{"id":93517,"date":"2026-08-12T18:32:53","date_gmt":"2026-08-12T10:32:53","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93517.html"},"modified":"2026-08-12T18:32:53","modified_gmt":"2026-08-12T10:32:53","slug":"chatgpt-plus-pro-codex-%e6%8a%80%e6%9c%af%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%e4%b8%8e%e5%bc%80%e5%8f%91%e5%ae%9e%e6%88%98%ef%bc%882026%e5%b9%b48%e6%9c%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93517.html","title":{"rendered":"ChatGPT Plus \/ Pro + Codex \u6280\u672f\u6df1\u5ea6\u89e3\u6790\u4e0e\u5f00\u53d1\u5b9e\u6218\uff082026\u5e748\u6708\uff09"},"content":{"rendered":"<h3>1. \u5f15\u8a00&#xff1a;\u4ece\u5bf9\u8bdd\u5230\u4ee3\u7801\u2014\u2014AI \u5f00\u53d1\u8303\u5f0f\u7684\u8f6c\u53d8<\/h3>\n<p>2026 \u5e74&#xff0c;ChatGPT Plus \u4e0e Pro \u8ba2\u9605\u8ba1\u5212\u5df2\u4e0d\u518d\u662f\u7b80\u5355\u7684\u201c\u95ee\u7b54\u52a0\u901f\u5305\u201d&#xff0c;\u800c\u662f\u771f\u6b63\u9762\u5411\u5f00\u53d1\u8005\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\u914d\u5408 OpenAI \u63a8\u51fa\u7684 Codex \u6a21\u578b\u7cfb\u5217&#xff0c;\u6211\u4eec\u80fd\u591f\u5728 IDE \u4e2d\u76f4\u63a5\u8c03\u7528\u5f3a\u5927\u7684\u4ee3\u7801\u751f\u6210\u3001\u8865\u5168\u4e0e\u91cd\u6784\u80fd\u529b&#xff0c;\u751a\u81f3\u6784\u5efa\u81ea\u4e3b\u7f16\u7801\u7684 Agent \u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u672c\u6587\u5c06\u805a\u7126\u6280\u672f\u5b9e\u73b0&#xff0c;\u4ece\u5e95\u5c42 API \u8c03\u7528\u5230\u9ad8\u9636\u5e94\u7528\u67b6\u6784&#xff0c;\u7ed3\u5408\u771f\u5b9e\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\u793a\u4f8b&#xff0c;\u5e2e\u52a9\u4f60\u5f7b\u5e95\u638c\u63e1 ChatGPT Plus\/Pro &#043; Codex \u7684\u5f00\u53d1\u5b9e\u6218\u3002\u4e0d\u6d89\u53ca\u4efb\u4f55\u5145\u503c\u6216\u8ba2\u9605\u8d2d\u4e70\u5efa\u8bae&#xff0c;\u7eaf\u7cb9\u7684\u6280\u672f\u5e72\u8d27\u3002<\/p>\n<h3>2. \u6280\u672f\u80cc\u666f&#xff1a;Plus \/ Pro \u4e0e Codex \u7684\u80fd\u529b\u8fb9\u754c<\/h3>\n<p>\u5728\u8fdb\u5165\u4ee3\u7801\u4e4b\u524d&#xff0c;\u6211\u4eec\u9700\u8981\u660e\u786e\u51e0\u4e2a\u5173\u952e\u6982\u5ff5\u3002<\/p>\n<h4>2.1 ChatGPT Plus \u4e0e Pro \u7684\u6280\u672f\u5dee\u5f02<\/h4>\n<p>\u4ece\u5f00\u53d1\u8005\u89d2\u5ea6&#xff0c;Plus \u548c Pro \u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e API \u8c03\u7528\u5c42\u9762\u7684\u9650\u5236&#xff1a;<\/p>\n<ul>\n<li>Plus&#xff1a;\u57fa\u4e8e GPT-4.1 \u7cfb\u5217\u6a21\u578b&#xff0c;\u63d0\u4f9b\u6807\u51c6 API \u8bbf\u95ee\u6743\u9650&#xff0c;\u901f\u7387\u9650\u5236\u9002\u4e2d&#xff0c;\u9002\u5408\u4e2a\u4eba\u5f00\u53d1\u4e0e\u4e2d\u5c0f\u578b\u9879\u76ee\u3002<\/li>\n<li>Pro&#xff1a;\u89e3\u9501 GPT-4.1 Pro&#xff08;\u6216\u540c\u671f\u66f4\u9ad8\u7ea7\u6a21\u578b&#xff09;&#xff0c;\u4eab\u6709\u66f4\u9ad8\u7684\u901f\u7387\u9650\u5236\u3001\u4f18\u5148\u961f\u5217&#xff0c;\u4ee5\u53ca\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff08;\u6700\u9ad8 1M tokens&#xff09;&#xff0c;\u9002\u5408\u4f01\u4e1a\u7ea7\u5e94\u7528\u4e0e\u9ad8\u9891\u8c03\u7528\u3002<\/li>\n<\/ul>\n<h4>2.2 Codex \u7684\u5b9a\u4f4d<\/h4>\n<p>Codex \u662f OpenAI \u4e13\u95e8\u4e3a\u4ee3\u7801\u573a\u666f\u4f18\u5316\u7684\u6a21\u578b\u7cfb\u5217&#xff0c;\u5728\u4ee3\u7801\u751f\u6210\u3001\u8865\u5168\u3001\u91cd\u6784\u3001\u8c03\u8bd5\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\u3002\u5b83\u4ee5 API \u5f62\u5f0f\u63d0\u4f9b&#xff0c;\u53ef\u901a\u8fc7 text-davinci-codex \u6216\u66f4\u65b0\u4e00\u4ee3\u7684 gpt-4.1-codex \u7aef\u70b9\u8c03\u7528\u3002<\/p>\n<p><span class=\"token comment\"># \u6a21\u578b\u80fd\u529b\u5bf9\u6bd4\u793a\u4f8b<\/span><br \/>\nmodels <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;gpt-4.1&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u901a\u7528\u5bf9\u8bdd\u6a21\u578b&#xff0c;\u4ee3\u7801\u80fd\u529b\u8f83\u5f3a&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;gpt-4.1-codex&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4ee3\u7801\u4e13\u7cbe\u6a21\u578b&#xff0c;\u4ee3\u7801\u751f\u6210\u4e0e\u7406\u89e3\u66f4\u4f18&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;gpt-4.1-pro&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;Pro \u8ba2\u9605\u4e13\u5c5e&#xff0c;\u6700\u9ad8\u6027\u80fd\u4e0e\u6700\u5927\u4e0a\u4e0b\u6587&#034;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h3>3. \u73af\u5883\u51c6\u5907\u4e0e API \u96c6\u6210<\/h3>\n<h4>3.1 \u5b89\u88c5\u4f9d\u8d56<\/h4>\n<p>pip <span class=\"token function\">install<\/span> <span class=\"token assign-left variable\">openai<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token number\">1.58<\/span>.0<br \/>\npip <span class=\"token function\">install<\/span> python-dotenv<br \/>\npip <span class=\"token function\">install<\/span> tiktoken<\/p>\n<h4>3.2 \u521d\u59cb\u5316 OpenAI \u5ba2\u6237\u7aef<\/h4>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">from<\/span> openai <span class=\"token keyword\">import<\/span> OpenAI<br \/>\n<span class=\"token keyword\">from<\/span> dotenv <span class=\"token keyword\">import<\/span> load_dotenv<\/p>\n<p>load_dotenv<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>client <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span><br \/>\n    api_key<span class=\"token operator\">&#061;<\/span>os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;OPENAI_API_KEY&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token comment\"># Pro \u8ba2\u9605\u7528\u6237\u53ef\u6307\u5b9a\u7ec4\u7ec7 ID<\/span><br \/>\n    organization<span class=\"token operator\">&#061;<\/span>os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;OPENAI_ORG_ID&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u9a8c\u8bc1\u8fde\u63a5<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">verify_connection<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        response <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2713 \u8fde\u63a5\u6210\u529f&#xff0c;\u53ef\u7528\u6a21\u578b\u6570&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><br \/>\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2717 \u8fde\u63a5\u5931\u8d25&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>e<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<p>verify_connection<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.3 \u4f7f\u7528 Codex \u6a21\u578b\u8fdb\u884c\u4ee3\u7801\u751f\u6210<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_code_with_codex<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    language<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;python&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    max_tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1024<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    temperature<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.2<\/span><br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u4f7f\u7528 Codex \u6a21\u578b\u751f\u6210\u4ee3\u7801\u7247\u6bb5<\/p>\n<p>    Args:<br \/>\n        prompt: \u4ee3\u7801\u9700\u6c42\u63cf\u8ff0<br \/>\n        language: \u76ee\u6807\u7f16\u7a0b\u8bed\u8a00<br \/>\n        max_tokens: \u6700\u5927\u751f\u6210 token \u6570<br \/>\n        temperature: \u751f\u6210\u968f\u673a\u6027&#xff08;0&#061;\u786e\u5b9a\u6027&#xff0c;1&#061;\u521b\u9020\u6027&#xff09;<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    system_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;You are a senior <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>language<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> developer.