{"id":2753,"date":"2026-03-06T16:17:12","date_gmt":"2026-03-06T08:17:12","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2753"},"modified":"2026-03-06T16:17:12","modified_gmt":"2026-03-06T08:17:12","slug":"%e7%ae%97%e5%8a%9b%e8%8d%92%e4%b8%8b%e7%9a%84%e3%80%8c%e7%bb%bf%e8%89%b2%e3%80%8d%e9%80%89%e6%8b%a9%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e6%b6%b2%e5%86%b7-gpu-%e6%9c%ba%e6%88%bf-pue","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2753","title":{"rendered":"\u7b97\u529b\u8352\u4e0b\u7684\u300c\u7eff\u8272\u300d\u9009\u62e9\uff1a\u661f\u5b87\u667a\u7b97\u6db2\u51b7 GPU \u673a\u623f PUE<1.15\uff0c\u8bad\u7ec3 175B \u6a21\u578b\u4e5f\u80fd\u4f4e\u78b3"},"content":{"rendered":"
\"\u7b97\u529b\u8352\u4e0b\u7684\u300c\u7eff\u8272\u300d\u9009\u62e9\uff1a\u661f\u5b87\u667a\u7b97\u6db2\u51b7<\/figure>\n
\n

\u201c\u5230 2025 \u5e74\uff0c\u5168\u56fd\u65b0\u5efa\u5927\u578b\u6570\u636e\u4e2d\u5fc3 PUE \u9700\u4f4e\u4e8e 1.3\uff0c\u5426\u5219\u4e00\u5f8b\u4e0d\u4e88\u80fd\u8bc4\u3002\u201d
\n\u2014\u2014\u300a\u201c\u5341\u56db\u4e94\u201d\u6570\u5b57\u7ecf\u6d4e\u53d1\u5c55\u89c4\u5212\u300b<\/p>\n<\/blockquote>\n

\u4e00\u7eb8\u7ea2\u7ebf\uff0c\u8ba9\u201c\u7b97\u529b\u8352\u201d\u5347\u7ea7\u4e3a\u201c\u80fd\u8017\u8352\u201d\u3002\u5f53 175B \u53c2\u6570\u7684\u5927\u6a21\u578b\u6210\u4e3a AI \u521b\u65b0\u5165\u573a\u5238\uff0c\u5317\u4e0a\u5e7f\u6df1\u5374\u63a5\u8fde\u51fa\u73b0\u201c\u6709\u5361\u65e0\u7535\u201d\uff1a\u67d0\u5934\u90e8\u4e91\u5382\u5546\u4e0a\u5468\u521a\u4e0a\u7ebf\u7684 H100 \u98ce\u51b7\u96c6\u7fa4\uff0cPUE 1.6\uff0c\u5355\u65e5\u88ab\u7535\u7f51\u8ffd\u52a0 20% \u78b3\u6392\u7a0e\uff0c\u5ba2\u6237\u8bad\u7ec3\u4efb\u52a1\u88ab\u8feb\u6392\u961f 72 \u5c0f\u65f6\u3002\u7b97\u529b\u7126\u8651\u80cc\u540e\uff0c\u771f\u6b63\u7684\u74f6\u9888\u5df2\u4e0d\u662f GPU \u4ef7\u683c\uff0c\u800c\u662f\u201c\u6bcf\u74e6\u7279\u6548\u201d\u2014\u2014\u8c01\u80fd\u628a 1 \u5ea6\u7535\u69a8\u51fa\u66f4\u591a FLOPS\uff0c\u8c01\u5c31\u80fd\u62ff\u5230\u4e0b\u4e00\u8f6e\u878d\u8d44\u3002<\/p>\n

\u4f20\u7edf\u98ce\u51b7\u7684\u201c\u80fd\u8017\u5929\u82b1\u677f\u201d<\/h2>\n

\u4ee5 128 \u5f20 H100 \u8bad\u7ec3 175B \u6a21\u578b\u4e3a\u4f8b\uff0c\u98ce\u51b7\u673a\u623f\u9700\u914d\u5957 32 \u53f0 35kW \u7a7a\u8c03\uff0c\u4ec5\u5236\u51b7\u5c31\u5403\u6389 38% \u7535\u91cf\uff0c30 \u5929\u5149\u7535\u8d39 28 \u4e07\u5143\uff0c\u78b3\u6392 46 \u5428\u3002\u66f4\u7cdf\u7684\u662f\uff0c\u82af\u7247\u70ed\u70b9\u6e29\u5ea6\u903c\u8fd1 83\u2103\uff0c\u9891\u7e41\u89e6\u53d1\u964d\u9891\uff0c\u6709\u6548\u7b97\u529b\u76f4\u63a5\u6253\u4e5d\u6298\u3002\u6295\u8d44\u4eba\u95ee CTO\uff1a\u201c\u6a21\u578b\u662f\u8dd1\u901a\u4e86\uff0c\u53ef ESG \u62a5\u544a\u600e\u4e48\u5199\uff1f\u201d<\/p>\n

