{"id":95963,"date":"2026-08-27T08:08:41","date_gmt":"2026-08-27T00:08:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95963.html"},"modified":"2026-08-27T08:08:41","modified_gmt":"2026-08-27T00:08:41","slug":"%e3%80%90ai%e9%97%b2%e8%b0%88%e3%80%91deepseek%e6%b6%a8%e4%bb%b7%ef%bc%8capi%e7%ad%96%e7%95%a5%e5%a6%82%e4%bd%95%e8%b0%83%e6%95%b4%ef%bc%9f-%e6%a8%a1%e5%9e%8b%e8%b7%af%e7%94%b1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95963.html","title":{"rendered":"\u3010AI\u95f2\u8c08\u3011DeepSeek\u6da8\u4ef7\uff0cAPI\u7b56\u7565\u5982\u4f55\u8c03\u6574\uff1f\u2014\u2014\u6a21\u578b\u8def\u7531\u5b9e\u6218\u6307\u5357"},"content":{"rendered":"<h2>DeepSeek \u6da8\u4ef7&#xff0c;API \u7b56\u7565\u5982\u4f55\u8c03\u6574&#xff1f;\u2014\u2014\u6a21\u578b\u8def\u7531\u5b9e\u6218\u6307\u5357<\/h2>\n<p>\u9762\u5411 2026 \u5e74 8 \u6708 DeepSeek V4 \u5168\u7cfb\u5217 API \u8c03\u4ef7&#xff1a;\u4ece\u8d26\u5355\u91cd\u7b97\u3001\u7f13\u5b58\u5de5\u7a0b\u3001\u5cf0\u8c37\u8c03\u5ea6\u5230\u751f\u4ea7\u7ea7\u6a21\u578b\u8def\u7531<\/p>\n<p>2026 \u5e74 8 \u6708 13 \u65e5&#xff0c;DeepSeek \u5728 V4-Pro \u6b63\u5f0f\u7248\u4e0a\u7ebf\u7684\u540c\u65f6\u5ba3\u5e03\u8c03\u6574 API \u4ef7\u683c\u3002\u65b0\u4ef7\u683c\u4e8e\u5317\u4eac\u65f6\u95f4 2026 \u5e74 8 \u6708 17 \u65e5 0 \u65f6\u751f\u6548&#xff0c;\u8986\u76d6\u5f53\u65f6\u5b98\u65b9\u6587\u672c API \u7684\u4e24\u6863\u4e3b\u529b\u6a21\u578b deepseek-v4-flash \u4e0e deepseek-v4-pro&#xff0c;\u5e76\u9996\u6b21\u628a\u8c03\u7528\u65f6\u95f4\u7eb3\u5165\u8ba1\u8d39&#xff1a;\u6bcf\u65e5 9:00\u201412:00\u300114:00\u201418:00 \u4e3a\u9ad8\u5cf0\u65f6\u6bb5&#xff0c;\u5176\u4f59 17 \u5c0f\u65f6\u4e3a\u7a7a\u95f2\u65f6\u6bb5&#xff0c;\u7a7a\u95f2\u4ef7\u662f\u9ad8\u5cf0\u4ef7\u7684\u4e00\u534a\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f 2025 \u5e74 DeepSeek V3 \u7684\u90a3\u8f6e\u4ef7\u683c\u53d8\u5316&#xff0c;\u4e5f\u4e0d\u80fd\u7ee7\u7eed\u7528\u5df2\u7ecf\u9000\u5f79\u7684 deepseek-chat\u3001deepseek-reasoner \u6765\u8ba8\u8bba\u3002DeepSeek \u7684\u5b98\u65b9\u66f4\u65b0\u65e5\u5fd7\u660e\u786e\u8bf4\u660e&#xff1a;V4 API \u5e94\u4f7f\u7528 deepseek-v4-flash \u6216 deepseek-v4-pro&#xff0c;\u65e7\u6a21\u578b\u540d\u5df2\u4e8e 2026 \u5e74 7 \u6708 24 \u65e5\u505c\u6b62\u4f7f\u7528&#xff1b;\u672c\u8f6e\u65b0\u4ef7\u683c\u5219\u4ece 8 \u6708 17 \u65e5\u5f00\u59cb\u751f\u6548\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f&#xff0c;\u8fd9\u6b21\u53d8\u5316\u4e0d\u80fd\u7528\u201c\u7edf\u4e00\u6da8\u4e86\u51e0\u500d\u201d\u6982\u62ec\u3002\u6a21\u578b\u3001Token \u7c7b\u578b\u4e0e\u8c03\u7528\u65f6\u6bb5\u4e09\u4e2a\u53d8\u91cf\u5171\u540c\u51b3\u5b9a\u8d26\u5355&#xff1a;\u540c\u4e00\u4e2a\u8bf7\u6c42&#xff0c;\u5728\u4e0d\u540c\u65f6\u95f4\u6267\u884c\u53ef\u80fd\u76f8\u5dee\u4e00\u500d&#xff1b;\u76f8\u540c\u8f93\u5165\u957f\u5ea6&#xff0c;\u7f13\u5b58\u547d\u4e2d\u4e0e\u672a\u547d\u4e2d\u7684\u5355\u4ef7\u53ef\u80fd\u76f8\u5dee\u6570\u5341\u500d&#xff1b;Agent \u591a\u8d70\u4e00\u6b21\u5de5\u5177\u5faa\u73af&#xff0c;\u589e\u52a0\u7684\u8f93\u51fa\u4e0e\u65b0\u8f93\u5165\u53c8\u4f1a\u7ee7\u7eed\u8ba1\u8d39\u3002<\/p>\n<p>\u6240\u4ee5\u771f\u6b63\u7684\u95ee\u9898\u4e0d\u662f\u201cDeepSeek \u8fd8\u4fbf\u5b9c\u5417\u201d&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<p>\u5728\u8d28\u91cf\u3001\u5ef6\u8fdf\u3001\u53ef\u9760\u6027\u548c\u5408\u89c4\u7ea6\u675f\u4e0d\u4e0b\u964d\u7684\u524d\u63d0\u4e0b&#xff0c;\u5982\u4f55\u8ba9\u6bcf\u4e2a\u8bf7\u6c42\u4f7f\u7528\u6070\u5f53\u7684\u6a21\u578b\u3001\u63a8\u7406\u5f3a\u5ea6\u3001\u4e0a\u4e0b\u6587\u4e0e\u6267\u884c\u65f6\u95f4&#xff1f;<\/p>\n<p>\u672c\u6587\u4f1a\u4ece\u51c6\u786e\u7684\u4ef7\u683c\u5feb\u7167\u51fa\u53d1&#xff0c;\u5efa\u7acb\u53ef\u5ba1\u8ba1\u7684\u6210\u672c\u6a21\u578b&#xff0c;\u518d\u5b9e\u73b0\u4e00\u5957\u53ef\u4ee5\u7070\u5ea6\u4e0a\u7ebf\u7684\u6a21\u578b\u8def\u7531\u3002\u7ed3\u8bba\u5148\u7ed9\u51fa\u6765&#xff1a;\u5148\u6d88\u706d\u65e0\u6548 Token&#xff0c;\u518d\u505a\u5cf0\u8c37\u8c03\u5ea6&#xff1b;\u5148\u5efa\u7acb\u8bc4\u6d4b\u96c6&#xff0c;\u518d\u505a\u6a21\u578b\u5206\u6d41\u3002 \u5982\u679c\u8fde\u6bcf\u7c7b Token \u7684\u6d88\u8017\u90fd\u6ca1\u6709\u6d4b\u6e05\u695a&#xff0c;\u6240\u8c13\u201c\u667a\u80fd\u8def\u7531\u201d\u53ea\u662f\u5728\u628a\u6210\u672c\u548c\u8d28\u91cf\u98ce\u9669\u85cf\u8fdb\u53e6\u4e00\u4e2a\u9ed1\u76d2\u3002<\/p>\n<hr \/>\n<h3>1. \u5148\u628a\u4e8b\u4ef6\u8bf4\u6e05\u695a&#xff1a;\u8fd9\u6b21\u5230\u5e95\u6da8\u4e86\u4ec0\u4e48<\/h3>\n<h4>1.1 \u751f\u6548\u65f6\u95f4\u4e0e\u6a21\u578b\u8303\u56f4<\/h4>\n<p>\u672c\u8f6e\u8c03\u6574\u7684\u5173\u952e\u4e8b\u5b9e\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\u516c\u544a\u65f6\u95f4&#xff1a;2026 \u5e74 8 \u6708 13 \u65e5&#xff1b;<\/li>\n<li>\u751f\u6548\u65f6\u95f4&#xff1a;\u5317\u4eac\u65f6\u95f4 2026 \u5e74 8 \u6708 17 \u65e5 0 \u65f6&#xff0c;\u5373 UTC 2026 \u5e74 8 \u6708 16 \u65e5 16:00&#xff1b;<\/li>\n<li>\u6d89\u53ca\u6a21\u578b&#xff1a;deepseek-v4-flash\u3001deepseek-v4-pro&#xff1b;<\/li>\n<li>\u9ad8\u5cf0\u65f6\u6bb5&#xff1a;\u5317\u4eac\u65f6\u95f4\u6bcf\u65e5 9:00\u201412:00\u300114:00\u201418:00&#xff0c;\u5171 7 \u5c0f\u65f6&#xff1b;<\/li>\n<li>\u7a7a\u95f2\u65f6\u6bb5&#xff1a;\u5176\u4f59 17 \u5c0f\u65f6&#xff1b;<\/li>\n<li>\u8ba1\u8d39\u5173\u7cfb&#xff1a;\u6240\u6709\u8ba1\u8d39\u9879\u7684\u9ad8\u5cf0\u4ef7\u5747\u4e3a\u7a7a\u95f2\u4ef7\u7684 2 \u500d\u3002<\/li>\n<\/ul>\n<p>DeepSeek \u5b98\u65b9\u628a\u5cf0\u8c37\u5b9a\u4ef7\u89e3\u91ca\u4e3a\u66f4\u5408\u7406\u5730\u8c03\u914d\u8d44\u6e90&#xff0c;\u5e76\u9f13\u52b1\u7528\u6237\u6309\u4e1a\u52a1\u60c5\u51b5\u8c03\u6574\u4efb\u52a1\u65f6\u95f4\u3002Reuters \u5bf9\u516c\u544a\u7684\u62a5\u9053\u6307\u51fa&#xff0c;\u4e0d\u540c\u6a21\u578b\u3001Token \u7c7b\u578b\u548c\u8c03\u7528\u65f6\u6bb5\u5bf9\u5e94\u7684\u6da8\u5e45\u7ea6\u4e3a 50%\u20141100%&#xff0c;\u4f46\u8fd9\u4e2a\u8de8\u5ea6\u672c\u8eab\u4e5f\u8bf4\u660e&#xff1a;\u53ea\u770b\u4e00\u4e2a\u6700\u5927\u6da8\u5e45\u6ca1\u6709\u51b3\u7b56\u610f\u4e49\u3002Reuters \u62a5\u9053<\/p>\n<p>\u622a\u81f3\u672c\u6587\u6838\u5bf9\u65e5 2026 \u5e74 8 \u6708 27 \u65e5&#xff0c;\u7f8e\u5143\u4ef7\u683c\u5feb\u7167\u5982\u4e0b&#xff0c;\u5355\u4f4d\u5747\u4e3a \u7f8e\u5143\/\u767e\u4e07 Token&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578b\u65f6\u6bb5\u8f93\u5165&#xff1a;\u7f13\u5b58\u547d\u4e2d\u8f93\u5165&#xff1a;\u7f13\u5b58\u672a\u547d\u4e2d\u8f93\u51fa<\/tr>\n<tbody>\n<tr>\n<td>V4-Flash<\/td>\n<td align=\"right\">\u8c03\u4ef7\u524d<\/td>\n<td align=\"right\">$0.0028<\/td>\n<td align=\"right\">$0.14<\/td>\n<td align=\"right\">$0.28<\/td>\n<\/tr>\n<tr>\n<td>V4-Flash<\/td>\n<td align=\"right\">\u7a7a\u95f2<\/td>\n<td align=\"right\">$0.007<\/td>\n<td align=\"right\">$0.22<\/td>\n<td align=\"right\">$0.66<\/td>\n<\/tr>\n<tr>\n<td>V4-Flash<\/td>\n<td align=\"right\">\u9ad8\u5cf0<\/td>\n<td align=\"right\">$0.014<\/td>\n<td align=\"right\">$0.44<\/td>\n<td align=\"right\">$1.32<\/td>\n<\/tr>\n<tr>\n<td>V4-Pro<\/td>\n<td align=\"right\">\u8c03\u4ef7\u524d<\/td>\n<td align=\"right\">$0.003625<\/td>\n<td align=\"right\">$0.435<\/td>\n<td align=\"right\">$0.87<\/td>\n<\/tr>\n<tr>\n<td>V4-Pro<\/td>\n<td align=\"right\">\u7a7a\u95f2<\/td>\n<td align=\"right\">$0.022<\/td>\n<td align=\"right\">$0.66<\/td>\n<td align=\"right\">$1.98<\/td>\n<\/tr>\n<tr>\n<td>V4-Pro<\/td>\n<td align=\"right\">\u9ad8\u5cf0<\/td>\n<td align=\"right\">$0.044<\/td>\n<td align=\"right\">$1.32<\/td>\n<td align=\"right\">$3.96<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5176\u4e2d&#xff0c;V4-Flash \u7684\u7f13\u5b58\u672a\u547d\u4e2d\u8f93\u5165\u4e0e\u8f93\u51fa\u65b0\u4ef7\u683c&#xff0c;\u4ee5\u53ca V4-Pro \u5bf9\u5e94\u4ef7\u683c&#xff0c;\u53ef\u7531 InfoWorld \u7684\u4ef7\u683c\u6574\u7406\u4ea4\u53c9\u6838\u5bf9\u3002\u4ef7\u683c\u4f1a\u7ee7\u7eed\u53d8\u5316&#xff0c;\u751f\u4ea7\u914d\u7f6e\u5e94\u4ee5 DeepSeek \u5b98\u65b9\u4ef7\u683c\u9875\u548c\u81ea\u5df1\u7684\u7ed3\u7b97\u5e01\u79cd\u4e3a\u6700\u7ec8\u4f9d\u636e&#xff0c;\u4e0d\u8981\u628a\u672c\u6587\u8868\u683c\u6c38\u4e45\u786c\u7f16\u7801\u5728\u4e1a\u52a1\u4ee3\u7801\u91cc\u3002<\/p>\n<h4>1.2 \u201c\u6700\u9ad8\u6da8 1100%\u201d\u4e3a\u4ec0\u4e48\u65e2\u6b63\u786e\u53c8\u5bb9\u6613\u8bef\u5bfc<\/h4>\n<p>\u9010\u9879\u8ba1\u7b97\u540e&#xff0c;\u6da8\u5e45\u5dee\u5f02\u975e\u5e38\u5927&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578b\u4e0e\u8ba1\u8d39\u9879\u7a7a\u95f2\u65f6\u6bb5\u76f8\u5bf9\u65e7\u4ef7\u9ad8\u5cf0\u65f6\u6bb5\u76f8\u5bf9\u65e7\u4ef7<\/tr>\n<tbody>\n<tr>\n<td>Flash \u7f13\u5b58\u547d\u4e2d\u8f93\u5165<\/td>\n<td align=\"right\">&#043;150.0%<\/td>\n<td align=\"right\">&#043;400.0%<\/td>\n<\/tr>\n<tr>\n<td>Flash \u7f13\u5b58\u672a\u547d\u4e2d\u8f93\u5165<\/td>\n<td align=\"right\">&#043;57.1%<\/td>\n<td align=\"right\">&#043;214.3%<\/td>\n<\/tr>\n<tr>\n<td>Flash \u8f93\u51fa<\/td>\n<td align=\"right\">&#043;135.7%<\/td>\n<td align=\"right\">&#043;371.4%<\/td>\n<\/tr>\n<tr>\n<td>Pro \u7f13\u5b58\u547d\u4e2d\u8f93\u5165<\/td>\n<td align=\"right\">&#043;506.9%<\/td>\n<td align=\"right\">&#043;1113.8%<\/td>\n<\/tr>\n<tr>\n<td>Pro \u7f13\u5b58\u672a\u547d\u4e2d\u8f93\u5165<\/td>\n<td align=\"right\">&#043;51.7%<\/td>\n<td align=\"right\">&#043;203.4%<\/td>\n<\/tr>\n<tr>\n<td>Pro \u8f93\u51fa<\/td>\n<td align=\"right\">&#043;127.6%<\/td>\n<td align=\"right\">&#043;355.2%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u201c\u8d85\u8fc7 1100%\u201d\u6307\u5411\u7684\u662f V4-Pro\u3001\u9ad8\u5cf0\u65f6\u6bb5\u3001\u7f13\u5b58\u547d\u4e2d\u8f93\u5165\u8fd9\u4e00\u9879&#xff0c;\u800c\u4e0d\u662f\u6240\u6709\u8bf7\u6c42\u7684\u603b\u6210\u672c\u3002\u4e00\u4e2a\u8bf7\u6c42\u7684\u5b9e\u9645\u6210\u672c\u8fd8\u53d6\u51b3\u4e8e\u7f13\u5b58\u547d\u4e2d Token\u3001\u7f13\u5b58\u672a\u547d\u4e2d Token\u3001\u8f93\u51fa Token \u5404\u5360\u591a\u5c11&#xff0c;\u4ee5\u53ca\u8bf7\u6c42\u53d1\u751f\u5728\u54ea\u4e2a\u65f6\u6bb5\u3002<\/p>\n<p>\u4f46\u4e5f\u4e0d\u80fd\u56e0\u6b64\u8f7b\u63cf\u6de1\u5199\u3002\u8bb8\u591a\u4ee3\u7801 Agent\u3001\u56fa\u5b9a\u957f System Prompt\u3001RAG \u6a21\u677f\u4e0e\u591a\u8f6e\u4f1a\u8bdd\u9ad8\u5ea6\u4f9d\u8d56\u524d\u7f00\u7f13\u5b58&#xff0c;Pro \u7f13\u5b58\u547d\u4e2d\u4ef7\u6070\u6070\u662f\u5b83\u4eec\u6700\u654f\u611f\u7684\u9879\u76ee\u3002\u5373\u4f7f\u7f13\u5b58\u4ecd\u7136\u5f88\u4fbf\u5b9c&#xff0c;\u76f8\u6bd4\u65e7\u8d26\u5355\u7684\u589e\u91cf\u4e5f\u53ef\u80fd\u975e\u5e38\u663e\u8457\u3002<\/p>\n<h4>1.3 \u672c\u8f6e\u5b9a\u4ef7\u771f\u6b63\u6539\u53d8\u4e86\u4e09\u4e2a\u5de5\u7a0b\u53d8\u91cf<\/h4>\n<p>\u8fc7\u53bb&#xff0c;\u56e2\u961f\u901a\u5e38\u628a\u6a21\u578b\u9009\u62e9\u8fd1\u4f3c\u6210\u4e00\u7ef4\u95ee\u9898&#xff1a;Flash \u8fd8\u662f Pro\u3002\u73b0\u5728\u81f3\u5c11\u53d8\u6210\u4e09\u7ef4&#xff1a;<\/p>\n<li>\u80fd\u529b\u6863\u4f4d&#xff1a;Flash \u8d1f\u8d23\u5927\u89c4\u6a21\u3001\u4f4e\u5230\u4e2d\u7b49\u96be\u5ea6\u6d41\u91cf&#xff0c;Pro \u8d1f\u8d23\u9ad8\u590d\u6742\u5ea6\u4e0e\u9ad8\u4ef7\u503c\u4efb\u52a1&#xff1b;<\/li>\n<li>Token \u7ed3\u6784&#xff1a;\u7f13\u5b58\u547d\u4e2d\u3001\u7f13\u5b58\u672a\u547d\u4e2d\u3001\u8f93\u51fa\u4e0d\u80fd\u518d\u5408\u5e76\u6210\u201c\u603b Token\u201d&#xff1b;<\/li>\n<li>\u6267\u884c\u65f6\u95f4&#xff1a;\u53ef\u5ef6\u8fdf\u4efb\u52a1\u5728\u7a7a\u95f2\u65f6\u6bb5\u6267\u884c&#xff0c;\u5355\u4ef7\u76f4\u63a5\u51cf\u534a\u3002<\/li>\n<p>\u6b64\u5916\u8fd8\u6709\u4e00\u4e2a\u5e38\u88ab\u6f0f\u6389\u7684\u7b2c\u56db\u7ef4&#xff1a;\u63a8\u7406\u5f3a\u5ea6\u3002V4-Flash \u548c V4-Pro \u90fd\u652f\u6301 low\u3001high\u3001max \u4e09\u6863\u601d\u8003\u5f3a\u5ea6&#xff1b;\u5b98\u65b9\u6587\u6863\u8bf4\u660e\u601d\u8003\u6a21\u5f0f\u9ed8\u8ba4\u5f00\u542f\u3001\u9ed8\u8ba4\u5f3a\u5ea6\u4e3a high\u3002\u66f4\u9ad8\u5f3a\u5ea6\u53ef\u80fd\u63d0\u9ad8\u590d\u6742\u4efb\u52a1\u8d28\u91cf&#xff0c;\u4e5f\u53ef\u80fd\u751f\u6210\u66f4\u591a\u63a8\u7406 Token\u3001\u62c9\u957f\u7aef\u5230\u7aef\u65f6\u5ef6\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u53ef\u4ee5\u5168\u5c40\u56fa\u5b9a\u7684\u5f00\u5173&#xff0c;\u800c\u5e94\u6210\u4e3a\u8def\u7531\u51b3\u7b56\u7684\u4e00\u90e8\u5206\u3002DeepSeek \u601d\u8003\u6a21\u5f0f\u6587\u6863<\/p>\n<hr \/>\n<h3>2. \u4e0d\u8981\u62ff\u8bf7\u6c42\u6570\u4f30\u8d26&#xff1a;\u5efa\u7acb\u53ef\u590d\u7b97\u7684\u6210\u672c\u6a21\u578b<\/h3>\n<h4>2.1 \u5355\u6b21\u8c03\u7528\u7684\u7cbe\u786e\u6210\u672c<\/h4>\n<p>\u5bf9\u6a21\u578b (m)\u3001\u65f6\u6bb5 (b) \u7684\u4e00\u6b21\u8c03\u7528&#xff0c;\u8bbe&#xff1a;<\/p>\n<ul>\n<li>(T_h)&#xff1a;\u7f13\u5b58\u547d\u4e2d\u7684\u8f93\u5165 Token&#xff1b;<\/li>\n<li>(T_m)&#xff1a;\u7f13\u5b58\u672a\u547d\u4e2d\u7684\u8f93\u5165 Token&#xff1b;<\/li>\n<li>(T_o)&#xff1a;\u8f93\u51fa Token&#xff1b;<\/li>\n<li>(P_{m,b,h})\u3001(P_{m,b,m})\u3001(P_{m,b,o})&#xff1a;\u5bf9\u5e94\u7684\u767e\u4e07 Token \u5355\u4ef7\u3002<\/li>\n<\/ul>\n<p>\u5219\u4e00\u6b21\u8c03\u7528\u7684\u76f4\u63a5\u8d39\u7528\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          C<\/p>\n<p>           c<\/p>\n<p>           a<\/p>\n<p>           l<\/p>\n<p>           l<\/p>\n<p>         &#061;<\/p>\n<p>            T<\/p>\n<p>            h<\/p>\n<p>            P<\/p>\n<p>             m<\/p>\n<p>             ,<\/p>\n<p>             b<\/p>\n<p>             ,<\/p>\n<p>             h<\/p>\n<p>           &#043;<\/p>\n<p>            T<\/p>\n<p>            m<\/p>\n<p>            P<\/p>\n<p>             m<\/p>\n<p>             ,<\/p>\n<p>             b<\/p>\n<p>             ,<\/p>\n<p>             m<\/p>\n<p>           &#043;<\/p>\n<p>            T<\/p>\n<p>            o<\/p>\n<p>            P<\/p>\n<p>             m<\/p>\n<p>             ,<\/p>\n<p>             b<\/p>\n<p>             ,<\/p>\n<p>             o<\/p>\n<p>           10<\/p>\n<p>           6<\/p>\n<p>         C_{call}&#061;\\\\frac{T_hP_{m,b,h}&#043;T_mP_{m,b,m}&#043;T_oP_{m,b,o}}{10^6} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">c<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.0463em;vertical-align: -0.686em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3603em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1<\/span><span class=\"mord\"><span class=\"mord\">0<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7401em\"><span class=\"\" style=\"top: -2.989em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">6<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">h<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">P<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">m<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\">b<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\">h<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">P<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">m<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\">b<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">o<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">P<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">m<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\">b<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\">o<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.686em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u4e00\u4e2a\u4e1a\u52a1\u4efb\u52a1\u5f80\u5f80\u4e0d\u6b62\u4e00\u6b21\u8c03\u7528\u3002Agent \u53ef\u80fd\u8fdb\u884c\u591a\u8f6e\u5de5\u5177\u8c03\u7528&#xff0c;\u683c\u5f0f\u6821\u9a8c\u5931\u8d25\u4f1a\u91cd\u8bd5&#xff0c;\u4f4e\u6863\u6a21\u578b\u5931\u8d25\u540e\u4f1a\u5347\u7ea7\u5230 Pro\u3002\u56e0\u6b64&#xff0c;\u4efb\u52a1\u6210\u672c\u5e94\u5199\u6210&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          C<\/p>\n<p>           t<\/p>\n<p>           a<\/p>\n<p>           s<\/p>\n<p>           k<\/p>\n<p>         &#061;<\/p>\n<p>          \u2211<\/p>\n<p>           i<\/p>\n<p>           &#061;<\/p>\n<p>           1<\/p>\n<p>           N<\/p>\n<p>            c<\/p>\n<p>            a<\/p>\n<p>            l<\/p>\n<p>            l<\/p>\n<p>            s<\/p>\n<p>          C<\/p>\n<p>           c<\/p>\n<p>           a<\/p>\n<p>           l<\/p>\n<p>           l<\/p>\n<p>           (<\/p>\n<p>           i<\/p>\n<p>           )<\/p>\n<p>         &#043;<\/p>\n<p>          C<\/p>\n<p>           r<\/p>\n<p>           o<\/p>\n<p>           u<\/p>\n<p>           t<\/p>\n<p>           e<\/p>\n<p>           r<\/p>\n<p>         &#043;<\/p>\n<p>          C<\/p>\n<p>           t<\/p>\n<p>           o<\/p>\n<p>           o<\/p>\n<p>           l<\/p>\n<p>         &#043;<\/p>\n<p>          C<\/p>\n<p>           i<\/p>\n<p>           n<\/p>\n<p>           f<\/p>\n<p>           r<\/p>\n<p>           a<\/p>\n<p>         C_{task}&#061;\\\\sum_{i&#061;1}^{N_{calls}}C_{call}^{(i)}&#043;C_{router}&#043;C_{tool}&#043;C_{infra} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 3.1229em;vertical-align: -1.2777em\"><\/span><span class=\"mop op-limits\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.8452em\"><span class=\"\" style=\"top: -1.8723em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mrel mtight\">&#061;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.05em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"\"><span class=\"mop op-symbol large-op\">\u2211<\/span><\/span><\/span><span class=\"\" style=\"top: -4.3169em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.109em\">N<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3448em\"><span class=\"\" style=\"top: -2.3488em;margin-left: -0.109em;margin-right: 0.0714em\"><span class=\"pstrut\" style=\"height: 2.5em\"><\/span><span class=\"sizing reset-size3 size1 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">c<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mord mathnormal mtight\">s<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1512em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.2777em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.0448em\"><span class=\"\" style=\"top: -2.3987em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">c<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.2198em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mopen mtight\">(<\/span><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mclose mtight\">)<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3013em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\">o<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">er<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\">oo<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">in<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\">a<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5176\u4e2d router \u662f\u8def\u7531\u5206\u7c7b\u5668\u5f00\u9500&#xff0c;tool \u662f\u641c\u7d22\u3001\u6570\u636e\u5e93\u3001\u6c99\u7bb1\u7b49\u5916\u90e8\u5de5\u5177\u5f00\u9500&#xff0c;infra \u662f\u7f51\u5173\u3001\u961f\u5217\u3001\u65e5\u5fd7\u4e0e\u81ea\u6258\u7ba1\u63a8\u7406\u7b49\u57fa\u7840\u8bbe\u65bd\u5f00\u9500\u3002\u53ea\u7edf\u8ba1\u7b2c\u4e00\u6b21\u6a21\u578b\u8c03\u7528&#xff0c;\u4f1a\u7cfb\u7edf\u6027\u4f4e\u4f30 Agent \u7684\u6210\u672c\u3002<\/p>\n<p>\u751f\u4ea7\u4e0a\u66f4\u6709\u4ef7\u503c\u7684\u6307\u6807\u4e0d\u662f\u201c\u6bcf\u5343\u6b21\u8bf7\u6c42\u6210\u672c\u201d&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         Cost\u00a0per\u00a0Successful\u00a0Task<\/p>\n<p>         &#061;<\/p>\n<p>          \u603b\u6a21\u578b\u4e0e\u5de5\u5177\u6210\u672c<\/p>\n<p>          \u901a\u8fc7\u8d28\u91cf\u95e8\u69db\u7684\u4efb\u52a1\u6570<\/p>\n<p>         \\\\text{Cost per Successful Task} &#061;\\\\frac{\\\\text{\u603b\u6a21\u578b\u4e0e\u5de5\u5177\u6210\u672c}}{\\\\text{\u901a\u8fc7\u8d28\u91cf\u95e8\u69db\u7684\u4efb\u52a1\u6570}} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span class=\"mord text\"><span class=\"mord\">Cost\u00a0per\u00a0Successful\u00a0Task<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.0463em;vertical-align: -0.686em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3603em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u901a\u8fc7\u8d28\u91cf\u95e8\u69db\u7684\u4efb\u52a1\u6570<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u603b\u6a21\u578b\u4e0e\u5de5\u5177\u6210\u672c<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.686em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5982\u679c\u4fbf\u5b9c\u6a21\u578b\u8ba9\u4e00\u6b21\u901a\u8fc7\u7387\u4e0b\u964d&#xff0c;\u5bfc\u81f4\u91cd\u8bd5\u548c\u5347\u7ea7\u589e\u591a&#xff0c;\u5b83\u7684 Token \u5355\u4ef7\u4f4e\u5e76\u4e0d\u7b49\u4e8e\u5355\u4f4d\u6210\u529f\u4efb\u52a1\u6210\u672c\u4f4e\u3002<\/p>\n<h4>2.2 \u4e00\u4e2a\u53ef\u590d\u7b97\u7684\u8d26\u5355\u793a\u4f8b<\/h4>\n<p>\u5047\u8bbe\u67d0\u5ba2\u670d\u4e0e\u77e5\u8bc6\u5e93\u6df7\u5408\u4e1a\u52a1\u6bcf\u65e5 10 \u4e07\u4e2a\u8bf7\u6c42&#xff0c;\u5e73\u5747\u6bcf\u4e2a\u8bf7\u6c42\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>\u7f13\u5b58\u547d\u4e2d\u8f93\u5165 2800 Token&#xff1a;\u56fa\u5b9a System Prompt\u3001\u5de5\u5177\u63cf\u8ff0\u3001\u7a33\u5b9a\u77e5\u8bc6\u524d\u7f00&#xff1b;<\/li>\n<li>\u7f13\u5b58\u672a\u547d\u4e2d\u8f93\u5165 1200 Token&#xff1a;\u7528\u6237\u95ee\u9898\u3001\u52a8\u6001\u68c0\u7d22\u7ed3\u679c\u3001\u5b9e\u65f6\u72b6\u6001&#xff1b;<\/li>\n<li>\u8f93\u51fa 600 Token\u3002<\/li>\n<\/ul>\n<p>\u5168\u90e8\u4f7f\u7528 V4-Flash \u65f6&#xff1a;<\/p>\n<table>\n<tr>\u4ef7\u683c\u65b9\u6848\u5355\u8bf7\u6c42\u6210\u672c10 \u4e07\u8bf7\u6c42\/\u65e5\u76f8\u5bf9\u65e7\u4ef7<\/tr>\n<tbody>\n<tr>\n<td>\u8c03\u4ef7\u524d<\/td>\n<td align=\"right\">$0.00034384<\/td>\n<td align=\"right\">$34.38<\/td>\n<td align=\"right\">\u57fa\u7ebf<\/td>\n<\/tr>\n<tr>\n<td>\u65b0\u4ef7&#xff1a;\u5168\u90e8\u7a7a\u95f2<\/td>\n<td align=\"right\">$0.00067960<\/td>\n<td align=\"right\">$67.96<\/td>\n<td align=\"right\">&#043;97.7%<\/td>\n<\/tr>\n<tr>\n<td>\u65b0\u4ef7&#xff1a;\u5168\u90e8\u9ad8\u5cf0<\/td>\n<td align=\"right\">$0.00135920<\/td>\n<td align=\"right\">$135.92<\/td>\n<td align=\"right\">&#043;295.3%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u540c\u6837\u7684 Token \u7ed3\u6784\u82e5\u5168\u90e8\u4f7f\u7528 V4-Pro&#xff1a;<\/p>\n<table>\n<tr>\u4ef7\u683c\u65b9\u6848\u5355\u8bf7\u6c42\u6210\u672c10 \u4e07\u8bf7\u6c42\/\u65e5\u76f8\u5bf9\u65e7\u4ef7<\/tr>\n<tbody>\n<tr>\n<td>\u8c03\u4ef7\u524d<\/td>\n<td align=\"right\">$0.00105415<\/td>\n<td align=\"right\">$105.42<\/td>\n<td align=\"right\">\u57fa\u7ebf<\/td>\n<\/tr>\n<tr>\n<td>\u65b0\u4ef7&#xff1a;\u5168\u90e8\u7a7a\u95f2<\/td>\n<td align=\"right\">$0.00204160<\/td>\n<td align=\"right\">$204.16<\/td>\n<td align=\"right\">&#043;93.7%<\/td>\n<\/tr>\n<tr>\n<td>\u65b0\u4ef7&#xff1a;\u5168\u90e8\u9ad8\u5cf0<\/td>\n<td align=\"right\">$0.00408320<\/td>\n<td align=\"right\">$408.32<\/td>\n<td align=\"right\">&#043;287.3%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e2a\u4f8b\u5b50\u63ed\u793a\u4e86\u4e24\u4ef6\u4e8b\u3002\u7b2c\u4e00&#xff0c;\u771f\u5b9e\u6da8\u5e45\u7531\u5de5\u4f5c\u8d1f\u8f7d\u7ed3\u6784\u51b3\u5b9a&#xff0c;\u65e2\u4e0d\u662f\u7edf\u4e00\u7684 50%&#xff0c;\u4e5f\u4e0d\u662f\u7edf\u4e00\u7684 1100%\u3002\u7b2c\u4e8c&#xff0c;\u56e0\u4e3a\u6bcf\u4e2a\u9ad8\u5cf0\u5355\u4ef7\u90fd\u6070\u597d\u662f\u7a7a\u95f2\u4ef7\u7684\u4e24\u500d&#xff0c;\u5982\u679c\u67d0\u4e1a\u52a1\u6709\u6bd4\u4f8b (\\\\rho) \u7684 Token \u843d\u5728\u9ad8\u5cf0&#xff0c;\u65b0\u4ef7\u683c\u7684\u65e5\u5747\u6210\u672c\u53ef\u7b80\u5316\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          C<\/p>\n<p>           a<\/p>\n<p>           v<\/p>\n<p>           g<\/p>\n<p>         &#061;<\/p>\n<p>          C<\/p>\n<p>           o<\/p>\n<p>           f<\/p>\n<p>           f<\/p>\n<p>           p<\/p>\n<p>           e<\/p>\n<p>           a<\/p>\n<p>           k<\/p>\n<p>         (<\/p>\n<p>         1<\/p>\n<p>         &#043;<\/p>\n<p>         \u03c1<\/p>\n<p>         )<\/p>\n<p>         C_{avg}&#061;C_{offpeak}(1&#043;\\\\rho) <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">v<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">g<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">o<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0315em\">ak<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\">1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">\u03c1<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5f53\u9ad8\u5cf0\u6d41\u91cf\u5360 40% \u65f6&#xff0c;\u5e73\u5747\u6210\u672c\u5c31\u662f\u201c\u5168\u90e8\u7a7a\u95f2\u201d\u7684 1.4 \u500d\u3002\u524a\u51cf\u9ad8\u5cf0\u6d41\u91cf\u5360\u6bd4\u4e0e\u964d\u4f4e\u6a21\u578b\u6863\u4f4d&#xff0c;\u662f\u4e24\u4e2a\u76f8\u4e92\u72ec\u7acb\u7684\u4f18\u5316\u65cb\u94ae\u3002<\/p>\n<h4>2.3 \u7f13\u5b58\u547d\u4e2d\u7387\u5fc5\u987b\u6309 Token \u7b97&#xff0c;\u800c\u4e0d\u662f\u6309\u8bf7\u6c42\u7b97<\/h4>\n<p>\u4e0b\u9762\u4e24\u79cd\u4e1a\u52a1\u90fd\u53ef\u4ee5\u5ba3\u79f0\u201c50% \u7684\u8bf7\u6c42\u547d\u4e2d\u7f13\u5b58\u201d&#xff0c;\u4f46\u7ecf\u6d4e\u610f\u4e49\u5b8c\u5168\u4e0d\u540c&#xff1a;<\/p>\n<ul>\n<li>\u4e1a\u52a1 A&#xff1a;\u547d\u4e2d\u7684\u8bf7\u6c42\u53ea\u547d\u4e2d 200 Token&#xff0c;\u672a\u547d\u4e2d\u90e8\u5206\u6709 8000 Token&#xff1b;<\/li>\n<li>\u4e1a\u52a1 B&#xff1a;\u6bcf\u4e2a\u8bf7\u6c42\u7684 6000 Token \u56fa\u5b9a\u524d\u7f00\u90fd\u547d\u4e2d&#xff0c;\u53ea\u6709 1000 Token \u52a8\u6001\u5185\u5bb9\u672a\u547d\u4e2d\u3002<\/li>\n<\/ul>\n<p>\u771f\u6b63\u6709\u610f\u4e49\u7684\u6307\u6807\u662f&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          R<\/p>\n<p>           c<\/p>\n<p>           a<\/p>\n<p>           c<\/p>\n<p>           h<\/p>\n<p>           e<\/p>\n<p>         &#061;<\/p>\n<p>           T<\/p>\n<p>           h<\/p>\n<p>            T<\/p>\n<p>            h<\/p>\n<p>           &#043;<\/p>\n<p>            