<br \/>\nWrite clean, well-documented code with proper error handling.<br \/>\nAlways include type hints and docstrings.&#034;&#034;&#034;<\/span><\/span><\/p>\n<p>    response <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4.1-codex&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> system_prompt<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u8bf7\u7528 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>language<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5b9e\u73b0\u4ee5\u4e0b\u529f\u80fd&#xff1a;\\\\n<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>prompt<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        max_tokens<span class=\"token operator\">&#061;<\/span>max_tokens<span class=\"token punctuation\">,<\/span><br \/>\n        temperature<span class=\"token operator\">&#061;<\/span>temperature<span class=\"token punctuation\">,<\/span><br \/>\n        top_p<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.95<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<\/p>\n<p><span class=\"token comment\"># \u6d4b\u8bd5\u7528\u4f8b<\/span><br \/>\ncode <span class=\"token operator\">&#061;<\/span> generate_code_with_codex<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;\u7f16\u5199\u4e00\u4e2a\u51fd\u6570&#xff0c;\u5b9e\u73b0 LRU \u7f13\u5b58&#xff0c;\u652f\u6301 get \u548c put \u64cd\u4f5c&#xff0c;\u65f6\u95f4\u590d\u6742\u5ea6 O(1)&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">)<\/span><\/p>\n<h3>4. \u6784\u5efa\u667a\u80fd\u4ee3\u7801\u52a9\u624b Agent<\/h3>\n<p>\u4e0b\u9762\u6211\u4eec\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u4ee3\u7801\u52a9\u624b Agent&#xff0c;\u5b83\u80fd\u591f\u7406\u89e3\u9700\u6c42\u3001\u751f\u6210\u4ee3\u7801\u3001\u8fd0\u884c\u6d4b\u8bd5&#xff0c;\u5e76\u81ea\u52a8\u4fee\u590d\u9519\u8bef\u3002<\/p>\n<h4>4.1 Agent \u6838\u5fc3\u67b6\u6784<\/h4>\n<p><span class=\"token keyword\">import<\/span> subprocess<br \/>\n<span class=\"token keyword\">import<\/span> tempfile<br \/>\n<span class=\"token keyword\">import<\/span> ast<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Optional<span class=\"token punctuation\">,<\/span> Dict<span class=\"token punctuation\">,<\/span> List<br \/>\n<span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<br \/>\n<span class=\"token keyword\">from<\/span> enum <span class=\"token keyword\">import<\/span> Enum<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TaskStatus<\/span><span class=\"token punctuation\">(<\/span>Enum<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    PENDING <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;pending&#034;<\/span><br \/>\n    GENERATING <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;generating&#034;<\/span><br \/>\n    TESTING <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;testing&#034;<\/span><br \/>\n    FIXING <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;fixing&#034;<\/span><br \/>\n    COMPLETED <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;completed&#034;<\/span><br \/>\n    FAILED <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;failed&#034;<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CodeTask<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4ee3\u7801\u4efb\u52a1\u6570\u636e\u7ed3\u6784&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token builtin\">id<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    description<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    language<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    status<span class=\"token punctuation\">:<\/span> TaskStatus<br \/>\n    generated_code<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    test_code<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    error_log<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    iteration_count<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n    max_iterations<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">3<\/span><\/p>\n<h4>4.2 \u4ee3\u7801\u751f\u6210\u4e0e\u81ea\u4fee\u590d\u5faa\u73af<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CodexAgent<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u57fa\u4e8e Codex \u7684\u667a\u80fd\u4ee3\u7801\u751f\u6210 Agent&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;gpt-4.1-codex&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>client <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>model <span class=\"token operator\">&#061;<\/span> model<br \/>\n        self<span class=\"token punctuation\">.<\/span>tasks<span class=\"token punctuation\">:<\/span> Dict<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> CodeTask<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">create_task<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> description<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> language<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;python&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> CodeTask<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521b\u5efa\u65b0\u7684\u4ee3\u7801\u751f\u6210\u4efb\u52a1&#034;&#034;&#034;<\/span><br \/>\n        task_id <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;task_<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>tasks<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n        task <span class=\"token operator\">&#061;<\/span> CodeTask<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token builtin\">id<\/span><span class=\"token operator\">&#061;<\/span>task_id<span class=\"token punctuation\">,<\/span><br \/>\n            description<span class=\"token operator\">&#061;<\/span>description<span class=\"token punctuation\">,<\/span><br \/>\n            language<span class=\"token operator\">&#061;<\/span>language<span class=\"token punctuation\">,<\/span><br \/>\n            status<span class=\"token operator\">&#061;<\/span>TaskStatus<span class=\"token punctuation\">.