{"id":106883,"date":"2026-09-18T13:56:36","date_gmt":"2026-09-18T05:56:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/106883.html"},"modified":"2026-09-18T13:56:36","modified_gmt":"2026-09-18T05:56:36","slug":"token%e9%a2%84%e7%ae%97%e4%b8%8e%e8%b0%83%e7%94%a8%e6%88%90%e6%9c%ac%e5%bb%ba%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/106883.html","title":{"rendered":"Token\u9884\u7b97\u4e0e\u8c03\u7528\u6210\u672c\u5efa\u6a21"},"content":{"rendered":"<p>\u6587\u7ae0\u7f16\u53f7&#xff1a;article_411<\/p>\n<p>\u672c\u6587\u662f\u300a\u53ef\u9760LLM\u5e94\u7528\u5de5\u7a0b\u300b\u7cfb\u5217\u7684\u5b9e\u64cd\u5f00\u7bc7\u3002\u4e0a\u4e00\u7bc7\u201c\u7cfb\u5217\u5bfc\u8bfb\u201d\u4ea4\u4ee3\u4e86\u6574\u4f53\u6846\u67b6\u4e0e\u76ee\u6807&#xff0c;\u672c\u6587\u843d\u5230\u7b2c\u4e00\u4e2a\u5177\u4f53\u5207\u53e3&#xff1a;\u5728\u8c03\u7528\u5927\u6a21\u578b\u4e4b\u524d&#xff0c;\u5148\u628a token \u6570\u91cf\u4e0e\u8c03\u7528\u6210\u672c\u4f30\u7b97\u6e05\u695a&#xff0c;\u5e76\u7528\u9884\u7b97\u62a4\u680f\u5728\u4ed8\u8d39\u52a8\u4f5c\u53d1\u751f\u524d\u5b8c\u6210\u62e6\u622a\u3002\u4e0b\u4e00\u7bc7\u5c06\u8fdb\u5165\u201c\u63d0\u793a\u6a21\u677f\u7684\u7248\u672c\u5316\u8bbe\u8ba1\u201d\u3002<\/p>\n<h3>\u95ee\u9898\u80cc\u666f<\/h3>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u6309 token \u8ba1\u8d39&#xff0c;\u8f93\u5165\u4e0e\u8f93\u51fa\u901a\u5e38\u6267\u884c\u4e24\u5957\u5355\u4ef7&#xff0c;\u8f93\u51fa\u5355\u4ef7\u5f80\u5f80\u6bd4\u8f93\u5165\u9ad8\u6570\u500d&#xff0c;\u56e0\u4e3a\u751f\u6210\u9636\u6bb5\u662f\u9010 token \u7684\u81ea\u56de\u5f52\u89e3\u7801&#xff0c;\u7b97\u529b\u66f4\u8d35\u3002\u5f88\u591a\u9879\u76ee\u76f4\u5230\u6708\u5e95\u5bf9\u8d26\u624d\u53d1\u73b0\u6210\u672c\u5931\u63a7&#xff0c;\u800c\u4e8b\u540e\u590d\u76d8\u51e0\u4e4e\u603b\u80fd\u5f52\u5230\u4e09\u4e2a\u539f\u56e0&#xff1a;\u4e00\u662f\u5e76\u53d1\u8bf7\u6c42\u653e\u5927\u4f30\u7b97\u8bef\u5dee&#xff0c;\u5355\u6761\u8c03\u7528\u770b\u7740\u4fbf\u5b9c&#xff0c;\u4e58\u4ee5\u6bcf\u5929\u51e0\u5341\u4e07\u6b21\u8c03\u7528\u5c31\u53d8\u6210\u5927\u989d&#xff1b;\u4e8c\u662f max_tokens \u8bbe\u7f6e\u8fc7\u5927&#xff0c;\u8ba9\u5355\u6b21\u6210\u672c\u865a\u9ad8&#xff1b;\u4e09\u662f\u9884\u7b97\u53ea\u505a\u4e8b\u540e\u7edf\u8ba1\u3001\u4e0d\u505a\u8c03\u7528\u524d\u62e6\u622a&#xff0c;\u7b49\u62a5\u8b66\u65f6\u94b1\u5df2\u7ecf\u82b1\u51fa\u53bb\u4e86\u3002\u53ef\u9760\u5de5\u7a0b\u7684\u505a\u6cd5&#xff0c;\u662f\u628a\u201c\u4f30\u7b97\u3001\u62a5\u4ef7\u3001\u9884\u7559\u3001\u62d2\u7edd\u201d\u56fa\u5316\u6210\u53ef\u590d\u7528\u7684\u5efa\u6a21\u51fd\u6570&#xff0c;\u8ba9\u6210\u672c\u5728\u6bcf\u4e00\u7b14\u8c03\u7528\u53d1\u751f\u4e4b\u524d\u5c31\u53ef\u89c1\u3001\u53ef\u63a7\u3002<\/p>\n<h3>\u6838\u5fc3\u539f\u7406<\/h3>\n<p>\u6210\u672c\u5efa\u6a21\u7684\u6838\u5fc3\u53ea\u6709\u4e24\u4e2a\u516c\u5f0f\u3002\u5355\u6b21\u6210\u672c\u7b49\u4e8e\u8f93\u5165 