T<\/p>\n<p>            m<\/p>\n<p>         R_{cache}&#061;\\\\frac{T_h}{T_h&#043;T_m} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">c<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\">c<\/span><span class=\"mord mathnormal mtight\">h<\/span><span class=\"mord mathnormal mtight\">e<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.1963em;vertical-align: -0.836em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3603em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">h<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">h<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.836em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5e76\u4e14\u8981\u540c\u65f6\u8bb0\u5f55\u7edd\u5bf9\u7684 (T_h) \u548c (T_m)\u3002\u9ad8\u547d\u4e2d\u7387\u4e0d\u80fd\u63a9\u76d6\u4e0d\u65ad\u81a8\u80c0\u7684\u4e0a\u4e0b\u6587&#xff1a;\u5f53\u603b\u8f93\u5165\u4ece 8K \u589e\u957f\u5230 80K&#xff0c;\u5373\u4f7f\u547d\u4e2d\u7387\u4ecd\u662f 90%&#xff0c;\u672a\u547d\u4e2d Token \u4e5f\u589e\u957f\u4e86 10 \u500d\u3002<\/p>\n<h4>2.4 \u601d\u8003\u3001\u5de5\u5177\u8c03\u7528\u548c\u91cd\u8bd5\u7684\u653e\u5927\u6548\u5e94<\/h4>\n<p>\u4f20\u7edf\u804a\u5929\u5e94\u7528\u7684\u8c03\u7528\u94fe\u901a\u5e38\u662f\u201c\u4e00\u95ee\u4e00\u7b54\u201d&#xff1b;Agent \u7684\u8c03\u7528\u94fe\u66f4\u50cf\u4e00\u4e2a\u5e26\u53cd\u9988\u7684\u5faa\u73af&#xff1a;<\/p>\n<p>\u8bf7\u6c42 \u2192 \u601d\u8003 \u2192 \u5de5\u5177\u8c03\u7528 \u2192 \u5de5\u5177\u7ed3\u679c\u56de\u586b \u2192 \u518d\u601d\u8003 \u2192 \u518d\u8c03\u7528 \u2192 \u6700\u7ec8\u56de\u7b54<\/p>\n<p>\u6bcf\u8f6e\u5de5\u5177\u7ed3\u679c\u90fd\u4f1a\u6210\u4e3a\u540e\u7eed\u8f93\u5165&#xff0c;\u6bcf\u8f6e\u601d\u8003\u4e0e\u56de\u7b54\u90fd\u4f1a\u4ea7\u751f\u8f93\u51fa\u3002\u5047\u8bbe\u4e00\u6b21\u6b63\u5e38\u4efb\u52a1\u9700\u8981 3 \u6b21\u6a21\u578b\u8c03\u7528&#xff0c;\u800c 8% \u7684\u4efb\u52a1\u56e0\u4e3a\u5de5\u5177\u5931\u8d25\u5b8c\u6574\u91cd\u8bd5&#xff0c;\u90a3\u4e48\u8bf7\u6c42\u6570\u653e\u5927\u7cfb\u6570\u81f3\u5c11\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          A<\/p>\n<p>           r<\/p>\n<p>           e<\/p>\n<p>           t<\/p>\n<p>           r<\/p>\n<p>           y<\/p>\n<p>         &#061;<\/p>\n<p>         3<\/p>\n<p>         \u00d7<\/p>\n<p>         (<\/p>\n<p>         1<\/p>\n<p>         &#043;<\/p>\n<p>         8<\/p>\n<p>         %<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>         3.24<\/p>\n<p>         A_{retry}&#061;3\\\\times(1&#043;8\\\\%)&#061;3.24 <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">A<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">y<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.7278em;vertical-align: -0.0833em\"><\/span><span class=\"mord\">3<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00d7<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord\">1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\">8%<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">3.24<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5982\u679c\u5931\u8d25\u540e\u4e0d\u662f\u4ece\u68c0\u67e5\u70b9\u6062\u590d&#xff0c;\u800c\u662f\u628a\u6574\u4e2a\u8f68\u8ff9\u91cd\u65b0\u53d1\u7ed9\u6a21\u578b&#xff0c;Token \u653e\u5927\u8fd8\u4f1a\u9ad8\u4e8e 3.24\u3002\u56e0\u6b64&#xff0c;Agent \u6210\u672c\u6cbb\u7406\u9996\u5148\u8981\u9650\u5236\u6700\u5927\u6b65\u6570\u3001\u4e3a\u5de5\u5177\u8bbe\u7f6e\u5e42\u7b49\u952e\u3001\u538b\u7f29\u5de5\u5177\u7ed3\u679c\u3001\u533a\u5206\u53ef\u91cd\u8bd5\u4e0e\u4e0d\u53ef\u91cd\u8bd5\u9519\u8bef&#xff0c;\u800c\u4e0d\u662f\u53ea\u76ef\u7740\u6a21\u578b\u5355\u4ef7\u3002<\/p>\n<hr \/>\n<h3>3. \u6da8\u4ef7\u540e\u7684\u6b63\u786e\u4f18\u5316\u987a\u5e8f<\/h3>\n<h4>3.1 \u7b2c\u4e00\u6b65&#xff1a;\u5efa\u7acb\u53ef\u5f52\u56e0\u7684\u7528\u91cf\u57fa\u7ebf<\/h4>\n<p>\u5728\u6539\u8def\u7531\u524d&#xff0c;\u5148\u4ece API \u7f51\u5173\u3001DeepSeek \u7528\u91cf\u540e\u53f0\u4e0e\u4e1a\u52a1\u65e5\u5fd7\u5bfc\u51fa\u81f3\u5c11 7\u201414 \u5929\u6570\u636e&#xff0c;\u5e76\u6309\u4ee5\u4e0b\u7ef4\u5ea6\u805a\u5408&#xff1a;<\/p>\n<ul>\n<li>\u4e1a\u52a1\u573a\u666f\u3001\u79df\u6237\u3001\u63a5\u53e3\u3001\u4efb\u52a1\u7c7b\u578b&#xff1b;<\/li>\n<li>\u6a21\u578b\u3001\u601d\u8003\u5f00\u5173\u4e0e reasoning_effort&#xff1b;<\/li>\n<li>\u5317\u4eac\u65f6\u95f4\u5c0f\u65f6\u3001\u9ad8\u5cf0\/\u7a7a\u95f2\u6807\u7b7e&#xff1b;<\/li>\n<li>\u7f13\u5b58\u547d\u4e2d\u8f93\u5165\u3001\u7f13\u5b58\u672a\u547d\u4e2d\u8f93\u5165\u3001\u8f93\u51fa Token&#xff1b;<\/li>\n<li>\u9996\u6b21\u6210\u529f\u3001\u91cd\u8bd5\u3001\u56de\u9000\u3001\u4eba\u5de5\u63a5\u7ba1&#xff1b;<\/li>\n<li>TTFT\u3001\u7aef\u5230\u7aef P50\/P95\/P99 \u5ef6\u8fdf&#xff1b;<\/li>\n<li>\u8d28\u91cf\u7ed3\u679c&#xff1a;\u51c6\u786e\u7387\u3001\u4efb\u52a1\u6210\u529f\u7387\u3001\u683c\u5f0f\u901a\u8fc7\u7387\u3001\u4eba\u5de5\u8bc4\u5206\u6216\u4e1a\u52a1\u8f6c\u5316\u3002<\/li>\n<\/ul>\n<p>\u7136\u540e\u7528\u65b0\u4ef7\u683c\u5bf9\u5386\u53f2\u6d41\u91cf\u505a\u91cd\u5b9a\u4ef7\u56de\u653e&#xff1a;\u4fdd\u6301\u540c\u4e00\u6279 Token \u4e0d\u53d8&#xff0c;\u53ea\u66ff\u6362\u4ef7\u683c\u8868\u3002\u8fd9\u6837\u53ef\u4ee5\u56de\u7b54\u201c\u5982\u679c\u4ec0\u4e48\u90fd\u4e0d\u505a&#xff0c;\u4e0b\u6708\u8d26\u5355\u662f\u591a\u5c11\u201d\u3002\u6ca1\u6709\u8fd9\u4e2a\u57fa\u7ebf&#xff0c;\u540e\u7eed\u4efb\u4f55\u201c\u8282\u7701 40%\u201d\u90fd\u7f3a\u5c11\u53ef\u4fe1\u5206\u6bcd\u3002<\/p>\n<h4>3.2 \u7b2c\u4e8c\u6b65&#xff1a;\u5148\u6d88\u706d\u65e0\u6548 Token<\/h4>\n<p>\u65e0\u6548 Token \u65e0\u8bba\u8def\u7531\u5230\u54ea\u4e00\u4e2a\u6a21\u578b\u90fd\u8981\u4ed8\u8d39&#xff0c;\u901a\u5e38\u4e5f\u662f\u6700\u5bb9\u6613\u62ff\u5230\u7684\u6536\u76ca&#xff1a;<\/p>\n<ul>\n<li>\u5220\u9664\u591a\u8f6e\u4f1a\u8bdd\u4e2d\u91cd\u590d\u7684\u7cfb\u7edf\u6307\u4ee4\u4e0e\u5de5\u5177\u5b9a\u4e49&#xff1b;<\/li>\n<li>\u5c06\u7a33\u5b9a\u524d\u7f00\u653e\u5728\u52a8\u6001\u5185\u5bb9\u4e4b\u524d&#xff0c;\u63d0\u9ad8\u524d\u7f00\u590d\u7528\u673a\u4f1a&#xff1b;<\/li>\n<li>\u5bf9\u68c0\u7d22\u7ed3\u679c\u505a\u53bb\u91cd\u3001\u91cd\u6392\u548c\u8bc1\u636e\u622a\u65ad&#xff0c;\u4e0d\u628a Top-50 \u539f\u6587\u5168\u90e8\u585e\u5165\u4e0a\u4e0b\u6587&#xff1b;<\/li>\n<li>\u5bf9 HTML\u3001\u65e5\u5fd7\u548c\u4ee3\u7801\u5220\u9664\u4e0e\u4efb\u52a1\u65e0\u5173\u7684\u6837\u677f\u5185\u5bb9&#xff1b;<\/li>\n<li>\u4e3a\u4e0d\u540c\u4efb\u52a1\u8bbe\u7f6e\u72ec\u7acb\u7684 max_tokens&#xff0c;\u4e0d\u8981\u5168\u5c40\u7ed9\u4e00\u4e2a\u6781\u5927\u4e0a\u9650&#xff1b;<\/li>\n<li>\u5de5\u5177\u8fd4\u56de\u7ed3\u6784\u5316\u6458\u8981\u3001\u6e38\u6807\u6216\u5bf9\u8c61 ID&#xff0c;\u800c\u4e0d\u662f\u5b8c\u6574\u6570\u636e\u5e93\u8bb0\u5f55&#xff1b;<\/li>\n<li>\u591a\u8f6e\u4f1a\u8bdd\u91c7\u7528\u6eda\u52a8\u6458\u8981&#xff0c;\u5e76\u4fdd\u7559\u5173\u952e\u4e8b\u5b9e\u4e0e\u5f15\u7528\u6765\u6e90&#xff1b;<\/li>\n<li>\u7528\u6237\u53d6\u6d88\u8bf7\u6c42\u65f6\u5411\u4e0b\u6e38\u4f20\u64ad\u53d6\u6d88\u4fe1\u53f7&#xff0c;\u907f\u514d\u540e\u53f0\u7ee7\u7eed\u751f\u6210&#xff1b;<\/li>\n<li>\u4e3a Agent \u8bbe\u7f6e\u6700\u5927\u6b65\u6570\u3001\u603b Token \u9884\u7b97\u548c\u603b\u91d1\u989d\u9884\u7b97\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u91cd\u8981\u8fb9\u754c&#xff1a;\u4e0a\u4e0b\u6587\u538b\u7f29\u4e0d\u662f\u8d8a\u6fc0\u8fdb\u8d8a\u597d\u3002 \u82e5\u538b\u7f29\u5bfc\u81f4\u8bc1\u636e\u4e22\u5931\u3001\u5de5\u5177\u53c2\u6570\u9519\u8bef\u6216\u56de\u7b54\u9700\u8981\u91cd\u8bd5&#xff0c;\u8282\u7701\u7684\u8f93\u5165\u6210\u672c\u53ef\u80fd\u6362\u6765\u66f4\u9ad8\u7684\u8f93\u51fa\u4e0e\u56de\u9000\u6210\u672c\u3002\u5e94\u5728\u79bb\u7ebf\u8bc4\u6d4b\u4e0a\u7ed8\u5236\u201c\u4e0a\u4e0b\u6587\u957f\u5ea6\u2014\u8d28\u91cf\u2014\u6210\u672c\u201d\u66f2\u7ebf&#xff0c;\u800c\u4e0d\u662f\u51ed\u611f\u89c9\u622a\u65ad\u3002<\/p>\n<h4>3.3 \u7b2c\u4e09\u6b65&#xff1a;\u628a\u7f13\u5b58\u5f53\u6210\u6570\u636e\u5e03\u5c40\u95ee\u9898<\/h4>\n<p>\u7f13\u5b58\u547d\u4e2d\u4f9d\u8d56\u53ef\u590d\u7528\u524d\u7f00&#xff0c;\u56e0\u6b64 Prompt \u7684\u7269\u7406\u5e03\u5c40\u4f1a\u5f71\u54cd\u8d26\u5355\u3002\u63a8\u8350\u987a\u5e8f\u662f&#xff1a;<\/p>\n<p>[\u7a33\u5b9a\u7cfb\u7edf\u6307\u4ee4]<br \/>\n[\u7a33\u5b9a\u5de5\u5177\u5b9a\u4e49]<br \/>\n[\u7248\u672c\u5316\u4e1a\u52a1\u89c4\u5219]<br \/>\n[\u53ef\u590d\u7528\u7684\u4f1a\u8bdd\u524d\u7f00]<br \/>\n[\u672c\u8f6e\u52a8\u6001\u68c0\u7d22\u7ed3\u679c]<br \/>\n[\u5f53\u524d\u7528\u6237\u8f93\u5165]<\/p>\n<p>\u51e0\u6761\u751f\u4ea7\u539f\u5219&#xff1a;<\/p>\n<li>\u4e0d\u8981\u5728\u7a33\u5b9a\u524d\u7f00\u4e2d\u5199\u5f53\u524d\u65f6\u95f4\u3001\u968f\u673a ID\u3001\u8bf7\u6c42\u8ffd\u8e2a\u53f7\u7b49\u9ad8\u71b5\u5b57\u6bb5&#xff1b;<\/li>\n<li>Prompt \u6a21\u677f\u663e\u5f0f\u7248\u672c\u5316&#xff0c;\u907f\u514d\u65e0\u610f\u4e49\u7a7a\u683c\u3001\u952e\u987a\u5e8f\u6216\u5e8f\u5217\u5316\u5dee\u5f02\u7834\u574f\u590d\u7528&#xff1b;<\/li>\n<li>\u4e0d\u8981\u4e3a\u4e86\u7f13\u5b58\u547d\u4e2d\u8de8\u7528\u6237\u5171\u4eab\u654f\u611f\u4e0a\u4e0b\u6587&#xff1b;<\/li>\n<li>\u7528\u5b98\u65b9 user_id \u505a\u4e1a\u52a1\u7528\u6237\u9694\u79bb&#xff0c;\u4f46\u4e0d\u8981\u628a\u624b\u673a\u53f7\u3001\u90ae\u7bb1\u7b49\u9690\u79c1\u76f4\u63a5\u653e\u8fdb\u53bb&#xff1b;<\/li>\n<li>\u76d1\u63a7\u201c\u547d\u4e2d Token \u6570\u201d&#xff0c;\u5e76\u7528\u8d26\u5355\u53cd\u5411\u6821\u9a8c&#xff0c;\u4e0d\u8981\u7528\u5e94\u7528\u4fa7\u731c\u6d4b\u4ee3\u66ff\u670d\u52a1\u7aef usage\u3002<\/li>\n<p>DeepSeek \u7684\u9650\u901f\u4e0e\u9694\u79bb\u6587\u6863\u8bf4\u660e&#xff0c;user_id \u540c\u65f6\u53c2\u4e0e\u5185\u5bb9\u5b89\u5168\u3001KV Cache \u4e0e\u8c03\u5ea6\u9694\u79bb&#xff0c;\u4e14\u4e0d\u5f97\u5305\u542b\u7528\u6237\u9690\u79c1\u4fe1\u606f\u3002\u7f13\u5b58\u5de5\u7a0b\u5fc5\u987b\u670d\u4ece\u79df\u6237\u9694\u79bb\u4e0e\u6570\u636e\u6cbb\u7406&#xff0c;\u4e0d\u80fd\u4e3a\u4e86\u51e0\u5206\u94b1\u7834\u574f\u5b89\u5168\u8fb9\u754c\u3002<\/p>\n<h4>3.4 \u7b2c\u56db\u6b65&#xff1a;\u53ea\u8c03\u5ea6\u771f\u6b63\u53ef\u5ef6\u8fdf\u7684\u4efb\u52a1<\/h4>\n<p>\u5cf0\u8c37\u5b9a\u4ef7\u8ba9\u65f6\u95f4\u6210\u4e3a\u660e\u786e\u7684\u7ecf\u6d4e\u53d8\u91cf\u3002\u9002\u5408\u79fb\u52a8\u5230\u7a7a\u95f2\u65f6\u6bb5\u7684\u4efb\u52a1\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u4ee3\u7801\u4ed3\u5e93\u7d22\u5f15\u3001\u79bb\u7ebf\u4ee3\u7801\u5ba1\u67e5\u3001\u4f9d\u8d56\u5347\u7ea7\u5efa\u8bae&#xff1b;<\/li>\n<li>\u591c\u95f4\u62a5\u8868\u3001\u6587\u6863\u6458\u8981\u3001\u6279\u91cf\u6807\u7b7e\u4e0e\u6570\u636e\u6e05\u6d17&#xff1b;<\/li>\n<li>\u8bc4\u6d4b\u96c6\u56de\u5f52\u3001Prompt \u5b9e\u9a8c\u3001\u5408\u6210\u6570\u636e\u751f\u6210&#xff1b;<\/li>\n<li>\u975e\u7d27\u6025\u7684\u7814\u7a76 Agent\u3001\u77e5\u8bc6\u5e93\u589e\u91cf\u5904\u7406\u3002<\/li>\n<\/ul>\n<p>\u4e0d\u9002\u5408\u8c03\u5ea6\u7684\u4efb\u52a1\u5305\u62ec\u5728\u7ebf\u5ba2\u670d\u3001\u4ea4\u4e92\u5f0f\u7f16\u7a0b\u3001\u5b9e\u65f6\u98ce\u63a7\u3001\u751f\u4ea7\u544a\u8b66\u5206\u6790\u3002\u5f3a\u884c\u7b49\u5f85\u7a7a\u95f2\u65f6\u6bb5\u4f1a\u628a API \u6210\u672c\u8f6c\u5316\u4e3a\u7528\u6237\u6d41\u5931\u548c SLA \u8fdd\u7ea6\u3002<\/p>\n<p>\u8c03\u5ea6\u5668\u81f3\u5c11\u5e94\u652f\u6301&#xff1a;\u4efb\u52a1\u622a\u6b62\u65f6\u95f4\u3001\u4f18\u5148\u7ea7\u3001\u9884\u8ba1 Token\u3001\u79df\u6237\u9884\u7b97\u3001\u5e42\u7b49\u952e\u3001\u6700\u5927\u91cd\u8bd5\u6b21\u6570\u548c\u6b7b\u4fe1\u961f\u5217\u3002\u4e34\u8fd1 9:00 \u6216 14:00 \u65f6&#xff0c;\u4e0d\u8981\u53ea\u770b\u5165\u961f\u65f6\u95f4&#xff1b;\u957f\u4efb\u52a1\u53ef\u80fd\u8de8\u5165\u9ad8\u5cf0\u3002\u5b9e\u9645\u8ba1\u8d39\u5f52\u5c5e\u5e94\u4ee5\u5e73\u53f0\u89c4\u5219\u548c\u8d26\u5355\u4e3a\u51c6&#xff0c;\u5e76\u6301\u7eed\u505a\u9884\u6d4b\u6210\u672c\u4e0e\u7ed3\u7b97\u6210\u672c\u7684\u5dee\u5f02\u76d1\u63a7\u3002<\/p>\n<h4>3.5 \u7b2c\u4e94\u6b65&#xff1a;\u6700\u540e\u624d\u662f\u6a21\u578b\u4e0e\u63a8\u7406\u5f3a\u5ea6\u8def\u7531<\/h4>\n<p>\u8def\u7531\u7684\u76ee\u6807\u4e0d\u5e94\u662f\u201c\u5c3d\u91cf\u8d70 Flash\u201d&#xff0c;\u800c\u5e94\u5f62\u5f0f\u5316\u4e3a\u4e00\u4e2a\u7ea6\u675f\u4f18\u5316\u95ee\u9898&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>           min<\/p>\n<p>           \u2061<\/p>\n<p>           r<\/p>\n<p>           \u2208<\/p>\n<p>           R<\/p>\n<p>        \u2005\u200a<\/p>\n<p>         E<\/p>\n<p>         [<\/p>\n<p>         C<\/p>\n<p>         (<\/p>\n<p>         r<\/p>\n<p>         ,<\/p>\n<p>         x<\/p>\n<p>         )<\/p>\n<p>         ]<\/p>\n<p>         \\\\min_{r\\\\in R}\\\\;\\\\mathbb{E}[C(r,x)] <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.5217em;vertical-align: -0.7717em\"><\/span><span class=\"mop op-limits\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.6679em\"><span class=\"\" style=\"top: -2.3557em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mrel