\u6db2\u51b7\u7a81\u56f4\uff1a\u661f\u5b87\u667a\u7b97\u628a PUE \u538b\u5230 1.12<\/h2>\n

\u5728\u957f\u4e09\u89d2\u7eff\u8272\u8ba1\u7b97\u793a\u8303\u533a\uff0c\u661f\u5b87\u667a\u7b97\u521a\u843d\u6210\u7684\u6db2\u51b7 GPU \u673a\u623f\u7ed9\u51fa\u4e86\u65b0\u7b54\u6848\uff1a
\n– \u5355\u67dc\u529f\u7387\u5bc6\u5ea6 80kW\uff0c\u5360\u5730\u8282\u7701 55%\uff1b
\n– \u51b7\u5374\u6db2\u76f4\u63a5\u5e26\u8d70 GPU \u70ed\u91cf\uff0cPUE \u5b9e\u6d4b 1.12\uff0c\u6bd4\u98ce\u51b7\u964d\u4f4e 30%\uff1b
\n– \u652f\u6301 NVIDIA \u5168\u7cfb\u5217\u663e\u5361\uff0cGPU\u670d\u52a1\u5668\u79df\u7528<\/a>\u6309\u5c0f\u65f6\u8ba1\u8d39\uff0c\u65e0\u62bc\u91d1\uff0c\u65b0\u7528\u6237\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef\u96f6\u6210\u672c\u8dd1\u901a 7B \u6a21\u578b\u8c03\u8bd5\u3002<\/p>\n

\u540c\u6837 128 \u5f20 H100\uff0c30 \u5929 175B \u8bad\u7ec3\u4efb\u52a1\uff1a
\n– \u603b\u8017\u7535\u4ece 24 \u4e07\u5ea6\u964d\u81f3 6.2 \u4e07\u5ea6\uff0c\u8282\u7701 1.8 \u4e07\u5ea6\uff1b
\n– \u78b3\u6392\u653e\u51cf\u5c11 11 \u5428\uff0c\u76f8\u5f53\u4e8e\u79cd\u4e0b 600 \u68f5\u51b7\u6749\uff1b
\n– \u82af\u7247\u6e29\u5ea6\u7a33\u6001 \u226465\u2103\uff0cTensor Core \u6301\u7eed\u6ee1\u9891\uff0c\u8bad\u7ec3\u65f6\u95f4\u7f29\u77ed 8%\u3002<\/p>\n

\u7eff\u8272\u7b97\u529b=\u4fbf\u5b9c\u7b97\u529b<\/h2>\n

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\u4e0d\u6b62\u4e8e\u201c\u51b7\u201d\u2014\u2014AI \u751f\u6001\u4e00\u952e\u5373\u73a9<\/h2>\n

\u964d\u4f4e PUE \u53ea\u662f\u5165\u573a\u5238\uff0c\u661f\u5b87\u667a\u7b97\u66f4\u628a\u201c\u7eff\u8272\u201d\u505a\u6210\u201c\u5feb\u8272\u201d\uff1a
\n1. \u9884\u88c5 200+ \u4e3b\u6d41AI\u5e94\u7528<\/a>\uff1aLlama-Factory\u3001Diffusers\u3001DeepSpeed\u3001Colossal-AI \u5f00\u7bb1\u5373\u7528\uff1b
\n2. \u5185\u7f6e 3PB \u5f00\u653e\u6570\u636e\u96c6\u4e0e 50+ \u7cbe\u8c03\u6a21\u578b\uff0c\u5feb\u7167\u6302\u8f7d 30 \u79d2\u5b8c\u6210\uff1b
\n3. \u8de8\u5b9e\u4f8b\u5171\u4eab\u6301\u4e45\u5316\u4e91\u5b58\u50a8\uff0c\u8bad\u7ec3\u4e2d\u65ad\u53ef\u79d2\u7ea7\u70ed\u8fc1\u79fb\uff0c\u4e0d\u4e22\u6743\u91cd\uff1b
\n4. \u63d0\u4f9b\u201c\u5f39\u6027 Spot \u5b9e\u4f8b\u201d\uff0c\u4ef7\u683c\u4f4e\u81f3\u6309\u91cf 40%\uff0c\u9002\u5408\u65ad\u70b9\u7eed\u8bad\uff0c\u8fdb\u4e00\u6b65\u538b\u7f29\u78b3\u8db3\u8ff9\u3002<\/p>\n

