{"id":95036,"date":"2026-08-16T02:17:11","date_gmt":"2026-08-15T18:17:11","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95036.html"},"modified":"2026-08-16T02:17:11","modified_gmt":"2026-08-15T18:17:11","slug":"2026%e5%b9%b4ai%e5%a4%a7%e6%a8%a1%e5%9e%8bapi%e4%bb%b7%e6%a0%bc%e6%88%98%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%ef%bc%9adeepseek%e6%b6%a8%e4%bb%b7%e3%80%81gpt-5%e9%99%8d%e4%bb%b780%e5%af%b9%e5%bc%80","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95036.html","title":{"rendered":"2026\u5e74AI\u5927\u6a21\u578bAPI\u4ef7\u683c\u6218\u6df1\u5ea6\u89e3\u6790\uff1aDeepSeek\u6da8\u4ef7\u3001GPT-5\u964d\u4ef780%\u5bf9\u5f00\u53d1\u8005\u7684\u6df1\u8fdc\u5f71\u54cd"},"content":{"rendered":"<h2>2026\u5e74AI\u5927\u6a21\u578bAPI\u4ef7\u683c\u6218\u6df1\u5ea6\u89e3\u6790&#xff1a;DeepSeek\u6da8\u4ef7\u3001GPT-5\u964d\u4ef780%\u5bf9\u5f00\u53d1\u8005\u7684\u6df1\u8fdc\u5f71\u54cd<\/h2>\n<h3>\u4e00\u3001\u5f15\u8a00&#xff1a;\u5927\u6a21\u578bAPI\u5e02\u573a\u8fdb\u5165\u4ef7\u683c\u62182.0\u65f6\u4ee3<\/h3>\n<p>2026\u5e748\u6708&#xff0c;AI\u5927\u6a21\u578bAPI\u5e02\u573a\u8fce\u6765\u4e86\u65b0\u4e00\u8f6e\u5267\u70c8\u9707\u8361\u3002DeepSeek\u5ba3\u5e03API\u4ef7\u683c\u4e0a\u8c03&#xff0c;\u800cOpenAI\u5219\u5c06GPT-5.6\u7cfb\u5217API\u4ef7\u683c\u4e0b\u8c0380%&#xff0c;\u4e24\u5927\u5934\u90e8\u5382\u5546\u622a\u7136\u76f8\u53cd\u7684\u5b9a\u4ef7\u7b56\u7565\u5f15\u53d1\u4e86\u6574\u4e2a\u884c\u4e1a\u7684\u6df1\u5ea6\u601d\u8003\u3002\u4f5c\u4e3a\u5f00\u53d1\u8005&#xff0c;\u6211\u4eec\u4e0d\u4ec5\u8981\u5173\u6ce8\u4ef7\u683c\u53d8\u5316\u672c\u8eab&#xff0c;\u66f4\u9700\u8981\u7406\u89e3\u80cc\u540e\u7684\u5546\u4e1a\u903b\u8f91\u3001\u6280\u672f\u9a71\u52a8\u548c\u5bf9\u6574\u4e2aAI\u5e94\u7528\u751f\u6001\u7684\u957f\u8fdc\u5f71\u54cd\u3002<\/p>\n<p>\u672c\u6587\u5c06\u4ece\u4ef7\u683c\u53d8\u52a8\u8be6\u60c5\u3001\u6280\u672f\u6210\u672c\u5206\u6790\u3001\u5f00\u53d1\u8005\u5e94\u5bf9\u7b56\u7565\u3001\u884c\u4e1a\u8d8b\u52bf\u9884\u6d4b\u56db\u4e2a\u7ef4\u5ea6&#xff0c;\u5168\u9762\u89e3\u6790\u8fd9\u573aAPI\u4ef7\u683c\u6218\u7684\u6df1\u5c42\u542b\u4e49\u3002<\/p>\n<h3>\u4e8c\u3001\u4ef7\u683c\u53d8\u52a8\u8be6\u60c5<\/h3>\n<h4>2.1 DeepSeek API\u6da8\u4ef7\u8be6\u60c5<\/h4>\n<p>DeepSeek\u57282026\u5e74Q3\u5bf9API\u8c03\u7528\u4ef7\u683c\u8fdb\u884c\u4e86\u8c03\u6574&#xff1a;<\/p>\n<ul>\n<li>DeepSeek-V3 API&#xff1a;\u8f93\u5165token\u4ef7\u683c\u4ece0.5\u5143\/\u767e\u4e07token\u4e0a\u8c03\u81f31.2\u5143\/\u767e\u4e07token&#xff0c;\u6da8\u5e45140%<\/li>\n<li>DeepSeek-R1\u63a8\u7406\u6a21\u578b&#xff1a;\u8f93\u51fatoken\u4ef7\u683c\u4ece4\u5143\/\u767e\u4e07token\u4e0a\u8c03\u81f38\u5143\/\u767e\u4e07token&#xff0c;\u6da8\u5e45100%<\/li>\n<li>\u514d\u8d39\u989d\u5ea6\u7f29\u51cf&#xff1a;\u65b0\u6ce8\u518c\u7528\u6237\u514d\u8d39token\u989d\u5ea6\u4ece500\u4e07\u964d\u81f3100\u4e07<\/li>\n<\/ul>\n<p>\u6da8\u4ef7\u539f\u56e0\u5206\u6790&#xff1a;<\/p>\n<li>\u7b97\u529b\u6210\u672c\u4e0a\u5347&#xff1a;\u968f\u7740\u6a21\u578b\u89c4\u6a21\u6269\u5927\u548c\u63a8\u7406\u4f18\u5316\u9700\u6c42\u7684\u589e\u52a0&#xff0c;GPU\u96c6\u7fa4\u8fd0\u8425\u6210\u672c\u663e\u8457\u4e0a\u5347<\/li>\n<li>\u5546\u4e1a\u6a21\u5f0f\u8c03\u6574&#xff1a;\u65e9\u671f\u7684\u4f4e\u4ef7\u7b56\u7565\u79ef\u7d2f\u4e86\u5927\u91cf\u7528\u6237&#xff0c;\u73b0\u5728\u8fdb\u5165\u5546\u4e1a\u5316\u56de\u6536\u671f<\/li>\n<li>\u63a8\u7406\u94fe\u8def\u4f18\u5316\u6295\u5165&#xff1a;\u4e3a\u63d0\u5347\u63a8\u7406\u8d28\u91cf&#xff0c;\u5f15\u5165\u4e86\u66f4\u590d\u6742\u7684CoT\u94fe\u8def&#xff0c;\u5355\u6b21\u63a8\u7406\u7684\u8ba1\u7b97\u91cf\u589e\u52a0<\/li>\n<li>\u6570\u636e\u5408\u89c4\u6210\u672c&#xff1a;\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e\u7684\u83b7\u53d6\u548c\u5408\u89c4\u5904\u7406\u6210\u672c\u6301\u7eed\u6500\u5347<\/li>\n<h4>2.2 OpenAI GPT-5.6\u964d\u4ef7\u8be6\u60c5<\/h4>\n<p>OpenAI\u5728\u540c\u671f\u63a8\u51fa\u4e86GPT-5.6\u7cfb\u5217\u5e76\u5927\u5e45\u964d\u4ef7&#xff1a;<\/p>\n<ul>\n<li>GPT-5.6-mini&#xff1a;\u8f93\u5165\u4ef7<br \/>\n\u683c\u964d\u81f3$0.15\/\u767e\u4e07token&#xff08;\u539f$1.50&#xff09;&#xff0c;\u964d\u5e4590%<\/li>\n<li>GPT-5.6-standard&#xff1a;\u8f93\u5165\u4ef7\u683c\u964d\u81f3$1.0\/\u767e\u4e07token&#xff08;\u539f$5.0&#xff09;&#xff0c;\u964d\u5e4580%<\/li>\n<li>GPT-5.6-reasoning&#xff1a;\u8f93\u51fa\u4ef7\u683c\u964d\u81f3$5.0\/\u767e\u4e07token&#xff08;\u539f$15.0&#xff09;&#xff0c;\u964d\u5e4567%<\/li>\n<li>\u514d\u8d39\u989d\u5ea6\u589e\u52a0&#xff1a;\u514d\u8d39\u5c42\u7528\u6237\u6bcf\u6708\u53ef\u83b7\u5f97100\u4e07token\u514d\u8d39\u989d\u5ea6<\/li>\n<\/ul>\n<p>\u964d\u4ef7\u9a71\u52a8\u56e0\u7d20&#xff1a;<\/p>\n<li>\u63a8\u7406\u6548\u7387\u7a81\u7834&#xff1a;\u91c7\u7528\u4e86\u65b0\u7684\u63a8\u6d4b\u89e3\u7801&#xff08;Speculative Decoding&#xff09;\u6280\u672f&#xff0c;\u63a8\u7406\u901f\u5ea6\u63d0\u53473\u500d<\/li>\n<li>\u89c4\u6a21\u5316\u6548\u5e94&#xff1a;\u5168\u7403\u7528\u6237\u57fa\u6570\u7a81\u78345\u4ebf&#xff0c;\u8fb9\u9645\u6210\u672c\u5927\u5e45\u964d\u4f4e<\/li>\n<li>\u7ade\u4e89\u538b\u529b&#xff1a;\u5f00\u6e90\u6a21\u578b&#xff08;Qwen3\u3001Llama4\u7b49&#xff09;\u7684\u5feb\u901f\u53d1\u5c55\u538b\u7f29\u4e86\u95ed\u6e90\u6a21\u578b\u7684\u5b9a\u4ef7\u7a7a\u95f4<\/li>\n<li>\u751f\u6001\u6218\u7565&#xff1a;\u4f4e\u4ef7\u5438\u5f15\u5f00\u53d1\u8005\u6784\u5efa\u5e94\u7528\u751f\u6001&#xff0c;\u5f62\u6210\u5e73\u53f0\u9501\u5b9a\u6548\u5e94<\/li>\n<h3>\u4e09\u3001\u6280\u672f\u6210\u672c\u6df1\u5ea6\u5206\u6790<\/h3>\n<h4>3.1 \u5927\u6a21\u578b\u63a8\u7406\u6210\u672c\u6784\u6210<\/h4>\n<p><span class=\"token comment\"># \u5927\u6a21\u578bAPI\u5b9a\u4ef7\u7684\u6210\u672c\u6a21\u578b\u5206\u6790<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">LLMInferenceCost<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5927\u6a21\u578b\u63a8\u7406\u6210\u672c\u8ba1\u7b97\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_config<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>params <span class=\"token operator\">&#061;<\/span> model_config<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;params&#039;<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u53c2\u6570\u91cf(\u4ebf)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>batch_size <span class=\"token operator\">&#061;<\/span> model_config<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;batch_size&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>seq_len <span class=\"token operator\">&#061;<\/span> model_config<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;seq_len&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>gpu_cost <span class=\"token operator\">&#061;<\/span> model_config<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;gpu_cost&#039;<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u5143\/GPU\/\u5c0f\u65f6<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>gpu_count <span class=\"token operator\">&#061;<\/span> model_config<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;gpu_count&#039;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span><br \/>\ncompute_flops<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;\u8ba1\u7b97\u5355\u6b21\u63a8\u7406\u7684FLOPs&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u8fd1\u4f3c\u516c\u5f0f: 2 * params * tokens<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token number\">2<\/span> <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>params <span class=\"token operator\">*<\/span> <span class=\"token number\">1e8<\/span> <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>seq_len<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">inference_time<\/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;\u4f30\u7b97\u63a8\u7406\u65f6\u95f4(\u79d2)&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u5047\u8bbeH100\u7684\u7b97\u529b\u5229\u7528\u7387\u4e3a40%<\/span><br \/>\n        gpu_flops <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">989<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">1e12<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">0.4<\/span>  <span class=\"token comment\"># H100 TFLOPS<\/span><br \/>\n        total_flops <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>compute_flops<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> total_flops <span class=\"token operator\">\/<\/span> <span class=\"token punctuation\">(<\/span>gpu_flops <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>gpu_count <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>batch_size<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">cost_per_million_tokens<\/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;\u8ba1\u7b97\u6bcf\u767e\u4e07token\u7684\u6210\u672c&#034;&#034;&#034;<\/span><br \/>\n        time_hours <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>inference_time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">3600<\/span><br \/>\n        total_cost <span class=\"token operator\">&#061;<\/span> time_hours <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>gpu_cost <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>gpu_count<br \/>\n        tokens_generated <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>batch_size <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>seq_len<br \/>\n        cost_per_token <span class=\"token operator\">&#061;<\/span> total_cost <span class=\"token operator\">\/<\/span> tokens_generated<br \/>\n        <span class=\"token keyword\">return<\/span> cost_per_token <span class=\"token operator\">*<\/span> <span class=\"token number\">1e6<\/span>  <span class=\"token comment\"># \u8f6c\u6362\u4e3a\u6bcf\u767e\u4e07token\u6210\u672c<\/span><\/p>\n<p><span class=\"token comment\"># DeepSeek-V3 \u6210\u672c\u4f30\u7b97<\/span><br \/>\ndeepseek_config <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#039;params&#039;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n<span class=\"token number\">671<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># 671B<\/span><br \/>\n    <span class=\"token string\">&#039;batch_size&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">32<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#039;seq_len&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">4096<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#039;gpu_cost&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># H100\u79df\u8d41\u7ea620\u5143\/\u5c0f\u65f6<\/span><br \/>\n    <span class=\"token string\">&#039;gpu_count&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">8<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># GPT-5.6 \u6210\u672c\u4f30\u7b97  <\/span><br \/>\ngpt56_config <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#039;params&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1200<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u4f30\u8ba11.2T<\/span><br \/>\n    <span class=\"token string\">&#039;batch_size&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">64<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u66f4\u5927batch<\/span><br \/>\n    <span class=\"token string\">&#039;seq_len&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">8192<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#039;gpu_cost&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">15<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u89c4\u6a21\u5316\u91c7\u8d2d\u66f4\u4fbf\u5b9c<\/span><br \/>\n    <span class=\"token string\">&#039;gpu_count&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">16<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>ds_cost <span class=\"token operator\">&#061;<\/span> LLMInferenceCost<span class=\"token punctuation\">(<\/span>deepseek_config<span class=\"token punctuation\">)<\/span><br \/>\ngpt_cost <span class=\"token operator\">&#061;<\/span> LLMInferenceCost<span class=\"token punctuation\">(<\/span>gpt56_config<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;DeepSeek-V3 \u4f30\u7b97\u6210\u672c: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>ds_cost<span class=\"token punctuation\">.<\/span>cost_per_million_tokens<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5143\/\u767e\u4e07token&#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;GPT-5.6 \u4f30\u7b97\u6210\u672c: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>gpt_cost<span class=\"token punctuation\">.<\/span>cost_per_million_tokens<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5143\/\u767e\u4e07token&#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;\\\\nDeepSeek \u5b9a\u4ef7\u6bdb\u5229\u7387: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1.2<\/span> <span class=\"token operator\">&#8211;<\/span> ds_cost<span class=\"token punctuation\">.