\u6301\u4f20\u5165\u591a\u4e2a\u51fd\u6570\u7684<strong>\u58f0\u660e<\/strong>\uff0c\u5728\u58f0\u660e\u4e2d\u544a\u8bc9 GPT \u6709\u8fd9\u4e9b\u51fd\u6570\u53ef\u4ee5\u88ab\u8c03\u7528\uff0c\u4ed6\u53ef\u4ee5\u501f\u52a9\u8fd9\u4e9b\u51fd\u6570\u5b8c\u6210\u81ea\u5df1\u4e0d\u80fd\u5b8c\u6210\u7684\u7684\u4e00\u4e9b\u4e8b\u60c5\uff0c\u6216\u8005\u8bf4\u628a\u81ea\u5df1\u7684\u4efb\u52a1\u5b8c\u6210\u7684\u66f4\u52a0\u51fa\u8272\u3002<\/p>\n<p>\u4ece\u8fd9\u89d2\u5ea6\u6765\u7406\u89e3 <code>Function Calling<\/code> \u548c ChatGPT \u4e2d\u7684 Plugin \u5e76\u6ca1\u6709\u672c\u8d28\u533a\u522b\u3002\u524d\u8005\u662f\u9762\u5bf9\u5f00\u53d1\u8005\u7684\u57fa\u7840\u80fd\u529b\uff0c\u540e\u8005\u662f\u9762\u5bf9\u7528\u6237\u7684\u57fa\u7840\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n<p>Function Calling \u7684\u51fa\u73b0\u57fa\u672c\u4e0a\u53ef\u4ee5\u5f88\u597d\u7684\u89e3\u51b3\u4e4b\u524d\u9057\u7559\u7684\u4e00\u4e9b\u95ee\u9898\uff1a<\/p>\n<ol>\n<li>\u7a81\u7834\u7f16\u7a0b\u8bed\u8a00\u7684\u9650\u5236\uff0c\u76ee\u524d\u53d1\u5e03\u7684\u529f\u80fd\u662f\u4e91\u7aef\u63a5\u53e3\uff0c\u53ea\u8981\u53ef\u4ee5\u8fdb\u884c\u7f51\u7edc\u8bf7\u6c42\u7684\u8bed\u8a00\u90fd\u53ef\u4ee5\u5b9e\u73b0\u6b64\u529f\u80fd\uff1b<\/li>\n<li>\u63d0\u5347\u51fd\u6570\u8c03\u7528\u7684\u7a33\u5b9a\u6027\uff0c\u5b98\u65b9\u51fa\u54c1\u7a33\u5b9a\u6027\u6709\u4fdd\u8bc1\uff0c\u4f46\u5e76\u4e0d\u662f\u6ca1\u6709\u7a33\u5b9a\u6027\u7684\u95ee\u9898\u8fd8\u662f\u8981\u6dfb\u52a0\u5bf9\u5e94\u5bb9\u9519\u903b\u8f91\uff1b<\/li>\n<li>\u63d0\u793a API \u6613\u7528\u6027\uff0c\u5782\u76f4\u9886\u57df\u7684 LLM \u5e94\u7528\u5f00\u53d1\u5c11\u4e0d\u4e86 API \u8c03\u7528\uff0c\u8fd9\u90e8\u5206\u7684\u4f7f\u7528\u8d8a\u7b80\u5355\u5176\u4e0a\u5c42\u7684 LLM \u5e94\u7528\u6708\u7e41\u8363\uff1b<\/li>\n<\/ol>\n<p>\u4e0b\u9762\u6211\u4eec\u5c31\u6765\u8be6\u7ec6\u770b\u4e00\u4e0b <code>Function Calling<\/code> \u5230\u5e95\u662f\u4ec0\u4e48\uff0c\u600e\u4e48\u7528\uff0c\u4ee5\u53ca\u4e00\u4e9b\u5e38\u89c1\u7684\u4f7f\u7528\u6848\u4f8b\u3002<\/p>\n<h2 data-id=\"heading-5\">Chat Completions<\/h2>\n<p><code>Function Calling<\/code> \u662f Chat \u63a5\u53e3\u4e2d\u4e00\u4e2a\u53c2\u6570\uff0c\u60f3\u8981\u4e86\u89e3 <code>Function Calling<\/code> \u6211\u4eec\u9700\u8981\u5148\u4e86\u89e3\u4e00\u4e0b Chat \u63a5\u53e3\u7684\u4e00\u4e9b\u57fa\u672c\u6982\u5ff5\u3002<\/p>\n<h3 data-id=\"heading-6\">\u63a5\u53e3\u7b80\u4ecb<\/h3>\n<p>Chat \u63a5\u53e3ChatGPT \u804a\u5929\u5e94\u7528\u4e2d\u4f7f\u7528\u7684\u63a5\u53e3\uff0c\u533a\u522b\u4e8e\u4e4b\u524d\u7684 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fapi-reference%2Fcompletions\" target=\"_blank\" title=\"https:\/\/platform.openai.com\/docs\/api-reference\/completions\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Completions<\/a> \u63a5\u53e3\uff0c\u5b83\u5c06\u7528\u6237\u548c GPT \u7684\u5bf9\u8bdd\u4ee5\u5217\u8868\u7684\u5f62\u5f0f\u8fdb\u884c\u8fdb\u884c\u7ba1\u7406\uff0c\u5e76\u4e0d\u662f\u5c06\u6240\u6709\u7684\u5bf9\u8bdd\u7684\u7edf\u4e00\u62fc\u63a5\u5728\u4e00\u4e2a\u5b57\u7b26\u4e32\u4e2d\u3002\u9664\u6b64\u4e4b\u5916\uff0cChat \u63a5\u53e3\u8fd8\u660e\u786e\u4e86 role \u7684\u6982\u5ff5\uff0c\u7cfb\u7edf\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u901a\u8fc7 system \u6765\u8868\u793a\u3002<\/p>\n<p>\u76ee\u524d\u63a5\u53e3\u4ec5\u652f\u6301 gpt-3.5 \u548c gpt-4 \u7684\u7cfb\u5217\u6a21\u578b\u3002\u5176\u5f62\u5f0f\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\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-keyword\">import<\/span> openai<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">openai.ChatCompletion.create(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">  model=<span class=\"hljs-string\">\"gpt-3.5-turbo\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">  messages=[<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">        {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"system\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"You are a helpful assistant.\"<\/span>},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">        {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"Who won the world series in 2020?\"<\/span>},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">        {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"assistant\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"The Los Angeles Dodgers won the World Series in 2020.\"<\/span>},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">        {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"Where was it played?