{"id":2156,"date":"2026-02-27T16:18:33","date_gmt":"2026-02-27T08:18:33","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2156"},"modified":"2026-02-27T16:18:33","modified_gmt":"2026-02-27T08:18:33","slug":"%e6%8e%a8%e7%90%86%e6%97%b6%e4%bb%a3%e6%af%94%e8%ae%ad%e7%bb%83%e6%9b%b4%e7%83%a7%e9%92%b1%ef%bc%9f%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%bc%b9%e6%80%a7gpu%e6%b1%a0%e8%ae%a9ai%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2156","title":{"rendered":"\u63a8\u7406\u65f6\u4ee3\u6bd4\u8bad\u7ec3\u66f4\u70e7\u94b1\uff1f\u661f\u5b87\u667a\u7b97\u5f39\u6027GPU\u6c60\u8ba9AI\u5e94\u7528\u201c\u6309\u91cf\u4ed8\u8d39\u201dtoken\u6210\u672c\u7acb\u964d40%"},"content":{"rendered":"
\"\u63a8\u7406\u65f6\u4ee3\u6bd4\u8bad\u7ec3\u66f4\u70e7\u94b1\uff1f\u661f\u5b87\u667a\u7b97\u5f39\u6027GPU\u6c60\u8ba9AI\u5e94\u7528\u201c\u6309\u91cf\u4ed8\u8d39\u201dtoken\u6210\u672c\u7acb\u964d40%\"<\/figure>\n

\u63a8\u7406\u65f6\u4ee3\u6bd4\u8bad\u7ec3\u66f4\u70e7\u94b1\uff1f\u661f\u5b87\u667a\u7b97\u5f39\u6027GPU\u6c60\u8ba9AI\u5e94\u7528\u201c\u6309\u91cf\u4ed8\u8d39\u201dtoken\u6210\u672c\u7acb\u964d40%<\/h1>\n
\n

\u201c\u672a\u6765\u5341\u5e74\uff0c\u751f\u6210\u5f0fAI 90% \u7684\u6210\u672c\u5c06\u82b1\u5728\u63a8\u7406\uff0c\u800c\u975e\u8bad\u7ec3\u3002\u201d
\n\u2014\u2014NVIDIA \u521b\u59cb\u4eba\u9ec4\u4ec1\u52cb\u5728 2024 GTC \u5927\u4f1a\u4e0a\u7684\u5224\u65ad\uff0c\u7ed9\u6240\u6709 AI \u521b\u4e1a\u8005\u6572\u54cd\u4e86\u8b66\u949f\u3002<\/p>\n<\/blockquote>\n

\u8fc7\u53bb\uff0c\u5927\u5bb6\u628a\u9884\u7b97\u62bc\u6ce8\u5728\u201c\u70bc\u5927\u6a21\u578b\u201d\u4e0a\uff0c\u5806\u5361\u3001\u5806\u4eba\u3001\u5806\u65f6\u95f4\uff0c\u53ea\u4e3a\u4e00\u6b21\u6f02\u4eae\u7684\u8bad\u7ec3\u66f2\u7ebf\u3002\u53ef\u5f53\u6a21\u578b\u8d70\u5411\u751f\u4ea7\u73af\u5883\uff0c\u771f\u6b63\u7684\u201c\u541e\u91d1\u517d\u201d\u624d\u6d6e\u51fa\u6c34\u9762\uff1a\u6bcf\u4e00\u6b21\u7528\u6237\u63d0\u95ee\u3001\u6bcf\u4e00\u6b21\u6587\u6848\u751f\u6210\u3001\u6bcf\u4e00\u6b21\u89c6\u9891\u6e32\u67d3\uff0c\u90fd\u5728\u540e\u53f0\u89e6\u53d1\u4e00\u6b21\u5b8c\u6574\u7684\u63a8\u7406\u94fe\u8def\u3002Token=\u6536\u5165\uff0cToken \u4e5f\u662f\u6210\u672c\u3002\u82e5\u7ee7\u7eed\u6cbf\u7528\u201c\u5305\u5e74\u5305\u6708\u201d\u7684\u4f20\u7edf GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u6a21\u5f0f\uff0c\u95f2\u7f6e\u7b97\u529b\u5c31\u50cf 24 \u5c0f\u65f6\u4e0d\u5173\u7684\u6c34\u9f99\u5934\uff0c\u628a\u5229\u6da6\u4e00\u70b9\u70b9\u6ef4\u5149\u3002<\/p>\n