<\/span>cost_per_million_tokens<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">1.2<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.1f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">%&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.2 \u63a8\u7406\u4f18\u5316\u6280\u672f\u5bf9\u6210\u672c\u7684\u5f71\u54cd<\/h4>\n<p>2026\u5e74\u4e3b\u6d41\u7684\u63a8\u7406\u4f18\u5316\u6280\u672f\u663e\u8457\u964d\u4f4e\u4e86\u5355\u6b21\u63a8\u7406\u6210\u672c&#xff1a;<\/p>\n<table>\n<tr>\u4f18\u5316\u6280\u672f\u6210\u672c\u964d\u4f4e\u5e45\u5ea6\u9002\u7528\u573a\u666f\u6280\u672f\u6210\u719f\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>KV Cache\u5171\u4eab<\/td>\n<td>30-40%<\/td>\n<td>\u591a\u8f6e\u5bf9\u8bdd<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u6d4b\u89e3\u7801<\/td>\n<td>50-6<\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>0%<\/td>\n<td>\u901a\u7528\u63a8\u7406<\/td>\n<td>\u4e2d\u9ad8<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u91cf\u5316\u63a8\u7406(INT4)<\/td>\n<td>40-50%<\/td>\n<td>\u8fb9\u7f18\u90e8\u7f72<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>MoE\u52a8\u6001\u8def\u7531<\/td>\n<td>60-70%<\/td>\n<td>\u5927\u53c2\u6570\u6a21\u578b<\/td>\n<td>\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u8fde\u7eed\u6279\u5904\u7406<\/td>\n<td>20-30%<\/td>\n<td>\u9ad8\u5e76\u53d1\u573a\u666f<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u56db\u3001\u5f00\u53d1\u8005\u5e94\u5bf9\u7b56\u7565<\/h3>\n<h4>4.1 \u591a\u6a21\u578b\u8def\u7531\u65b9\u6848<\/h4>\n<p><span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Optional<\/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\">ModelConfig<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    input_price<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span>  <span class=\"token comment\"># \u5143\/\u767e\u4e07token<\/span><br \/>\n    output_price<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><br \/>\n    quality_score<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span>  <span class=\"token comment\"># 1-10<\/span><br \/>\n    latency_ms<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><br \/>\n    context_window<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SmartModelRouter<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u667a\u80fd\u6a21\u578b\u8def\u7531\u5668&#xff1a;\u6839\u636e\u4efb\u52a1\u7c7b\u578b\u548c\u9884\u7b97\u81ea\u52a8\u9009\u62e9\u6700\u4f18\u6a21\u578b&#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>models <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#039;gpt56_mini&#039;<\/span><span class=\"token punctuation\">:<\/span> ModelConfig<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;GPT-5.6-mini&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1.08<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4.32<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">7.5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">800<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">128000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;gpt56_std&#039;<\/span><span class=\"token punctuation\">:<\/span> ModelConfig<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;GPT-5.6-standard&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">7.2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">36.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">9.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1200<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">200000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;deepseek_v3&#039;<\/span><span class=\"token punctuation\">:<\/span> ModelConfig<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;DeepSeek-V3&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1.2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8.5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">600<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">128000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            &#039;<br \/>\ndeepseek_r1<span class=\"token string\">&#039;: ModelConfig(&#039;<\/span>DeepSeek<span class=\"token operator\">&#8211;<\/span>R1&#039;<span class=\"token punctuation\">,<\/span> <span class=\"token number\">1.2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">9.2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3000<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">128000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;qwen3_max&#039;<\/span><span