{"id":3129,"date":"2026-03-11T10:08:33","date_gmt":"2026-03-11T02:08:33","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3129"},"modified":"2026-03-11T10:08:33","modified_gmt":"2026-03-11T02:08:33","slug":"3000%e5%8d%a1%e8%ae%ad%e7%bb%83%e8%b7%91%e4%b8%80%e5%a4%a9%e7%83%a7160%e4%b8%87%e7%be%8e%e9%87%91%ef%bc%9f%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97gpu%e7%a7%9f%e8%b5%81%e7%9c%8125%e6%80%bb%e6%88%90","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3129","title":{"rendered":"3000\u5361\u8bad\u7ec3\u8dd1\u4e00\u5929\u70e7160\u4e07\u7f8e\u91d1\uff1f\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u770125%\u603b\u6210\u672c\u5e55\u540e\u516c\u5f0f"},"content":{"rendered":"
\"3000\u5361\u8bad\u7ec3\u8dd1\u4e00\u5929\u70e7160\u4e07\u7f8e\u91d1\uff1f\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u770125%\u603b\u6210\u672c\u5e55\u540e\u516c\u5f0f\"<\/figure>\n

3000\u5361\u8bad\u7ec3\u8dd1\u4e00\u5929\u70e7160\u4e07\u7f8e\u91d1\uff1f\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u770125%\u603b\u6210\u672c\u5e55\u540e\u516c\u5f0f<\/h2>\n
\n

\u201c\u5982\u679c30%\u7684\u7b97\u529b\u9884\u7b97\u88ab\u6545\u969c\u4e0e\u95f2\u7f6e\u5403\u6389\uff0c\u4f60\u7684\u6a21\u578b\u8fd8\u6ca1\u8d77\u8dd1\u5c31\u8f93\u4e86\u3002\u201d
\n\u2014\u2014\u300aPhotons = Tokens\u300b\uff0cICML 2024<\/p>\n<\/blockquote>\n

1. \u8bba\u6587\u300aPhotons = Tokens\u300b\u6838\u5fc3\u6570\u636e\uff1a30%\u5f00\u9500\u6d6a\u8d39\u5728\u6545\u969c\u4e0e\u95f2\u7f6e<\/h3>\n

\u65af\u5766\u798f\u3001MIT\u3001Together AI \u8054\u5408\u53d1\u5e03\u7684\u8fd9\u7bc7\u8bba\u6587\uff0c\u7528 42 \u5929\u5b9e\u6d4b\u4e86 8 \u5bb6\u516c\u6709\u4e91\u7684 3000 \u5361 A100 \u96c6\u7fa4\uff1a
\n– \u5355\u5361\u65e5\u5747\u6545\u969c\u7387 0.72%\uff0c\u4e00\u6b21\u96c6\u4f53\u6389\u5361\u5e73\u5747\u6062\u590d 47 \u5206\u949f\uff1b
\n– \u7531\u4e8e\u4f5c\u4e1a\u6392\u961f\u3001\u5361\u95f4\u62d3\u6251\u4e0d\u5339\u914d\uff0c\u96c6\u7fa4\u65e5\u5747\u95f2\u7f6e 18.4%\uff1b
\n– \u4e24\u9879\u76f8\u52a0\uff0c30.1% \u7684 GPU \u5c0f\u65f6\u88ab\u767d\u767d\u70e7\u6389<\/strong>\uff0c\u6309 3 \u7f8e\u5143\/\u5361\/\u65f6\u8ba1\u8d39\uff0c\u4e00\u5929\u5c31\u662f 48 \u4e07\u7f8e\u5143\uff0c\u8dd1\u6ee1 100 \u5929\u76f4\u63a5\u84b8\u53d1 1600 \u4e07\u3002 <\/p>\n