token \u6570\u4e58\u4ee5\u8f93\u5165\u5355\u4ef7&#xff0c;\u518d\u52a0\u4e0a\u8f93\u51fa token \u6570\u4e58\u4ee5\u8f93\u51fa\u5355\u4ef7\u3002\u8f93\u5165 token \u6570\u53ef\u4ee5\u7528\u7ecf\u9a8c\u6298\u7b97\u8fd1\u4f3c&#xff1a;\u4e00\u4e2a\u4e2d\u6587\u5b57\u7b26\u7ea6\u5360 1 \u4e2a token&#xff0c;\u82f1\u6587\u4e0e\u5176\u4ed6\u7b26\u53f7\u7ea6\u6bcf 4 \u4e2a\u5b57\u7b26\u5360 1 \u4e2a token&#xff0c;\u7ed3\u679c\u5411\u4e0a\u53d6\u6574\u3002\u4e3e\u4e00\u4e2a\u624b\u7b97\u7684\u4f8b\u5b50&#xff1a;\u5047\u8bbe\u67d0\u6761\u63d0\u793a\u542b 120 \u4e2a\u4e2d\u6587\u5b57\u7b26\u548c 40 \u4e2a\u82f1\u6587\u5b57\u7b26\u53ca\u7b26\u53f7&#xff0c;\u90a3\u4e48\u8f93\u5165 token \u7ea6\u4e3a 120 \u52a0 10&#xff0c;\u5373 130&#xff1b;\u82e5\u8f93\u51fa\u4e0a\u9650\u8bbe\u4e3a 200&#xff0c;\u8f93\u5165\u5355\u4ef7 0.015 \u5143\/\u5343 token\u3001\u8f93\u51fa\u5355\u4ef7 0.060 \u5143\/\u5343 token&#xff0c;\u5219\u5355\u6b21\u6210\u672c\u7ea6\u4e3a 130\u00d70.015\/1000 &#043; 200\u00d70.060\/1000 &#061; 0.00195 &#043; 0.012 &#061; 0.01395 \u5143\u3002\u8f93\u51fa\u4fa7\u56e0\u4e3a\u65e0\u6cd5\u9884\u77e5\u6a21\u578b\u5b9e\u9645\u751f\u6210\u591a\u5c11\u5185\u5bb9&#xff0c;\u5de5\u7a0b\u4e0a\u4e60\u60ef\u7528 max_tokens \u4e0a\u9650\u505a\u60b2\u89c2\u4f30\u7b97&#xff0c;\u5b81\u53ef\u9ad8\u4f30\u3001\u4e0d\u505a\u4e50\u89c2\u5047\u8bbe\u3002\u9700\u8981\u5f3a\u8c03&#xff0c;\u8fd9\u5957\u6298\u7b97\u662f\u9884\u7b97\u89c4\u5212\u7528\u7684\u8fd1\u4f3c\u503c&#xff0c;\u4e0d\u662f\u7cbe\u786e\u5206\u8bcd\u7ed3\u679c&#xff1b;\u82e5\u8981\u7cbe\u786e\u8ba1\u6570&#xff0c;\u5fc5\u987b\u63a5\u5165\u5177\u4f53\u6a21\u578b\u914d\u5957\u7684 tokenizer&#xff0c;\u90a3\u662f\u53e6\u4e00\u4e2a\u72ec\u7acb\u8bdd\u9898&#xff0c;\u672c\u6587\u4e0d\u5c55\u5f00\u3002<\/p>\n<h3>\u7b2c\u4e00\u6b21\u4ee3\u7801\u5b9e\u9a8c\u53ca\u8f93\u51fa<\/h3>\n<p>\u5148\u7528\u6807\u51c6\u5e93\u5b9e\u73b0\u4e00\u4e2a\u6700\u5c0f\u53ef\u7528\u7684\u4f30\u7b97\u5668&#xff0c;\u89c2\u5bdf\u4e2d\u82f1\u6587\u6837\u672c\u7684\u5dee\u5f02\u3002<\/p>\n<p><span class=\"token keyword\">from<\/span> math <span class=\"token keyword\">import<\/span> ceil<br \/>\n<span class=\"token keyword\">from<\/span> statistics <span class=\"token keyword\">import<\/span> mean<span class=\"token punctuation\">,<\/span> median<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">count_tokens<\/span><span class=\"token punctuation\">(<\/span>text<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    chinese <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> ch <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;\\\\u4e00&#034;<\/span> <span class=\"token operator\">&lt;&#061;<\/span> ch <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token string\">&#034;\\\\u9fff&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    other <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> chinese<br \/>\n    <span class=\"token keyword\">return<\/span> chinese <span class=\"token operator\">&#043;<\/span> ceil<span class=\"token punctuation\">(<\/span>other <span class=\"token operator\">\/<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>samples <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token string\">&#034;\u8bf7\u7528\u4e09\u53e5\u8bdd\u603b\u7ed3\u8fd9\u7bc7\u6587\u7ae0\u7684\u8981\u70b9\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;Summarize the key points in three sentences.&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u628a\u4ee5\u4e0b\u65e5\u5fd7\u7ffb\u8bd1\u6210\u4e2d\u6587\u5e76\u89e3\u91ca\u9519\u8bef\u539f\u56e0&#xff1a;Connection timeout after 30s&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u5217\u51fa\u4e94\u4e2a\u53ef\u843d\u5730\u7684\u6027\u80fd\u4f18\u5316\u5efa\u8bae&#xff0c;\u5e76\u8bf4\u660e\u4f18\u5148\u7ea7\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><br \/>\ntokens <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>count_tokens<span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> samples<span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6bcf\u6761\u6837\u672ctoken\u6570:&#034;<\/span><span class=\"token punctuation\">,<\/span> tokens<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5e73\u5747:&#034;<\/span><span class=\"token punctuation\">,<\/span> mean<span class=\"token punctuation\">(<\/span>tokens<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e2d\u4f4d\u6570:&#034;<\/span><span class=\"token punctuation\">,<\/span> median<span class=\"token punctuation\">(<\/span>tokens<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6700\u5927:&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span>tokens<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u9884\u755920%\u4f59\u91cf\u7684\u5355\u6761\u9884\u7b97:&#034;<\/span><span class=\"token punctuation\">,<\/span> ceil<span class=\"token punctuation\">(<\/span>median<span class=\"token punctuation\">(<\/span>tokens<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">1.2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd0\u884c\u8f93\u51fa&#xff1a;<\/p>\n<p>\u6bcf\u6761\u6837\u672ctoken\u6570: [15, 11, 25, 21]<br \/>\n\u5e73\u5747: 18.0<br \/>\n\u4e2d\u4f4d\u6570: 18.0<br \/>\n\u6700\u5927: 25<br \/>\n\u9884\u755920%\u4f59\u91cf\u7684\u5355\u6761\u9884\u7b97: 