{"id":2964,"date":"2026-03-09T10:19:25","date_gmt":"2026-03-09T02:19:25","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2964"},"modified":"2026-03-09T10:19:25","modified_gmt":"2026-03-09T02:19:25","slug":"%e7%94%9f%e6%88%90%e5%bc%8fai%e8%bf%9b%e5%85%a5%e3%80%8c%e5%be%ae%e7%a7%92%e7%ba%a7%e3%80%8d%e6%8e%a8%e7%90%86%e6%97%b6%e4%bb%a3%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97cpugpu%e6%b7%b7%e9%83%a8","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2964","title":{"rendered":"\u751f\u6210\u5f0fAI\u8fdb\u5165\u300c\u5fae\u79d2\u7ea7\u300d\u63a8\u7406\u65f6\u4ee3\uff0c\u661f\u5b87\u667a\u7b97CPU+GPU\u6df7\u90e8\u65b9\u6848\u628a\u5ef6\u8fdf\u538b\u8fdb20 ms"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1773022765_8db328.png\" alt=\"\u751f\u6210\u5f0fAI\u8fdb\u5165\u300c\u5fae\u79d2\u7ea7\u300d\u63a8\u7406\u65f6\u4ee3\uff0c\u661f\u5b87\u667a\u7b97CPU+GPU\u6df7\u90e8\u65b9\u6848\u628a\u5ef6\u8fdf\u538b\u8fdb20 ms\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c\u5982\u679c\u63a8\u7406\u5ef6\u8fdf\u518d\u964d 10 ms\uff0c\u6211\u4eec\u5c31\u80fd\u628a\u98ce\u63a7\u6a21\u578b\u4ece\u2018\u51c6\u5b9e\u65f6\u2019\u53d8\u6210\u2018\u771f\u5b9e\u65f6\u2019\u3002\u201d<br \/>\n\u2014\u2014 \u67d0\u5934\u90e8\u5238\u5546 AI \u67b6\u6784\u5e08\u5728\u4e0a\u5468\u7684\u95ed\u95e8\u5206\u4eab\u4f1a\u4e0a\uff0c\u628a\u8fd9\u53e5\u8bdd\u91cd\u590d\u4e86\u4e09\u904d\u3002<\/p>\n<\/blockquote>\n<p>Akamai \u4e0a\u6708\u5ba3\u5e03\u5728\u5168\u7403 400 \u5ea7\u8fb9\u7f18\u8282\u70b9\u4e0a\u7ebf GPU \u63a8\u7406\u96c6\u7fa4\uff0cCloudflare \u968f\u5373\u628a Workers AI \u7684\u51b7\u542f\u52a8\u538b\u7f29\u5230 500 \u00b5s\u3002\u5f53 CDN \u5de8\u5934\u628a\u201c\u5fae\u79d2\u7ea7\u201d\u5199\u8fdb PR \u7a3f\uff0c\u610f\u5473\u7740\u751f\u6210\u5f0f AI \u7684\u6dd8\u6c70\u8d5b\u6b63\u5f0f\u4ece\u201c\u8c01\u80fd\u8dd1\u901a\u201d\u8fdb\u5165\u201c\u8c01\u591f\u5feb\u201d\u7684\u7ef4\u5ea6\u3002\u5ef6\u8fdf\uff0c\u800c\u4e0d\u662f\u53c2\u6570\u91cf\uff0c\u6b63\u5728\u6210\u4e3a\u5ba2\u6237\u9009\u578b\u65f6\u7684\u7b2c\u4e00 KPI\u3002<\/p>\n<h2>\u5fae\u79d2\u7ea7\u7ade\u4e89\u80cc\u540e\uff0c20 ms \u6210\u201c\u751f\u6b7b\u7ebf\u201d<\/h2>\n<p>\u5728\u80a1\u7968\u64ae\u5408\u3001\u5b9e\u65f6\u5ba2\u670d\u3001\u76f4\u64ad\u5916\u6302\u5b57\u5e55\u7b49\u5bf9\u4f53\u9a8c\u6781\u5ea6\u654f\u611f\u7684\u573a\u666f\u91cc\uff0c<strong>P99 \u5ef6\u8fdf \u2265 50 ms<\/strong> \u5c31\u4f1a\u89e6\u53d1\u7528\u6237\u6295\u8bc9\uff1b\u2265 100 ms \u76f4\u63a5\u5e26\u6765\u6536\u5165\u6d41\u5931\u3002\u4f20\u7edf\u201cCPU \u5806\u5b9e\u4f8b\u201d\u7684\u6a2a\u5411\u6269\u5c55\u601d\u8def\uff0c\u5df2\u65e0\u6cd5\u6d88\u5316\u5343\u4ebf\u7ea7\u751f\u6210\u5f0f\u6a21\u578b\u5728\u8fb9\u7f18\u4fa7\u7684\u8ba1\u7b97\u5bc6\u5ea6\u3002\u4e8e\u662f\uff0c\u4e1a\u754c\u628a\u89c6\u7ebf\u91cd\u65b0\u62c9\u56de\u201c\u5355\u673a\u6548\u7387\u201d\u2014\u2014\u8c01\u80fd\u5728\u4e00\u53f0\u670d\u52a1\u5668\u91cc\u69a8\u5e72\u6700\u540e\u4e00\u5fae\u79d2\uff0c\u8c01\u5c31\u80fd\u5728\u8fb9\u7f18\u63a8\u7406\u7684\u724c\u684c\u4e0a\u5750\u4e0b\u3002<\/p>\n<h2>\u661f\u5b87\u667a\u7b97\u6df7\u90e8\u6c60\uff1a\u8ba9 Xeon \u4e0e RTX 4090 \u540c\u9891\u5171\u632f<\/h2>\n<p>\u53a6\u95e8\u661f\u5b87\u667a\u7b97\u667a\u80fd\u79d1\u6280\u6709\u9650\u516c\u53f8\uff08\u7b80\u79f0\u201c\u661f\u5b87\u667a\u7b97\u201d\uff09\u628a CPU \u7684\u901a\u7528\u8c03\u5ea6\u80fd\u529b\u4e0e GPU \u7684\u5e76\u884c\u7b97\u529b\u653e\u8fdb\u540c\u4e00\u6c60\u5b50\uff0c\u81ea\u7814\u300c\u6df7\u90e8\u5f15\u64ce\u300d\u5b9e\u73b0\u4e09\u5927\u521b\u65b0\uff1a<\/p>\n<ol>\n<li>\u6307\u4ee4\u7ea7\u4eb2\u548c\uff1a\u628a ONNXRuntime \u7684 CPU fallback \u8def\u5f84\u4e0e TensorRT \u7684 CUDA kernel \u7ed1\u5b9a\u5230\u540c\u4e00 NUMA \u8282\u70b9\uff0c\u8de8 QPI \u5ef6\u8fdf\u964d\u4f4e 37%\u3002<\/li>\n<li>\u5fae\u79d2\u7ea7\u62a2\u5360\uff1a\u5f53 GPU \u961f\u5217\u6df1\u5ea6 &lt; 8 \u65f6\uff0cCPU \u81ea\u52a8\u964d\u9891\u81f3 1.2 GHz\uff0c\u628a\u6574\u673a\u529f\u8017\u77ac\u964d 40%\uff0c\u4f46\u63a8\u7406\u541e\u5410\u4fdd\u6301\u4e0d\u53d8\u3002<\/li>\n<li>\u52a8\u6001\u6279\u5408\u5e76\uff1a\u5b9e\u65f6\u76d1\u6d4b\u7ebf\u4e0a QPS\uff0c\u5c06 3 \u4e2a 64 token \u7684\u5c0f\u8bf7\u6c42\u52a8\u6001\u62fc\u6210 192 token \u7684\u201c\u5fae\u6279\u201d\uff0cGPU \u5229\u7528\u7387\u4ece 55% \u62c9\u5230 92%\u3002<\/li>\n<\/ol>\n<p>\u7ed3\u679c\u5c31\u662f\u2014\u2014<strong>\u5355\u673a QPS 1200\uff0cP99 \u5ef6\u8fdf 20 ms<\/strong>\uff0c\u6bd4\u540c\u4ef7\u4f4d\u7eaf CPU \u65b9\u6848\u63d0\u5347 18 \u500d\uff0c\u4e14\u65e0\u9700\u66f4\u6362\u4efb\u4f55\u4e1a\u52a1\u4ee3\u7801\u3002\u60f3\u4eb2\u624b\u8dd1\u5206\uff1f\u73b0\u5728<a href=\"https:\/\/www.starverse-ai.com\">\u6ce8\u518c GPU \u4e91\u4e3b\u673a<\/a>\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u96f6\u95e8\u69db\u9a8c\u8bc1\u6570\u636e\u771f\u5b9e\u6027\u3002<\/p>\n<h2>\u573a\u666f\u843d\u5730\uff1a\u91d1\u878d\u3001\u5ba2\u670d\u3001\u76f4\u64ad\u90fd\u5728\u201c\u96f6\u7b49\u5f85\u201d<\/h2>\n<ul>\n<li><strong>\u91d1\u878d\u98ce\u63a7<\/strong>\uff1a\u67d0\u57ce\u5546\u884c\u628a\u661f\u5b87\u667a\u7b97\u6df7\u90e8\u6c60\u90e8\u7f72\u5728\u4e24\u5730\u4e09\u4e2d\u5fc3\uff0c\u4fe1\u7528\u5361\u53cd\u6b3a\u8bc8\u6a21\u578b 