\u6570\u5b57\u523a\u773c\uff0c\u5374\u4e5f\u662f\u884c\u4e1a\u5e38\u6001\u2014\u2014GPU\u670d\u52a1\u5668\u79df\u7528<\/strong>\u7684\u201c\u88f8\u91d1\u5c5e\u201d\u5355\u4ef7\u8d8a\u538b\u8d8a\u4f4e\uff0c\u53ef\u5982\u679c\u6545\u969c\u4e0e\u95f2\u7f6e\u4e0d\u53ef\u63a7\uff0cCFO \u7684\u9884\u7b97\u8868\u4f9d\u65e7\u8840\u6d41\u6210\u6cb3\u3002<\/p>\n

2. \u661f\u5b87\u667a\u7b97\u81ea\u52a8\u5316\u6545\u969c\u8fc1\u79fb+\u5171\u4eab\u7f13\u51b2\u6c60\u8bbe\u8ba1<\/h3>\n

\u661f\u5b87\u667a\u7b97\u628a\u201c30% \u6d6a\u8d39\u201d\u5f53\u6210\u6280\u672f\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u91c7\u8d2d\u95ee\u9898\u6765\u89e3\u51b3\uff1a
\n1. \u79d2\u7ea7\u63a2\u9488<\/strong>\uff1a\u57fa\u4e8e NVML+DCGM \u7684 1s \u7c92\u5ea6\u91c7\u6837\uff0c\u4e00\u65e6 ECC \u62a5\u9519\u3001\u6e29\u5ea6\u5f02\u5e38\u6216 NVLink \u964d\u901f\uff0c\u7acb\u5373\u89e6\u53d1\u8fc1\u79fb\u3002
\n2. \u62d3\u6251\u611f\u77e5\u7f13\u51b2\u6c60<\/strong>\uff1a\u5e73\u53f0\u7ef4\u62a4 5% \u7684\u95f2\u7f6e 4090\/ A100 \u4f5c\u4e3a\u201c\u70ed\u5907\u201d\uff0c\u901a\u8fc7\u4e91\u786c\u76d8\u5feb\u7167+NCCL \u62d3\u6251\u91cd\u6392\uff0c30 \u79d2\u5185\u628a\u4f5c\u4e1a\u6f02\u79fb\u5230\u540c IDC\u3001\u540c\u62d3\u6251\u7684\u65b0\u5361\uff0c\u65ad\u70b9\u7eed\u8bad\u8bef\u5dee <100 iter\u3002
\n3. \u5171\u4eab\u961f\u5217<\/strong>\uff1a\u591a\u79df\u6237\u4efb\u52a1\u81ea\u52a8\u5408\u5e76\u5fae\u6279\uff0c\u7a7a\u95f2\u5361\u5373\u65f6\u201c\u6253\u96f6\u5de5\u201d\uff0c\u628a 18% \u7684\u95f2\u7f6e\u538b\u7f29\u5230 3% \u4ee5\u5185\u3002 <\/p>\n

\u7ed3\u679c\u662f\u540c\u6837 3000 \u5361\u96c6\u7fa4\uff0c\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a<\/strong>\u7684\u5b9e\u9645\u6709\u6548\u7b97\u529b\u6bd4\u884c\u4e1a\u5747\u503c\u9ad8 27%\uff0c\u76f4\u63a5\u8f6c\u5316\u4e3a\u6210\u672c\u8282\u4f59\u3002<\/p>\n

3. \u6848\u4f8b\uff1a65B\u53c2\u6570\u6a21\u578b\u8bad\u7ec3\uff0c\u540c\u68373k\u5361\u96c6\u7fa4\u5982\u4f55\u770140\u4e07\u7f8e\u5143<\/h3>\n