22<\/p>\n<p>\u4ece\u8f93\u51fa\u53ef\u4ee5\u770b\u5230&#xff1a;\u4e2d\u6587\u6837\u672c\u7684 token \u6570\u63a5\u8fd1\u5b57\u7b26\u6570&#xff1b;\u7eaf\u82f1\u6587\u6837\u672c\u6309 4 \u5b57\u7b26\u6298\u7b97\u540e\u53ea\u6709 11&#xff1b;\u6df7\u5408\u6837\u672c\u540c\u65f6\u8ba1\u5165\u4e2d\u6587\u5b57\u7b26\u4e0e\u82f1\u6587\u6298\u7b97\u3002\u505a\u5355\u6761\u9884\u7b97\u65f6&#xff0c;\u4e2d\u4f4d\u6570\u6bd4\u5e73\u5747\u503c\u66f4\u6297\u6781\u7aef\u6837\u672c\u7684\u5f71\u54cd&#xff0c;\u518d\u9884\u7559 20% \u4f59\u91cf&#xff0c;\u5c31\u628a\u57fa\u51c6\u4ece 18 \u62ac\u5230 22&#xff0c;\u7ed9\u8fb9\u754c\u8bf7\u6c42\u7559\u51fa\u7a7a\u95f4\u3002\u8fd9\u4e2a\u201c\u4e2d\u4f4d\u6570\u52a0\u4f59\u91cf\u201d\u7684\u53d6\u503c\u65b9\u5f0f&#xff0c;\u4f1a\u5728\u7b2c\u4e8c\u6b21\u5b9e\u9a8c\u4e2d\u76f4\u63a5\u590d\u7528\u3002<\/p>\n<h3>\u5de5\u7a0b\u5316\u6539\u8fdb<\/h3>\n<p>\u4e0a\u9762\u7684\u5b9e\u9a8c\u53ea\u6709\u4f30\u7b97&#xff0c;\u8fd8\u6ca1\u6709\u628a\u94b1\u548c\u9884\u7b97\u4e32\u8d77\u6765\u3002\u5de5\u7a0b\u5316\u9700\u8981\u8865\u4e09\u70b9\u3002\u7b2c\u4e00&#xff0c;\u91d1\u989d\u7edf\u4e00\u7528 Decimal \u800c\u4e0d\u662f float\u3002float \u662f\u4e8c\u8fdb\u5236\u6d6e\u70b9\u6570&#xff0c;0.1 \u52a0 0.2 \u5728\u4e8c\u8fdb\u5236\u4e0b\u5e76\u4e0d\u662f\u7cbe\u786e\u7684 0.3&#xff0c;\u957f\u94fe\u8def\u7d2f\u52a0\u4f1a\u51fa\u73b0\u51e0\u5206\u94b1\u7684\u6f02\u79fb&#xff1b;\u91d1\u989d\u8d26\u672c\u5fc5\u987b\u7528 Decimal \u8fd9\u7c7b\u5341\u8fdb\u5236\u8868\u793a\u3002\u7b2c\u4e8c&#xff0c;\u9884\u7b97\u505a\u6210\u6709\u72b6\u6001\u5bf9\u8c61&#xff0c;\u6bcf\u7b14\u8bf7\u6c42\u5148\u62a5\u4ef7\u3001\u901a\u8fc7\u6821\u9a8c\u624d\u9884\u7559\u989d\u5ea6&#xff0c;\u800c\u4e0d\u662f\u4e8b\u540e\u7d2f\u52a0&#xff0c;\u8fd9\u6837\u62a4\u680f\u5728\u4ed8\u8d39\u52a8\u4f5c\u53d1\u751f\u524d\u751f\u6548\u3002\u7b2c\u4e09&#xff0c;\u8f93\u51fa token \u6570\u7528 max_tokens \u505a\u60b2\u89c2\u4e0a\u9650&#xff0c;\u628a\u751f\u6210\u957f\u5ea6\u7684\u4e0d\u786e\u5b9a\u6027\u6298\u7b97\u8fdb\u6210\u672c&#xff0c;\u800c\u4e0d\u662f\u5ffd\u7565\u3002\u4e09\u70b9\u5408\u8d77\u6765&#xff0c;\u624d\u80fd\u628a\u6210\u672c\u4ece\u201c\u4e8b\u540e\u7edf\u8ba1\u201d\u5347\u7ea7\u4e3a\u201c\u4e8b\u524d\u63a7\u5236\u201d\u3002<\/p>\n<h3>\u7b2c\u4e8c\u6b21\u4ee3\u7801\u5b9e\u9a8c\u53ca\u8f93\u51fa<\/h3>\n<p>\u4e0b\u9762\u628a Pricing \u4e0e Budget \u5efa\u6a21\u6210 dataclass&#xff0c;\u7528 Decimal \u5b8c\u6210\u62a5\u4ef7\u4e0e\u9884\u7559\u3002Budget \u7ef4\u62a4\u603b\u989d\u4e0e\u5df2\u9884\u7559\u4e24\u4e2a\u5b57\u6bb5&#xff0c;available \u65b9\u6cd5\u5b9e\u65f6\u8fd4\u56de\u5269\u4f59\u989d\u5ea6\u3002<\/p>\n<p><span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<span class=\"token punctuation\">,<\/span> field<br \/>\n<span class=\"token keyword\">from<\/span> decimal <span class=\"token keyword\">import<\/span> Decimal<br \/>\n<span class=\"token keyword\">from<\/span> math <span class=\"token keyword\">import<\/span> ceil<\/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\">Pricing<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    input_per_1k<span class=\"token punctuation\">:<\/span> Decimal<br \/>\n    output_per_1k<span class=\"token punctuation\">:<\/span> Decimal<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Budget<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    total<span class=\"token punctuation\">:<\/span> Decimal<br \/>\n    reserved<span class=\"token punctuation\">:<\/span> Decimal <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default<span class=\"token operator\">&#061;<\/span>Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">available<\/span><span class=\"token punctuation\">(<\/span>self<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\">return<\/span> self<span class=\"token punctuation\">.<\/span>total <span class=\"token operator\">&#8211;<\/span> self<span class=\"token punctuation\">.<\/span>reserved<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">count_tokens<\/span><span class=\"token punctuation\">(<\/span>text<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    chinese <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> ch <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;\\\\u4e00&#034;<\/span> <span class=\"token operator\">&lt;&#061;<\/span> ch <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token string\">&#034;\\\\u9fff&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    other <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> chinese<br \/>\n    <span class=\"token keyword\">return<\/span> chinese <span class=\"token operator\">&#043;<\/span> ceil<span class=\"token punctuation\">(<\/span>other <span class=\"token operator\">\/<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>pricing <span class=\"token operator\">&#061;<\/span> Pricing<span class=\"token punctuation\">(<\/span>Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.015&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.060&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\nbudget <span class=\"token operator\">&#061;<\/span> Budget<span class=\"token punctuation\">(<\/span>Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.100&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\nrequests <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8bf7\u7528\u4e09\u53e5\u8bdd\u603b\u7ed3\u8fd9\u7bc7\u6587\u7ae0\u7684\u8981\u70b9\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u628a\u4ee5\u4e0b\u65e5\u5fd7\u7ffb\u8bd1\u6210\u4e2d\u6587\u5e76\u89e3\u91ca\u9519\u8bef\u539f\u56e0&#xff1a;Connection