\"<\/span>}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    ]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">)<\/span>\n<\/code><\/pre>\n<p>messages \u8868\u793a\u7684\u662f\u5bf9\u8bdd\u5217\u8868\uff0c\u5305\u542b\u5bf9\u8bdd\u7684\u89d2\u8272\u4ee5\u53ca\u5bf9\u5e94\u7684\u5185\u5bb9\uff0c\u6b64\u6b21\u7684\u66f4\u65b0\u4e2d\u65b0\u589e\u4e86 <strong><code>function<\/code><\/strong> \u8fd9\u4e2a\u89d2\u8272\uff0c\u76ee\u524d\u5171\u6709\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<ol>\n<li>system\uff1a\u8868\u793a\u7cfb\u7edf\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u786e\u5b9a\u5f53\u524d\u5bf9\u8bdd\u7684\u57fa\u672c\u683c\u8c03\uff0c\u4e00\u822c\u63a5\u53e3\u53ea\u5305\u542b\u4e00\u6761\u8be5\u5185\u5bb9\uff1b<\/li>\n<li>user\uff1a\u7528\u6237\u7684\u63d0\u95ee\u7684\u95ee\u9898\uff1b<\/li>\n<li>assistant\uff1aGPT \u8fd4\u56de\u7684\u56de\u7b54\u5185\u5bb9\uff1b<\/li>\n<li>function\uff1a\u51fd\u6570\u6267\u884c\u7684\u7ed3\u679c\uff0c\u9700\u8981\u5c06\u6b64\u4fe1\u606f\u4f20\u9012\u7ed9 GPT\uff0c\u4ee5\u4fbf GPT \u66f4\u52a0\u6b21\u5185\u5bb9\u505a\u51fa\u8fdb\u4e00\u6b65\u7684\u56de\u7b54\uff1b<\/li>\n<\/ol>\n<h3 data-id=\"heading-7\">Function Calling \u57fa\u672c\u5b9a\u4e49<\/h3>\n<p>\u8fd9\u6b21\u7684 Function Calling \u529f\u80fd\u5e76\u4e0d\u662f\u65b0\u63a5\u53e3\uff0c\u800c\u662f\u5728 Chat \u63a5\u53e3\u4e0a\u6269\u5c55\u800c\u6765\u7684\u3002\u5728\u8bf7\u6c42\u63a5\u53e3\u4ee5\u53ca\u63a5\u53e3\u8fd4\u56de\u4e0a\u90fd\u6709\u8c03\u6574\u3002\u4e3b\u8981\u5185\u5bb9\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\u63a5\u53e3\u8bf7\u6c42\uff1a\u65b0\u589e functions \u53c2\u6570\u548cmessages\u5e73\u7ea7\uff0crole \u4e2d\u65b0\u589e function \u679a\u4e3e\u6807\u8bc6\u662f\u51fd\u6570\u6267\u884c\u7684\u7ed3\u679c\uff1b<\/li>\n<li>\u63a5\u53e3\u8fd4\u56de\uff1achoices \u7684 message \u4e2d\u65b0\u589e function_call \u5b57\u6bb5\uff0c\u5305\u542b\u51fd\u6570\u6267\u884c\u5fc5\u987b\u7684\u53c2\u6570\u4fe1\u606f\uff0c\u4e0e\u6587\u672c\u5185\u5bb9 content \u5e73\u7ea7\uff0c\u4f46\u57fa\u672c\u4e0d\u4f1a\u540c\u65f6\u51fa\u73b0\uff1b<\/li>\n<\/ol>\n<p>Curl \u8bf7\u6c42\u5f62\u5f0f\u5927\u81f4\u5982\u4e0b\uff08\u4e0b\u6587\u4f1a\u8be6\u7ec6\u8bb2\u89e3\u5b57\u6bb5\u542b\u4e49\uff09\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">curl https:\/\/api.openai.com\/v1\/chat\/completions -u :<span class=\"hljs-variable\">$OPENAI_API_KEY<\/span> -H <span class=\"hljs-string\">'Content-Type: application\/json'<\/span> -d <span class=\"hljs-string\">'{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">  \"model\": \"gpt-3.5-turbo-0613\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">  \"messages\": [<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    {\"role\": \"user\", \"content\": \"What is the weather like in Boston?\"}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">  ],<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">  \"functions\": [<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">      \"name\": \"get_current_weather\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">      \"description\": \"Get the current weather in a given location\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">      \"parameters\": {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">        \"type\": \"object\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">        \"properties\": {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">          \"location\": {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">            \"type\": \"string\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">            \"description\": \"The city and state, e.g. San Francisco, CA\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">          },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">          \"unit\": {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">            \"type\": \"string\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">            \"enum\": [\"celsius\", \"fahrenheit\"]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">          }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">        },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">        \"required\": [\"location\"]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">      }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">  ]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">}'<\/span>\n<\/code><\/pre>\n<p>\u8fd4\u56de\u7684 JONS \u5f62\u5f0f\u5927\u81f4\u5982\u4e0b\uff08\u4e0b\u6587\u4f1a\u8be6\u7ec6\u8bb2\u89e3\u5b57\u6bb5\u542b\u4e49\uff09\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">json<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-json code-block-extension-codeShowNum\" lang=\"json\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">  <span class=\"hljs-attr\">\"id\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"chatcmpl-123\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">  ...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">  <span class=\"hljs-attr\">\"choices\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-attr\">\"index\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-number\">0<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-attr\">\"message\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">      <span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"assistant\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">      <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-literal\"><span class=\"hljs-keyword\">null<\/span><\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">      <span class=\"hljs-attr\">\"function_call\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">        <span class=\"hljs-attr\">\"name\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"get_current_weather\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">        <span class=\"hljs-attr\">\"arguments\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"{ \"location\": \"Boston, MA\"}\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">      <span class=\"hljs-punctuation\">}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    <span class=\"hljs-attr\">\"finish_reason\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"function_call\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">  <span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\"><span class=\"hljs-punctuation\">}<\/span><\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-8\">Function Calling \u8c03\u7528\u6d41\u7a0b<\/h3>\n<p>Function Calling \u6574\u4e2a\u529f\u80fd\u7684\u8c03\u7528\u987a\u5e8f\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li><strong>\u58f0\u660e\u51fd\u6570\u5e76\u8bf7\u6c42 API<\/strong>\uff1a\u5b9a\u4e49\u5f53\u524d\u51fd\u6570\u7684\u540d\u79f0\uff0c\u63cf\u8ff0\uff0c\u4ee5\u53ca\u5bf9\u5e94\u7684\u53c2\u6570\u4fe1\u606f\uff0c\u5e76\u6267\u884c OpenAI \u7684 Chat \u63a5\u53e3\uff1b<\/li>\n<li><strong>\u6267\u884c\u672c\u5730\u51fd\u6570<\/strong>\uff1a\u63a5\u53d7\u63a5\u53e3\u8fd4\u56de\uff0c\u5e76\u89e3\u6790\u5bf9\u5e94\u7684\u51fd\u6570\u53c2\u6570\u4fe1\u606f\uff0c\u6839\u636e\u5bf9\u5e94\u7684\u53c2\u6570\u4fe1\u606f\u8c03\u7528\u672c\u5730\u51fd\u6570\uff1b<\/li>\n<li><strong>\u4e0a\u62a5\u6267\u884c\u7ed3\u679c<\/strong>\uff1a\u5c06\u672c\u5730\u51fd\u6570\u6267\u884c\u7684\u7ed3\u679c\u4e0a\u62a5\u7ed9 OpenAI Chat \u63a5\u53e3\u8fdb\u884c\u6c47\u603b\u3001\u603b\u7ed3\uff1b<\/li>\n<\/ol>\n<p>\u8be6\u7ec6\u7684\u65f6\u5e8f\u56fe\u5982\u4e0b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/5a81248c500991ee4f49b5ae09532ec7.png\" alt=\"OpenAI \u51fd\u6570\u8c03\u7528\uff081\uff09 - ChatGPT Plugin \u662f\u5982\u4f55\u5b9e\u73b0\u7684\uff1f\u73b0\u5df2\u5f00\u653e\" \/><\/figure>\n<\/p>\n<p>\u4e0b\u9762\u5c31\u4ee5\u7528\u6237\u8be2\u95ee\u5f53\u524d\u7684\u5929\u6c14\u7684\u573a\u666f\u6765\u8be6\u7ec6\u8bb2\u89e3\u4e0b <code>Function Calling<\/code> \u662f\u5982\u4f55\u8fd0\u884c\u7684\u3002<\/p>\n<h2 data-id=\"heading-9\">\u57fa\u672c\u4f7f\u7528<\/h2>\n<h3 data-id=\"heading-10\">\u7b2c 1 \u6b65\uff1a<strong>\u58f0\u660e\u51fd\u6570\u5e76\u8bf7\u6c42 API<\/strong><\/h3>\n<p>\u5176\u4e2d functions \u662f\u4e00\u4e2a\u5217\u8868\u5305\u542b\u591a\u4e2a\u51fd\u6570\u5bf9\u8c61\uff0c\u6bcf\u4e2a\u5bf9\u8c61\u4e2d\u5305\u542b\uff1a<\/p>\n<ol>\n<li>name\uff1a\u51fd\u6570\u7684\u540d\u5b57\uff0c\u4f46\u51fd\u6570\u88ab\u547d\u4e2d\u65f6\u63a5\u53e3\u4f1a\u8fd4\u56de\u6b64\u5904\u5b9a\u4e49\u7684\u540d\u79f0\uff1b<\/li>\n<li>description\uff1a\u51fd\u6570\u7684\u63cf\u8ff0\uff0cOpenAI \u4f1a\u6839\u636e\u6b64\u63cf\u8ff0\u6839\u636e\u573a\u666f\u51b3\u5b9a\u662f\u5426\u9700\u8981\u8c03\u7528\u6b64\u51fd\u6570\uff0c\u6240\u4ee5\u8fd9\u91cc\u4e00\u5b9a\u8981\u63cf\u8ff0\u6e05\u695a\uff1b<\/li>\n<li>parameters\uff1a\u51fd\u6570\u53c2\u6570\uff0c\u5f53\u524d\u5b9a\u4e49\u7684\u51fd\u6570\u9700\u8981\u54ea\u4e9b\u4f20\u53c2\uff0c\u8fd9\u4e9b\u53c2\u6570\u7684\u7c7b\u578b\u4ee5\u53ca\u53ef\u7a7a\u6027\u90fd\u9700\u8981\u5728\u8fd9\u91cc\u58f0\u660e\uff1b<\/li>\n<\/ol>\n<p>\u9996\u5148\u6211\u4eec\u5148\u5b9a\u4e49\u4e00\u4e2a\u83b7\u53d6\u5f53\u524d\u5929\u6c14\u7684\u51fd\u6570\u58f0\u660e\uff0c\u5e76\u4e14\u8fd9\u4e2a\u51fd\u6570\u9700\u8981\u4e24\u4e2a\u53c2\u6570\uff1a<\/p>\n<ol>\n<li>location\uff1a\u4f4d\u7f6e\u4fe1\u606f\uff0c\u5373\u60f3\u8981\u67e5\u8be2\u90a3\u4e2a\u5730\u65b9\u7684\u5929\u6c14\u4fe1\u606f\uff0c\u7c7b\u578b\u662f\u4e00\u4e2a\u5b57\u7b26\u4e32\uff0c\u975e\u7a7a\uff1b<\/li>\n<li>unit\uff1a\u5929\u6c14\u7684\u5355\u4f4d\uff0c\u7c7b\u578b\u662f\u4e00\u4e2a\u5b57\u7b26\u4e32\uff0c\u662f\u4e24\u4e2a\u679a\u4e3e\u6444\u6c0f\u5ea6\u4e0e\u534e\u6c0f\u5ea6\uff0c\u53ef\u7a7a\uff1b<\/li>\n<\/ol>\n<p>\u5176\u58f0\u660e\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">json<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-json code-block-extension-codeShowNum\" lang=\"json\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">      <span class=\"hljs-attr\">\"name\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"get_current_weather\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">      <span class=\"hljs-attr\">\"description\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"Get the current weather in a given location\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">      <span class=\"hljs-attr\">\"parameters\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        <span class=\"hljs-attr\">\"type\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"object\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">        <span class=\"hljs-attr\">\"properties\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">          <span class=\"hljs-attr\">\"location\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">            <span class=\"hljs-attr\">\"type\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"string\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">            <span class=\"hljs-attr\">\"description\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"The city and state, e.g. San Francisco, CA\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">          <span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">          <span class=\"hljs-attr\">\"unit\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">            <span class=\"hljs-attr\">\"type\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"string\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">            <span class=\"hljs-attr\">\"enum\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-string\">\"celsius\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-string\">\"fahrenheit\"<\/span><span class=\"hljs-punctuation\">]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">          <span class=\"hljs-punctuation\">}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        <span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">        <span class=\"hljs-attr\">\"required\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-string\">\"location\"<\/span><span class=\"hljs-punctuation\">]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">      <span class=\"hljs-punctuation\">}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">    <span class=\"hljs-punctuation\">}<\/span><\/span>\n<\/code><\/pre>\n<p>\u4f7f\u7528\u4e0a\u8ff0\u51fd\u6570\u58f0\u660e\u8bf7\u6c42 OpenAI \u63a5\u53e3\u7684 Python \u4ee3\u7801\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">py<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-py code-block-extension-codeShowNum\" lang=\"py\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">chat<\/span>():<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    <span class=\"hljs-comment\"># Step 1: send the conversation and available functions to GPT<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    messages = [{<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"What's the weather like in Boston?\"<\/span>}]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    functions = [<\/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-string\">\"name\"<\/span>: <span class=\"hljs-string\">\"get_current_weather\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">            <span class=\"hljs-string\">\"description\"<\/span>: <span class=\"hljs-string\">\"Get the current weather in a given location\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">            <span class=\"hljs-string\">\"parameters\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">                <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"object\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">                <span class=\"hljs-string\">\"properties\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">                    <span class=\"hljs-string\">\"location\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">                        <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"string\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">                        <span class=\"hljs-string\">\"description\"<\/span>: <span class=\"hljs-string\">\"The city and state, e.g. San Francisco, CA\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">                    },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">                    <span class=\"hljs-string\">\"unit\"<\/span>: {<span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"string\"<\/span>, <span class=\"hljs-string\">\"enum\"<\/span>: [<span class=\"hljs-string\">\"celsius\"<\/span>, <span class=\"hljs-string\">\"fahrenheit\"<\/span>]},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">                },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">                <span class=\"hljs-string\">\"required\"<\/span>: [<span class=\"hljs-string\">\"location\"<\/span>],<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">            },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">    ]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">    response = openai.ChatCompletion.create(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">        model=<span class=\"hljs-string\">\"gpt-3.5-turbo-0613\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">        messages=messages,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">        functions=functions,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">        function_call=<span class=\"hljs-string\">\"auto\"<\/span>,  <span class=\"hljs-comment\"># auto is default, but we'll be explicit<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">    )<\/span>\n<\/code><\/pre>\n<p>\u6ce8\u610f\uff1a<\/p>\n<ol>\n<li>\u8fd9\u91cc\u4f7f\u7528\u7684\u6a21\u578b\u662f <code>gpt-3.5-turbo-0613<\/code> \uff0c\u76ee\u524d\u652f\u6301\u6b64\u529f\u80fd\u7684\u6a21\u578b\u8fd8\u6709 <code>gpt-4-0613<\/code> \u5176\u4ed6\u7684\u6a21\u578b\u53ef\u80fd\u5e76\u4e0d\u652f\u6301\u51fd\u6570\u8c03\u7528\u3002<\/li>\n<li><code>function_call<\/code> \u4f20\u53c2\u6570\u8868\u793a OpenAI \u5982\u4f55\u4f7f\u7528\u51fd\u6570\uff0c\u5982\u679c functions \u53c2\u6570\u4e0d\u4e3a\u7a7a\u65f6\u9ed8\u8ba4\u503c\u4e3a auto\uff0c\u5982\u679c\u4e3a\u7a7a\u65f6\u9ed8\u8ba4\u503c\u4e3a none\uff1b<\/li>\n<\/ol>\n<h3 data-id=\"heading-11\">\u7b2c 2 \u6b65\uff1a\u6267\u884c\u672c\u5730\u51fd\u6570<\/h3>\n<p>\u82e5\u58f0\u660e\u7684\u51fd\u6570\u88ab\u547d\u4e2d\u4e4b\u540e\uff0cGPT \u4f1a\u8fd4\u56de\u672c\u5730\u51fd\u6570\u6267\u884c\u6240\u9700\u7684\u5fc5\u8981\u53c2\u6570\uff08\u7b2c\u4e00\u6b65\u4e2d\u5b9a\u4e49\u7684\uff09\uff0c\u5728\u6267\u884c\u672c\u5730\u51fd\u6570\u4e4b\u524d\u9700\u8981\u5148\u5c06\u5176\u89e3\u6790\u5904\u7406\u3002GPT \u7684 Response \u548c\u4e4b\u524d\u76f8\u6bd4\u4f1a\u6709\u4ee5\u4e0b\u4e0d\u540c\u4e4b\u5904\uff1a<\/p>\n<ol>\n<li><code>content<\/code>\uff1acontent \u5185\u5bb9\u4e3a\u7a7a\uff0c\u4e0d\u4ed4\u5305\u542b\u5bf9\u5e94\u7684\u6587\u672c\u4fe1\u606f\uff1b<\/li>\n<li><code>function_call<\/code>\uff1a\u5728 choices \u5217\u8868\u4e2d\u65b0\u589e function_call \u5b57\u6bb5\uff0c\u8be5\u5b57\u6bb5\u4e2d\u5305\u542b\u9700\u8981\u8c03\u7528\u7684\u51fd\u6570\u4fe1\u606f\uff1b<\/li>\n<li><code>finish_reason<\/code>\uff1afinish_reason \u5bf9\u5e94\u7684\u503c\u4e3a <code>function_call<\/code> \uff0c\u8868\u660e\u662f\u56e0\u4e3a\u51fd\u6570\u8c03\u7528\u800c\u505c\u6b62\u7684\uff1b<\/li>\n<\/ol>\n<p>\u5176\u8fd4\u56de\u7684\u5185\u5bb9\u5f62\u5f0f\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">  <span class=\"hljs-string\">\"id\"<\/span>: <span class=\"hljs-string\">\"chatcmpl-123\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">  ...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">  <span class=\"hljs-string\">\"choices\"<\/span>: [{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-string\">\"index\"<\/span>: <span class=\"hljs-number\">0<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-string\">\"message\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">      <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"assistant\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">      <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-literal\">null<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">      <span class=\"hljs-string\">\"function_call\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">        <span class=\"hljs-string\">\"name\"<\/span>: <span class=\"hljs-string\">\"get_current_weather\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">        <span class=\"hljs-string\">\"arguments\"<\/span>: <span class=\"hljs-string\">\"{ \"location\": \"Boston, MA\"}\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">      }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    <span class=\"hljs-string\">\"finish_reason\"<\/span>: <span class=\"hljs-string\">\"function_call\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">  }]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">}<\/span>\n<\/code><\/pre>\n<p>\u5176\u89e3\u6790\u7684\u4ee3\u7801\u903b\u8f91\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\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-keyword\">def<\/span> <span class=\"hljs-title function_\">parse_response<\/span>(<span class=\"hljs-params\">response<\/span>):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    response_message = response[<span class=\"hljs-string\">\"choices\"<\/span>][<span class=\"hljs-number\">0<\/span>][<span class=\"hljs-string\">\"message\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <span class=\"hljs-comment\"># \u68c0\u6d4b\u662f\u5426\u9700\u8981\u8c03\u7528\u51fd\u6570<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-keyword\">if<\/span> response_message.get(<span class=\"hljs-string\">\"function_call\"<\/span>):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">        <span class=\"hljs-comment\"># \u8c03\u7528\u51fd\u6570<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">        available_functions = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">            <span class=\"hljs-string\">\"get_current_weather\"<\/span>: get_current_weather,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">        }  <span class=\"hljs-comment\"># only one function in this example, but you can have multiple<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">        function_name = response_message[<span class=\"hljs-string\">\"function_call\"<\/span>][<span class=\"hljs-string\">\"name\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">        fuction_to_call = available_functions[function_name]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">        function_args = json.loads(response_message[<span class=\"hljs-string\">\"function_call\"<\/span>][<span class=\"hljs-string\">\"arguments\"<\/span>])<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">        function_response = fuction_to_call(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">            location=function_args.get(<span class=\"hljs-string\">\"location\"<\/span>),<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">            unit=function_args.get(<span class=\"hljs-string\">\"unit\"<\/span>),<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">        )<\/span>\n<\/code><\/pre>\n<p>&nbsp;\u4ee3\u7801\u7684\u5927\u81f4\u903b\u8f91\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\u9996\u5148\u5224\u65ad <code>function_call<\/code> \u662f\u5426\u5b58\u5728\uff0c\u82e5\u5b58\u5728\u5219\u8868\u793a\u9700\u8981\u8c03\u7528\u51fd\u6570\uff1b<\/li>\n<li>\u4f7f\u7528 JSON \u89e3\u6790\u5bf9\u5e94\u7684\u51fd\u6570\u540d\u4ee5\u53ca\u5bf9\u5e94\u7684\u53c2\u6570\u4fe1\u606f\uff1b<\/li>\n<\/ol>\n<p>\u6ce8\u610f\uff0cOpenAI \u8fd4\u56de\u7684 JSON \u4fe1\u606f\u5e76\u4e0d\u80fd\u59cb\u7ec8\u4fdd\u8bc1\u5176\u6709\u6548\u6027\uff0c\u9700\u8981\u81ea\u5df1\u505a\u5bb9\u9519\u5904\u7406\u3002<\/p>\n<p>\u5176\u4e2d <code>get_current_weather<\/code> \u8fd9\u4e2a\u51fd\u6570\u7684\u5177\u4f53\u5b9e\u73b0\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">json<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-json code-block-extension-codeShowNum\" lang=\"json\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">def get_current_weather(location<span class=\"hljs-punctuation\">,<\/span> unit=<span class=\"hljs-string\">\"fahrenheit\"<\/span>)<span class=\"hljs-punctuation\">:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    <span class=\"hljs-string\">\"\"<\/span><span class=\"hljs-string\">\"Get the current weather in a given location\"<\/span><span class=\"hljs-string\">\"\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    weather_info = <span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">        <span class=\"hljs-attr\">\"location\"<\/span><span class=\"hljs-punctuation\">:<\/span> location<span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">        <span class=\"hljs-attr\">\"temperature\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"72\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">        <span class=\"hljs-attr\">\"unit\"<\/span><span class=\"hljs-punctuation\">:<\/span> unit<span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">        <span class=\"hljs-attr\">\"forecast\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-string\">\"sunny\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-string\">\"windy\"<\/span><span class=\"hljs-punctuation\">]<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    <span class=\"hljs-punctuation\">}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    return json.dumps(weather_info)<\/span>\n<\/code><\/pre>\n<p>\u9996\u5148\u51fd\u6570\u5728\u8c03\u7528\u65f6 location \u65f6\u5fc5\u4f20\u7684\uff0cunit \u6709\u9ed8\u8ba4\u503c\u53ef\u4ee5\u4e0d\u7528\u4f20\u9012\u3002\u8fd9\u91cc\u4e3a\u4e86\u65b9\u4fbf\u8d77\u89c1\u5e76\u6ca1\u6709\u771f\u6b63\u7684\u53bb\u8bf7\u6c42\u5929\u6c14\u7684\u63a5\u53e3\uff0c\u800c\u662f\u5199\u6b7b\u4e86\u4e00\u4e2a mock \u7684\u6570\u636e\u3002\u5728\u81ea\u5df1\u7684\u4e1a\u52a1\u4e2d\uff0c\u9700\u8981\u5c06\u5176\u66ff\u6362\u6210\u81ea\u5df1\u7684\u771f\u5b9e\u4e1a\u52a1\u903b\u8f91\u3002<\/p>\n<p>\u4e0b\u4e00\u6b65\u5c31\u662f\u9700\u8981\u5c06\u8fd9\u91cc\u7684\u6267\u884c\u6570\u636e\u4e0a\u62a5\u7ed9 OpenAI \u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u6574\u5408\u4e86\u3002<\/p>\n<h3 data-id=\"heading-12\">\u7b2c 3 \u6b65\uff1a\u5c06\u7ed3\u679c\u4e0a\u62a5\u7ed9 OpenAI<\/h3>\n<p>\u8fd9\u4e00\u6b65\u6211\u4eec\u4f1a\u5c06\u51fd\u6570\u7684\u6267\u884c\u7ed3\u679c\u4e0a\u4f20\u7ed9 OpenAI\uff0c\u9700\u8981\u6ce8\u610f\u7684\u6709\uff1a<\/p>\n<ol>\n<li>\u5bf9\u8bdd\u7684 messages \u4e2d\u9700\u8981\u5305\u542b\u4e0a\u4e00\u6b65 OpenAI \u8fd4\u56de\u7684 function_call \u4fe1\u606f\uff1b<\/li>\n<li>\u4e0a\u62a5\u7ed3\u679c\u7684 role \u4e3a function\uff0c\u5e76\u4e14\u8fd8\u9700\u8981\u901a\u8fc7 name \u5c5e\u6027\u544a\u77e5\u5bf9\u5e94\u7684\u51fd\u6570\u540d\uff1b<\/li>\n<\/ol>\n<p>\u8be6\u7ec6\u7684\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\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-keyword\">def<\/span> <span class=\"hljs-title function_\">chat_function_call<\/span>():<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    <span class=\"hljs-comment\"># \u7b2c 3 \u6b65: \u5c06\u51fd\u6570\u6267\u884c\u7684\u7ed3\u679c\u4e0a\u62a5\u7ed9 GPT<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    messages.append(response_message)  <span class=\"hljs-comment\"># extend conversation with assistant's reply<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    messages.append(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">        {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">            <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"function\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">            <span class=\"hljs-string\">\"name\"<\/span>: function_name,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">            <span class=\"hljs-string\">\"content\"<\/span>: function_response,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    )  <span class=\"hljs-comment\"># extend conversation with function response<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    second_response = openai.ChatCompletion.create(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">        model=<span class=\"hljs-string\">\"gpt-3.5-turbo-0613\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">        messages=messages,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    )  <span class=\"hljs-comment\"># get a new response from GPT where it can see the function response<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-keyword\">return<\/span> second_response<\/span>\n<\/code><\/pre>\n<p>\u5b8c\u6574\u7684\u7684 curl \u4ee3\u7801\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">curl https:<span class=\"hljs-comment\">\/\/api.openai.com\/v1\/chat\/completions -u :$OPENAI_API_KEY -H 'Content-Type: application\/json' -d '{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">  <span class=\"hljs-string\">\"model\"<\/span>: <span class=\"hljs-string\">\"gpt-3.5-turbo-0613\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">  <span class=\"hljs-string\">\"messages\"<\/span>: [<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"What is the weather like in Boston?