class=\"token punctuation\">:<\/span> ModelConfig<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;Qwen3-Max&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.8<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">700<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">256000<\/span><span class=\"token punctuation\">)<\/span><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\">select_model<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> task_type<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> budget<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                     need_reasoning<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                     context_length<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">4096<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Optional<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        \u6839\u636e\u4efb\u52a1\u7c7b\u578b\u548c\u9884\u7b97\u9009\u62e9\u6700\u4f18\u6a21\u578b<br \/>\n        &#034;&#034;&#034;<\/span><br \/>\n        candidates <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>        <span class=\"token keyword\">for<\/span> name<span class=\"token punctuation\">,<\/span> cfg <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u8fc7\u6ee4\u4e0d\u6ee1\u8db3\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u6a21\u578b<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> cfg<span class=\"token punctuation\">.<\/span>context_window <span class=\"token operator\">&lt;<\/span> context_length<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">continue<\/span><br \/>\n            <span class=\"token comment\"># \u8fc7\u6ee4\u4e0d\u6ee1\u8db3\u63a8\u7406\u9700\u6c42\u7684\u6a21\u578b<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> need_reasoning <span class=\"token keyword\">and<\/span> cfg<span class=\"token punctuation\">.<\/span>latency_ms <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">5000<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">continue<\/span><\/p>\n<p>            <span class=\"token comment\"># \u8ba1\u7b97\u6027\u4ef7\u6bd4\u5206\u6570<\/span><br \/>\n            estimated_cost <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>cfg<span class=\"token punctuation\">.<\/span>input_price <span class=\"token operator\">*<\/span> context_length <span class=\"token operator\">\/<\/span> <span class=\"token number\">1e6<\/span> <span class=\"token operator\">&#043;<\/span> <\/p>\n<p>                      cfg<span class=\"token punctuation\">.<\/span>output_price <span class=\"token operator\">*<\/span> <span class=\"token number\">1000<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">1e6<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">if<\/span> estimated_cost <span class=\"token operator\">&gt;<\/span> budget<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">continue<\/span><\/p>\n<p>            score <span class=\"token operator\">&#061;<\/span> cfg<span class=\"token punctuation\">.<\/span>quality_score <span class=\"token operator\">\/<\/span> estimated_cost <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><br \/>\n            candidates<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>name<span class=\"token punctuation\">,<\/span> score<span class=\"token punctuation\">,<\/span> estimated_cost<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> candidates<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p>        <span class=\"token comment\"># \u9009\u62e9\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684<\/span><br \/>\n        candidates<span class=\"token punctuation\">.