mtight\">\u2208<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0077em\">R<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"\"><span class=\"mop\">min<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7717em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathbb\">E<\/span><span class=\"mopen\">[<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">x<\/span><span class=\"mclose\">)]<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u540c\u65f6\u6ee1\u8db3&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         Q<\/p>\n<p>         (<\/p>\n<p>         r<\/p>\n<p>         ,<\/p>\n<p>         x<\/p>\n<p>         )<\/p>\n<p>         \u2265<\/p>\n<p>          Q<\/p>\n<p>           m<\/p>\n<p>           i<\/p>\n<p>           n<\/p>\n<p>         ,<\/p>\n<p>          L<\/p>\n<p>           p<\/p>\n<p>           95<\/p>\n<p>         (<\/p>\n<p>         r<\/p>\n<p>         ,<\/p>\n<p>         x<\/p>\n<p>         )<\/p>\n<p>         \u2264<\/p>\n<p>          L<\/p>\n<p>           S<\/p>\n<p>           L<\/p>\n<p>           O<\/p>\n<p>         ,<\/p>\n<p>         A<\/p>\n<p>         (<\/p>\n<p>         r<\/p>\n<p>         )<\/p>\n<p>         \u2265<\/p>\n<p>          A<\/p>\n<p>           m<\/p>\n<p>           i<\/p>\n<p>           n<\/p>\n<p>         ,<\/p>\n<p>         G<\/p>\n<p>         (<\/p>\n<p>         r<\/p>\n<p>         ,<\/p>\n<p>         x<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>         1<\/p>\n<p>         Q(r,x)\\\\ge Q_{min},\\\\quad L_{p95}(r,x)\\\\le L_{SLO},\\\\quad A(r)\\\\ge A_{min},\\\\quad G(r,x)&#061;1 <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">Q<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">x<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2265<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">Q<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">min<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 1em\"><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">L<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mtight\">95<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">x<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2264<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">L<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal mtight\">L<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">O<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 1em\"><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">A<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2265<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">A<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">min<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 1em\"><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">G<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">x<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">1<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5176\u4e2d (C) \u662f\u4efb\u52a1\u6210\u672c&#xff0c;(Q) \u662f\u8d28\u91cf&#xff0c;(L) \u662f\u5ef6\u8fdf&#xff0c;(A) \u662f\u53ef\u7528\u6027&#xff0c;(G) \u8868\u793a\u5408\u89c4\u4e0e\u80fd\u529b\u7ea6\u675f\u662f\u5426\u6ee1\u8db3\u3002\u53ea\u6709\u5728\u786c\u7ea6\u675f\u901a\u8fc7\u540e&#xff0c;\u6210\u672c\u624d\u8fdb\u5165\u6bd4\u8f83\u3002<\/p>\n<hr \/>\n<h3>4. \u751f\u4ea7\u7ea7\u8def\u7531\u4e0d\u662f\u5173\u952e\u8bcd\u5206\u6d41<\/h3>\n<h4>4.1 \u5148\u505a\u786c\u95e8\u63a7&#xff0c;\u518d\u505a\u80fd\u529b\u5224\u65ad<\/h4>\n<p>\u4e00\u4e2a\u53ef\u89e3\u91ca\u7684\u8def\u7531\u94fe\u53ef\u4ee5\u62c6\u6210\u4e94\u5c42&#xff1a;<\/p>\n<p>\u8bf7\u6c42<br \/>\n  \u2193<br \/>\n\u80fd\u529b\/\u5408\u89c4\u786c\u95e8\u63a7<br \/>\n  \u2193<br \/>\n\u4efb\u52a1\u7c7b\u578b\u4e0e\u590d\u6742\u5ea6\u4f30\u8ba1<br \/>\n  \u2193<br \/>\n\u6a21\u578b &#043; \u601d\u8003\u5f3a\u5ea6 &#043; \u6267\u884c\u65f6\u6bb5\u9009\u62e9<br \/>\n  \u2193<br \/>\n\u7ed3\u679c\u6821\u9a8c<br \/>\n  \u2193<br \/>\n\u6210\u529f\u8fd4\u56de \/ \u5347\u7ea7\u91cd\u8bd5 \/ \u4eba\u5de5\u63a5\u7ba1<\/p>\n<p>\u786c\u95e8\u63a7\u5904\u7406\u4e0d\u80fd\u88ab\u7edf\u8ba1\u6a21\u578b\u8986\u76d6\u7684\u6761\u4ef6&#xff0c;\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\u662f\u5426\u9700\u8981\u7279\u5b9a\u5de5\u5177\u3001JSON Schema\u3001\u89c6\u89c9\u8f93\u5165\u6216\u8d85\u957f\u4e0a\u4e0b\u6587&#xff1b;<\/li>\n<li>\u662f\u5426\u5c5e\u4e8e\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u3001\u751f\u4ea7\u53d8\u66f4\u7b49\u9ad8\u98ce\u9669\u4efb\u52a1&#xff1b;<\/li>\n<li>\u6570\u636e\u80fd\u5426\u53d1\u9001\u7ed9\u8be5\u4f9b\u5e94\u5546\u6216\u90e8\u7f72\u533a\u57df&#xff1b;<\/li>\n<li>\u79df\u6237\u5408\u540c\u662f\u5426\u5141\u8bb8\u8de8\u4f9b\u5e94\u5546&#xff1b;<\/li>\n<li>\u5ef6\u8fdf SLO \u662f\u5426\u5141\u8bb8\u589e\u52a0\u4e00\u6b21\u8def\u7531\u8c03\u7528\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u786c\u95e8\u63a7\u540e&#xff0c;\u624d\u6839\u636e\u4efb\u52a1\u96be\u5ea6\u9009\u62e9 Flash\/Pro \u4e0e\u601d\u8003\u5f3a\u5ea6\u3002\u9ad8\u98ce\u9669\u5e76\u4e0d\u81ea\u52a8\u610f\u5473\u7740 Pro \u53ef\u4ee5\u89e3\u51b3\u6240\u6709\u95ee\u9898&#xff1a;\u5b83\u901a\u5e38\u8fd8\u9700\u8981\u68c0\u7d22\u8bc1\u636e\u3001\u786e\u5b9a\u6027\u6821\u9a8c\u3001\u5ba1\u8ba1\u65e5\u5fd7\u751a\u81f3\u4eba\u5de5\u590d\u6838\u3002<\/p>\n<h4>4.2 \u56db\u79cd\u8def\u7531\u5668\u53ca\u5176\u9002\u7528\u8fb9\u754c<\/h4>\n<h5>\u89c4\u5219\u8def\u7531<\/h5>\n<p>\u4f9d\u636e\u4e1a\u52a1\u5165\u53e3\u3001\u4efb\u52a1\u7c7b\u578b\u3001\u98ce\u9669\u6807\u7b7e\u548c\u957f\u5ea6\u533a\u95f4\u5206\u6d41\u3002\u4f18\u70b9\u662f\u96f6\u989d\u5916 Token\u3001\u4f4e\u5ef6\u8fdf\u3001\u6613\u5ba1\u8ba1&#xff1b;\u7f3a\u70b9\u662f\u65e0\u6cd5\u8bc6\u522b\u9690\u542b\u590d\u6742\u5ea6\u3002\u5b83\u9002\u5408\u8986\u76d6\u5927\u91cf\u7ed3\u6784\u5316\u6d41\u91cf&#xff0c;\u4e5f\u662f\u4efb\u4f55\u8def\u7531\u7cfb\u7edf\u7684\u7b2c\u4e00\u5c42\u3002<\/p>\n<h5>\u8f7b\u91cf\u5206\u7c7b\u5668<\/h5>\n<p>\u7528\u4f20\u7edf\u5206\u7c7b\u6a21\u578b\u6216\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u9884\u6d4b\u4efb\u52a1\u7c7b\u578b\u3001\u96be\u5ea6\u4e0e\u5931\u8d25\u98ce\u9669\u3002\u4f18\u70b9\u662f\u6210\u672c\u4f4e\u3001\u53ef\u672c\u5730\u90e8\u7f72&#xff1b;\u7f3a\u70b9\u662f\u9700\u8981\u6807\u6ce8\u6570\u636e&#xff0c;\u5e76\u4f1a\u9047\u5230\u5206\u5e03\u6f02\u79fb\u3002\u8bad\u7ec3\u6807\u7b7e\u4e0d\u5e94\u662f\u4e3b\u89c2\u7684\u201c\u7b80\u5355\/\u56f0\u96be\u201d&#xff0c;\u800c\u5e94\u6765\u81ea\u4e0d\u540c\u6a21\u578b\u5728\u540c\u4e00\u4efb\u52a1\u4e0a\u7684\u5b9e\u9645\u6210\u529f\u4e0e\u6210\u672c\u3002<\/p>\n<h5>LLM \u8def\u7531\u5668<\/h5>\n<p>\u8ba9\u6a21\u578b\u8bfb\u53d6\u8bf7\u6c42\u5e76\u8f93\u51fa\u8def\u7531\u51b3\u7b56&#xff0c;\u51b7\u542f\u52a8\u5feb\u3001\u8bed\u4e49\u7406\u89e3\u5f3a&#xff0c;\u4f46\u4f1a\u989d\u5916\u589e\u52a0\u8c03\u7528\u6210\u672c\u4e0e\u5ef6\u8fdf&#xff0c;\u4e5f\u53ef\u80fd\u88ab\u7528\u6237\u5185\u5bb9\u63d0\u793a\u6ce8\u5165\u3002\u82e5\u8def\u7531\u8c03\u7528\u672c\u8eab\u7528\u4e86\u6602\u8d35\u6a21\u578b&#xff0c;\u8282\u7701\u5f88\u5bb9\u6613\u88ab\u541e\u6389\u3002\u8def\u7531\u8f93\u51fa\u5fc5\u987b\u4f7f\u7528\u53d7\u7ea6\u675f\u7684\u7ed3\u6784\u5316\u683c\u5f0f&#xff0c;\u5e76\u628a\u7528\u6237\u8f93\u5165\u4f5c\u4e3a\u6570\u636e\u800c\u975e\u6307\u4ee4\u5904\u7406\u3002<\/p>\n<h5>\u7ea7\u8054\u4e0e\u7ed3\u679c\u9a71\u52a8\u8def\u7531<\/h5>\n<p>\u5148\u7528 Flash \u751f\u6210&#xff0c;\u5bf9\u53ef\u9a8c\u8bc1\u7ed3\u679c\u505a\u68c0\u67e5&#xff0c;\u5931\u8d25\u518d\u5347\u7ea7\u5230 Pro\u3002\u5b83\u9002\u5408\u4ee3\u7801\u7f16\u8bd1\u3001JSON Schema\u3001SQL \u53ea\u8bfb\u9a8c\u8bc1\u3001\u6570\u5b66\u53ef\u6267\u884c\u6821\u9a8c\u7b49\u4efb\u52a1&#xff1b;\u4e0d\u9002\u5408\u5f00\u653e\u5f0f\u521b\u4f5c\u6216\u96be\u4ee5\u81ea\u52a8\u5224\u65ad\u6b63\u786e\u6027\u7684\u9886\u57df\u3002\u7ea7\u8054\u7684\u5173\u952e\u6307\u6807\u662f&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         E<\/p>\n<p>         [<\/p>\n<p>         C<\/p>\n<p>         ]<\/p>\n<p>         &#061;<\/p>\n<p>          C<\/p>\n<p>          F<\/p>\n<p>         &#043;<\/p>\n<p>          p<\/p>\n<p>           f<\/p>\n<p>           a<\/p>\n<p>           i<\/p>\n<p>           l<\/p>\n<p>         (<\/p>\n<p>          C<\/p>\n<p>           v<\/p>\n<p>           e<\/p>\n<p>           r<\/p>\n<p>           i<\/p>\n<p>           f<\/p>\n<p>           y<\/p>\n<p>         &#043;<\/p>\n<p>          C<\/p>\n<p>          P<\/p>\n<p>         )<\/p>\n<p>         E[C]&#061;C_F&#043;p_{fail}(C_{verify}&#043;C_P) <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mopen\">[<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mclose\">]<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">F<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">p<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"mord mathnormal mtight\">ai<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">v<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">er<\/span><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">y<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">P<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u53ea\u6709\u5f53 Flash \u5931\u8d25\u7387 (p_{fail}) \u8db3\u591f\u4f4e&#xff0c;\u4e14\u6821\u9a8c\u53ef\u9760\u65f6&#xff0c;\u7ea7\u8054\u624d\u6bd4\u76f4\u63a5\u4f7f\u7528 Pro \u66f4\u4fbf\u5b9c\u3002<\/p>\n<h4>4.3 \u201c\u590d\u6742\u5ea6\u201d\u5e94\u7531\u53ef\u89c2\u6d4b\u7279\u5f81\u7ec4\u6210<\/h4>\n<p>\u4e0d\u8981\u53ea\u6309 Prompt \u957f\u5ea6\u5224\u65ad\u3002\u957f\u6587\u6458\u8981\u53ef\u80fd\u662f\u7b80\u5355\u4efb\u52a1&#xff0c;\u77ed\u77ed\u4e00\u53e5\u7ade\u8d5b\u9898\u53ef\u80fd\u9700\u8981\u6df1\u5ea6\u63a8\u7406\u3002\u66f4\u53ef\u9760\u7684\u7279\u5f81\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u4efb\u52a1\u7c7b\u578b&#xff1a;\u62bd\u53d6\u3001\u5206\u7c7b\u3001\u6458\u8981\u3001\u751f\u6210\u3001\u89c4\u5212\u3001\u4ee3\u7801\u4fee\u6539\u3001\u5f00\u653e\u95ee\u7b54&#xff1b;<\/li>\n<li>\u7ea6\u675f\u6570\u91cf\u4e0e\u51b2\u7a81\u7a0b\u5ea6&#xff1b;<\/li>\n<li>\u662f\u5426\u9700\u8981\u591a\u6b65\u5de5\u5177\u8c03\u7528&#xff1b;<\/li>\n<li>\u8f93\u51fa\u662f\u5426\u53ef\u4ee5\u786e\u5b9a\u6027\u9a8c\u8bc1&#xff1b;<\/li>\n<li>\u68c0\u7d22\u8bc1\u636e\u8986\u76d6\u7387\u4e0e\u51b2\u7a81\u7387&#xff1b;<\/li>\n<li>\u5386\u53f2\u540c\u7c7b\u4efb\u52a1\u5728 Flash \u4e0a\u7684\u5931\u8d25\u6982\u7387&#xff1b;<\/li>\n<li>\u4efb\u52a1\u4ef7\u503c\u4e0e\u9519\u8bef\u4ee3\u4ef7&#xff1b;<\/li>\n<li>\u5269\u4f59\u5ef6\u8fdf\u548c\u9884\u7b97&#xff1b;<\/li>\n<li>\u7528\u6237\u662f\u5426\u660e\u786e\u8bf7\u6c42\u9ad8\u8d28\u91cf\u6a21\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u53ef\u7528\u4e00\u4e2a\u6821\u51c6\u540e\u7684\u5931\u8d25\u6982\u7387\u6a21\u578b (p_F(x)) \u4ee3\u66ff\u6a21\u7cca\u590d\u6742\u5ea6\u5206\u6570\u3002\u5f53\u9009\u62e9 Flash \u7684\u9884\u671f\u635f\u5931\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          L<\/p>\n<p>          F<\/p>\n<p>         &#061;<\/p>\n<p>          C<\/p>\n<p>          F<\/p>\n<p>         &#043;<\/p>\n<p>          p<\/p>\n<p>          F<\/p>\n<p>         (<\/p>\n<p>         x<\/p>\n<p>         )<\/p>\n<p>         \u22c5<\/p>\n<p>         (<\/p>\n<p>          C<\/p>\n<p>           f<\/p>\n<p>           a<\/p>\n<p>           l<\/p>\n<p>           l<\/p>\n<p>           b<\/p>\n<p>           a<\/p>\n<p>           c<\/p>\n<p>           k<\/p>\n<p>         &#043;<\/p>\n<p>          C<\/p>\n<p>           e<\/p>\n<p>           r<\/p>\n<p>           r<\/p>\n<p>           o<\/p>\n<p>           r<\/p>\n<p>         )<\/p>\n<p>         L_F&#061;C_F&#043;p_F(x)\\\\cdot(C_{fallback}&#043;C_{error}) <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">L<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">F<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">F<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">p<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">F<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">x<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mord mathnormal mtight\">ba<\/span><span class=\"mord mathnormal mtight\">c<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">er<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">or<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u800c\u9009\u62e9 Pro \u7684\u9884\u671f\u635f\u5931\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          L<\/p>\n<p>          P<\/p>\n<p>         &#061;<\/p>\n<p>          C<\/p>\n<p>          P<\/p>\n<p>         &#043;<\/p>\n<p>          p<\/p>\n<p>          P<\/p>\n<p>         (<\/p>\n<p>         x<\/p>\n<p>         )<\/p>\n<p>         \u22c5<\/p>\n<p>          C<\/p>\n<p>           e<\/p>\n<p>           r<\/p>\n<p>           r<\/p>\n<p>           o<\/p>\n<p>           r<\/p>\n<p>         L_P&#061;C_P&#043;p_P(x)\\\\cdot