01 \u63a8\u7406\u5360\u6bd4\u5c06\u53cd\u8d85\u8bad\u7ec3 4 \u500d\uff0c\u5f39\u6027\u7b97\u529b\u6210\u4e3a\u751f\u6b7b\u7ebf<\/h2>\n

OpenAI \u8fd1\u671f\u62a5\u544a\u663e\u793a\uff0cChatGPT \u65e5\u5747\u8c03\u7528\u91cf\u5df2\u7a81\u7834 20 \u4ebf\u6b21\uff0c\u5bf9\u5e94 GPU \u65f6\u957f\u8fbe 36 \u4e07\u5c0f\u65f6\uff1b\u800c\u56fd\u5185\u67d0\u5934\u90e8\u5927\u6a21\u578b\u5382\u5546\u7684\u8d22\u62a5\u66f4\u76f4\u63a5\uff1aQ1 \u63a8\u7406\u6210\u672c\u73af\u6bd4\u6fc0\u589e 310%\uff0c\u76f4\u63a5\u5bfc\u81f4\u6bdb\u5229\u7387\u4e0b\u6ed1 7 \u4e2a\u767e\u5206\u70b9\u3002\u5f53\u63a8\u7406\u5cf0\u503c\u4e00\u5929\u5185\u51fa\u73b0 10 \u500d\u6ce2\u52a8\uff0c\u7ee7\u7eed\u4e70\u65ad\u6574\u5361\u65e0\u5f02\u4e8e\u201c\u7528\u9ad8\u94c1\u8fd0\u5171\u4eab\u5355\u8f66\u201d\u3002\u8c01\u80fd\u628a\u95f2\u65f6\u7b97\u529b\u201c\u7f29\u201d\u5230 0\uff0c\u8c01\u5c31\u80fd\u628a\u5229\u6da6\u201c\u62c9\u201d\u56de\u5b89\u5168\u533a\u2014\u2014\u8fd9\u6b63\u662f\u661f\u5b87\u667a\u7b97\u63a8\u51fa \u5f39\u6027 GPU \u63a8\u7406\u6c60<\/a><\/strong> \u7684\u521d\u8877\u3002<\/p>\n

02 \u661f\u5b87\u667a\u7b97\u5f39\u6027\u63a8\u7406\u6c60\uff1aRTX 4090\/A800\/L40S \u6df7\u5408\u7f16\u6392\uff0c\u81ea\u52a8\u4f38\u7f29<\/h2>\n

\u661f\u5b87\u667a\u7b97\u5728\u53a6\u95e8\u3001\u4e0a\u6d77\u3001\u5f20\u5bb6\u53e3\u4e09\u5730\u6570\u636e\u4e2d\u5fc3\u4e0a\u7ebf\u65b0\u4e00\u4ee3\u63a8\u7406\u4e13\u5c5e\u6c60\uff0c\u5355\u6c60\u6700\u5927 3.2 \u4e07\u5361\u89c4\u6a21\uff0c\u652f\u6301 RTX 4090\u3001A800\u3001L40S \u591a\u578b\u53f7\u6df7\u5408\u7f16\u6392\u3002\u7cfb\u7edf\u57fa\u4e8e K8s + Karpenter \u4e8c\u6b21\u5f00\u53d1\uff0c\u53ef\u6839\u636e\u5b9e\u65f6 QPS \u5728 30 \u79d2\u5185\u5b8c\u6210\u8282\u70b9\u7ea7\u6269\u5bb9\u6216\u7f29\u5bb9\uff1a
\n– \u95f2\u65f6\u81ea\u52a8\u91ca\u653e\u6574\u673a\uff0c\u8d44\u6e90\u5f52\u96f6\u4e0d\u8ba1\u8d39\uff1b
\n– \u5cf0\u65f6\u79d2\u7ea7\u62c9\u8d77 4090 \u88f8\u91d1\u5c5e\uff0cP99 \u5ef6\u8fdf < 120 ms\uff1b
\n– \u51b7\u542f\u52a8\u91c7\u7528\u661f\u5b87\u81ea\u7814\u201c\u955c\u50cf\u9884\u70ed\u201d\u6280\u672f\uff0c\u5bb9\u5668\u62c9\u8d77\u65f6\u95f4\u7f29\u77ed 65%\u3002<\/p>\n