\u5b9e\u6d4b\uff1a175B \u6a21\u578b\u4ece 0 \u5230 1 \u53ea\u9700 4 \u6b65<\/h2>\n
    \n
  1. \u767b\u5f55 starverse-ai.com<\/a>\uff0c\u7528\u624b\u673a\u9a8c\u8bc1\u7801 10 \u79d2\u5b8c\u6210\u6ce8\u518c\uff0c\u65b0\u4eba\u8d26\u6237\u81ea\u52a8\u5230\u8d26 10 \u5143\u4f53\u9a8c\u91d1\uff1b <\/li>\n
  2. \u63a7\u5236\u53f0\u9009\u62e9\u201c\u6db2\u51b7 H100 8\u5361\u201d\u6a21\u677f\uff0c\u955c\u50cf\u52fe\u9009\u201cPyTorch 2.2 + CUDA 12.1\u201d\uff0c30 \u79d2\u5b8c\u6210GPU\u4e91\u4e3b\u673a<\/a>\u521b\u5efa\uff1b <\/li>\n
  3. \u5185\u7f6e GPT-Tokenizers \u4e0e Alpaca \u6570\u636e\u96c6\u5df2\u7f13\u5b58\u81f3\u672c\u5730 NVMe\uff0c\u6267\u884c torchrun --nproc_per_node=8 train.py<\/code>\uff0c175B \u6a21\u578b\u5e76\u884c\u7b56\u7565\u81ea\u52a8\u914d\u7f6e\uff1b <\/li>\n
  4. \u8fd0\u884c 30 \u5206\u949f\u540e\uff0cLoss \u4ece 12.8 \u964d\u81f3 7.2\uff0c\u5b9e\u65f6\u76d1\u63a7\u9762\u677f\u663e\u793a PUE 1.12\u3001GPU \u6e29\u5ea6 63\u2103\uff0c\u5355\u5361\u529f\u8017 320W\uff0c\u6bd4\u5b98\u65b9 TDP \u4f4e 10%\u3002<\/li>\n<\/ol>\n

    \u78b3\u8db3\u8ff9\u53ef\u89c6\u5316\uff0cESG \u62a5\u544a\u81ea\u52a8\u751f\u6210<\/h2>\n

    \u661f\u5b87\u667a\u7b97\u5e73\u53f0\u63d0\u4f9b\u201c\u78b3\u8d26\u5355\u201dAPI\uff0c\u53ef\u76f4\u63a5\u62c9\u53d6\u6bcf\u4e2a\u4efb\u52a1\u7684\u8017\u7535\u91cf\u3001\u78b3\u6392\u4e0e PUE \u66f2\u7ebf\uff0c\u4e00\u952e\u5bfc\u51fa PDF\uff0c\u65b9\u4fbf\u4f01\u4e1a\u5199\u5165\u5e74\u5ea6\u53ef\u6301\u7eed\u62a5\u544a\u3002\u67d0\u81ea\u52a8\u9a7e\u9a76\u5ba2\u6237\u5728\u4f7f\u7528\u6db2\u51b7\u96c6\u7fa4\u540e\uff0c\u5c06\u6a21\u578b\u8bad\u7ec3\u73af\u8282\u78b3\u6392\u964d\u4f4e 35%\uff0c\u6210\u529f\u901a\u8fc7\u6b27\u6d32\u4f9b\u5e94\u94fe\u5ba1\u8ba1\uff0c\u62ff\u4e0b 2 \u4ebf\u7f8e\u5143\u6d77\u5916\u8ba2\u5355\u3002<\/p>\n

    \u5199\u5728\u6700\u540e\uff1a\u8ba9\u6bcf\u4e00\u5ea6\u7535\u90fd\u7b97\u5f97\u8d77<\/h2>\n

    \u53cc\u78b3\u65f6\u4ee3\uff0c\u7b97\u529b\u4e0d\u518d\u662f\u201c\u66b4\u529b\u7f8e\u5b66\u201d\uff0c\u800c\u662f\u201c\u7eff\u8272\u6548\u7387\u201d\u3002\u661f\u5b87\u667a\u7b97\u7528\u6db2\u51b7\u628a PUE \u9501\u8fdb 1.15 \u4ee5\u5185\uff0c\u8ba9 175B \u5927\u6a21\u578b\u8bad\u7ec3\u4e5f\u80fd\u4f4e\u78b3\u3001\u4f4e\u4ef7\u3001\u4f4e\u95e8\u69db\u3002\u73b0\u5728\u6ce8\u518c GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u5e73\u53f0\uff0c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u96f6\u6210\u672c\u4f53\u9a8c 1.12 PUE \u7684\u7eff\u8272\u7b97\u529b\u3002\u522b\u8ba9\u9ad8\u6602\u7684\u7535\u8d39\u6210\u4e3a\u521b\u65b0\u7684\u5929\u82b1\u677f\u2014\u2014\u628a\u7535\u7528\u5728\u8ba1\u7b97\u4e0a\uff0c\u800c\u4e0d\u662f\u7a7a\u8c03\u4e0a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u201c\u5230 2025 \u5e74\uff0c\u5168\u56fd\u65b0\u5efa\u5927\u578b\u6570\u636e\u4e2d\u5fc3 PUE \u9700\u4f4e\u4e8e 1…<\/p>\n","protected":false},"author":2,"featured_media":2752,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2753","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":101,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2753","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=2753"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2753\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2752"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2753"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2753"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2753"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}