<\/span>PENDING<br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>tasks<span class=\"token punctuation\">[<\/span>task_id<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> task<br \/>\n        <span class=\"token keyword\">return<\/span> task<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_code<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> task<span class=\"token punctuation\">:<\/span> CodeTask<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4f7f\u7528 Codex \u751f\u6210\u4ee3\u7801&#034;&#034;&#034;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span>status <span class=\"token operator\">&#061;<\/span> TaskStatus<span class=\"token punctuation\">.<\/span>GENERATING<\/p>\n<p>        prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;\u4efb\u52a1&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task<span class=\"token punctuation\">.<\/span>description<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>\u8981\u6c42&#xff1a;<br \/>\n1. \u4f7f\u7528 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task<span class=\"token punctuation\">.<\/span>language<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u7f16\u5199<br \/>\n2. \u5305\u542b\u5b8c\u6574\u7684\u9519\u8bef\u5904\u7406<br \/>\n3. \u6dfb\u52a0\u7c7b\u578b\u6ce8\u89e3\u548c\u6587\u6863\u5b57\u7b26\u4e32<br \/>\n4. \u4ee3\u7801\u53ef\u76f4\u63a5\u8fd0\u884c&#034;&#034;&#034;<\/span><\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n            model<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">,<\/span><br \/>\n            messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u9ad8\u7ea7\u8f6f\u4ef6\u5de5\u7a0b\u5e08&#xff0c;\u7f16\u5199\u5065\u58ee\u3001\u53ef\u7ef4\u62a4\u7684\u4ee3\u7801\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> prompt<span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            temperature<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.3<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            max_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2048<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        task<span class=\"token punctuation\">.<\/span>generated_code <span class=\"token operator\">&#061;<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<br \/>\n        <span class=\"token keyword\">return<\/span> task<span class=\"token punctuation\">.<\/span>generated_code<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">execute_code<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> code<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">tuple<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5728\u6c99\u7bb1\u4e2d\u6267\u884c\u4ee3\u7801\u5e76\u6355\u83b7\u8f93\u51fa&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">with<\/span> tempfile<span class=\"token punctuation\">.<\/span>NamedTemporaryFile<span class=\"token punctuation\">(<\/span><br \/>\n                mode<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;w&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                suffix<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;.py&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                delete<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n                f<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">)<\/span><br \/>\n                temp_path <span class=\"token operator\">&#061;<\/span> f<span class=\"token punctuation\">.<\/span>name<\/p>\n<p>            result <span class=\"token operator\">&#061;<\/span> subprocess<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;python&#039;<\/span><span class=\"token punctuation\">,<\/span> temp_path<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                capture_output<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                text<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                timeout<span class=\"token operator\">&#061;<\/span><span class=\"token number\">30<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><\/p>\n<p>            os<span class=\"token punctuation\">.<\/span>unlink<span class=\"token punctuation\">(<\/span>temp_path<span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">if<\/span> result<span class=\"token punctuation\">.<\/span>returncode <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">.<\/span>stdout<br \/>\n            <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">.<\/span>stderr<\/p>\n<p>        <span class=\"token keyword\">except<\/span> subprocess<span class=\"token punctuation\">.<\/span>TimeoutExpired<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6267\u884c\u8d85\u65f6&#xff08;30\u79d2&#xff09;&#034;<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">fix_code<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> task<span class=\"token punctuation\">:<\/span> CodeTask<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6839\u636e\u9519\u8bef\u65e5\u5fd7\u4fee\u590d\u4ee3\u7801&#034;&#034;&#034;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span>status <span class=\"token operator\">&#061;<\/span> TaskStatus<span class=\"token punctuation\">.<\/span>FIXING<\/p>\n<p>        fix_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;<\/span><\/span>&#034;\u539f\u59cb\u4ee3\u7801&#xff1a;<\/p>\n<p>{task.generated_code}<\/p>\n<p>\u6267\u884c\u9519\u8bef&#xff1a;<\/p>\n<p>{task.error_log}<\/p>\n<p>\u8bf7\u4fee\u590d\u4ee5\u4e0a\u9519\u8bef&#xff0c;\u786e\u4fdd\u4ee3\u7801\u53ef\u4ee5\u6b63\u5e38\u8fd0\u884c\u3002\u53ea\u8fd4\u56de\u4fee\u590d\u540e\u7684\u5b8c\u6574\u4ee3\u7801\u3002&#034;&#034;&#034;<\/p>\n<p>        response &#061; self.client.chat.completions.create(<br \/>\n            model&#061;self.model,<br \/>\n            messages&#061;[<br \/>\n                {&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u4e00\u4e2a\u4ee3\u7801\u8c03\u8bd5\u4e13\u5bb6&#xff0c;\u5feb\u901f\u5b9a\u4f4d\u5e76\u4fee\u590d\u9519\u8bef\u3002&#034;},<br \/>\n                {&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: fix_prompt}<br \/>\n            ],<br \/>\n            temperature&#061;0.1,<br \/>\n            max_tokens&#061;2048<br \/>\n        )<\/p>\n<p>        task.generated_code &#061; response.choices[0].message.content<br \/>\n        return task.generated_code<\/p>\n<p>    def auto_fix_loop(self, task: CodeTask) -&gt; CodeTask:<br \/>\n        &#034;&#034;&#034;\u81ea\u52a8\u4fee\u590d\u5faa\u73af&#xff1a;\u751f\u6210\u2192\u6d4b\u8bd5\u2192\u4fee\u590d\u2192\u91cd\u8bd5&#034;&#034;&#034;<br \/>\n        # \u751f\u6210\u521d\u59cb\u4ee3\u7801<br \/>\n        code &#061; self.generate_code(task)<br \/>\n        print(f&#034;[{task.id}] \u4ee3\u7801\u5df2\u751f\u6210&#xff0c;\u957f\u5ea6&#xff1a;{len(code)} \u5b57\u7b26&#034;)<\/p>\n<p>        while task.iteration_count &lt; task.max_iterations:<br \/>\n            task.iteration_count &#043;&#061; 1<\/p>\n<p>            # \u6267\u884c\u4ee3\u7801<br \/>\n            success, output &#061; self.execute_code(task.generated_code)<\/p>\n<p>            if success:<br \/>\n                task.status &#061; TaskStatus.COMPLETED<br \/>\n                print(f&#034;[{task.id}] \u2713 \u6267\u884c\u6210\u529f&#xff01;&#034;)<br \/>\n                print(f&#034;\u8f93\u51fa&#xff1a;\\\\n{output}&#034;)<br \/>\n                return task<br \/>\n            else:<br \/>\n                task.error_log &#061; output<br \/>\n                print(f&#034;[{task.id}] \u2717 \u7b2c {task.iteration_count} \u6b21\u6267\u884c\u5931\u8d25&#034;)<br \/>\n                print(f&#034;\u9519\u8bef&#xff1a;\\\\n{output[:200]}&#8230;&#034;)<\/p>\n<p>                if task.iteration_count &lt; task.max_iterations:<br \/>\n                    print(f&#034;[{task.id}] \u5c1d\u8bd5\u81ea\u52a8\u4fee\u590d&#8230;&#034;)<br \/>\n                    self.fix_code(task)<\/p>\n<p>        task.status &#061; TaskStatus.FAILED<br \/>\n        print(f&#034;[{task.id}] \u2717 \u8fbe\u5230\u6700\u5927\u91cd\u8bd5\u6b21\u6570&#xff0c;\u4efb\u52a1\u5931\u8d25&#034;)<br \/>\n        return task<\/p>\n<h4>4.3 \u8fd0\u884c Agent<\/h4>\n<p><span class=\"token comment\"># \u521b\u5efa Agent \u5b9e\u4f8b<\/span><br \/>\nagent <span class=\"token operator\">&#061;<\/span> CodexAgent<span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4.1-codex&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u521b\u5efa\u4efb\u52a1&#xff1a;\u5b9e\u73b0\u4e00\u4e2a\u7b80\u5355\u7684 Web \u722c\u866b<\/span><br \/>\ntask <span class=\"token operator\">&#061;<\/span> agent<span class=\"token punctuation\">.<\/span>create_task<span class=\"token punctuation\">(<\/span><br \/>\n    description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u7f16\u5199\u4e00\u4e2a Python \u51fd\u6570&#xff0c;\u722c\u53d6\u6307\u5b9a\u7f51\u9875\u7684\u6807\u9898\u548c\u6240\u6709\u94fe\u63a5&#xff0c;\u8fd4\u56de\u5b57\u5178\u683c\u5f0f\u7ed3\u679c&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    language<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;python&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u8fd0\u884c\u81ea\u4fee\u590d\u5faa\u73af<\/span><br \/>\nresult <span class=\"token operator\">&#061;<\/span> agent<span class=\"token punctuation\">.<\/span>auto_fix_loop<span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> result<span class=\"token punctuation\">.<\/span>status <span class=\"token operator\">&#061;&#061;<\/span> TaskStatus<span class=\"token punctuation\">.<\/span>COMPLETED<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n&#034;<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;&#061;&#034;<\/span><span class=\"token operator\">*<\/span><span class=\"token number\">50<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6700\u7ec8\u751f\u6210\u7684\u4ee3\u7801&#xff1a;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#061;&#034;<\/span><span class=\"token operator\">*<\/span><span class=\"token number\">50<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">.<\/span>generated_code<span class=\"token punctuation\">)<\/span><\/p>\n<h3>5. \u9ad8\u7ea7\u5e94\u7528&#xff1a;\u591a\u6587\u4ef6\u9879\u76ee\u751f\u6210<\/h3>\n<p>Codex \u4e0d\u4ec5\u80fd\u751f\u6210\u5355\u4e00\u51fd\u6570&#xff0c;\u914d\u5408\u5408\u7406\u7684\u63d0\u793a\u5de5\u7a0b&#xff0c;\u5b83\u80fd\u591f\u751f\u6210\u5b8c\u6574\u7684\u9879\u76ee\u7ed3\u6784\u3002<\/p>\n<h4>5.1 \u9879\u76ee\u7ed3\u6784\u751f\u6210\u5668<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ProjectGenerator<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u57fa\u4e8e Codex \u7684\u591a\u6587\u4ef6\u9879\u76ee\u751f\u6210\u5668&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;gpt-4.1-codex&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>client <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>model <span class=\"token operator\">&#061;<\/span> model<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_project_structure<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> requirements<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u751f\u6210\u9879\u76ee\u6587\u4ef6\u7ed3\u6784&#034;&#034;&#034;<\/span><br \/>\n        prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;\u6839\u636e\u4ee5\u4e0b\u9700\u6c42&#xff0c;\u751f\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u9879\u76ee\u6587\u4ef6\u7ed3\u6784&#xff08;JSON \u683c\u5f0f&#xff09;&#xff1a;<\/p>\n<p>\u9700\u6c42&#xff1a;<br \/>\n<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>requirements<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>\u8fd4\u56de\u683c\u5f0f&#xff1a;<br \/>\n{{<br \/>\n    &#034;project_name&#034;: &#034;\u9879\u76ee\u540d\u79f0&#034;,<br \/>\n    &#034;files&#034;: [<br \/>\n        {{<br \/>\n            &#034;path&#034;: &#034;\u76f8\u5bf9\u8def\u5f84&#034;,<br \/>\n            &#034;description&#034;: &#034;\u6587\u4ef6\u7528\u9014\u8bf4\u660e&#034;,<br \/>\n            &#034;content&#034;: &#034;\u6587\u4ef6\u5b8c\u6574\u5185\u5bb9&#034;<br \/>\n        }}<br \/>\n    ]<br \/>\n}}<\/p>\n<p>\u8981\u6c42&#xff1a;<br \/>\n1. \u5305\u542b README.md<br \/>\n2. \u5305\u542b requirements.txt \u6216 package.json<br \/>\n3. \u6838\u5fc3\u4ee3\u7801\u6587\u4ef6\u5305\u542b\u5b8c\u6574\u5b9e\u73b0<br \/>\n4. \u5305\u542b\u9002\u5f53\u7684\u9519\u8bef\u5904\u7406&#034;&#034;&#034;<\/span><\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n            model<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">,<\/span><br \/>\n            messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u5168\u6808\u9879\u76ee\u67b6\u6784\u5e08&#xff0c;\u64c5\u957f\u8bbe\u8ba1\u5408\u7406\u7684\u9879\u76ee\u7ed3\u6784\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> prompt<span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            temperature<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.3<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            max_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">4096<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">import<\/span> json<br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> json<span class=\"token punctuation\">.