{"id":100742,"date":"2026-09-05T07:41:31","date_gmt":"2026-09-04T23:41:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/100742.html"},"modified":"2026-09-05T07:41:31","modified_gmt":"2026-09-04T23:41:31","slug":"%e5%89%8d%e7%ab%af%e6%a1%86%e6%9e%b6-%e5%85%a8%e6%a0%88%e5%bc%80%e5%8f%91%e4%b8%8e%e7%8e%b0%e4%bb%a3-%e6%a0%b7%e5%bc%8f-%e5%8a%a8%e7%94%bb%e5%ae%9e%e8%b7%b5%ef%bc%9a%e9%a2%84%e7%ae%97%e6%9c%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/100742.html","title":{"rendered":"\u524d\u7aef\u6846\u67b6 \u5168\u6808\u5f00\u53d1\u4e0e\u73b0\u4ee3 \u6837\u5f0f \u52a8\u753b\u5b9e\u8df5\uff1a\u9884\u7b97\u6709\u9650\u65f6\u5148\u4f18\u5316\u54ea\u4e00\u9879"},"content":{"rendered":"<h2>\u524d\u7aef\u6846\u67b6 \u5168\u6808\u5f00\u53d1\u4e0e\u73b0\u4ee3 \u6837\u5f0f \u52a8\u753b\u5b9e\u8df5&#xff1a;\u9884\u7b97\u6709\u9650\u65f6\u5148\u4f18\u5316\u54ea\u4e00\u9879<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904234130-6a9b572ae1880.webp\" alt=\"\u5c01\u9762\u4fe1\u606f\u56fe\" \/><\/p>\n<h3>1. \u8d26\u5355\u4e0a\u7684\u60ca\u5413&#xff1a;\u6d3b\u8dc3\u7528\u6237\u6da8\u4e86\u4e24\u6210&#xff0c;API\u6263\u8d39\u7ffb\u4e86\u56db\u500d<\/h3>\n<p>\u9884\u7b97\u6709\u9650\u65f6&#xff0c;\u5148\u628a\u8bf7\u6c42\u3001\u6a21\u578b\u8c03\u7528\u548c\u524d\u7aef\u6e32\u67d3\u7684\u6210\u672c\u62c6\u5f00\u770b\u3002\u7528\u6237\u589e\u957f\u4e0d\u4e00\u5b9a\u4f1a\u7ebf\u6027\u5e26\u6765\u652f\u51fa\u589e\u957f&#xff0c;\u5f02\u5e38\u91cd\u8bd5\u3001\u8fc7\u957f\u4e0a\u4e0b\u6587\u548c\u91cd\u590d\u6e32\u67d3\u90fd\u53ef\u80fd\u653e\u5927\u5f00\u9500\u3002<\/p>\n<p>\u4f18\u5316\u8981\u6309\u6570\u636e\u51b3\u5b9a\u4f18\u5148\u7ea7&#xff1a;\u5148\u5b9a\u4f4d\u4e3b\u8def\u5f84\u7684\u7b49\u5f85\u4e0e\u8d44\u6e90\u6d88\u8017&#xff0c;\u518d\u51b3\u5b9a\u662f\u8c03\u6574\u670d\u52a1\u7aef\u3001\u6a21\u578b\u8c03\u7528\u8fd8\u662f\u524d\u7aef\u5305\u4f53\u3002\u52a8\u753b\u53ef\u4ee5\u6539\u5584\u7b49\u5f85\u53cd\u9988&#xff0c;\u4f46\u4e0d\u80fd\u66ff\u4ee3\u6027\u80fd\u4f18\u5316\u3002<\/p>\n<h3>2. \u7b97\u529b\u4e0e\u6e32\u67d3\u7684\u6210\u672c\u62c6\u89e3&#xff1a;\u628a\u94b1\u82b1\u5728\u5200\u5203\u4e0a<\/h3>\n<p>\u8981\u7cbe\u51c6\u62a0\u51fa\u9884\u7b97&#xff0c;\u9996\u5148\u8981\u5728\u547d\u4ee4\u884c\u91cc\u62c9\u53d6\u6700\u8fd1 30 \u5929\u7684\u8d44\u6e90\u6d88\u8017\u5206\u5e03&#xff1a;<\/p>\n<p>aws ce get-cost-and-usage \\\\<br \/>\n  &#8211;time-period Start&#061;2026-08-01,End&#061;2026-08-31 \\\\<br \/>\n  &#8211;granularity DAILY \\\\<br \/>\n  &#8211;metrics &#034;UnblendedCost&#034; &#034;UsageQuantity&#034; \\\\<br \/>\n  &#8211;group-by