\"<\/span>},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"assistant\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-literal\">null<\/span>, <span class=\"hljs-string\">\"function_call\"<\/span>: {<span class=\"hljs-string\">\"name\"<\/span>: <span class=\"hljs-string\">\"get_current_weather\"<\/span>, <span class=\"hljs-string\">\"arguments\"<\/span>: <span class=\"hljs-string\">\"{ \"location\": \"Boston, MA\"}\"<\/span>}},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"function\"<\/span>, <span class=\"hljs-string\">\"name\"<\/span>: <span class=\"hljs-string\">\"get_current_weather\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"{\"temperature\": \"<\/span><span class=\"hljs-number\">22<\/span><span class=\"hljs-string\">\", \"unit\": \"celsius\", \"description\": \"Sunny\"}\"<\/span>}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">  ],<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">  <span class=\"hljs-string\">\"functions\"<\/span>: [<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">      <span class=\"hljs-string\">\"name\"<\/span>: <span class=\"hljs-string\">\"get_current_weather\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">      <span class=\"hljs-string\">\"description\"<\/span>: <span class=\"hljs-string\">\"Get the current weather in a given location\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">      <span class=\"hljs-string\">\"parameters\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">        <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"object\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">        <span class=\"hljs-string\">\"properties\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">          <span class=\"hljs-string\">\"location\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">            <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"string\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">            <span class=\"hljs-string\">\"description\"<\/span>: <span class=\"hljs-string\">\"The city and state, e.g. San Francisco, CA\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">          },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">          <span class=\"hljs-string\">\"unit\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">            <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"string\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">            <span class=\"hljs-string\">\"enum\"<\/span>: [<span class=\"hljs-string\">\"celsius\"<\/span>, <span class=\"hljs-string\">\"fahrenheit\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">          }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">        },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">        <span class=\"hljs-string\">\"required\"<\/span>: [<span class=\"hljs-string\">\"location\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">      }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">  ]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">}<span class=\"hljs-string\">'<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\"><\/span>\n<\/code><\/pre>\n<p>\u5bf9\u5e94\u7684\u8fd4\u56de\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">  <span class=\"hljs-string\">\"id\"<\/span>: <span class=\"hljs-string\">\"chatcmpl-123\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">  ...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">  <span class=\"hljs-string\">\"choices\"<\/span>: [{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-string\">\"index\"<\/span>: <span class=\"hljs-number\">0<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-string\">\"message\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">      <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"assistant\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">      <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"The weather in Boston is currently sunny with a temperature of 22 degrees Celsius.\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <span class=\"hljs-string\">\"finish_reason\"<\/span>: <span class=\"hljs-string\">\"stop\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">  }]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">}<\/span>\n<\/code><\/pre>\n<p>\u89e3\u6790\u4e0a\u9762\u7684 message \u4e2d\u7684 content \u5185\u5bb9\uff0c\u5c31\u53ef\u4ee5\u5c55\u793a\u54cd\u5e94\u7684\u4fe1\u606f\u7ed9\u5230\u7528\u6237\u4e86\u3002<\/p>\n<h2 data-id=\"heading-13\">\u603b\u7ed3<\/h2>\n<p><strong><strong>Chat<\/strong><\/strong> Completions \u63a5\u53e3\u4e2d\u65b0\u589e\u7684 <code>Function Calling<\/code> \u529f\u80fd\u53ef\u4ee5\u5f88\u597d\u89e3\u51b3 GPT \u77e5\u8bc6\u9648\u65e7\u4ee5\u53ca\u7f3a\u5c11\u624b\u811a\u7684\u95ee\u9898\uff0c\u662f\u5bf9 GPT \u80fd\u529b\u7684\u4e00\u6b21\u5927\u5347\u7ea7\u3002\u5176\u4e3b\u8981\u6d41\u7a0b\u4e3a\uff1a<\/p>\n<ol>\n<li><strong>\u58f0\u660e\u51fd\u6570\u5e76\u8bf7\u6c42 API<\/strong>\uff1a\u5b9a\u4e49\u5f53\u524d\u51fd\u6570\u7684\u540d\u79f0\uff0c\u63cf\u8ff0\uff0c\u4ee5\u53ca\u5bf9\u5e94\u7684\u53c2\u6570\u4fe1\u606f\uff0c\u5e76\u6267\u884c