\u76f8\u6bd4\u4f20\u7edf GPU\u4e91\u4e3b\u673a<\/a> \u56fa\u5b9a\u89c4\u683c\uff0c\u5f39\u6027\u6c60\u628a\u201c\u6309\u91cf\u4ed8\u8d39\u201d\u7c92\u5ea6\u4ece\u201c\u5c0f\u65f6\u201d\u62c9\u5230\u201c\u79d2\u201d\uff0c\u518d\u7ec6\u5316\u5230\u201ctoken\u201d\u3002\u5f00\u53d1\u8005\u65e0\u9700\u518d\u9884\u4f30\u6d41\u91cf\uff0c\u4e5f\u4e0d\u7528\u6df1\u591c\u722c\u8d77\u6765\u624b\u52a8\u5173\u673a\uff0c\u6210\u672c\u66f2\u7ebf\u4e0e\u4e1a\u52a1\u66f2\u7ebf\u7b2c\u4e00\u6b21\u5b9e\u73b0\u5b8c\u5168\u91cd\u5408\u3002<\/p>\n

03 TensorRT-LLM + vLLM + TGI \u4e09\u5f15\u64ce\uff0c\u6279\u5904\u7406\u5e76\u53d1\u91cf\u63d0\u5347 3.7 \u500d<\/h2>\n

\u63a8\u7406\u8d35\uff0c\u8d35\u5728\u5229\u7528\u7387\u3002\u661f\u5b87\u667a\u7b97\u4e0e NVIDIA \u89e3\u51b3\u65b9\u6848\u67b6\u6784\u56e2\u961f\u8054\u5408\u8c03\u4f18\uff0c\u5c06 TensorRT-LLM \u7684 In-Flight Batching\u3001vLLM \u7684 PagedAttention\u3001HuggingFace TGI \u7684 Nan-otron \u8c03\u5ea6\u5668\u8fdb\u884c\u201c\u4e09\u5408\u4e00\u201d\u5c01\u88c5\uff1a
\n– \u540c\u4e00\u5361\u5185\u52a8\u6001\u6279\u5904\u7406\u957f\u5ea6\u4ece 128 \u63d0\u5347\u81f3 512\uff0c\u541e\u5410\u63d0\u5347 3.7 \u500d\uff1b
\n– \u663e\u5b58\u788e\u7247\u7387\u964d\u4f4e 42%\uff0c\u5355\u5361\u53ef\u5e76\u53d1 70B \u6a21\u578b 8 \u8def\u63a8\u7406\uff1b
\n– \u63d0\u4f9b OpenAI-Compatible API\uff0c\u539f\u6709\u4ee3\u7801\u53ea\u9700\u6539\u4e00\u884c base_url \u5373\u53ef\u8fc1\u79fb\u3002<\/p>\n

\u5b9e\u6d4b\u67d0\u6cd5\u5f8b\u79d1\u6280\u5ba2\u6237 13B \u6a21\u578b\uff0c\u5728\u661f\u5b87\u5f39\u6027\u6c60\u4e0a\u4ece 1200 tokens\/s \u63d0\u5347\u81f3 4400 tokens\/s\uff0c\u800c\u5e73\u5747\u5355 token \u6210\u672c\u4e0b\u964d 40%\uff0c\u76f8\u5f53\u4e8e\u540c\u6837\u9884\u7b97\u53ef\u591a\u8dd1 66% \u6d41\u91cf\u3002<\/p>\n