timeout after 30s&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">500<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5199\u4e00\u7bc7\u5173\u4e8e\u7f13\u5b58\u7b56\u7565\u7684\u77ed\u6587&#xff0c;\u5e76\u7ed9\u51fa\u4ee3\u7801\u793a\u4f8b\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token keyword\">for<\/span> prompt<span class=\"token punctuation\">,<\/span> max_output <span class=\"token keyword\">in<\/span> requests<span class=\"token punctuation\">:<\/span><br \/>\n    in_tokens <span class=\"token operator\">&#061;<\/span> count_tokens<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><br \/>\n    cost <span class=\"token operator\">&#061;<\/span> pricing<span class=\"token punctuation\">.<\/span>input_per_1k <span class=\"token operator\">*<\/span> in_tokens <span class=\"token operator\">\/<\/span> <span class=\"token number\">1000<\/span> <span class=\"token operator\">&#043;<\/span> pricing<span class=\"token punctuation\">.<\/span>output_per_1k <span class=\"token operator\">*<\/span> max_output <span class=\"token operator\">\/<\/span> <span class=\"token number\">1000<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> cost <span class=\"token operator\">&lt;&#061;<\/span> budget<span class=\"token punctuation\">.<\/span>available<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        budget<span class=\"token punctuation\">.<\/span>reserved <span class=\"token operator\">&#043;&#061;<\/span> cost<br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u901a\u8fc7 \u8f93\u5165&#061;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>in_tokens<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u8f93\u51fa&#061;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>max_output<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u6210\u672c&#061;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>cost<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5df2\u9884\u7559&#061;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>budget<span class=\"token punctuation\">.<\/span>reserved<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u62d2\u7edd \u6210\u672c&#061;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>cost<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u8d85\u8fc7\u53ef\u7528\u9884\u7b97&#061;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>budget<span class=\"token punctuation\">.<\/span>available<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5269\u4f59\u9884\u7b97:&#034;<\/span><span class=\"token punctuation\">,<\/span> budget<span class=\"token punctuation\">.