OpenAI \u7684 Chat \u63a5\u53e3\uff1b<\/li>\n<li><strong>\u6267\u884c\u672c\u5730\u51fd\u6570<\/strong>\uff1a\u63a5\u53d7\u63a5\u53e3\u8fd4\u56de\uff0c\u5e76\u89e3\u6790\u5bf9\u5e94\u7684\u51fd\u6570\u53c2\u6570\u4fe1\u606f\uff0c\u6839\u636e\u5bf9\u5e94\u7684\u53c2\u6570\u4fe1\u606f\u8c03\u7528\u672c\u5730\u51fd\u6570\uff1b<\/li>\n<li><strong>\u4e0a\u62a5\u6267\u884c\u7ed3\u679c<\/strong>\uff1a\u5c06\u672c\u5730\u51fd\u6570\u6267\u884c\u7684\u7ed3\u679c\u4e0a\u62a5\u7ed9 OpenAI Chat \u63a5\u53e3\u8fdb\u884c\u6c47\u603b\u3001\u603b\u7ed3\uff1b<\/li>\n<\/ol>\n<p>\u4e2a\u4eba\u63a8\u6d4b <code>Function Calling<\/code> \u662f ChatGPT Plugin \u529f\u80fd\u7684\u5e95\u5c42\u5b9e\u73b0\u6280\u672f\u652f\u6491\uff0c\u6709\u4e86\u8fd9\u4e2a\u529f\u80fd LLM \u5e94\u7528\u5f00\u53d1\u53d8\u5f97\u66f4\u52a0\u7a33\u5b9a\u53ef\u9760\uff0c\u540c\u65f6\u4e5f\u4f1a\u6709\u4eba\u57fa\u4e8e\u8fd9\u4e2a\u8fd9\u4e2a\u6280\u672f\u5f00\u53d1\u51fa\u4e00\u5957\u7b2c\u4e09\u65b9\u7684 GPT Plugin \u5546\u5e97\uff1b<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u60f3\u5fc5\u5728 LLM \u5f00\u53d1\u5c42\u4e5f\u4f1a\u6709\u5bf9\u5e94\u7684\u52a8\u4f5c\uff1a<\/p>\n<ol>\n<li>LangChain \u7c7b\u4f3c\u7684\u5de5\u5177\u4f1a\u5feb\u901f\u8ddf\u8fdb\u652f\u6301\uff08\u5df2\u7ecf\u652f\u6301\u4e86\uff09\uff1b<\/li>\n<li>\u50cf Google Bart \u4e4b\u7c7b\u81ea\u7814 LLM \u7684\u5382\u5bb6\u4f1a\u53ca\u65f6\u8ddf\u8fdb\u5f00\u53d1\u7c7b\u4f3c\u7684\u529f\u80fd\uff1b<\/li>\n<li>\u5f00\u6e90\u7684 LLM \u5e94\u8be5\u4e5f\u4f1a\u5f88\u5feb\u7684\u63a8\u51fa\u57fa\u4e8e <code>Function Calling<\/code> \u7c7b\u4f3c\u7684\u5fae\u8c03\u65b9\u6848\uff0c\u4f7f\u5f00\u6e90\u7684 LLM \u4e5f\u80fd\u88c5\u4e0a\u201c\u624b\u811a\u201d\uff1b<\/li>\n<\/ol>\n<p>\u540e\u9762\u4f1a\u57fa\u4e8e <code>Function Calling<\/code> \u529f\u80fd\u8bb2\u89e3\u66f4\u591a\u7684\u5b9e\u9645\u6848\u4f8b\uff0c\u8be6\u60c5\u89c1\uff1a<a href=\"https:\/\/juejin.cn\/post\/7250080519068713021\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7250080519068713021\" rel=\"noopener\">OpenAI \u51fd\u6570\u8c03\u7528\uff082\uff09 &#8211; \u6253\u9020\u81ea\u5df1 LLM \u5e94\u7528<\/a>\uff0c\u6b22\u8fce\u5173\u6ce8\u3002<\/p>\n<h2 data-id=\"heading-14\">\u53c2\u8003\u8d44\u6599<\/h2>\n<ol>\n<li>OpenAI\u65b0\u529f\u80fd blog\uff1a<a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fopenai.com%2Fblog%2Ffunction-calling-and-other-api-updates\" target=\"_blank\" title=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fopenai.com%2Fblog%2Ffunction-calling-and-other-api-updates\" rel=\"noopener\">Function calling and other API updates<\/a><\/li>\n<li><a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fguides%2Fgpt%2Ffunction-calling\" target=\"_blank\" title=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fguides%2Fgpt%2Ffunction-calling\" rel=\"noopener\">OpenAI \u5f00\u53d1\u6587\u6863<\/a><\/li>\n<li><a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fgithub.com%2Fopenai%2Fopenai-cookbook%2Fblob%2Fmain%2Fexamples%2FHow_to_call_functions_with_chat_models.ipynb\" target=\"_blank\" title=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fgithub.com%2Fopenai%2Fopenai-cookbook%2Fblob%2Fmain%2Fexamples%2FHow_to_call_functions_with_chat_models.ipynb\" rel=\"noopener\">How_to_call_functions_with_chat_models<\/a><\/li>\n<\/ol>","protected":false},"excerpt":{"rendered":"<p>OpenAI \u6700\u65b0\u53d1\u5e03\u7684 \u51fd\u6570\u8c03\u7528\u662f\u4ec0\u4e48\uff1f\u600e\u4e48\u4f7f\u7528\uff1f\u548c ChatGPT Plugin \u7684\u5173\u7cfb\u662f\u600e\u6837\u7684\uff1f\u4e00\u6587\u5e26\u4f60\u5168\u90e8\u638c\u63e1\u3002<\/p>\n","protected":false},"author":1,"featured_media":2222,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"OpenAI\u91cd\u78c5\u53d1\u5e03\uff1aGPT \u8fce\u6765 Function Calling \u65f6\u4ee3 - \u5948\u65af\u79d1\u6280\u793e\u533a","rank_math_description":"OpenAI \u6700\u65b0\u53d1\u5e03\u7684 Function Calling \u529f\u80fd\u4e3a GPT \u7cfb\u5217\u6a21\u578b\u8d4b\u4e88\u8c03\u7528\u5916\u90e8\u51fd\u6570\u7684\u80fd\u529b\uff0c\u5f25\u8865\u77e5\u8bc6\u5c40\u9650\u548c\u884c\u52a8\u529b\u4e0d\u8db3\uff0c\u4e3a\u5f00\u53d1\u8005\u6253\u9020\u66f4\u5f3a\u5927\u7684 LLM \u5e94\u7528\u63d0\u4f9b\u65b0\u9014\u5f84\u3002\u672c\u6587\u8be6\u89e3 Function Calling \u7684\u539f\u7406\u3001\u4f7f\u7528\u65b9\u6cd5\u53ca\u6848\u4f8b\uff0c\u63a2\u7d22\u5176\u5728 LLM \u5e94\u7528\u5f00\u53d1\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u3002","rank_math_focus_keyword":"OpenAI, GPT, Function Calling, ChatGPT Plugin, LLM \u5e94\u7528\u5f00\u53d1","views":"52","footnotes":""},"categories":[3],"tags":[126,127,128,129,136],"collection":[],"class_list":["post-1182","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-gpt","tag-ai","tag-128","tag-129","tag-136"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1182","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1182"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1182\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/2222"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1182"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1182"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1182"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1182"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}