<\/span>JSONDecodeError<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u9879\u76ee\u7ed3\u6784\u89e3\u6790\u5931\u8d25&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;raw&#034;<\/span><span class=\"token punctuation\">:<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u4f7f\u7528\u793a\u4f8b<\/span><br \/>\ngenerator <span class=\"token operator\">&#061;<\/span> ProjectGenerator<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nproject <span class=\"token operator\">&#061;<\/span> generator<span class=\"token punctuation\">.<\/span>generate_project_structure<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;\u521b\u5efa\u4e00\u4e2a Flask REST API \u9879\u76ee&#xff0c;\u5b9e\u73b0\u7528\u6237\u6ce8\u518c\u3001\u767b\u5f55\u548c JWT \u8ba4\u8bc1\u529f\u80fd&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>project<span class=\"token punctuation\">)<\/span><\/p>\n<h4>5.2 \u4ee3\u7801\u5ba1\u67e5\u4e0e\u4f18\u5316<\/h4>\n<p>Codex \u540c\u6837\u64c5\u957f\u4ee3\u7801\u5ba1\u67e5&#xff0c;\u80fd\u591f\u8bc6\u522b\u6f5c\u5728\u95ee\u9898\u5e76\u63d0\u4f9b\u4f18\u5316\u5efa\u8bae\u3002<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CodeReviewer<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u57fa\u4e8e Codex \u7684\u4ee3\u7801\u5ba1\u67e5\u5de5\u5177&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>client <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">review_code<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        self<span class=\"token punctuation\">,<\/span><br \/>\n        code<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        review_focus<span class=\"token punctuation\">:<\/span> List<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">any<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n        \u5ba1\u67e5\u4ee3\u7801\u5e76\u63d0\u4f9b\u6539\u8fdb\u5efa\u8bae<\/p>\n<p>        Args:<br \/>\n            code: \u5f85\u5ba1\u67e5\u7684\u4ee3\u7801<br \/>\n            review_focus: \u5ba1\u67e5\u91cd\u70b9&#xff0c;\u5982 [&#039;security&#039;, &#039;performance&#039;, &#039;style&#039;]<br \/>\n        &#034;&#034;&#034;<\/span><br \/>\n        focus_areas <span class=\"token operator\">&#061;<\/span> review_focus <span class=\"token keyword\">or<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;security&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;performance&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;style&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;bugs&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        focus_str <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u3001&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>focus_areas<span class=\"token punctuation\">)<\/span><\/p>\n<p>        prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;<\/span><\/span>&#034;\u8bf7\u5ba1\u67e5\u4ee5\u4e0b\u4ee3\u7801&#xff0c;\u91cd\u70b9\u5173\u6ce8&#xff1a;<span class=\"token punctuation\">{<\/span>focus_str<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u4ee3\u7801&#xff1a;<\/p>\n<p>{code}<\/p>\n<p>\u8bf7\u6309\u4ee5\u4e0b JSON \u683c\u5f0f\u8fd4\u56de\u5ba1\u67e5\u7ed3\u679c&#xff1a;<br \/>\n{{<br \/>\n    &#034;overall_score&#034;: 8.5,<br \/>\n    &#034;issues&#034;: [<br \/>\n        {{<br \/>\n            &#034;severity&#034;: &#034;high\/medium\/low&#034;,<br \/>\n            &#034;category&#034;: &#034;\u7c7b\u522b&#034;,<br \/>\n            &#034;line&#034;: &#034;\u884c\u53f7\u6216\u4ee3\u7801\u7247\u6bb5&#034;,<br \/>\n            &#034;description&#034;: &#034;\u95ee\u9898\u63cf\u8ff0&#034;,<br \/>\n            &#034;suggestion&#034;: &#034;\u6539\u8fdb\u5efa\u8bae&#034;,<br \/>\n            &#034;fixed_code&#034;: &#034;\u4fee\u590d\u540e\u7684\u4ee3\u7801\u7247\u6bb5&#034;<br \/>\n        }}<br \/>\n    ],<br \/>\n    &#034;suggestions&#034;: [&#034;\u6574\u4f53\u5efa\u8bae1&#034;, &#034;\u6574\u4f53\u5efa\u8bae2&#034;]<br \/>\n}}&#034;&#034;&#034;<\/p>\n<p>        response &#061; self.client.chat.completions.create(<br \/>\n            model&#061;&#034;gpt-4.1-codex&#034;,<br \/>\n            messages&#061;[<br \/>\n                {&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u4e00\u4e2a\u4e25\u683c\u7684\u4ee3\u7801\u5ba1\u67e5\u5458&#xff0c;\u9075\u5faa\u4e1a\u754c\u6700\u4f73\u5b9e\u8df5\u3002&#034;},<br \/>\n                {&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: prompt}<br \/>\n            ],<br \/>\n            temperature&#061;0.2,<br \/>\n            max_tokens&#061;2048<br \/>\n        )<\/p>\n<p>        import json<br \/>\n        try:<br \/>\n            return json.loads(response.choices[0].message.content)<br \/>\n        except json.JSONDecodeError:<br \/>\n            return {&#034;error&#034;: &#034;\u5ba1\u67e5\u7ed3\u679c\u89e3\u6790\u5931\u8d25&#034;}<\/p>\n<p># \u6d4b\u8bd5\u5ba1\u67e5<br \/>\nreviewer &#061; CodeReviewer()<br \/>\nsample_code &#061; &#034;&#034;&#034;<br \/>\ndef get_user(id):<br \/>\n    query &#061; &#034;SELECT * FROM users WHERE id &#061; &#034; &#043; id<br \/>\n    db.execute(query)<br \/>\n    return db.fetchone()<br \/>\n&#034;&#034;&#034;<br \/>\nresult &#061; reviewer.review_code(sample_code, [&#039;security&#039;, &#039;bugs&#039;])<br \/>\nprint(json.dumps(result, indent&#061;2, ensure_ascii&#061;False))<\/p>\n<h3>6. \u6d41\u5f0f\u54cd\u5e94\u4e0e\u5b9e\u65f6\u4ea4\u4e92<\/h3>\n<p>\u5bf9\u4e8e\u9700\u8981\u5b9e\u65f6\u53cd\u9988\u7684\u573a\u666f&#xff0c;\u6d41\u5f0f API \u80fd\u591f\u663e\u8457\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">stream_code_generation<\/span><span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u4f7f\u7528\u6d41\u5f0f\u54cd\u5e94\u5b9e\u65f6\u751f\u6210\u4ee3\u7801<br \/>\n    \u9002\u7528\u4e8e IDE \u63d2\u4ef6\u6216\u5728\u7ebf\u7f16\u8f91\u5668<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    stream <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4.1-codex&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u4ee3\u7801\u751f\u6210\u52a9\u624b\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> prompt<span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        stream<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        max_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1024<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    full_response <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u231b \u6b63\u5728\u751f\u6210\u4ee3\u7801&#8230;\\\\n&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">for<\/span> chunk <span class=\"token keyword\">in<\/span> stream<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> chunk<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>delta<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">:<\/span><br \/>\n            content <span class=\"token operator\">&#061;<\/span> chunk<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>delta<span class=\"token punctuation\">.