<\/span>available<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd0\u884c\u8f93\u51fa&#xff1a;<\/p>\n<p>\u901a\u8fc7 \u8f93\u5165&#061;15 \u8f93\u51fa&#061;200 \u6210\u672c&#061;0.012225 \u5df2\u9884\u7559&#061;0.012225<br \/>\n\u901a\u8fc7 \u8f93\u5165&#061;25 \u8f93\u51fa&#061;500 \u6210\u672c&#061;0.030375 \u5df2\u9884\u7559&#061;0.042600<br \/>\n\u62d2\u7edd \u6210\u672c&#061;0.060300 \u8d85\u8fc7\u53ef\u7528\u9884\u7b97&#061;0.057400<br \/>\n\u5269\u4f59\u9884\u7b97: 0.057400<\/p>\n<p>\u524d\u4e24\u6761\u8bf7\u6c42\u901a\u8fc7\u5e76\u7d2f\u8ba1\u9884\u7559&#xff0c;\u5df2\u9884\u7559\u4ece 0.012225 \u6da8\u5230 0.042600&#xff1b;\u7b2c\u4e09\u6761\u6210\u672c 0.060300 \u8d85\u8fc7\u5269\u4f59\u53ef\u7528\u9884\u7b97 0.057400&#xff0c;\u5728\u8c03\u7528\u524d\u88ab\u62d2\u7edd&#xff0c;\u5269\u4f59\u9884\u7b97\u4fdd\u6301 0.057400 \u4e0d\u53d8\u3002\u8fd9\u5c31\u662f\u9884\u7b97\u62a4\u680f\u7684\u4ef7\u503c&#xff1a;\u62e6\u622a\u53d1\u751f\u5728\u4ed8\u8d39\u52a8\u4f5c\u4e4b\u524d&#xff0c;\u800c\u4e0d\u662f\u4e8b\u540e\u518d\u5bf9\u8d26\u3002\u771f\u5b9e\u7cfb\u7edf\u91cc&#xff0c;\u88ab\u62d2\u7edd\u7684\u8bf7\u6c42\u53ef\u4ee5\u964d\u7ea7\u4e3a\u66f4\u77ed\u7684\u8f93\u51fa\u4e0a\u9650&#xff0c;\u6216\u8005\u8f6c\u4eba\u5de5\u961f\u5217&#xff0c;\u800c\u4e0d\u662f\u786c\u7740\u5934\u76ae\u8c03\u7528\u3002<\/p>\n<h3>\u5e38\u89c1\u9677\u9631<\/h3>\n<p>\u7b2c\u4e00&#xff0c;\u53ea\u4f30\u7b97\u8f93\u5165\u3001\u5ffd\u7565\u8f93\u51fa&#xff0c;\u6216\u53cd\u8fc7\u6765&#xff0c;\u90fd\u4f1a\u7559\u4e0b\u9884\u7b97\u7f3a\u53e3\u3002\u7b2c\u4e8c&#xff0c;\u7528 float \u7d2f\u52a0\u91d1\u989d&#xff0c;\u957f\u94fe\u8def\u4e0b\u4f1a\u51fa\u73b0\u51e0\u5206\u94b1\u7684\u6f02\u79fb&#xff0c;\u91d1\u989d\u8d8a\u5927\u3001\u8c03\u7528\u8d8a\u591a\u8d8a\u660e\u663e\u3002\u7b2c\u4e09&#xff0c;\u628a\u7ecf\u9a8c\u6298\u7b97\u5f53\u6210\u7cbe\u786e\u503c&#xff0c;\u5ffd\u7565\u4e0d\u540c tokenizer \u7684\u5dee\u5f02&#xff0c;\u53ef\u80fd\u5bfc\u81f4\u7cfb\u7edf\u6027\u4f4e\u4f30&#xff0c;\u5b9e\u9645\u8d26\u5355\u6bd4\u9884\u7b97\u9ad8\u51fa\u4e00\u622a\u3002\u7b2c\u56db&#xff0c;max_tokens \u8bbe\u7f6e\u8fc7\u5927&#xff0c;\u6210\u672c\u9884\u7b97\u968f\u4e4b\u865a\u9ad8&#xff0c;\u53cd\u8fc7\u6765\u53c8\u903c\u9ad8\u9884\u7559\u989d\u5ea6&#xff0c;\u6324\u538b\u771f\u6b63\u7684\u53ef\u7528\u9884\u7b97\u3002\u7b2c\u4e94&#xff0c;\u9884\u7b97\u4e0d\u7559\u5b89\u5168\u4f59\u91cf&#xff0c;\u8fb9\u754c\u8bf7\u6c42\u4f1a\u76f4\u63a5\u7a7f\u900f\u62a4\u680f&#xff0c;\u8ba9\u201c\u62a4\u680f\u201d\u540d\u5b58\u5b9e\u4ea1\u3002<\/p>\n<h3>\u843d\u5730\u6e05\u5355<\/h3>\n<p>\u5efa\u7acb Pricing \u4e0e Budget \u4e24\u4e2a\u6570\u636e\u6a21\u578b&#xff1b;\u91d1\u989d\u7edf\u4e00\u4f7f\u7528 Decimal \u5e76\u5199\u6210\u5e38\u91cf\u8868&#xff1b;\u6bcf\u6761\u8bf7\u6c42\u4e25\u683c\u9075\u5faa\u62a5\u4ef7\u3001\u6821\u9a8c\u3001\u9884\u7559\u7684\u987a\u5e8f&#xff1b;\u5355\u6761\u9884\u7b97\u53d6\u4e2d\u4f4d\u6570\u52a0\u5b89\u5168\u4f59\u91cf&#xff0c;\u800c\u4e0d\u662f\u5e73\u5747\u503c&#xff1b;\u4e3a\u9884\u7b97\u62a4\u680f\u7f16\u5199\u5355\u5143\u6d4b\u8bd5&#xff0c;\u81f3\u5c11\u8986\u76d6\u901a\u8fc7\u3001\u62d2\u7edd\u4e0e\u8fb9\u754c\u4e09\u79cd\u60c5\u51b5\u3002<\/p>\n<h3>\u53c2\u8003\u6765\u6e90<\/h3>\n<ul>\n<li>Python \u5b98\u65b9\u6587\u6863 decimal \u6a21\u5757&#xff1a;https:\/\/docs.python.org\/zh-cn\/3\/library\/decimal.html<\/li>\n<li>Python \u5b98\u65b9\u6587\u6863 statistics \u6a21\u5757&#xff1a;https:\/\/docs.python.org\/zh-cn\/3\/library\/statistics.html<\/li>\n<li>Python \u5b98\u65b9\u6587\u6863 dataclasses \u6a21\u5757&#xff1a;https:\/\/docs.python.org\/zh-cn\/3\/library\/dataclasses.html<\/li>\n<\/ul>\n<hr \/>\n<p>&#x1f44d; \u89c9\u5f97\u6709\u7528\u5c31\u70b9\u4e2a \u8d5e &#043; \u6536\u85cf&#xff0c;\u65b9\u4fbf\u56de\u5934\u67e5\u9605&#xff1b;\u6709\u7591\u95ee\u76f4\u63a5\u5728\u8bc4\u8bba\u533a\u7559\u8a00&#xff0c;\u6211\u770b\u5230\u90fd\u4f1a\u56de\u3002<\/p>\n<p>&#x1f680; \u672c\u6587\u5c5e\u4e8e \u300a\u53ef\u9760LLM\u5e94\u7528\u5de5\u7a0b\u300b \u7cfb\u5217&#xff0c;\u6301\u7eed\u66f4\u65b0&#xff0c;\u5173\u6ce8\u4e0d\u8ff7\u8def\u3002<\/p>\n<p>&#x1f4cc; \u6587\u7ae0\u91cc\u7684\u4ee3\u7801\u90fd\u80fd\u76f4\u63a5\u8dd1\u3002\u60f3\u8981\u53ef\u76f4\u63a5 clone \u7684\u5b8c\u6574\u5de5\u7a0b &#043; \u914d\u5957\u90e8\u7f72\u811a\u672c \/ \u8e29\u5751\u6e05\u5355&#xff1f;\u8bc4\u8bba\u4e00\u58f0\u6216\u53d1\u90ae\u4ef6\u5230 cj2664&#064;qq.com&#xff0c;\u6211\u514d\u8d39\u53d1\u4f60\u3002<br \/>\n\u5982\u679c\u4f60\u6b63\u597d\u5728\u505a\u7c7b\u4f3c\u7cfb\u7edf\u3001\u6216\u6709\u5de5\u7a0b\u5316\u96be\u9898\u60f3\u627e\u4eba\u505a&#xff0c;\u4e5f\u6b22\u8fce\u90ae\u4ef6\u804a\u4e00\u53e5\u2014\u2014\u6211\u6309\u5b9e\u9645\u60c5\u51b5\u8bc4\u4f30&#xff0c;\u80fd\u843d\u5730\u7684\u5c31\u63a5\u5355\u6216\u51fa\u65b9\u6848\u3002\u8bc4\u8bba\u548c\u90ae\u4ef6\u90fd\u80fd\u76f4\u63a5\u627e\u5230\u6211&#xff0c;\u4e0d\u7528\u8df3\u522b\u7684\u5e73\u53f0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u7f16\u53f7&#xff1a;article_411<br \/>\n\u672c\u6587\u662f\u300a\u53ef\u9760LLM\u5e94\u7528\u5de5\u7a0b\u300b\u7cfb\u5217\u7684\u5b9e\u64cd\u5f00\u7bc7\u3002\u4e0a\u4e00\u7bc7\u201c\u7cfb\u5217\u5bfc\u8bfb\u201d\u4ea4\u4ee3\u4e86\u6574\u4f53\u6846\u67b6\u4e0e\u76ee\u6807&#xff0c;\u672c\u6587\u843d\u5230\u7b2c\u4e00\u4e2a\u5177\u4f53\u5207\u53e3&#xff1a;\u5728\u8c03\u7528\u5927\u6a21\u578b\u4e4b\u524d&#xff0c;\u5148\u628a token 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