C_{error} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">L<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">P<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">P<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">p<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">P<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">x<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">er<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">or<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u53ea\u6709 (L_F&lt;L_P) \u65f6\u624d\u9009\u62e9 Flash\u3002\u9ad8\u4ef7\u503c\u4e1a\u52a1\u7684 (C_{error}) \u5f88\u5927&#xff0c;\u56e0\u6b64\u9608\u503c\u4f1a\u81ea\u7136\u8d8b\u4e8e\u4fdd\u5b88&#xff1b;\u5185\u90e8\u6279\u5904\u7406\u7684\u9519\u8bef\u53ef\u81ea\u52a8\u53d1\u73b0&#xff0c;\u9608\u503c\u5219\u53ef\u4ee5\u66f4\u6fc0\u8fdb\u3002\u8fd9\u6bd4\u5168\u4e1a\u52a1\u5171\u4eab\u4e00\u4e2a complexity &gt; 0.7 \u66f4\u7b26\u5408\u771f\u5b9e\u7ecf\u6d4e\u5b66\u3002<\/p>\n<h4>4.4 \u8def\u7531\u5668\u5fc5\u987b\u5141\u8bb8\u201c\u62d2\u7edd\u5224\u65ad\u201d<\/h4>\n<p>\u5206\u7c7b\u5668\u6700\u5371\u9669\u7684\u9519\u8bef\u662f\u628a\u590d\u6742\u4efb\u52a1\u9ad8\u7f6e\u4fe1\u5730\u5224\u4e3a\u7b80\u5355\u4efb\u52a1\u3002\u4e3a\u6b64\u5e94\u8bbe\u7f6e\u7070\u533a&#xff1a;<\/p>\n<ul>\n<li>\u4f4e\u5931\u8d25\u98ce\u9669&#xff1a;Flash &#043; thinking&#061;disabled \u6216 low&#xff1b;<\/li>\n<li>\u4e2d\u7b49\u98ce\u9669&#xff1a;Flash &#043; high&#xff0c;\u5fc5\u8981\u65f6\u7ed3\u679c\u6821\u9a8c&#xff1b;<\/li>\n<li>\u9ad8\u98ce\u9669&#xff1a;Pro &#043; high\/max&#xff1b;<\/li>\n<li>\u7f6e\u4fe1\u5ea6\u4e0d\u8db3\u6216\u5206\u5e03\u5916&#xff1a;\u4fdd\u5b88\u8def\u7531\u3001\u53cc\u8dd1\u6216\u4eba\u5de5\u590d\u6838\u3002<\/li>\n<\/ul>\n<p>\u4e0d\u8981\u628a\u201c\u9ad8\u7f6e\u4fe1\u5ea6\u201d\u7406\u89e3\u4e3a\u6a21\u578b\u8f93\u51fa\u7684\u4e00\u4e2a\u81ea\u62a5\u6570\u5b57\u3002\u7f6e\u4fe1\u5ea6\u9700\u8981\u5728\u72ec\u7acb\u9a8c\u8bc1\u96c6\u4e0a\u505a\u6821\u51c6&#xff0c;\u4f8b\u5982\u7528\u53ef\u9760\u6027\u56fe\u3001Expected Calibration Error \u6216 Brier Score \u68c0\u67e5\u201c\u9884\u6d4b 10% \u5931\u8d25\u201d\u7684\u6837\u672c\u662f\u5426\u771f\u7684\u7ea6\u6709 10% \u5931\u8d25\u3002<\/p>\n<hr \/>\n<h3>5. \u4e00\u5957\u53ef\u8fd0\u884c\u3001\u53ef\u5ba1\u8ba1\u7684 Python \u5b9e\u73b0<\/h3>\n<p>\u4e0b\u9762\u7684\u793a\u4f8b\u5206\u4e3a\u4ef7\u683c\u5f15\u64ce\u3001\u786e\u5b9a\u6027\u8def\u7531\u3001API \u8c03\u7528\u548c usage \u5bf9\u8d26\u56db\u90e8\u5206\u3002\u5b83\u4e0d\u662f\u5b8c\u6574\u7f51\u5173&#xff0c;\u4f46\u523b\u610f\u4fdd\u7559\u4e86\u751f\u4ea7\u7cfb\u7edf\u6700\u91cd\u8981\u7684\u8fb9\u754c&#xff1a;\u4ef7\u683c\u7248\u672c\u5316\u3001\u65f6\u533a\u660e\u786e\u3001\u51b3\u7b56\u6709\u539f\u56e0\u3001\u601d\u8003\u5f3a\u5ea6\u53ef\u63a7\u3001\u7528\u670d\u52a1\u7aef usage \u7ed3\u7b97\u3002<\/p>\n<h4>5.1 \u4ef7\u683c\u5f15\u64ce&#xff1a;\u4e0d\u8981\u628a\u9ad8\u5cf0\u5224\u65ad\u6563\u843d\u5728\u4e1a\u52a1\u4ee3\u7801\u91cc<\/h4>\n<p><span class=\"token keyword\">from<\/span> __future__ <span class=\"token keyword\">import<\/span> annotations<\/p>\n<p><span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<br \/>\n<span class=\"token keyword\">from<\/span> decimal <span class=\"token keyword\">import<\/span> Decimal<br \/>\n<span class=\"token keyword\">from<\/span> enum <span class=\"token keyword\">import<\/span> StrEnum<br \/>\n<span class=\"token keyword\">from<\/span> zoneinfo <span class=\"token keyword\">import<\/span> ZoneInfo<\/p>\n<p>BEIJING <span class=\"token operator\">&#061;<\/span> ZoneInfo<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Asia\/Shanghai&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nMILLION <span class=\"token operator\">&#061;<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;1000000&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Model<\/span><span class=\"token punctuation\">(<\/span>StrEnum<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    FLASH <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;deepseek-v4-flash&#034;<\/span><br \/>\n    PRO <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;deepseek-v4-pro&#034;<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Band<\/span><span class=\"token punctuation\">(<\/span>StrEnum<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    OFF_PEAK <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;off_peak&#034;<\/span><br \/>\n    PEAK <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;peak&#034;<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><span class=\"token punctuation\">(<\/span>frozen<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TokenPrice<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    cache_hit_input<span class=\"token punctuation\">:<\/span> Decimal<br \/>\n    cache_miss_input<span class=\"token punctuation\">:<\/span> Decimal<br \/>\n    output<span class=\"token punctuation\">:<\/span> Decimal<\/p>\n<p><span class=\"token comment\"># USD \/ 1M tokens&#xff1b;\u5feb\u7167\u7248\u672c\u5fc5\u987b\u968f\u914d\u7f6e\u53d1\u5e03\u5e76\u53ef\u56de\u6eda\u3002<\/span><br \/>\nPRICE_VERSION <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;deepseek-v4-2026-08-17-usd&#034;<\/span><br \/>\nPRICES<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">tuple<\/span><span class=\"token punctuation\">[<\/span>Model<span class=\"token punctuation\">,<\/span> Band<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> TokenPrice<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span>Model<span class=\"token punctuation\">.<\/span>FLASH<span class=\"token punctuation\">,<\/span> Band<span class=\"token punctuation\">.<\/span>OFF_PEAK<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span> TokenPrice<span class=\"token punctuation\">(<\/span>Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.007&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.22&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.66&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span>Model<span class=\"token punctuation\">.<\/span>FLASH<span class=\"token punctuation\">,<\/span> Band<span class=\"token punctuation\">.<\/span>PEAK<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span> TokenPrice<span class=\"token punctuation\">(<\/span>Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.014&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.44&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;1.32&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span>Model<span class=\"token punctuation\">.<\/span>PRO<span class=\"token punctuation\">,<\/span> Band<span class=\"token punctuation\">.<\/span>OFF_PEAK<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span> TokenPrice<span class=\"token punctuation\">(<\/span>Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.022&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.66&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;1.98&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span>Model<span class=\"token punctuation\">.<\/span>PRO<span class=\"token punctuation\">,<\/span> Band<span class=\"token punctuation\">.<\/span>PEAK<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span> TokenPrice<span class=\"token punctuation\">(<\/span>Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.044&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;1.32&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;3.96&#034;<\/span><span class=\"token punctuation\">)<\/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\">billing_band<\/span><span class=\"token punctuation\">(<\/span>at<span class=\"token punctuation\">:<\/span> datetime<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Band<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6309\u5317\u4eac\u65f6\u95f4\u5224\u65ad\u4ef7\u683c\u65f6\u6bb5&#xff1b;\u8981\u6c42\u4f20\u5165\u5e26\u65f6\u533a\u65f6\u95f4\u3002&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> at<span class=\"token punctuation\">.<\/span>tzinfo <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;at must be timezone-aware&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    local <span class=\"token operator\">&#061;<\/span> at<span class=\"token punctuation\">.<\/span>astimezone<span class=\"token punctuation\">(<\/span>BEIJING<span class=\"token punctuation\">)<\/span><br \/>\n    minute <span class=\"token operator\">&#061;<\/span> local<span class=\"token punctuation\">.<\/span>hour <span class=\"token operator\">*<\/span> <span class=\"token number\">60<\/span> <span class=\"token operator\">&#043;<\/span> local<span class=\"token punctuation\">.<\/span>minute<br \/>\n    is_peak <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">9<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">60<\/span> <span class=\"token operator\">&lt;&#061;<\/span> minute <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">12<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">60<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">14<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">60<\/span> <span class=\"token operator\">&lt;&#061;<\/span> minute <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">18<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">60<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> Band<span class=\"token punctuation\">.<\/span>PEAK <span class=\"token keyword\">if<\/span> is_peak <span class=\"token keyword\">else<\/span> Band<span class=\"token punctuation\">.<\/span>OFF_PEAK<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">estimate_cost_usd<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span><span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">:<\/span> Model<span class=\"token punctuation\">,<\/span> at<span class=\"token punctuation\">:<\/span> datetime<span class=\"token punctuation\">,<\/span><br \/>\n                      cache_hit_tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">,<\/span> cache_miss_tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                      output_tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Decimal<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span>cache_hit_tokens<span class=\"token punctuation\">,<\/span> cache_miss_tokens<span class=\"token punctuation\">,<\/span> output_tokens<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;token counts must be non-negative&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    price <span class=\"token operator\">&#061;<\/span> PRICES<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">(<\/span>model<span class=\"token punctuation\">,<\/span> billing_band<span class=\"token punctuation\">(<\/span>at<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    raw <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n        Decimal<span class=\"token punctuation\">(<\/span>cache_hit_tokens<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> price<span class=\"token punctuation\">.<\/span>cache_hit_input<br \/>\n        <span class=\"token operator\">&#043;<\/span> Decimal<span class=\"token punctuation\">(<\/span>cache_miss_tokens<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> price<span class=\"token punctuation\">.<\/span>cache_miss_input<br \/>\n        <span class=\"token operator\">&#043;<\/span> Decimal<span class=\"token punctuation\">(<\/span>output_tokens<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> price<span class=\"token punctuation\">.<\/span>output<br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> MILLION<br \/>\n    <span class=\"token keyword\">return<\/span> raw<span class=\"token punctuation\">.