<\/span>content<br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>content<span class=\"token punctuation\">,<\/span> end<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span> flush<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            full_response <span class=\"token operator\">&#043;&#061;<\/span> content<\/p>\n<p>    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n\\\\n\u2713 \u751f\u6210\u5b8c\u6210&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> full_response<\/p>\n<p><span class=\"token comment\"># \u6d41\u5f0f\u751f\u6210\u793a\u4f8b<\/span><br \/>\nstream_code_generation<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7528 Python \u5b9e\u73b0\u4e00\u4e2a\u88c5\u9970\u5668&#xff0c;\u7528\u4e8e\u6d4b\u91cf\u51fd\u6570\u6267\u884c\u65f6\u95f4&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>7. Function Calling \u4e0e\u5de5\u5177\u96c6\u6210<\/h3>\n<p>Codex \u6a21\u578b\u652f\u6301 Function Calling&#xff0c;\u53ef\u4ee5\u8c03\u7528\u5916\u90e8\u5de5\u5177\u589e\u5f3a\u4ee3\u7801\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> json<\/p>\n<p><span class=\"token comment\"># \u5b9a\u4e49\u53ef\u7528\u7684\u51fd\u6570<\/span><br \/>\ntools <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;name&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;search_documentation&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u641c\u7d22 Python \u6807\u51c6\u5e93\u6587\u6863&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;parameters&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;properties&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;query&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u641c\u7d22\u5173\u952e\u8bcd&#034;<\/span><br \/>\n                    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;version&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;Python \u7248\u672c&#xff0c;\u5982 3.12&#034;<\/span><br \/>\n                    <span class=\"token punctuation\">}<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;required&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;query&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;function&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;name&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;run_code_snippet&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5728\u6c99\u7bb1\u4e2d\u6267\u884c\u4ee3\u7801\u7247\u6bb5\u5e76\u8fd4\u56de\u7ed3\u679c&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;parameters&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;properties&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;code&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u8981\u6267\u884c\u7684\u4ee3\u7801&#034;<\/span><br \/>\n                    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;language&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        <span class=\"token string\">&#034;enum&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;python&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;javascript&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;bash&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n                    <span class=\"token punctuation\">}<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;required&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;language&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">assistant_with_tools<\/span><span class=\"token punctuation\">(<\/span>user_query<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u652f\u6301 Function Calling \u7684\u4ee3\u7801\u52a9\u624b<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4.1-codex&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u80fd\u591f\u8c03\u7528\u5de5\u5177\u7684\u4ee3\u7801\u52a9\u624b\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> user_query<span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        tools<span class=\"token operator\">&#061;<\/span>tools<span class=\"token punctuation\">,<\/span><br \/>\n        tool_choice<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;auto&#034;<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    message <span class=\"token operator\">&#061;<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<\/p>\n<p>    <span class=\"token comment\"># \u5904\u7406\u5de5\u5177\u8c03\u7528<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> message<span class=\"token punctuation\">.<\/span>tool_calls<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> tool_call <span class=\"token keyword\">in<\/span> message<span class=\"token punctuation\">.<\/span>tool_calls<span class=\"token punctuation\">:<\/span><br \/>\n            function_name <span class=\"token operator\">&#061;<\/span> tool_call<span class=\"token punctuation\">.<\/span>function<span class=\"token punctuation\">.<\/span>name<br \/>\n            arguments <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>tool_call<span class=\"token punctuation\">.<\/span>function<span class=\"token punctuation\">.