<\/span>sort<span class=\"token punctuation\">(<\/span>key<span class=\"token operator\">&#061;<\/span><span class=\"token keyword\">lambda<\/span> x<span class=\"token punctuation\">:<\/span> x<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> reverse<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> candidates<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_routing_strategy<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> task_type<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;\u83b7\u53d6\u4e0d\u540c\u4efb\u52a1\u7684\u63a8\u8350\u8def\u7531\u7b56\u7565&#034;&#034;&#034;<\/span><br \/>\n        strategies <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#039;simple_qa&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;model&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;qwen3_max&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;reason&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;\u4f4e\u6210\u672c\u9ad8\u8d28\u91cf&#039;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;code_gen&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;model&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;deepseek_v3&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;reason&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;\u4ee3\u7801\u80fd\u529b\u5f3a&#039;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;complex_reasoning&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;model&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;deepseek_r1&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;reason&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;\u63a8\u7406\u8d28\u91cf\u6700\u9ad8&#039;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            &#039;lo<br \/>\nng_context<span class=\"token string\">&#039;: {&#039;<\/span>model<span class=\"token string\">&#039;: &#039;<\/span>qwen3_max<span class=\"token string\">&#039;, &#039;<\/span>reason<span class=\"token string\">&#039;: &#039;<\/span>256K\u4e0a\u4e0b\u6587\u7a97\u53e3&#039;<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;budget_conscious&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;model&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;gpt56_mini&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;reason&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;\u964d\u4ef7\u540e\u6027\u4ef7\u6bd4\u9ad8&#039;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> strategies<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>task_type<span class=\"token punctuation\">,<\/span> strategies<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;simple_qa&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u4f7f\u7528\u793a\u4f8b<\/span><br \/>\nrouter <span class=\"token operator\">&#061;<\/span> SmartModelRouter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u7b80\u5355\u95ee\u7b54 &#8211; \u9009\u62e9\u6700\u4fbf\u5b9c\u7684<\/span><br \/>\nmodel <span class=\"token operator\">&#061;<\/span> router<span class=\"token punctuation\">.<\/span>select_model<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;simple_qa&#039;<\/span><span class=\"token punctuation\">,<\/span> budget<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.01<\/span><span class=\"token punctuation\">,<\/span> context_length<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2048<\/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;\u7b80\u5355\u95ee\u7b54\u63a8\u8350\u6a21\u578b: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>model<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\"># \u590d\u6742\u63a8\u7406 &#8211; \u9009\u62e9\u63a8\u7406\u80fd\u529b\u6700\u5f3a\u7684<\/span><br \/>\nmodel <span class=\"token operator\">&#061;<\/span> router<span class=\"token punctuation\">.<\/span>select_model<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;complex_reasoning&#039;<\/span><span class=\"token punctuation\">,<\/span> budget<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.05<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                           need_reasoning<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> context_length<span class=\"token operator\">&#061;<\/span><span class=\"token number\">8192<\/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;\u590d\u6742\u63a8\u7406\u63a8\u8350\u6a21\u578b: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>model<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>4.2 \u7f13\u5b58\u7b56\u7565\u4f18\u5316<\/h4>\n<p><span class=\"token keyword\">import<\/span> hashlib<br \/>\n<span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<span class=\"token punctuation\">,<\/span> timedelta<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">LLMResponseCache<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;LLM\u54cd\u5e94\u7f13\u5b58\u7cfb\u7edf&#xff0c;\u51cf\u5c11\u91cd\u590dAPI\u8c03\u7528&#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> ttl_seconds<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3600<\/span><span class=\"token punctuation\">,<\/span> max_entries<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/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><\/p>\n<p>  self<span class=\"token punctuation\">.