Type&#061;DIMENSION,Key&#061;SERVICE<\/p>\n<p>\u5206\u6790\u7ec8\u7aef\u8dd1\u51fa\u6765\u7684\u4e91\u670d\u52a1\u8d26\u5355\u6570\u636e&#xff0c;\u7ed3\u5408\u524d\u7aef\u6027\u80fd\u5206\u6790\u5de5\u5177&#xff0c;\u6211\u4eec\u53ef\u4ee5\u628a\u9879\u76ee\u7684\u6280\u672f\u6210\u672c\u6e05\u6670\u5730\u5212\u5206\u4e3a\u4e09\u4e2a\u7ef4\u5ea6&#xff1a;<\/p>\n<li>**\u5927\u6a21\u578b Token \u5f00\u9500&#xff08;\u9ad8\u6602\u76f4\u63a5\u6210\u672c&#xff09;**&#xff00;\u6bcf\u6b21\u4e0d\u52a0\u9650\u5236\u7684\u4e0a\u4e0b\u6587\u62fc\u63a5\u3001\u65e0\u7f13\u5b58\u7684\u91cd\u590d\u67e5\u8be2&#xff0c;\u90fd\u5728\u9ed8\u9ed8\u638f\u7a7a\u4f60\u7684\u4fe1\u7528\u5361\u3002<\/li>\n<li>\u670d\u52a1\u5668\u4e0e\u5411\u91cf\u68c0\u7d22\u8282\u70b9&#xff08;\u56fa\u5b9a\u786c\u4ef6\u6210\u672c&#xff09;&#xff1a;\u5360\u6bd4 25%\u3002\u4e3a\u4e86\u6781\u4f4e\u7684 QPS \u8dd1\u4e00\u4e2a 24 \u5c0f\u65f6\u5e38\u9a7b\u7684\u9ad8\u914d Server&#xff0c;\u5f39\u6027\u4f38\u7f29\u673a\u5236\u5f62\u540c\u865a\u8bbe\u3002<\/li>\n<li>\u524d\u7aef\u6e32\u67d3\u4e0e CPU \u6d88\u8017&#xff08;\u9690\u5f62\u4f53\u9a8c\u6210\u672c&#xff09;&#xff1a;\u5360\u6bd4 10%\u3002\u6253\u5b57\u6d41\u6587\u672c\u6bcf\u8fd4\u56de\u4e00\u4e2a\u5b57\u7b26&#xff0c;React \u5c31\u5168\u91cf\u89e6\u53d1\u4e00\u6b21\u865a\u62df DOM \u6811 Diff&#xff0c;\u5bfc\u81f4\u4e3b\u7ebf\u7a0b\u5361\u6b7b\u3002<\/li>\n<p>\u7b54\u6848\u663e\u800c\u6613\u89c1&#xff1a;\u4f18\u5148\u4f18\u5316 Token \u4e0a\u4e0b\u6587\u622a\u65ad\u4e0e\u8bed\u4e49\u7f13\u5b58 \u964d\u4f4e\u786c\u6027\u8d26\u5355&#xff0c;\u540c\u65f6\u4f7f\u7528 CSS \u786c\u4ef6\u52a0\u901f\u52a8\u753b \u4ee3\u66ff JS \u9891\u7e41\u91cd\u7ed8&#xff0c;\u5728\u4e0d\u589e\u52a0\u670d\u52a1\u5668\u4e00\u5206\u94b1\u9884\u7b97\u7684\u60c5\u51b5\u4e0b&#xff0c;\u63d0\u5347\u7528\u6237\u7684\u611f\u77e5\u6d41\u7545\u5ea6\u3002<\/p>\n<h3>3. \u52a8\u6001 Token \u9884\u7b97\u4e0e\u5ba2\u6237\u7aef CSS \u52a8\u753b\u5e73\u6ed1\u8865\u5e27<\/h3>\n<p>\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u9884\u7b97\u9632\u5fa1\u7b56\u7565&#xff0c;\u5728\u4e8e\u201c\u524d\u7aef\u80fd\u5e72\u7684\u4e8b\u7edd\u4e0d\u9ebb\u70e6\u540e\u7aef&#xff0c;CSS \u80fd\u505a\u7684\u4e8b\u7edd\u4e0d\u7528 JS \u7b97\u201d\u3002<\/p>\n<p>\u5728\u4f20\u7edf\u5b9e\u73b0\u4e2d&#xff0c;\u6253\u5b57\u6d41\u6548\u679c\u5f80\u5f80\u662f\u7528 setInterval \u6216\u8005\u9891\u7e41\u89e6\u53d1 React State \u66f4\u65b0\u6765\u5b9e\u73b0\u7684\u3002\u6bcf\u6b21 setState \u90fd\u4f1a\u5f15\u53d1\u6602\u8d35\u7684\u7ec4\u4ef6\u91cd\u65b0\u6e32\u67d3\u3002<\/p>\n<p>\u73b0\u4ee3 CSS \u63d0\u4f9b\u4e86\u66f4\u8f7b\u91cf\u7ea7\u7684\u89e3\u6cd5\u3002\u6211\u4eec\u53ef\u4ee5\u5229\u7528 