04 0 \u95f2\u7f6e\u8d44\u6e90\uff0c\u521d\u521b\u516c\u53f8\u6708\u7701 40% \u9884\u7b97<\/h2>\n

\u5bf9\u4e8e\u8d44\u91d1\u5403\u7d27\u7684\u521d\u521b\u56e2\u961f\uff0c\u661f\u5b87\u667a\u7b97\u628a\u201c\u7701\u94b1\u201d\u5199\u8fdb\u4e86\u4ea7\u54c1\u6d41\u7a0b\uff1a
\n1. \u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef\u8dd1\u7ea6 200 \u4e07 tokens\uff08GPT-3.5 \u7ea7\u522b\uff09\uff0c\u96f6\u6210\u672c\u9a8c\u8bc1 MVP\uff1b
\n2. \u5e73\u53f0\u5185\u7f6e 200+ \u4e3b\u6d41\u6a21\u578b\u3001150TB \u516c\u5f00\u6570\u636e\u96c6\uff0cAI\u5e94\u7528<\/a> \u4e00\u952e\u90e8\u7f72\uff0c\u7701\u53bb\u4e0b\u8f7d\u3001\u8f6c\u683c\u5f0f\u3001\u5199 Dockerfile \u7684 3 \u5929\u5de5\u671f\uff1b
\n3. \u652f\u6301\u201c\u5305\u5e74\u3001\u5305\u6708\u3001\u6309\u91cf\u3001\u7ade\u4ef7\u201d\u56db\u79cd\u8ba1\u8d39\u6a21\u5f0f\uff0c\u53ef\u968f\u65f6\u4e92\u8f6c\uff1b
\n4. \u8d26\u5355\u9875\u9762\u5b9e\u65f6\u663e\u793a\u6bcf\u4e07\u6b21\u8c03\u7528\u6210\u672c\uff0c\u5e2e\u52a9 CFO \u7cbe\u786e\u6d4b\u7b97\u6bdb\u5229\u7387\u3002<\/p>\n

\u67d0 AIGC \u793e\u4ea4\u4ea7\u54c1\u4e0a\u7ebf\u9996\u6708\uff0c\u65e5\u6d3b 5 \u4e07\u7528\u6237\uff0c\u4ea7\u751f 1.8 \u4ebf\u6b21\u63a8\u7406\u3002\u82e5\u6309\u4f20\u7edf\u5305\u6708 8\u00d7A800 \u65b9\u6848\u9700 5.8 \u4e07\u5143\uff0c\u800c\u4f7f\u7528\u661f\u5b87\u5f39\u6027\u6c60\u4ec5\u82b1\u8d39 3.4 \u4e07\u5143\uff0c\u8282\u7701 41%\uff0c\u76f8\u5f53\u4e8e\u591a\u96c7\u4e00\u4f4d\u7b97\u6cd5\u5de5\u7a0b\u5e08\u3002<\/p>\n

05 \u4e0d\u53ea\u662f\u7b97\u529b\uff0c\u66f4\u662f AI \u5e94\u7528\u751f\u6001\u7684\u201c\u6c34\u7535\u7ad9\u201d<\/h2>\n