24 \u5c0f\u65f6\u5e73\u5747\u5ef6\u8fdf 17 ms\uff0c\u53cc 11 \u5cf0\u503c 1900 \u7b14\/\u79d2\u65e0\u964d\u7ea7\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u5ba2\u670d<\/strong>\uff1aSaaS \u5382\u5546\u628a 7B \u5bf9\u8bdd\u6a21\u578b\u84b8\u998f\u540e\u653e\u5728 RTX 4090\uff0cCPU \u4ec5\u505a\u610f\u56fe\u8def\u7531\uff0c\u7aef\u5230\u7aef\u54cd\u5e94 230 ms\uff0c\u6bd4\u7eaf CPU \u65b9\u6848\u5feb 4 \u500d\uff0c\u5ba2\u670d\u5750\u5e2d\u51cf\u5c11 30%\u3002<\/li>\n<li><strong>AI \u5916\u6302\u5b57\u5e55<\/strong>\uff1a\u56fd\u9645\u4f1a\u8bae\u76f4\u64ad\u6d41\u901a\u8fc7\u661f\u5b87\u667a\u7b97\u8fb9\u7f18\u8282\u70b9\uff0cWhisper-Large-v3 \u5b9e\u65f6\u8f6c\u5199+\u7ffb\u8bd1\uff0c\u5b57\u5e55\u5ef6\u8fdf 1.2 \u79d2\uff0c\u5df2\u652f\u6301\u82f1\u3001\u897f\u3001\u963f\u3001\u8d8a\u7b49 9 \u79cd\u8bed\u8a00\u3002<\/li>\n<\/ul>\n<h2>\u6210\u672c\u8d26\u672c\uff1a\u7535\u8868\u4e5f\u201c\u770b\u61c2\u201d\u4e86 AI<\/h2>\n<p>\u5f53 CPU \u8fdb\u5165\u201c\u8f7b\u8f7d\u201d\u533a\u95f4\uff0c\u6df7\u90e8\u6c60\u81ea\u52a8\u628a Xeon \u4e3b\u9891\u964d\u5230 1.2 GHz\uff0c\u6574\u673a\u529f\u8017\u4ece 450 W \u964d\u5230 270 W\uff1b\u591c\u95f4\u4f4e\u5cf0\u671f\u518d\u89e6\u53d1 GPU \u90e8\u5206\u6389\u7535\uff0c<strong>\u7efc\u5408\u7535\u8017\u964d\u4f4e 40%<\/strong>\u3002\u4ee5 0.8 \u5143\/\u5ea6\u7535\u8d39\u300110 \u53f0\u670d\u52a1\u5668\u7684\u5c0f\u89c4\u6a21\u63a8\u7406\u96c6\u7fa4\u4e3a\u4f8b\uff0c\u4e00\u5e74\u53ef\u7701\u7535\u8d39 11 \u4e07\u5143\uff0c\u76f8\u5f53\u4e8e\u518d\u767d\u9001 3 \u5f20 RTX 4090\u3002\u5bf9\u6b63\u5728\u5bfb\u627e\u9ad8\u6027\u4ef7\u6bd4 <a href=\"https:\/\/www.starverse-ai.com\">GPU \u670d\u52a1\u5668\u79df\u7528<\/a> \u7684\u521d\u521b\u56e2\u961f\u800c\u8a00\uff0c\u8fd9\u610f\u5473\u7740\u9884\u7b97\u53ef\u4ee5\u5168\u90e8\u7838\u5728\u7b97\u6cd5\u8fed\u4ee3\uff0c\u800c\u4e0d\u662f IDC \u8d26\u5355\u3002<\/p>\n<h2>\u5f00\u53d1\u8005\u751f\u6001\uff1a\u4e00\u952e\u5373\u73a9\u7684\u201cAI \u5e94\u7528\u201d\u8d85\u5e02<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u4e0d\u6b62\u5356\u7b97\u529b\uff0c\u66f4\u63d0\u4f9b\u201cPaaS \u5e73\u53f0 + \u81ea\u8425\u7cbe\u54c1 SaaS + \u5f00\u653e\u751f\u6001\u201d\u4e09\u7ea7\u706b\u7bad\uff1a<br \/>\n&#8211; 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