<\/span>quantize<span class=\"token punctuation\">(<\/span>Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.00000001&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u91cc\u4f7f\u7528 Decimal \u800c\u4e0d\u662f\u4e8c\u8fdb\u5236\u6d6e\u70b9\u6570&#xff0c;\u907f\u514d\u5927\u89c4\u6a21\u805a\u5408\u4e2d\u7684\u820d\u5165\u6f02\u79fb\u3002\u751f\u4ea7\u73af\u5883\u4e2d&#xff0c;\u4ef7\u683c\u914d\u7f6e\u8fd8\u5e94\u5305\u542b\u751f\u6548\u8d77\u6b62\u65f6\u95f4\u3001\u5e01\u79cd\u3001\u4f9b\u5e94\u5546\u3001\u6a21\u578b\u7248\u672c\u3001\u6765\u6e90 URL \u548c\u5ba1\u6279\u8bb0\u5f55&#xff0c;\u5e76\u653e\u5728\u914d\u7f6e\u4e2d\u5fc3\u6216\u6570\u636e\u5e93\u4e2d&#xff0c;\u800c\u4e0d\u662f\u7b49\u5f85\u91cd\u65b0\u53d1\u7248\u3002<\/p>\n<h4>5.2 \u8def\u7531\u7b56\u7565&#xff1a;\u5148\u8868\u8fbe\u7ea6\u675f&#xff0c;\u518d\u9009\u62e9\u4fbf\u5b9c\u6a21\u578b<\/h4>\n<p><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> Literal<\/p>\n<p>Risk <span class=\"token operator\">&#061;<\/span> Literal<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;low&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;medium&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\nEffort <span class=\"token operator\">&#061;<\/span> Literal<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;none&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;low&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;max&#034;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><span class=\"token punctuation\">(<\/span>frozen<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">RequestProfile<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    task_type<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    risk<span class=\"token punctuation\">:<\/span> Risk<br \/>\n    complexity<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><br \/>\n    route_confidence<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><br \/>\n    has_tools<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span><br \/>\n    deterministic_verifier<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span><br \/>\n    latency_budget_ms<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><br \/>\n    deferable<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span><br \/>\n    expected_output_tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><span class=\"token punctuation\">(<\/span>frozen<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Route<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    model<span class=\"token punctuation\">:<\/span> Model<br \/>\n    effort<span class=\"token punctuation\">:<\/span> Effort<br \/>\n    verify_output<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span><br \/>\n    defer_to_off_peak<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span><br \/>\n    reason<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">choose_route<\/span><span class=\"token punctuation\">(<\/span>profile<span class=\"token punctuation\">:<\/span> RequestProfile<span class=\"token punctuation\">,<\/span> at<span class=\"token punctuation\">:<\/span> datetime<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Route<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token number\">0.0<\/span> <span class=\"token operator\">&lt;&#061;<\/span> profile<span class=\"token punctuation\">.<\/span>complexity <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">1.0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;complexity must be in [0, 1]&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token number\">0.0<\/span> <span class=\"token operator\">&lt;&#061;<\/span> profile<span class=\"token punctuation\">.<\/span>route_confidence <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">1.0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;route_confidence must be in [0, 1]&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    should_defer <span class=\"token operator\">&#061;<\/span> profile<span class=\"token punctuation\">.<\/span>deferable <span class=\"token keyword\">and<\/span> billing_band<span class=\"token punctuation\">(<\/span>at<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">is<\/span> Band<span class=\"token punctuation\">.<\/span>PEAK<br \/>\n    <span class=\"token keyword\">if<\/span> profile<span class=\"token punctuation\">.<\/span>risk <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> Route<span class=\"token punctuation\">(<\/span>Model<span class=\"token punctuation\">.<\/span>PRO<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;max&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> should_defer<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;high_risk&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> profile<span class=\"token punctuation\">.<\/span>route_confidence <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0.80<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> Route<span class=\"token punctuation\">(<\/span>Model<span class=\"token punctuation\">.<\/span>PRO<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> should_defer<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;router_abstained&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> profile<span class=\"token punctuation\">.<\/span>has_tools <span class=\"token keyword\">and<\/span> profile<span class=\"token punctuation\">.<\/span>complexity <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">0.55<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> Route<span class=\"token punctuation\">(<\/span>Model<span class=\"token punctuation\">.<\/span>PRO<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> should_defer<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;complex_tool_task&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> profile<span class=\"token punctuation\">.<\/span>complexity <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0.25<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> Route<span class=\"token punctuation\">(<\/span>Model<span class=\"token punctuation\">.<\/span>FLASH<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;none&#034;<\/span><span class=\"token punctuation\">,<\/span> profile<span class=\"token punctuation\">.<\/span>deterministic_verifier<span class=\"token punctuation\">,<\/span><br \/>\n                     should_defer<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;low_complexity&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> Route<span class=\"token punctuation\">(<\/span>Model<span class=\"token punctuation\">.<\/span>FLASH<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span> profile<span class=\"token punctuation\">.<\/span>deterministic_verifier<span class=\"token punctuation\">,<\/span><br \/>\n                 should_defer<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;standard_task&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u91cc\u7684 0.25\u30010.55\u30010.80 \u53ea\u662f\u6f14\u793a\u7ed3\u6784&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u5f53\u6210\u201c\u884c\u4e1a\u6700\u4f73\u9608\u503c\u201d\u3002\u6b63\u786e\u505a\u6cd5\u662f\u5728\u81ea\u5df1\u7684\u8bc4\u6d4b\u96c6\u4e0a\u641c\u7d22\u9608\u503c&#xff0c;\u6bd4\u8f83\u8d28\u91cf\u3001\u5355\u4f4d\u6210\u529f\u4efb\u52a1\u6210\u672c\u3001P95 \u5ef6\u8fdf\u4e0e Pro \u6d41\u91cf\u5360\u6bd4&#xff0c;\u7136\u540e\u9009\u62e9 Pareto \u524d\u6cbf\u4e0a\u7684\u7b56\u7565\u3002<\/p>\n<p>defer_to_off_peak&#061;True \u4e5f\u4e0d\u610f\u5473\u7740\u5f53\u524d\u7ebf\u7a0b\u539f\u5730\u7b49\u5f85\u3002\u5728\u7ebf\u670d\u52a1\u5e94\u628a\u4efb\u52a1\u5199\u5165\u6301\u4e45\u961f\u5217\u5e76\u8fd4\u56de\u4efb\u52a1 ID&#xff0c;\u7531\u72ec\u7acb Worker \u5728\u7a7a\u95f2\u65f6\u6bb5\u6d88\u8d39\u3002\u8bf7\u6c42\u7ebf\u7a0b\u7761\u51e0\u4e2a\u5c0f\u65f6\u65e2\u4e0d\u53ef\u9760&#xff0c;\u4e5f\u4f1a\u6d6a\u8d39\u8fde\u63a5\u548c\u5e76\u53d1\u914d\u989d\u3002<\/p>\n<h4>5.3 \u8c03\u7528 DeepSeek V4&#xff0c;\u5e76\u8bb0\u5f55\u53ef\u5bf9\u8d26\u5b57\u6bb5<\/h4>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> asdict<br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<span class=\"token punctuation\">,<\/span> timezone<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Any<br \/>\n<span class=\"token keyword\">from<\/span> openai <span class=\"token keyword\">import<\/span> AsyncOpenAI<\/p>\n<p>client <span class=\"token operator\">&#061;<\/span> AsyncOpenAI<span class=\"token punctuation\">(<\/span><br \/>\n    api_key<span class=\"token operator\">&#061;<\/span>os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;DEEPSEEK_API_KEY&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    base_url<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;https:\/\/api.deepseek.com&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    timeout<span class=\"token operator\">&#061;<\/span><span class=\"token number\">120.0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    max_retries<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u5728\u4e1a\u52a1\u5c42\u533a\u5206\u9519\u8bef\u7c7b\u578b\u5e76\u505a\u6709\u9884\u7b97\u7684\u91cd\u8bd5<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">_usage_value<\/span><span class=\"token punctuation\">(<\/span>usage<span class=\"token punctuation\">:<\/span> Any<span class=\"token punctuation\">,<\/span> name<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\">int<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">getattr<\/span><span class=\"token punctuation\">(<\/span>usage<span class=\"token punctuation\">,<\/span> name<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">invoke_deepseek<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span><span class=\"token punctuation\">,<\/span> messages<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><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                          profile<span class=\"token punctuation\">:<\/span> RequestProfile<span class=\"token punctuation\">,<\/span> request_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                          user_id<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\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    started_at <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span>timezone<span class=\"token punctuation\">.<\/span>utc<span class=\"token punctuation\">)<\/span><br \/>\n    route <span class=\"token operator\">&#061;<\/span> choose_route<span class=\"token punctuation\">(<\/span>profile<span class=\"token punctuation\">,<\/span> started_at<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> route<span class=\"token punctuation\">.<\/span>defer_to_off_peak<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> RuntimeError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;enqueue this task for an off-peak worker&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    thinking_enabled <span class=\"token operator\">&#061;<\/span> route<span class=\"token punctuation\">.<\/span>effort <span class=\"token operator\">!&#061;<\/span> <span class=\"token string\">&#034;none&#034;<\/span><br \/>\n    kwargs<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;model&#034;<\/span><span class=\"token punctuation\">:<\/span> route<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>value<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> messages<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;stream&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;extra_body&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;thinking&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;enabled&#034;<\/span> <span class=\"token keyword\">if<\/span> thinking_enabled <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;disabled&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">:<\/span> user_id<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 keyword\">if<\/span> thinking_enabled<span class=\"token punctuation\">:<\/span><br \/>\n        kwargs<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;reasoning_effort&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> route<span class=\"token punctuation\">.<\/span>effort<br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        kwargs<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;temperature&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.2<\/span><\/p>\n<p>    t0 <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>perf_counter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/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><span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><br \/>\n    latency_ms <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>time<span class=\"token punctuation\">.<\/span>perf_counter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> t0<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">1000<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    content <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 <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;&#034;<\/span><br \/>\n    usage <span class=\"token operator\">&#061;<\/span> response<span class=\"token punctuation\">.