\u661f\u5b87\u667a\u7b97\u7684\u613f\u666f\u662f\u6210\u4e3a\u201cAI \u65f6\u4ee3\u7684\u6c34\u7535\u7ad9\u201d\u3002\u5728\u5e73\u53f0\u5c42\u9762\uff0c\u6211\u4eec\u63d0\u4f9b\uff1a
\n– \u6301\u4e45\u5316\u4e91\u5b58\u50a8\uff1a\u8de8\u5b9e\u4f8b\u5171\u4eab\uff0c\u8bad\u7ec3\u3001\u63a8\u7406\u3001\u6807\u6ce8\u4e09\u7aef\u6570\u636e\u96f6\u62f7\u8d1d\uff1b
\n– \u521b\u4f5c\u8005\u4e2d\u5fc3\uff1a\u7b97\u6cd5\u56e2\u961f\u53ef\u4e0a\u67b6\u81ea\u7814\u6a21\u578b\uff0c\u5e73\u53f0\u8d1f\u8d23\u8fd0\u7ef4\u3001\u8ba1\u8d39\u548c\u5206\u9500\uff0c\u521b\u4f5c\u8005\u5206\u6210 70%\uff1b
\n– \u4f01\u4e1a\u7ea7\u5b89\u5168\uff1aT4 \u7ea7\u673a\u623f\u3001\u53cc\u8def\u5e02\u7535\u3001N+1 \u67f4\u6cb9\u53d1\u7535\uff0c99.99% SLA\uff0c\u652f\u6301\u79c1\u6709\u5316 VPC \u9694\u79bb\u3002<\/p>\n

\u4ece\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u7684\u79d1\u7814\u8bfe\u9898\uff0c\u5230\u72ec\u89d2\u517d\u4f01\u4e1a\u7684\u5343\u4ebf\u7ea7\u8c03\u7528\uff0c\u661f\u5b87\u667a\u7b97\u6b63\u5728\u8ba9\u9ad8\u6027\u80fd\u8ba1\u7b97\u50cf\u62e7\u6c34\u9f99\u5934\u4e00\u6837\u7b80\u5355\u3001\u666e\u60e0\u3001\u4f4e\u6210\u672c\u3002<\/p>\n

06 \u7acb\u5373\u4f53\u9a8c\uff0c\u628a Token \u6210\u672c\u964d\u4e0b\u53bb\uff0c\u628a\u521b\u65b0\u901f\u5ea6\u63d0\u4e0a\u6765<\/h2>\n

\u63a8\u7406\u65f6\u4ee3\u7684\u7ade\u4e89\uff0c\u4e0d\u518d\u662f\u8c01\u6a21\u578b\u5927\uff0c\u800c\u662f\u8c01\u80fd\u628a\u6bcf\u4e00\u6b21\u8c03\u7528\u90fd\u505a\u5230\u6beb\u79d2\u7ea7\u3001\u6beb\u5398\u7ea7\u3002\u73b0\u5728\u6ce8\u518c \u661f\u5b87\u667a\u7b97<\/a>\uff0c\u65b0\u7528\u6237\u5373\u523b\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u65e0\u9700\u5145\u503c\u5373\u53ef\u90e8\u7f72\u4f60\u7684\u7b2c\u4e00\u4e2a\u5f39\u6027\u63a8\u7406\u670d\u52a1\u3002\u8ba9\u95f2\u7f6e\u7b97\u529b\u5f52\u96f6\uff0c\u8ba9\u9884\u7b97\u66f2\u7ebf\u4f4e\u5934\uff0c\u628a\u5b9d\u8d35\u8d44\u91d1\u771f\u6b63\u7528\u5728\u7b97\u6cd5\u521b\u65b0\u4e0e\u7528\u6237\u589e\u957f\u4e0a\u3002
\n\u626b\u7801\u767b\u5f55\uff0c3 \u5206\u949f\u5b8c\u6210\u6a21\u578b\u4e0a\u7ebf\u2014\u2014\u8fd9\u4e00\u6b21\uff0c\u8ba9 Token \u53ea\u4ea7\u751f\u6536\u5165\uff0c\u4e0d\u518d\u6d6a\u8d39\u6210\u672c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u63a8\u7406\u65f6\u4ee3\u6bd4\u8bad\u7ec3\u66f4\u70e7\u94b1\uff1f\u661f\u5b87\u667a\u7b97\u5f39\u6027GPU\u6c60\u8ba9AI\u5e94\u7528\u201c\u6309\u91cf\u4ed8…<\/p>\n","protected":false},"author":2,"featured_media":2155,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2156","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":45,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2156","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=2156"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2156\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2155"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}