<\/span>ttl <span class=\"token operator\">&#061;<\/span> ttl_seconds<br \/>\n        self<span class=\"token punctuation\">.<\/span>max_entries <span class=\"token operator\">&#061;<\/span> max_entries<br \/>\n        self<span class=\"token punctuation\">.<\/span>hit_count <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>miss_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\">_make_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> model<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/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        content <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>model<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">:<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>json<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>params<span class=\"token punctuation\">,<\/span> sort_keys<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">:<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>prompt<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n        <span class=\"token keyword\">return<\/span> hashlib<span class=\"token punctuation\">.<\/span>sha256<span class=\"token punctuation\">(<\/span>content<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\">get<\/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> model<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/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;\u83b7\u53d6\u7f13\u5b58&#034;&#034;&#034;<\/span><br \/>\n        key <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_make_key<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> key <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">:<\/span><br \/>\n            entry <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> entry<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;timestamp&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;<\/span> timedelta<span class=\"token punctuation\">(<\/span>seconds<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>ttl<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                self<span class=\"token punctuation\">.<\/span>hit_count <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> entry<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;response&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">del<\/span> self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>miss_count <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">set<\/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> model<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">,<\/span> response<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bbe\u7f6e\u7f13\u5b58&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">if<\/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 operator\">&gt;&#061;<\/span> self<span class=\"token punctuation\">.<\/span>max_entries<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># LRU: \u5220\u9664\u6700\u65e7\u7684<\/span><br \/>\n            oldest <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> key<span class=\"token operator\">&#061;<\/span><span class=\"token keyword\">lambda<\/span> x<span class=\"token punctuation\">:<\/span> x<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;timestamp&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">del<\/span> self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">[<\/span>oldest<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>        key <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_make_key<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#039;response&#039;<\/span><span class=\"token punctuation\">:<\/span> response<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;timestamp&#039;<\/span><span class=\"token punctuation\">:<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><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\">get_stats<\/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;\u83b7\u53d6\u7f13\u5b58\u7edf\u8ba1&#034;&#034;&#034;<\/span><br \/>\n        total <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>hit_count <span class=\"token operator\">&#043;<\/span> self<span class=\"token punctuation\">.