CSS will-change: transform \u4e0e View Transitions API&#xff0c;\u5c06\u52a8\u753b\u63a8\u7ed9 GPU \u7684 Compositor \u7ebf\u7a0b\u5904\u7406\u3002<\/p>\n<p>\u5728 AI \u63a5\u53e3\u5c42\u9762&#xff0c;\u5f15\u5165\u5ba2\u6237\u7aef Token \u9884\u7b97\u8ba1\u6570\u5668&#xff08;Client-side Token Budgeter&#xff09;\u3002<\/p>\n<p>\u5728\u8bf7\u6c42\u53d1\u8d77\u524d&#xff0c;\u76f4\u63a5\u5728\u6d4f\u89c8\u5668\u7aef\u5bf9\u7528\u6237\u8f93\u5165\u7684\u6587\u672c\u8fdb\u884c Token \u9884\u4f30\u3002\u5982\u679c\u8f93\u5165\u8d85\u51fa\u4e86\u5f53\u6b21\u9884\u7b97\u9608\u503c&#xff0c;\u81ea\u52a8\u5728\u524d\u7aef\u5207\u65ad\u6216\u63d0\u793a\u7528\u6237\u7cbe\u7b80&#xff0c;\u800c\u4e0d\u662f\u7b49\u8bf7\u6c42\u53d1\u9001\u7ed9\u4e91\u7aef API \u6263\u5b8c\u8d39\u4e4b\u540e\u518d\u629b\u51fa\u9519\u8bef\u3002<\/p>\n<h3>4. React \u7ed3\u5408 Dynamic Token Budget \u4e0e CSS FLIP \u7684\u751f\u4ea7\u4ee3\u7801<\/h3>\n<p>\u4e0b\u9762\u662f\u57fa\u4e8e React 18 \u4e0e\u73b0\u4ee3 CSS \u52a8\u753b\u6253\u9020\u7684\u4f4e\u6210\u672c AI \u4ea4\u4e92\u7ec4\u4ef6\u3002\u5b83\u5305\u542b\u4e86\u5ba2\u6237\u7aef Token \u9884\u7b97\u6821\u9a8c\u4e0e\u5e73\u6ed1\u6d41\u5f0f\u6e32\u67d3\u9632\u6296&#xff1a;<\/p>\n<p>import React, { useState, useRef, useTransition } from &#039;react&#039;;<\/p>\n<p>interface TokenBudgetConfig {<br \/>\n  maxTokensPerRequest: number;<br \/>\n  costPerThousandTokens: number;<br \/>\n}<\/p>\n<p>export const LowCostAIStreamer: React.FC&lt;{ config: TokenBudgetConfig }&gt; &#061; ({ config }) &#061;&gt; {<br \/>\n  const [prompt, setPrompt] &#061; useState(&#039;&#039;);<br \/>\n  const [output, setOutput] &#061; useState(&#039;&#039;);<br \/>\n  const [estimatedCost, setEstimatedCost] &#061; useState(0);<br \/>\n  const [isPending, startTransition] &#061; useTransition();<br \/>\n  const outputRef &#061; useRef&lt;HTMLDivElement&gt;(null);<\/p>\n<p>  \/\/ 1. \u5ba2\u6237\u7aef\u8f7b\u91cf\u7ea7 Token \u9884\u7b97\u8ba1\u7b97\u5668 (\u514d\u670d\u52a1\u7aef API \u6d88\u8017)<br \/>\n  const handlePromptChange &#061; (e: React.ChangeEvent&lt;HTMLTextAreaElement&gt;) &#061;&gt; {<br \/>\n    const text &#061; e.target.value;<br \/>\n    setPrompt(text);<\/p>\n<p>    \/\/ \u7c97\u7565\u4f30\u7b97&#xff1a;1 \u4e2a\u6c49\u5b57\u7ea6\u7b49\u4e8e 1.5 Tokens&#xff0c;1 \u4e2a\u82f1\u6587\u5355\u8bcd\u7ea6 1.3 Tokens<br \/>\n    const estimatedTokens &#061; Math.ceil(text.length * 1.4);<br \/>\n    const cost &#061; (estimatedTokens \/ 1000) * config.costPerThousandTokens;<br \/>\n    setEstimatedCost(cost);<br \/>\n  };<\/p>\n<p>  \/\/ 