<\/span>arguments<span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#x1f527; \u8c03\u7528\u5de5\u5177&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>function_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u53c2\u6570&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>arguments<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\"># \u6a21\u62df\u5de5\u5177\u6267\u884c<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> function_name <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;search_documentation&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                result <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u627e\u5230 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>arguments<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;query&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u7684\u76f8\u5173\u6587\u6863&#8230;&#034;<\/span><\/span><br \/>\n            <span class=\"token keyword\">elif<\/span> function_name <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;run_code_snippet&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                result <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6267\u884c\u7ed3\u679c&#xff1a;\u6210\u529f&#034;<\/span><\/span><br \/>\n            <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                result <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u672a\u77e5\u5de5\u5177&#034;<\/span><\/p>\n<p>            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7ed3\u679c&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>result<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\\\\n&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> message<span class=\"token punctuation\">.<\/span>content<\/p>\n<p><span class=\"token comment\"># \u6d4b\u8bd5<\/span><br \/>\nassistant_with_tools<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5e2e\u6211\u67e5\u4e00\u4e0b Python 3.12 \u4e2d asyncio \u7684\u65b0\u7279\u6027&#xff0c;\u7136\u540e\u5199\u4e00\u4e2a\u793a\u4f8b\u4ee3\u7801&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>8. \u6700\u4f73\u5b9e\u8df5\u4e0e\u6027\u80fd\u4f18\u5316<\/h3>\n<h4>8.1 \u63d0\u793a\u8bcd\u5de5\u7a0b\u51c6\u5219<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">PromptTemplate<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u6a21\u677f&#034;&#034;&#034;<\/span><\/p>\n<p>    CODE_GENERATION <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span>&#034;<br \/>\n<span class=\"token comment\">## \u89d2\u8272<\/span><br \/>\n\u4f60\u662f\u4e00\u4f4d\u8d44\u6df1 <span class=\"token punctuation\">{<\/span>language<span class=\"token punctuation\">}<\/span> \u5f00\u53d1\u5de5\u7a0b\u5e08&#xff0c;\u62e5\u6709 <span class=\"token number\">10<\/span> \u5e74\u7ecf\u9a8c\u3002<\/p>\n<p><span class=\"token comment\">## \u4efb\u52a1<\/span><br \/>\n<span class=\"token punctuation\">{<\/span>task_description<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">## \u7ea6\u675f\u6761\u4ef6<\/span><br \/>\n<span class=\"token operator\">&#8211;<\/span> \u4ee3\u7801\u5fc5\u987b\u5305\u542b\u5b8c\u6574\u7684\u7c7b\u578b\u6ce8\u89e3<br \/>\n<span class=\"token operator\">&#8211;<\/span> \u9075\u5faa <span class=\"token punctuation\">{<\/span>style_guide<span class=\"token punctuation\">}<\/span> \u7f16\u7801\u89c4\u8303<br \/>\n<span class=\"token operator\">&#8211;<\/span> \u6dfb\u52a0\u5fc5\u8981\u7684\u9519\u8bef\u5904\u7406<br \/>\n<span class=\"token operator\">&#8211;<\/span> \u5173\u952e\u903b\u8f91\u6dfb\u52a0\u6ce8\u91ca<\/p>\n<p><span class=\"token comment\">## \u8f93\u51fa\u683c\u5f0f<\/span><br \/>\n&#096;&#096;&#096;<span class=\"token punctuation\">{<\/span>language<span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token comment\"># \u4f60\u7684\u4ee3\u7801<\/span><\/p>\n<h3>\u793a\u4f8b\u53c2\u8003<\/h3>\n<p>{example_code}<br \/>\n\u201c\u201d&#034;<\/p>\n<p>&#064;classmethod<br \/>\ndef build_prompt(cls, **kwargs) -&gt; str:<br \/>\n    return cls.CODE_GENERATION.format(**kwargs)<\/p>\n<h2>\u4f7f\u7528\u6a21\u677f<\/h2>\n<p>prompt &#061; PromptTemplate.build_prompt(<br \/>\nlanguage&#061;\u201cPython\u201d,<br \/>\ntask_description&#061;\u201c\u5b9e\u73b0\u4e00\u4e2a\u7ebf\u7a0b\u5b89\u5168\u7684\u5355\u4f8b\u6a21\u5f0f\u201d,<br \/>\nstyle_guide&#061;\u201cPEP 8\u201d,<br \/>\nexample_code&#061;\u201c\u201d&#034;<\/p>\n<h2>\u793a\u4f8b&#xff1a;\u7ebf\u7a0b\u5b89\u5168\u7684\u8ba1\u6570\u5668<\/h2>\n<p>import threading<\/p>\n<p>class ThreadSafeCounter:<br \/>\ndef init(self):<br \/>\nself._lock &#061; threading.Lock()<br \/>\nself._value &#061; 0<\/p>\n<p>def increment(self) -&gt; int:<br \/>\n    with self._lock:<br \/>\n        self._value &#043;&#061; 1<br \/>\n        return self._value<\/p>\n<p>\u201c\u201d&#034;<br \/>\n)<\/p>\n<p>### 8.2 Token \u4f18\u5316\u7b56\u7565<\/p>\n<p>&#096;&#096;&#096;python<br \/>\nimport tiktoken<\/p>\n<p>encoding &#061; tiktoken.encoding_for_model(&#034;gpt-4.1&#034;)<\/p>\n<p>def estimate_tokens(text: str) -&gt; int:<br \/>\n    &#034;&#034;&#034;\u4f30\u7b97\u6587\u672c\u7684 token \u6570\u91cf&#034;&#034;&#034;<br \/>\n    return len(encoding.encode(text))<\/p>\n<p>def optimize_context(<br \/>\n    system_prompt: str,<br \/>\n    user_message: str,<br \/>\n    max_tokens: int &#061; 8000<br \/>\n) -&gt; tuple[str, str]:<br \/>\n    &#034;&#034;&#034;<br \/>\n    \u4f18\u5316\u4e0a\u4e0b\u6587\u957f\u5ea6&#xff0c;\u786e\u4fdd\u4e0d\u8d85\u8fc7 token \u9650\u5236<\/p>\n<p>    \u7b56\u7565&#xff1a;<br \/>\n    1. \u7cfb\u7edf\u63d0\u793a\u8bcd\u4f18\u5148\u4fdd\u7559<br \/>\n    2. \u7528\u6237\u6d88\u606f\u5fc5\u8981\u65f6\u622a\u65ad<br \/>\n    &#034;&#034;&#034;<br \/>\n    system_tokens &#061; estimate_tokens(system_prompt)<br \/>\n    user_tokens &#061; estimate_tokens(user_message)<br \/>\n    total &#061; system_tokens &#043; user_tokens<\/p>\n<p>    if total &lt;&#061; max_tokens:<br \/>\n        return system_prompt, user_message<\/p>\n<p>    # \u9700\u8981\u622a\u65ad\u7528\u6237\u6d88\u606f<br \/>\n    available &#061; max_tokens &#8211; system_tokens &#8211; 100  # \u9884\u7559\u7f13\u51b2<br \/>\n    encoded &#061; encoding.encode(user_message)<br \/>\n    truncated &#061; encoding.decode(encoded[:available])<\/p>\n<p>    print(f&#034;\u26a0 \u4e0a\u4e0b\u6587\u5df2\u4f18\u5316&#xff1a;{total} \u2192 {estimate_tokens(truncated) &#043; system_tokens} tokens&#034;)<br \/>\n    return system_prompt, truncated<\/p>\n<h3>9. \u4f01\u4e1a\u7ea7\u90e8\u7f72\u65b9\u6848<\/h3>\n<p>\u5bf9\u4e8e Pro \u8ba2\u9605\u7528\u6237&#xff0c;\u4f01\u4e1a\u7ea7\u90e8\u7f72\u9700\u8981\u8003\u8651\u66f4\u591a\u56e0\u7d20\u3002<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">EnterpriseCodexService<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u4f01\u4e1a\u7ea7 Codex \u670d\u52a1\u5c01\u88c5<br \/>\n    \u652f\u6301&#xff1a;\u8d1f\u8f7d\u5747\u8861\u3001\u7f13\u5b58\u3001\u9650\u6d41\u3001\u76d1\u63a7<br \/>\n    &#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> api_keys<span class=\"token punctuation\">:<\/span> List<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>clients <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>OpenAI<span class=\"token punctuation\">(<\/span>api_key<span class=\"token operator\">&#061;<\/span>key<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> key <span class=\"token keyword\">in<\/span> api_keys<span class=\"token punctuation\">]<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>current_client_index <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>cache <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>request_count <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_get_client<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8f6e\u8be2\u8d1f\u8f7d\u5747\u8861&#034;&#034;&#034;<\/span><br \/>\n        client <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>clients<span class=\"token punctuation\">[<\/span>self<span class=\"token punctuation\">.