<\/span>miss_count<br \/>\n        hit_rate <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>hit_count <span class=\"token operator\">\/<\/span> total <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span> <span class=\"token keyword\">if<\/span> total <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#039;hit_rate&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#039;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>hit_rate<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.1f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">%&#039;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;total_requests&#039;<\/span><span class=\"token punctuation\">:<\/span> total<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#039;cache_size&#039;<\/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><\/p>\n<p> <span class=\"token string\">&#039;estimated_savings&#039;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#039;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>hit_count <span class=\"token operator\">*<\/span> <span class=\"token number\">0.002<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5143&#039;<\/span><\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u4f7f\u7528\u793a\u4f8b<\/span><br \/>\ncache <span class=\"token operator\">&#061;<\/span> LLMResponseCache<span class=\"token punctuation\">(<\/span>ttl_seconds<span class=\"token operator\">&#061;<\/span><span class=\"token number\">7200<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># 2\u5c0f\u65f6TTL<\/span><\/p>\n<p><span class=\"token comment\"># \u6a21\u62dfAPI\u8c03\u7528<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">cached_llm_call<\/span><span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u5148\u67e5\u7f13\u5b58<\/span><br \/>\n    cached <span class=\"token operator\">&#061;<\/span> cache<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> cached<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> cached<\/p>\n<p>    <span class=\"token comment\"># \u7f13\u5b58\u672a\u547d\u4e2d&#xff0c;\u8c03\u7528API<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> call_api<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u5047\u8bbe\u7684API\u8c03\u7528<\/span><br \/>\n    cache<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">,<\/span> response<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<\/p>\n<h3>\u4e94\u3001\u884c\u4e1a\u8d8b\u52bf\u9884\u6d4b<\/h3>\n<h4>5.1 \u4ef7\u683c\u8d70\u52bf\u9884\u6d4b<\/h4>\n<p>\u57fa\u4e8e\u5f53\u524d\u5e02\u573a\u52a8\u6001\u548c\u6280\u672f\u53d1\u5c55\u8d8b\u52bf&#xff0c;\u5bf92026\u4e0b\u534a\u5e74\u81f32027\u5e74\u7684API\u4ef7\u683c\u8d70\u52bf\u505a\u51fa\u4ee5\u4e0b\u9884\u6d4b&#xff1a;<\/p>\n<li>\u95ed\u6e90\u6a21\u578b\u4ef7\u683c\u7ee7\u7eed\u4e0b\u884c&#xff1a;GPT-5.6\u964d\u4ef7\u540e&#xff0c;Claude\u548cGemini\u5fc5\u5c06\u8ddf\u8fdb&#xff0c;\u9884\u8ba1\u518d\u964d30-50%<\/li>\n<li>\u5f00\u6e90\u6a21\u578b\u4fdd\u6301\u4f4e\u4ef7\u4f18\u52bf&#xff1a;Qwen3\u3001Llama4\u7b49\u5f00\u6e90\u6a21\u578b\u7684API\u6258\u7ba1\u4ef7\u683c\u5c06\u7ef4\u6301\u5728\u95ed\u6e90\u6a21\u578b\u768420-30%<\/li>\n<li>\u63a8\u7406\u6a21\u578b\u6ea2\u4ef7\u6536\u7a84&#xff1a;\u968f\u7740\u63a8\u7406\u4f18\u5316\u6280\u672f\u666e\u53ca&#xff0c;\u63a8\u7406\u6a21\u578b\u7684\u6ea2\u4ef7\u5c06\u4ece\u5f53\u524d\u76843-5\u500d\u964d\u81f31.5-2\u500d<\/li>\n<li>\u533a\u57df\u5b9a\u4ef7\u5dee\u5f02\u663e\u73b0&#xff1a;\u4e0d\u540c\u5730\u533a\u7684API\u5b9a\u4ef7\u5c06\u51fa\u73b0\u5dee\u5f02&#xff0c;\u4e9a\u592a\u5730\u533a\u53ef\u80fd\u4eab\u53d7\u66f4\u4f4e\u4ef7\u683c<\/li>\n<h4>5.2 \u5bf9\u5f00\u53d1\u8005\u7684\u5f71\u54cd<\/h4>\n<ul>\n<li>\u521b\u4e1a\u6210\u672c\u964d\u4f4e&#xff1a;API\u964d\u4ef7\u4f7f\u5f97AI\u5e94\u7528\u521b\u4e1a\u7684\u6708\u5ea6\u6210\u672c\u53ef\u63a7\u5236\u5728\u6570\u767e\u5143\u7ea7\u522b<\/li>\n<li>\u6280\u672f\u9009\u578b\u66f4\u52a0\u7075\u6d3b&#xff1a;\u591a\u6a21\u578b\u8def\u7531\u6210<br 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