2. \u4f7f\u7528 View Transitions &amp; CSS \u786c\u4ef6\u52a0\u901f\u6e32\u67d3<br \/>\n  const triggerStream &#061; async () &#061;&gt; {<br \/>\n    if (prompt.length &#061;&#061;&#061; 0) return;<br \/>\n    setOutput(&#039;&#039;);<\/p>\n<p>    \/\/ \u5047\u8bbe\u8c03\u7528\u540e\u7aef SSE \u63a5\u53e3<br \/>\n    const eventSource &#061; new EventSource(&#096;\/api\/stream?prompt&#061;${encodeURIComponent(prompt)}&#096;);<\/p>\n<p>    eventSource.onmessage &#061; (event) &#061;&gt; {<br \/>\n      const chunk &#061; event.data;<\/p>\n<p>      \/\/ \u4f7f\u7528 startTransition \u964d\u7ea7\u66f4\u65b0\u4f18\u5148\u7ea7&#xff0c;\u907f\u514d\u963b\u585e\u8f93\u5165\u6846\u4e0e\u52a8\u753b<br \/>\n      startTransition(() &#061;&gt; {<br \/>\n        \/\/ \u5229\u7528\u73b0\u4ee3 View Transitions \u7b80\u5316 DOM \u53d8\u5316\u8fc7\u6e21<br \/>\n        if (document.startViewTransition) {<br \/>\n          document.startViewTransition(() &#061;&gt; {<br \/>\n            setOutput((prev) &#061;&gt; prev &#043; chunk);<br \/>\n          });<br \/>\n        } else {<br \/>\n          setOutput((prev) &#061;&gt; prev &#043; chunk);<br \/>\n        }<br \/>\n      });<br \/>\n    };<\/p>\n<p>    eventSource.onerror &#061; () &#061;&gt; {<br \/>\n      eventSource.close();<br \/>\n    };<br \/>\n  };<\/p>\n<p>  return (<br \/>\n    &lt;div className&#061;&#034;p-6 max-w-2xl mx-auto bg-slate-900 text-white rounded-xl shadow-md space-y-4&#034;&gt;<br \/>\n      &lt;div className&#061;&#034;flex justify-between items-center text-xs text-slate-400&#034;&gt;<br \/>\n        &lt;span&gt;Token \u9884\u7b97\u72b6\u6001: {estimatedCost &gt; 0.05 ? &#039;\u26a0\ufe0f \u9884\u8b66&#039; : &#039;\u2705 \u6b63\u5e38&#039;}&lt;\/span&gt;<br \/>\n        &lt;span&gt;\u9884\u4f30\u672c\u6b21\u6d88\u8017: ${estimatedCost.toFixed(5)}&lt;\/span&gt;<br \/>\n      &lt;\/div&gt;<\/p>\n<p>      &lt;textarea<br \/>\n        value&#061;{prompt}<br \/>\n        onChange&#061;{handlePromptChange}<br \/>\n        placeholder&#061;&#034;\u8f93\u5165\u521b\u610f\u63d0\u793a\u8bcd&#8230;&#034;<br \/>\n        className&#061;&#034;w-full h-28 p-3 bg-slate-800 border border-slate-700 rounded-lg focus:outline-none focus:ring-2 focus:ring-blue-500&#034;<br \/>\n      \/&gt;<\/p>\n<p>      &lt;button<br \/>\n        onClick&#061;{triggerStream}<br \/>\n        disabled&#061;{estimatedCost &gt; 0.1}<br \/>\n        className&#061;&#034;px-4 py-2 bg-blue-600 hover:bg-blue-500 disabled:bg-slate-700 text-white rounded-lg transition-all transform active:scale-95&#034;<br \/>\n      &gt;<br \/>\n        \u751f\u6210\u5185\u5bb9 (CSS GPU \u52a0\u901f)<br \/>\n      &lt;\/button&gt;<\/p>\n<p>      {\/* \u73b0\u4ee3 CSS \u786c\u4ef6\u52a0\u901f GPU \u52a8\u753b\u5c42 *\/}<br \/>\n      &lt;div<br \/>\n        ref&#061;{outputRef}<br \/>\n        className&#061;&#034;output-container p-4 bg-slate-800\/50 rounded-lg min-h-[120px] font-mono text-sm leading-relaxed&#034;<br \/>\n        style&#061;{{<br \/>\n          willChange: &#039;transform, opacity&#039;,<br \/>\n          contain: &#039;layout style paint&#039;<br \/>\n        }}<br \/>\n      &gt;<br \/>\n        {output || &lt;span className&#061;&#034;text-slate-500 animate-pulse&#034;&gt;\u7b49\u5f85\u751f\u6210\u6307\u4ee4&#8230;&lt;\/span&gt;}<br \/>\n      &lt;\/div&gt;<br \/>\n    &lt;\/div&gt;<br \/>\n  );<br \/>\n};<\/p>\n<p>\u914d\u5957\u7684\u73b0\u4ee3 CSS \u786c\u4ef6\u52a0\u901f\u6837\u5f0f&#xff08;\u5b9a\u4e49\u5728\u5168\u5c40\u6837\u5f0f\u8868\u5361\u7247\u4e2d&#xff09;&#xff1a;<\/p>\n<p>\/* \u786c\u4ef6\u52a0\u901f\u4e0e\u6e32\u67d3\u5408\u6210\u5c42\u9694\u79bb *\/<br \/>\n.output-container {<br \/>\n  backface-visibility: hidden;<br \/>\n  transform: translateZ(0);<br \/>\n}<\/p>\n<p>\/* \u5229\u7528 View Transitions \u5b9e\u73b0\u6beb\u79d2\u7ea7\u5e73\u6ed1\u6587\u672c\u8865\u5e27 *\/<br \/>\n::view-transition-old(root),<br \/>\n::view-transition-new(root) {<br \/>\n  animation-duration: 150ms;<br \/>\n  animation-timing-function: cubic-bezier(0.4, 0, 0.2, 1);<br \/>\n}<\/p>\n<p>\u901a\u8fc7\u8fd9\u5957\u7ec4\u5408\u62f3&#xff0c;\u6211\u4eec\u7528 10 \u884c CSS \u4ee3\u7801\u5c31\u89e3\u51b3\u4e86 React \u7ec4\u4ef6\u9ad8\u9891\u91cd\u7ed8\u5e26\u6765\u7684\u4e3b\u7ebf\u7a0b\u5361\u987f\u95ee\u9898\u3002<\/p>\n<h3>5. \u4e2a\u4eba\u5f00\u53d1\u8005 AI \u9884\u7b97\u4e0e\u6e32\u67d3\u6027\u80fd\u5361\u7ebf Check\u8868<\/h3>\n<p>\u9884\u7b97\u4f18\u5148\u7684\u4f18\u5316\u539f\u5219\u662f&#xff1a;\u5148\u62ff\u786c\u6027\u6263\u8d39\u5f00\u5200&#xff0c;\u518d\u62ff\u6e32\u67d3\u4f53\u9a8c\u6536\u5c3e\u3002\u5efa\u8bae\u5bf9\u7167\u4e0b\u8868\u8fdb\u884c\u9636\u6bb5\u6027\u5ba1\u8ba1&#xff1a;<\/p>\n<table>\n<tr>\u4f18\u5316\u9879\u5b9e\u65bd\u9636\u6bb5\u671f\u671b\u6210\u672c\u6536\u76ca\u671f\u671b\u6027\u80fd\u6536\u76ca<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u5ba2\u6237\u7aef Token \u62e6\u622a<\/td>\n<td align=\"left\">\u9700\u6c42\u53d1\u8d77\u524d<\/td>\n<td align=\"left\">\u964d\u4f4e 30% \u4fdd\u62a4\u6027\u5e9f\u5355<\/td>\n<td align=\"left\">\u907f\u514d\u65e0\u6548\u7f51\u7edc IO<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Redis 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