<\/span>current_client_index<span class=\"token punctuation\">]<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>current_client_index <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>current_client_index <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">%<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>clients<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> client<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_cache_key<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u751f\u6210\u7f13\u5b58\u952e&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">import<\/span> hashlib<br \/>\n        <span class=\"token keyword\">return<\/span> hashlib<span class=\"token punctuation\">.<\/span>md5<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">.<\/span>encode<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>hexdigest<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_with_cache<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        self<span class=\"token punctuation\">,<\/span><br \/>\n        prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        ttl<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">3600<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5e26\u7f13\u5b58\u7684\u4ee3\u7801\u751f\u6210&#034;&#034;&#034;<\/span><br \/>\n        cache_key <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_cache_key<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u68c0\u67e5\u7f13\u5b58<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> cache_key <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">:<\/span><br \/>\n            cached_time<span class=\"token punctuation\">,<\/span> cached_result <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">[<\/span>cache_key<span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> cached_time <span class=\"token operator\">&lt;<\/span> ttl<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> cached_result<\/p>\n<p>        <span class=\"token comment\"># \u8c03\u7528 API<\/span><br \/>\n        client <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_get_client<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>request_count <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n            model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4.1-codex&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u4ee3\u7801\u751f\u6210\u52a9\u624b\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> prompt<span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            max_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1024<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        result <span class=\"token operator\">&#061;<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<\/p>\n<p>        <span class=\"token comment\"># \u66f4\u65b0\u7f13\u5b58<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">[<\/span>cache_key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> result<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_statistics<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u83b7\u53d6\u670d\u52a1\u7edf\u8ba1\u4fe1\u606f&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;total_requests&#034;<\/span><span class=\"token punctuation\">:<\/span> self<span class=\"token punctuation\">.<\/span>request_count<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;cache_size&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;active_clients&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>clients<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<h3>10. \u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n<p>\u672c\u6587\u6df1\u5165\u63a2\u8ba8\u4e86 ChatGPT Plus\/Pro \u4e0e Codex \u7684\u6280\u672f\u5b9e\u73b0&#xff0c;\u4ece\u57fa\u7840\u7684 API \u8c03\u7528\u5230\u4f01\u4e1a\u7ea7\u90e8\u7f72\u65b9\u6848&#xff0c;\u6db5\u76d6\u4e86&#xff1a;<\/p>\n<li>\u6838\u5fc3 API \u96c6\u6210&#xff1a;OpenAI \u5ba2\u6237\u7aef\u7684\u521d\u59cb\u5316\u4e0e Codex \u6a21\u578b\u8c03\u7528<\/li>\n<li>\u667a\u80fd Agent \u6784\u5efa&#xff1a;\u5177\u5907\u81ea\u4fee\u590d\u80fd\u529b\u7684\u4ee3\u7801\u751f\u6210\u5faa\u73af<\/li>\n<li>\u591a\u6587\u4ef6\u9879\u76ee\u751f\u6210&#xff1a;\u4ece\u9700\u6c42\u5230\u5b8c\u6574\u9879\u76ee\u7ed3\u6784\u7684\u81ea\u52a8\u5316<\/li>\n<li>\u4ee3\u7801\u5ba1\u67e5\u4e0e\u4f18\u5316&#xff1a;\u57fa\u4e8e Codex \u7684\u81ea\u52a8\u5316\u4ee3\u7801\u5ba1\u67e5<\/li>\n<li>\u6d41\u5f0f\u54cd\u5e94&#xff1a;\u5b9e\u65f6\u4ee3\u7801\u751f\u6210\u7684\u5b9e\u73b0<\/li>\n<li>Function Calling&#xff1a;\u5de5\u5177\u96c6\u6210\u589e\u5f3a\u4ee3\u7801\u751f\u6210\u80fd\u529b<\/li>\n<li>\u4f01\u4e1a\u7ea7\u90e8\u7f72&#xff1a;\u8d1f\u8f7d\u5747\u8861\u3001\u7f13\u5b58\u4e0e\u76d1\u63a7<\/li>\n<p>\u968f\u7740 Codex \u6a21\u578b\u80fd\u529b\u7684\u6301\u7eed\u8fdb\u5316&#xff0c;\u672a\u6765\u7684\u5f00\u53d1\u6a21\u5f0f\u5c06\u66f4\u52a0\u667a\u80fd\u5316\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06\u66f4\u591a\u7cbe\u529b\u653e\u5728\u67b6\u6784\u8bbe\u8ba1\u548c\u4e1a\u52a1\u903b\u8f91\u4e0a&#xff0c;\u800c\u5c06\u91cd\u590d\u6027\u7684\u7f16\u7801\u5de5\u4f5c\u4ea4\u7ed9 AI \u5b8c\u6210\u3002<\/p>\n<p>\u5173\u952e\u4ee3\u7801\u5df2\u5168\u90e8\u63d0\u4f9b&#xff0c;\u53ef\u76f4\u63a5\u8fd0\u884c\u6d4b\u8bd5\u3002 \u5efa\u8bae\u4ece\u7b2c 4 \u8282\u7684 Agent \u5b9e\u73b0\u5f00\u59cb&#xff0c;\u9010\u6b65\u6784\u5efa\u4f60\u7684\u667a\u80fd\u5f00\u53d1\u5de5\u5177\u94fe\u3002<\/p>\n<hr \/>\n<p>\u672c\u6587\u6240\u6709\u4ee3\u7801\u57fa\u4e8e OpenAI Python SDK v1.58.0&#xff0c;\u6d4b\u8bd5\u73af\u5883 Python 3.12\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u5f15\u8a00&#xff1a;\u4ece\u5bf9\u8bdd\u5230\u4ee3\u7801\u2014\u2014AI \u5f00\u53d1\u8303\u5f0f\u7684\u8f6c\u53d8<br \/>\n2026 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