<\/span>usage<\/p>\n<p>    hit <span class=\"token operator\">&#061;<\/span> _usage_value<span class=\"token punctuation\">(<\/span>usage<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;prompt_cache_hit_tokens&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    miss <span class=\"token operator\">&#061;<\/span> _usage_value<span class=\"token punctuation\">(<\/span>usage<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;prompt_cache_miss_tokens&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    output <span class=\"token operator\">&#061;<\/span> _usage_value<span class=\"token punctuation\">(<\/span>usage<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;completion_tokens&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    estimated_cost <span class=\"token operator\">&#061;<\/span> estimate_cost_usd<span class=\"token punctuation\">(<\/span><br \/>\n        model<span class=\"token operator\">&#061;<\/span>route<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">,<\/span> at<span class=\"token operator\">&#061;<\/span>started_at<span class=\"token punctuation\">,<\/span> cache_hit_tokens<span class=\"token operator\">&#061;<\/span>hit<span class=\"token punctuation\">,<\/span><br \/>\n        cache_miss_tokens<span class=\"token operator\">&#061;<\/span>miss<span class=\"token punctuation\">,<\/span> output_tokens<span class=\"token operator\">&#061;<\/span>output<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    audit <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;request_id&#034;<\/span><span class=\"token punctuation\">:<\/span> request_id<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;price_version&#034;<\/span><span class=\"token punctuation\">:<\/span> PRICE_VERSION<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;route&#034;<\/span><span class=\"token punctuation\">:<\/span> asdict<span class=\"token punctuation\">(<\/span>route<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;started_at&#034;<\/span><span class=\"token punctuation\">:<\/span> started_at<span class=\"token punctuation\">.<\/span>isoformat<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;billing_band&#034;<\/span><span class=\"token punctuation\">:<\/span> billing_band<span class=\"token punctuation\">(<\/span>started_at<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>value<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;cache_hit_tokens&#034;<\/span><span class=\"token punctuation\">:<\/span> hit<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;cache_miss_tokens&#034;<\/span><span class=\"token punctuation\">:<\/span> miss<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;output_tokens&#034;<\/span><span class=\"token punctuation\">:<\/span> output<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;estimated_cost_usd&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>estimated_cost<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;latency_ms&#034;<\/span><span class=\"token punctuation\">:<\/span> latency_ms<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;provider_request_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">getattr<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">None<\/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> content<span class=\"token punctuation\">,<\/span> audit<\/p>\n<p>\u51e0\u4e2a\u7ec6\u8282\u503c\u5f97\u5f3a\u8c03&#xff1a;<\/p>\n<li>\u4e0d\u8981\u81ea\u52a8\u91cd\u8bd5\u6240\u6709\u9519\u8bef\u3002 429\u3001\u8d85\u65f6\u3001\u8fde\u63a5\u4e2d\u65ad\u3001400 \u53c2\u6570\u9519\u8bef\u548c\u5185\u5bb9\u5b89\u5168\u62d2\u7edd\u9700\u8981\u4e0d\u540c\u7b56\u7565&#xff1b;\u65e0\u8111\u91cd\u8bd5\u4f1a\u5236\u9020\u56de\u9000\u98ce\u66b4&#xff1b;<\/li>\n<li>\u8bb0\u5f55\u8def\u7531\u7406\u7531\u3002 \u53ea\u6709\u77e5\u9053\u4e3a\u4ec0\u4e48\u8d70 Pro&#xff0c;\u624d\u80fd\u5206\u6790 Pro \u6d41\u91cf\u4e3a\u4f55\u4e0a\u6da8&#xff1b;<\/li>\n<li>\u8bb0\u5f55\u4ef7\u683c\u7248\u672c\u3002 \u5426\u5219\u4ef7\u683c\u518d\u6b21\u53d8\u5316\u540e\u65e0\u6cd5\u590d\u7b97\u5386\u53f2\u51b3\u7b56&#xff1b;<\/li>\n<li>\u4ee5\u670d\u52a1\u7aef usage \u4e3a\u4e3b\u3002 \u5e94\u7528\u4fa7 Tokenizer \u9002\u5408\u9884\u4f30&#xff0c;\u6700\u7ec8\u5bf9\u8d26\u4ecd\u8981\u4f9d\u8d56\u5b9e\u9645\u54cd\u5e94\u4e0e\u8d26\u5355&#xff1b;<\/li>\n<li>\u4e0d\u8981\u8bb0\u5f55\u5b8c\u6574\u601d\u7ef4\u94fe\u3002 \u4e1a\u52a1\u901a\u5e38\u53ea\u9700\u8981\u6700\u7ec8\u7b54\u6848\u3001\u7528\u91cf\u548c\u51b3\u7b56\u5143\u6570\u636e&#xff0c;\u907f\u514d\u628a reasoning_content \u5f53\u4f5c\u5ba1\u8ba1\u89e3\u91ca&#xff1b;<\/li>\n<li>\u5de5\u5177\u8c03\u7528\u573a\u666f\u8981\u9075\u5faa\u591a\u8f6e\u62fc\u63a5\u89c4\u5219\u3002 \u5b98\u65b9\u6587\u6863\u8981\u6c42\u643a\u5e26 tools \u65f6\u6b63\u786e\u56de\u4f20\u540c\u4e00\u8f6e\u4ea7\u751f\u7684 reasoning_content&#xff0c;\u5426\u5219\u53ef\u80fd\u6536\u5230 400&#xff1b;\u5e94\u76f4\u63a5\u6309\u5f53\u524d\u5b98\u65b9\u793a\u4f8b\u5b9e\u73b0&#xff0c;\u800c\u4e0d\u662f\u6cbf\u7528\u65e7 V3\/R1 \u5ba2\u6237\u7aef\u903b\u8f91\u3002<\/li>\n<h4>5.4 \u7ed3\u679c\u6821\u9a8c\u4e0e\u6709\u9884\u7b97\u7684\u5347\u7ea7<\/h4>\n<p>\u4ee5 JSON \u4efb\u52a1\u4e3a\u4f8b&#xff0c;\u5148\u8ba9 Flash \u6267\u884c&#xff0c;\u6821\u9a8c\u5931\u8d25\u540e\u6700\u591a\u5347\u7ea7\u4e00\u6b21&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">from<\/span> jsonschema <span class=\"token keyword\">import<\/span> ValidationError<span class=\"token punctuation\">,<\/span> validate<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">run_with_escalation<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span><span class=\"token punctuation\">,<\/span> messages<span class=\"token punctuation\">,<\/span> profile<span class=\"token punctuation\">,<\/span> schema<span class=\"token punctuation\">,<\/span><br \/>\n                              request_id<span class=\"token punctuation\">,<\/span> user_id<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    audits <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    content<span class=\"token punctuation\">,<\/span> audit <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> invoke_deepseek<span class=\"token punctuation\">(<\/span><br \/>\n        messages<span class=\"token operator\">&#061;<\/span>messages<span class=\"token punctuation\">,<\/span> profile<span class=\"token operator\">&#061;<\/span>profile<span class=\"token punctuation\">,<\/span><br \/>\n        request_id<span class=\"token operator\">&#061;<\/span>request_id<span class=\"token punctuation\">,<\/span> user_id<span class=\"token operator\">&#061;<\/span>user_id<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    audits<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>audit<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        data <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>content<span class=\"token punctuation\">)<\/span><br \/>\n        validate<span class=\"token punctuation\">(<\/span>instance<span class=\"token operator\">&#061;<\/span>data<span class=\"token punctuation\">,<\/span> schema<span class=\"token operator\">&#061;<\/span>schema<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> data<span class=\"token punctuation\">,<\/span> audits<br \/>\n    <span class=\"token keyword\">except<\/span> <span class=\"token punctuation\">(<\/span>json<span class=\"token punctuation\">.<\/span>JSONDecodeError<span class=\"token punctuation\">,<\/span> ValidationError<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> audit<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;route&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;model&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> Model<span class=\"token punctuation\">.<\/span>PRO<span class=\"token punctuation\">.<\/span>value<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">raise<\/span><\/p>\n<p>    escalated <span class=\"token operator\">&#061;<\/span> RequestProfile<span class=\"token punctuation\">(<\/span><span class=\"token operator\">**<\/span><span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token operator\">**<\/span>profile<span class=\"token punctuation\">.<\/span>__dict__<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;risk&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;route_confidence&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1.0<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    content<span class=\"token punctuation\">,<\/span> audit <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> invoke_deepseek<span class=\"token punctuation\">(<\/span><br \/>\n        messages<span class=\"token operator\">&#061;<\/span>messages<span class=\"token punctuation\">,<\/span> profile<span class=\"token operator\">&#061;<\/span>escalated<span class=\"token punctuation\">,<\/span><br \/>\n        request_id<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>request_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">:escalated&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> user_id<span class=\"token operator\">&#061;<\/span>user_id<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    audits<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>audit<span class=\"token punctuation\">)<\/span><br \/>\n    data <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>content<span class=\"token punctuation\">)<\/span><br \/>\n    validate<span class=\"token punctuation\">(<\/span>instance<span class=\"token operator\">&#061;<\/span>data<span class=\"token punctuation\">,<\/span> schema<span class=\"token operator\">&#061;<\/span>schema<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> data<span class=\"token punctuation\">,<\/span> audits<\/p>\n<p>\u7ed3\u6784\u6821\u9a8c\u901a\u8fc7\u53ea\u8868\u793a\u683c\u5f0f\u6b63\u786e&#xff0c;\u4e0d\u8868\u793a\u4e8b\u5b9e\u6b63\u786e\u3002\u5bf9\u4e8e SQL&#xff0c;\u5e94\u5728\u53ea\u8bfb\u6c99\u7bb1\u4e2d\u505a\u8bed\u6cd5\u3001\u6743\u9650\u4e0e\u626b\u63cf\u8303\u56f4\u68c0\u67e5&#xff1b;\u5bf9\u4e8e\u4ee3\u7801&#xff0c;\u5e94\u7f16\u8bd1\u5e76\u8fd0\u884c\u6d4b\u8bd5&#xff1b;\u5bf9\u4e8e RAG&#xff0c;\u5e94\u6838\u5bf9\u5173\u952e\u9648\u8ff0\u662f\u5426\u88ab\u8bc1\u636e\u652f\u6301&#xff1b;\u5bf9\u4e8e\u751f\u4ea7\u53d8\u66f4&#xff0c;\u5e94\u8d70\u6743\u9650\u5ba1\u6279\u548c\u4eba\u5de5\u786e\u8ba4\u3002<\/p>\n<hr \/>\n<h3>6. \u76d1\u63a7&#xff1a;\u4ece Token \u770b\u677f\u5347\u7ea7\u4e3a\u5355\u4f4d\u7ecf\u6d4e\u770b\u677f<\/h3>\n<h4>6.1 \u5fc5\u987b\u5177\u5907\u7684\u6307\u6807<\/h4>\n<p>\u5efa\u8bae\u81f3\u5c11\u5efa\u7acb\u4ee5\u4e0b\u56db\u7ec4\u6307\u6807\u3002<\/p>\n<p>\u6d41\u91cf\u4e0e\u8def\u7531&#xff1a;<\/p>\n<ul>\n<li>requests_total{task, model, effort, route_reason}&#xff1b;<\/li>\n<li>route_abstain_rate\u3001flash_share\u3001pro_share&#xff1b;<\/li>\n<li>escalation_rate{task, first_model}&#xff1b;<\/li>\n<li>peak_token_share&#xff0c;\u6ce8\u610f\u662f Token \u5360\u6bd4\u800c\u975e\u8bf7\u6c42\u5360\u6bd4\u3002<\/li>\n<\/ul>\n<p>Token \u4e0e\u6210\u672c&#xff1a;<\/p>\n<ul>\n<li>cache_hit_input_tokens\u3001cache_miss_input_tokens\u3001output_tokens&#xff1b;<\/li>\n<li>cache_hit_token_ratio&#xff1b;<\/li>\n<li>estimated_cost_usd{price_version}&#xff1b;<\/li>\n<li>billed_cost_usd \u4e0e cost_reconciliation_error&#xff1b;<\/li>\n<li>cost_per_successful_task\u3001cost_per_tenant\u3001cost_per_feature\u3002<\/li>\n<\/ul>\n<p>\u8d28\u91cf&#xff1a;<\/p>\n<ul>\n<li>\u4efb\u52a1\u6210\u529f\u7387\u3001\u4e00\u6b21\u901a\u8fc7\u7387\u3001\u683c\u5f0f\u901a\u8fc7\u7387&#xff1b;<\/li>\n<li>\u4e8b\u5b9e\u4e00\u81f4\u6027\u3001\u5f15\u7528\u6b63\u786e\u7387\u3001\u6d4b\u8bd5\u901a\u8fc7\u7387&#xff1b;<\/li>\n<li>\u7528\u6237\u91cd\u95ee\u7387\u3001\u4eba\u5de5\u63a5\u7ba1\u7387\u3001\u6295\u8bc9\u7387&#xff1b;<\/li>\n<li>Flash\/Pro \u5728\u540c\u4e00\u8bc4\u6d4b\u96c6\u4e0a\u7684\u5206\u5c42\u5dee\u5f02\u3002<\/li>\n<\/ul>\n<p>\u6027\u80fd\u4e0e\u53ef\u9760\u6027&#xff1a;<\/p>\n<ul>\n<li>TTFT \u4e0e\u7aef\u5230\u7aef P50\/P95\/P99&#xff1b;<\/li>\n<li>429\u30015xx\u3001\u8d85\u65f6\u3001\u53d6\u6d88\u3001\u91cd\u8bd5\u7387&#xff1b;<\/li>\n<li>\u961f\u5217\u7b49\u5f85\u65f6\u95f4\u3001\u622a\u6b62\u65f6\u95f4\u8fdd\u7ea6\u7387&#xff1b;<\/li>\n<li>\u8def\u7531\u5668\u81ea\u8eab\u5ef6\u8fdf\u4e0e\u9519\u8bef\u7387\u3002<\/li>\n<\/ul>\n<p>DeepSeek \u5f53\u524d\u6587\u6863\u7ed9\u51fa\u7684\u8d26\u53f7\u5e76\u53d1\u4e0a\u9650\u662f Pro 500\u3001Flash 2500&#xff0c;\u8d85\u9650\u4f1a\u8fd4\u56de 429&#xff1b;\u5e76\u53d1\u6309\u8d26\u53f7\u800c\u4e0d\u662f API Key \u8ba1\u7b97\u3002\u8def\u7531\u5230 Flash \u7684\u6bd4\u4f8b\u589e\u52a0\u4e0d\u53ea\u6539\u53d8 Token \u5355\u4ef7&#xff0c;\u4e5f\u53ef\u80fd\u6539\u53d8\u961f\u5217\u4e0e\u541e\u5410\u884c\u4e3a\u3002\u56e0\u6b64\u5bb9\u91cf\u89c4\u5212\u8981\u7528\u5e76\u53d1\u3001\u5e73\u5747\u670d\u52a1\u65f6\u95f4\u548c\u7a81\u53d1\u6d41\u91cf\u5171\u540c\u4f30\u7b97&#xff0c;\u4e0d\u80fd\u628a\u201c\u6709\u591a\u4e2a Key\u201d\u5f53\u6210\u6269\u5bb9\u65b9\u6848\u3002\u5b98\u65b9\u9650\u901f\u8bf4\u660e<\/p>\n<h4>6.2 \u4e09\u7c7b\u544a\u8b66\u6bd4\u201c\u65e5\u8d26\u5355\u8d85\u9650\u201d\u66f4\u65e9\u53d1\u73b0\u95ee\u9898<\/h4>\n<li>\u7ed3\u6784\u544a\u8b66&#xff1a;\u7f13\u5b58\u672a\u547d\u4e2d Token\/\u8bf7\u6c42\u3001\u8f93\u51fa Token\/\u6210\u529f\u4efb\u52a1\u3001Agent \u5e73\u5747\u6b65\u6570\u7a81\u7136\u4e0a\u5347&#xff1b;<\/li>\n<li>\u7b56\u7565\u544a\u8b66&#xff1a;Pro \u5360\u6bd4\u3001max \u5360\u6bd4\u3001\u5347\u7ea7\u7387\u6216\u8def\u7531\u62d2\u7edd\u7387\u504f\u79bb\u57fa\u7ebf&#xff1b;<\/li>\n<li>\u5bf9\u8d26\u544a\u8b66&#xff1a;\u9884\u6d4b\u6210\u672c\u4e0e\u5e73\u53f0\u7ed3\u7b97\u5dee\u5f02\u8d85\u8fc7\u9608\u503c&#xff0c;\u63d0\u793a\u4ef7\u683c\u3001\u65f6\u6bb5\u6216 usage \u89e3\u6790\u5df2\u5931\u6548\u3002<\/li>\n<p>\u65e5\u8d26\u5355\u662f\u6ede\u540e\u6307\u6807\u3002Prompt \u6a21\u677f\u4e00\u6b21\u5c0f\u6539\u52a8\u5c31\u53ef\u80fd\u7834\u574f\u7f13\u5b58\u524d\u7f00&#xff1b;\u5de5\u5177\u6545\u969c\u53ef\u80fd\u8ba9 Agent \u5faa\u73af\u6570\u7ffb\u500d&#xff1b;\u8def\u7531\u6a21\u578b\u7248\u672c\u66f4\u65b0\u53ef\u80fd\u8ba9 Pro \u5360\u6bd4\u4ece 15% \u6f02\u5230 40%\u3002\u7ed3\u6784\u6307\u6807\u80fd\u5728\u8d26\u5355\u5f62\u6210\u4e4b\u524d\u66b4\u9732\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n<h4>6.3 \u9884\u7b97\u63a7\u5236\u8981\u5206\u5c42<\/h4>\n<p>\u751f\u4ea7\u7cfb\u7edf\u5e94\u540c\u65f6\u8bbe\u7f6e&#xff1a;<\/p>\n<ul>\n<li>\u5355\u6b21\u8c03\u7528 max_tokens&#xff1b;<\/li>\n<li>\u5355\u4efb\u52a1\u6700\u5927\u8c03\u7528\u6b21\u6570\u3001\u6700\u5927\u603b Token\u3001\u6700\u5927\u91d1\u989d&#xff1b;<\/li>\n<li>\u5355\u79df\u6237\u5206\u949f\/\u65e5\/\u6708\u9884\u7b97&#xff1b;<\/li>\n<li>\u5355\u529f\u80fd\u9884\u7b97\u4e0e\u6574\u4f53\u9879\u76ee\u9884\u7b97&#xff1b;<\/li>\n<li>\u8f6f\u9608\u503c\u964d\u7ea7\u548c\u786c\u9608\u503c\u7194\u65ad\u3002<\/li>\n<\/ul>\n<p>\u964d\u7ea7\u5fc5\u987b\u4e8b\u5148\u5b9a\u4e49\u3002\u4f8b\u5982\u9884\u7b97\u8fbe\u5230 80% \u65f6\u628a\u4f4e\u4ef7\u503c\u6279\u4efb\u52a1\u79fb\u5230\u7a7a\u95f2\u961f\u5217&#xff1b;\u8fbe\u5230 95% \u65f6\u6682\u505c\u5408\u6210\u6570\u636e\u4efb\u52a1&#xff1b;\u5728\u7ebf\u9ad8\u4ef7\u503c\u8bf7\u6c42\u7ee7\u7eed\u670d\u52a1\u3002\u4e0d\u8981\u5728\u8fbe\u5230\u9608\u503c\u65f6\u7c97\u66b4\u5173\u95ed\u5168\u90e8 AI \u529f\u80fd&#xff0c;\u4e5f\u4e0d\u8981\u9759\u9ed8\u628a\u9ad8\u98ce\u9669\u8bf7\u6c42\u964d\u5230\u4f4e\u8d28\u91cf\u6a21\u578b\u3002<\/p>\n<hr \/>\n<h3>7. \u5982\u4f55\u8bc1\u660e\u8def\u7531\u771f\u7684\u7701\u94b1&#xff0c;\u800c\u4e0d\u662f\u727a\u7272\u4e86\u8d28\u91cf<\/h3>\n<h4>7.1 \u6784\u5efa\u8d34\u8fd1\u771f\u5b9e\u6d41\u91cf\u7684\u8bc4\u6d4b\u96c6<\/h4>\n<p>\u4ece\u751f\u4ea7\u6d41\u91cf\u8131\u654f\u91c7\u6837&#xff0c;\u5e76\u6309\u4efb\u52a1\u7c7b\u578b\u3001\u8f93\u5165\u957f\u5ea6\u3001\u8bed\u8a00\u3001\u5de5\u5177\u6570\u91cf\u3001\u98ce\u9669\u7b49\u7ea7\u3001\u7528\u6237\u7fa4\u548c\u65f6\u95f4\u6bb5\u5206\u5c42\u3002\u8bc4\u6d4b\u96c6\u8981\u523b\u610f\u4fdd\u7559\u957f\u5c3e\u4e0e\u5931\u8d25\u6837\u672c&#xff0c;\u4e0d\u80fd\u53ea\u653e\u201c\u770b\u8d77\u6765\u5178\u578b\u201d\u7684\u987a\u5229\u8bf7\u6c42\u3002<\/p>\n<p>\u6bcf\u6761\u6837\u672c\u81f3\u5c11\u5e94\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>\u53ef\u63a5\u53d7\u7b54\u6848\u6216\u8bc4\u5206\u89c4\u5219&#xff1b;<\/li>\n<li>\u5fc5\u987b\u6ee1\u8db3\u7684\u786c\u7ea6\u675f&#xff1b;<\/li>\n<li>\u53ef\u6267\u884c\u6821\u9a8c\u5668&#xff1b;<\/li>\n<li>\u9519\u8bef\u4e25\u91cd\u5ea6&#xff1b;<\/li>\n<li>Flash\/Pro \u5728\u4e0d\u540c effort \u4e0b\u7684\u8f93\u51fa\u3001\u7528\u91cf\u3001\u5ef6\u8fdf&#xff1b;<\/li>\n<li>\u662f\u5426\u53d1\u751f\u5de5\u5177\u5931\u8d25\u3001\u91cd\u8bd5\u4e0e\u5347\u7ea7\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u5f00\u653e\u5f0f\u4efb\u52a1&#xff0c;\u91c7\u7528\u76f2\u8bc4\u3001\u6210\u5bf9\u6bd4\u8f83\u548c\u6e05\u6670 rubric&#xff0c;\u907f\u514d\u8bc4\u5ba1\u77e5\u9053\u6a21\u578b\u540d\u540e\u4ea7\u751f\u54c1\u724c\u504f\u5dee\u3002LLM-as-a-Judge \u53ef\u4ee5\u7528\u4e8e\u6269\u5c55\u8bc4\u6d4b&#xff0c;\u4f46\u8981\u7528\u4eba\u5de5\u6837\u672c\u6821\u51c6&#xff0c;\u5e76\u68c0\u67e5\u4f4d\u7f6e\u504f\u5dee\u3001\u957f\u5ea6\u504f\u5dee\u548c\u81ea\u504f\u597d\u3002<\/p>\n<h4>7.2 \u79bb\u7ebf\u641c\u7d22 Pareto \u524d\u6cbf<\/h4>\n<p>\u4e0d\u8981\u53ea\u6bd4\u8f83\u5e73\u5747\u51c6\u786e\u7387\u3002\u5bf9\u6bcf\u5957\u8def\u7531\u7b56\u7565\u540c\u65f6\u8ba1\u7b97&#xff1a;<\/p>\n<ul>\n<li>\u8d28\u91cf\u5747\u503c\u4e0e\u4f4e\u5206\u4f4d&#xff1b;<\/li>\n<li>\u9ad8\u98ce\u9669\u5b50\u96c6\u7684\u4e25\u91cd\u9519\u8bef\u7387&#xff1b;<\/li>\n<li>\u5355\u4f4d\u6210\u529f\u4efb\u52a1\u6210\u672c&#xff1b;<\/li>\n<li>P95 \u5ef6\u8fdf&#xff1b;<\/li>\n<li>Pro \u6d41\u91cf\u5360\u6bd4&#xff1b;<\/li>\n<li>\u5347\u7ea7\u4e0e\u91cd\u8bd5\u7387\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u7b56\u7565 A \u66f4\u4fbf\u5b9c\u4e14\u5728\u6240\u6709\u8d28\u91cf\u6307\u6807\u4e0a\u4e0d\u5dee\u4e8e\u7b56\u7565 B&#xff0c;B \u88ab A \u652f\u914d&#xff0c;\u53ef\u4ee5\u6dd8\u6c70\u3002\u6700\u7ec8\u5019\u9009\u5e94\u4f4d\u4e8e\u6210\u672c\u2014\u8d28\u91cf\u2014\u5ef6\u8fdf\u7684 Pareto \u524d\u6cbf\u3002\u9608\u503c\u4e0d\u5e94\u7531\u4e00\u7bc7\u535a\u5ba2\u7ed9\u51fa&#xff0c;\u800c\u5e94\u7531\u8fd9\u6761\u66f2\u7ebf\u51b3\u5b9a\u3002<\/p>\n<h4>7.3 \u7ebf\u4e0a\u6309\u201c\u5f71\u5b50\u2014\u7070\u5ea6\u2014\u6269\u5927\u201d\u63a8\u8fdb<\/h4>\n<p>\u63a8\u8350\u53d1\u5e03\u6d41\u7a0b&#xff1a;<\/p>\n<li>\u5f71\u5b50\u9636\u6bb5&#xff1a;\u8def\u7531\u5668\u53ea\u8bb0\u5f55\u51b3\u5b9a&#xff0c;\u4e0d\u6539\u53d8\u771f\u5b9e\u6a21\u578b&#xff1b;\u8bc4\u4f30\u5982\u679c\u6267\u884c\u4f1a\u4ea7\u751f\u4ec0\u4e48\u6210\u672c\u548c\u98ce\u9669&#xff1b;<\/li>\n<li>\u53cc\u8dd1\u9636\u6bb5&#xff1a;\u5bf9\u5c11\u91cf\u8131\u654f\u6d41\u91cf\u540c\u65f6\u8c03\u7528\u5019\u9009\u8def\u5f84&#xff0c;\u4e3b\u8def\u5f84\u4ecd\u5411\u7528\u6237\u8fd4\u56de&#xff1b;<\/li>\n<li>1% \u7070\u5ea6&#xff1a;\u53ea\u8986\u76d6\u4f4e\u98ce\u9669\u3001\u53ef\u81ea\u52a8\u6821\u9a8c\u4efb\u52a1&#xff1b;<\/li>\n<li>\u9010\u7ea7\u6269\u5927&#xff1a;5% \u2192 20% \u2192 50% \u2192 100%&#xff0c;\u6bcf\u4e00\u7ea7\u8de8\u8d8a\u5b8c\u6574\u9ad8\u5cf0\u548c\u7a7a\u95f2\u5468\u671f&#xff1b;<\/li>\n<li>\u4fdd\u7559\u56de\u6eda&#xff1a;\u8def\u7531\u914d\u7f6e\u3001\u4ef7\u683c\u8868\u3001\u6a21\u578b\u7248\u672c\u72ec\u7acb\u5f00\u5173&#xff0c;\u5206\u949f\u7ea7\u6062\u590d\u65e7\u7b56\u7565\u3002<\/li>\n<p>\u5b9e\u9a8c\u7684\u4e3b\u6307\u6807\u53ef\u4ee5\u662f\u5355\u4f4d\u6210\u529f\u4efb\u52a1\u6210\u672c&#xff0c;\u62a4\u680f\u6307\u6807\u81f3\u5c11\u5305\u62ec\u4e25\u91cd\u9519\u8bef\u7387\u3001P95 \u5ef6\u8fdf\u3001\u4eba\u5de5\u63a5\u7ba1\u7387\u3001\u6295\u8bc9\u7387\u548c 429\/5xx\u3002\u5bf9\u4f4e\u9891\u4e25\u91cd\u9519\u8bef&#xff0c;\u4ec5\u770b\u77ed\u671f\u5747\u503c\u4e0d\u591f&#xff0c;\u5e94\u7ed3\u5408\u5206\u5c42\u7f6e\u4fe1\u533a\u95f4\u3001\u4eba\u5de5\u590d\u6838\u4e0e\u66f4\u957f\u89c2\u5bdf\u7a97\u53e3\u3002<\/p>\n<h4>7.4 \u8bc4\u6d4b\u8981\u6301\u7eed&#xff0c;\u56e0\u4e3a\u6a21\u578b\u4e0e\u6d41\u91cf\u90fd\u5728\u6f02\u79fb<\/h4>\n<p>DeepSeek V4 \u7684\u6a21\u578b\u80fd\u529b\u548c\u63a5\u53e3\u5728 2026 \u5e74\u6301\u7eed\u66f4\u65b0&#xff1a;V4-Flash \u6b63\u5f0f\u7248\u5728 7 \u6708 31 \u65e5\u66f4\u65b0&#xff0c;V4-Pro \u6b63\u5f0f\u7248\u5728 8 \u6708 13 \u65e5\u4e0a\u7ebf&#xff0c;8 \u6708 21 \u65e5\u53c8\u65b0\u589e\u5b9e\u9a8c\u6027\u89c6\u89c9\u6a21\u578b\u3002\u5373\u4f7f\u6a21\u578b ID \u4e0d\u53d8&#xff0c;\u540e\u7aef\u7248\u672c\u4e5f\u53ef\u80fd\u66f4\u65b0\u3002\u6bcf\u6b21\u6a21\u578b\u3001Prompt\u3001\u5de5\u5177\u3001\u68c0\u7d22\u5e93\u3001\u4ef7\u683c\u6216\u8def\u7531\u5668\u53d8\u5316&#xff0c;\u90fd\u5e94\u89e6\u53d1\u56de\u5f52\u8bc4\u6d4b\u4e0e\u5c0f\u6d41\u91cf\u7070\u5ea6\u3002<\/p>\n<hr \/>\n<h3>8. \u6700\u5e38\u89c1\u7684\u4e5d\u4e2a\u9519\u8bef\u51b3\u7b56<\/h3>\n<h4>\u9519\u8bef\u4e00&#xff1a;\u6309\u201c\u6700\u9ad8\u6da8\u5e45\u201d\u76f4\u63a5\u8fc1\u79fb<\/h4>\n<p>\u6700\u5927\u6da8\u5e45\u4e0d\u7b49\u4e8e\u4f60\u7684\u8d26\u5355\u6da8\u5e45\u3002\u5148\u7528\u771f\u5b9e Token \u7ed3\u6784\u91cd\u7b97&#xff0c;\u518d\u8bc4\u4f30\u8fc1\u79fb\u6536\u76ca\u3002<\/p>\n<h4>\u9519\u8bef\u4e8c&#xff1a;\u53ea\u6bd4\u8f83\u4f9b\u5e94\u5546\u4ef7\u76ee\u8868<\/h4>\n<p>\u771f\u6b63\u8981\u6bd4\u8f83\u7684\u662f\u540c\u4e00\u6279\u4e1a\u52a1\u4efb\u52a1\u4e0a\u7684\u8d28\u91cf\u3001\u91cd\u8bd5\u3001\u5de5\u5177\u8c03\u7528\u3001\u8f93\u51fa\u957f\u5ea6\u3001\u7f13\u5b58\u884c\u4e3a\u548c\u5ef6\u8fdf\u3002\u4e00\u4e2a\u5355\u4ef7\u66f4\u4f4e\u4f46\u8f93\u51fa\u66f4\u957f\u3001\u5931\u8d25\u66f4\u591a\u7684\u6a21\u578b\u53ef\u80fd\u66f4\u8d35\u3002<\/p>\n<h4>\u9519\u8bef\u4e09&#xff1a;\u628a\u8bf7\u6c42\u7ea7\u7f13\u5b58\u547d\u4e2d\u7387\u5f53\u6210 Token \u7ea7\u547d\u4e2d\u7387<\/h4>\n<p>\u8fd9\u4f1a\u4e25\u91cd\u9ad8\u4f30\u7f13\u5b58\u4ef7\u503c\u3002\u76d1\u63a7\u5fc5\u987b\u5206\u79bb\u547d\u4e2d Token \u4e0e\u672a\u547d\u4e2d Token\u3002<\/p>\n<h4>\u9519\u8bef\u56db&#xff1a;\u7528\u4e00\u6b21\u6602\u8d35 LLM \u8c03\u7528\u4e3a\u6bcf\u6b21\u8bf7\u6c42\u505a\u8def\u7531<\/h4>\n<p>\u8def\u7531\u5668\u672c\u8eab\u53ef\u80fd\u6bd4\u88ab\u8def\u7531\u7684\u7b80\u5355\u4efb\u52a1\u66f4\u8d35\u3001\u66f4\u6162\u3002\u4f18\u5148\u4f7f\u7528\u4e1a\u52a1\u89c4\u5219\u548c\u8f7b\u91cf\u5206\u7c7b\u5668&#xff0c;\u53ea\u6709\u8bed\u4e49\u8fb9\u754c\u6837\u672c\u624d\u8c03\u7528 LLM \u8def\u7531\u5668\u3002<\/p>\n<h4>\u9519\u8bef\u4e94&#xff1a;\u628a Prompt \u957f\u5ea6\u7b49\u540c\u4e8e\u96be\u5ea6<\/h4>\n<p>\u957f\u5ea6\u53ea\u662f\u6210\u672c\u7279\u5f81&#xff0c;\u4e0d\u662f\u5145\u5206\u7684\u80fd\u529b\u7279\u5f81\u3002\u8def\u7531\u5e94\u5b66\u4e60\u201c\u8be5\u6a21\u578b\u5728\u8fd9\u4e2a\u4efb\u52a1\u4e0a\u5931\u8d25\u7684\u6982\u7387\u201d\u3002<\/p>\n<h4>\u9519\u8bef\u516d&#xff1a;\u6240\u6709\u4efb\u52a1\u90fd\u6253\u5f00 max \u601d\u8003<\/h4>\n<p>\u66f4\u5f3a\u601d\u8003\u9002\u7528\u4e8e\u590d\u6742\u4efb\u52a1&#xff0c;\u4e0d\u662f\u514d\u8d39\u8d28\u91cf\u6309\u94ae\u3002\u7b80\u5355\u62bd\u53d6\u3001\u5206\u7c7b\u3001\u6539\u5199\u901a\u5e38\u4e0d\u9700\u8981\u6700\u5927\u5f3a\u5ea6\u3002\u601d\u8003\u6a21\u5f0f\u4e0b\u90e8\u5206\u91c7\u6837\u53c2\u6570\u4e0d\u4f1a\u751f\u6548&#xff0c;\u4e5f\u4e0d\u80fd\u7ee7\u7eed\u6cbf\u7528\u65e7\u5ba2\u6237\u7aef\u7684\u53c2\u6570\u5047\u8bbe\u3002<\/p>\n<h4>\u9519\u8bef\u4e03&#xff1a;\u5931\u8d25\u540e\u65e0\u9650\u56de\u9000<\/h4>\n<p>\u4f9b\u5e94\u5546\u6545\u969c\u65f6&#xff0c;\u81ea\u52a8\u91cd\u8bd5\u548c\u8de8\u6a21\u578b\u56de\u9000\u53ef\u80fd\u5f62\u6210\u6d41\u91cf\u653e\u5927\u3002\u8981\u4f7f\u7528\u6307\u6570\u9000\u907f\u3001\u968f\u673a\u6296\u52a8\u3001\u7194\u65ad\u5668\u3001\u5168\u94fe\u8def\u622a\u6b62\u65f6\u95f4\u548c\u6bcf\u4efb\u52a1\u91cd\u8bd5\u9884\u7b97\u3002<\/p>\n<h4>\u9519\u8bef\u516b&#xff1a;\u4e3a\u4e86\u7a7a\u95f2\u4ef7\u635f\u5bb3\u5b9e\u65f6 SLA<\/h4>\n<p>\u53ea\u6709\u53ef\u5ef6\u8fdf\u4efb\u52a1\u624d\u80fd\u8c03\u5ea6\u3002\u5728\u7ebf\u7528\u6237\u7b49\u5f85\u6210\u672c\u53ef\u80fd\u8fdc\u9ad8\u4e8e API \u5dee\u4ef7\u3002<\/p>\n<h4>\u9519\u8bef\u4e5d&#xff1a;\u628a\u81ea\u6258\u7ba1\u7b49\u540c\u4e8e\u201cAPI \u8d39\u7528\u4e3a\u96f6\u201d<\/h4>\n<p>\u81ea\u6258\u7ba1\u8981\u8ba1\u7b97 GPU \u6298\u65e7\u6216\u79df\u8d41\u3001\u4f4e\u5229\u7528\u7387\u3001\u663e\u5b58\u5197\u4f59\u3001\u7535\u529b\u3001\u7f51\u7edc\u3001\u5b58\u50a8\u3001\u63a8\u7406\u5f15\u64ce\u7ef4\u62a4\u3001\u6a21\u578b\u5347\u7ea7\u3001\u503c\u73ed\u4e0e\u5bb9\u707e\u3002\u6b63\u786e\u6bd4\u8f83\u662f API \u7684\u5355\u4f4d\u6210\u529f\u4efb\u52a1\u6210\u672c\u4e0e\u81ea\u6258\u7ba1 TCO&#xff0c;\u800c\u4e0d\u662f Token \u5355\u4ef7\u4e0e GPU \u6807\u4ef7\u3002<\/p>\n<hr \/>\n<h3>9. \u4e00\u4efd\u53ef\u6267\u884c\u7684 30 \u5929\u8c03\u6574\u8ba1\u5212<\/h3>\n<h4>\u7b2c 1\u20142 \u5929&#xff1a;\u6b62\u8840\u4e0e\u6838\u7b97<\/h4>\n<ul>\n<li>\u51bb\u7ed3\u5f53\u524d Prompt\u3001\u6a21\u578b\u548c\u8def\u7531\u914d\u7f6e&#xff1b;<\/li>\n<li>\u5bfc\u51fa\u5386\u53f2 usage&#xff0c;\u6309\u6a21\u578b\u3001\u65f6\u6bb5\u3001Token \u7c7b\u578b\u91cd\u5b9a\u4ef7&#xff1b;<\/li>\n<li>\u6821\u9a8c\u751f\u4ea7\u4e2d\u662f\u5426\u4ecd\u5b58\u5728\u65e7\u6a21\u578b\u540d&#xff1b;<\/li>\n<li>\u7ed9 Agent \u589e\u52a0\u6700\u5927\u6b65\u6570\u3001\u603b Token \u548c\u91cd\u8bd5\u9884\u7b97&#xff1b;<\/li>\n<li>\u5efa\u7acb\u4ef7\u683c\u914d\u7f6e\u7248\u672c\u4e0e\u8d26\u5355\u544a\u8b66\u3002<\/li>\n<\/ul>\n<h4>\u7b2c 3\u20147 \u5929&#xff1a;\u65e0\u635f\u4f18\u5316<\/h4>\n<ul>\n<li>\u6e05\u7406\u91cd\u590d\u4e0a\u4e0b\u6587\u548c\u8fc7\u957f\u5de5\u5177\u7ed3\u679c&#xff1b;<\/li>\n<li>\u91cd\u6392 Prompt&#xff0c;\u63d0\u5347\u7a33\u5b9a\u524d\u7f00\u590d\u7528&#xff1b;<\/li>\n<li>\u6309\u4efb\u52a1\u8bbe\u7f6e\u8f93\u51fa\u4e0a\u9650&#xff1b;<\/li>\n<li>\u5c06\u771f\u6b63\u53ef\u5ef6\u8fdf\u7684\u6279\u4efb\u52a1\u8fc1\u5165\u7a7a\u95f2\u65f6\u6bb5\u961f\u5217&#xff1b;<\/li>\n<li>\u5efa\u7acb Token \u7ea7\u7f13\u5b58\u547d\u4e2d\u7387\u4e0e\u5355\u4f4d\u6210\u529f\u4efb\u52a1\u6210\u672c\u770b\u677f\u3002<\/li>\n<\/ul>\n<h4>\u7b2c 2 \u5468&#xff1a;\u8bc4\u6d4b\u4e0e\u5019\u9009\u8def\u7531<\/h4>\n<ul>\n<li>\u5efa\u7acb\u8131\u654f\u3001\u5206\u5c42\u7684\u4e1a\u52a1\u8bc4\u6d4b\u96c6&#xff1b;<\/li>\n<li>\u8dd1\u5b8c Flash\/Pro \u00d7 none\/low\/high\/max 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