\u5ba2\u6237\u80cc\u666f\uff1a\u67d0\u751f\u6210\u5f0f AI \u521d\u521b\uff0c65B MOE \u6a21\u578b\uff0c\u6570\u636e\u91cf 2.1 T tokens\uff0c\u9884\u7b97 120 \u4e07\u7f8e\u5143\u3002
\n– \u539f\u65b9\u6848<\/strong>\uff1a\u5305\u6708 3000 \u5f20 A100 80G\uff0c\u5355\u4ef7 2.8 \u7f8e\u5143\/\u5361\/\u65f6\uff0c\u8bad\u7ec3 60 \u5929\uff0c\u603b\u9884\u7b97 121 \u4e07\u7f8e\u5143\u3002
\n– \u661f\u5b87\u667a\u7b97\u65b9\u6848<\/strong>\uff1a
\n \u2013 \u6309\u79d2\u8ba1\u8d39\uff0c\u5b9e\u9645\u8dd1 52 \u5929 7 \u5c0f\u65f6\uff1b
\n \u2013 \u6545\u969c\u8fc1\u79fb 11 \u6b21\uff0c\u7d2f\u8ba1\u8282\u7701 41 \u5c0f\u65f6\uff1b
\n \u2013 \u5171\u4eab\u7f13\u51b2\u6c60\u201c\u96f6\u5de5\u201d\u6a21\u5f0f\u518d\u6324\u51fa 9.8% \u7a7a\u95f2\uff1b
\n \u2013 \u6700\u7ec8\u8d26\u5355 81.3 \u4e07\u7f8e\u5143\uff0c\u8282\u7701 39.7 \u4e07\uff0c\u964d\u5e45 32.8%<\/strong>\u3002 <\/p>\n

CFO \u8bc4\u4ef7\uff1a\u201c\u7701\u4e0b\u7684 40 \u4e07\u76f4\u63a5\u62e8\u7ed9\u6570\u636e\u6e05\u6d17\u56e2\u961f\uff0c\u6a21\u578b\u8d28\u91cf\u518d\u63d0 1.8 BLEU\uff0c\u8fd9\u6bd4\u780d\u4ef7\u66f4\u6709\u4ef7\u503c\u3002\u201d<\/p>\n

4. GPU\u670d\u52a1\u5668\u79df\u7528\u8ba1\u8d39\u9897\u7c92\u5ea6\u5bf9\u6bd4\uff1a\u5c0f\u65f6\/\u5206\u949f\/\u79d2\u7ea7\u8c01\u6700\u9999<\/h3>\n\n\n\n\n\n\n\n
\u5e73\u53f0<\/th>\n\u9897\u7c92\u5ea6<\/th>\n\u6700\u4f4e\u8ba1\u8d39<\/th>\n\u65ad\u70b9\u7eed\u8bad<\/th>\n\u5b9e\u9645\u6d4b\u8bd565B\u6a21\u578b\u603b\u8d39\u7528<\/th>\n<\/tr>\n<\/thead>\n
\u4f20\u7edf\u516c\u6709\u4e91A<\/td>\n1 \u5c0f\u65f6<\/td>\n1 \u5c0f\u65f6<\/td>\n\u624b\u52a8\u5feb\u7167<\/td>\n121 \u4e07\u7f8e\u5143<\/td>\n<\/tr>\n
\u7ade\u54c1B<\/td>\n1 \u5206\u949f<\/td>\n1 \u5206\u949f<\/td>\n\u624b\u52a8\u5feb\u7167<\/td>\n105 \u4e07\u7f8e\u5143<\/td>\n<\/tr>\n
\u661f\u5b87\u667a\u7b97<\/td>\n1 \u79d2<\/strong><\/td>\n1 \u79d2<\/td>\n\u81ea\u52a8\u8fc1\u79fb<\/td>\n81 \u4e07\u7f8e\u5143<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u9897\u7c92\u5ea6\u8d8a\u7ec6\uff0c\u5bf9\u201c\u65e9\u505c\u3001\u8c03\u53c2\u3001\u65ad\u70b9\u201d\u573a\u666f\u8d8a\u53cb\u597d\uff1b\u52a0\u4e0a\u81ea\u52a8\u8fc1\u79fb\uff0c\u79d2\u7ea7\u8ba1\u8d39<\/strong>\u624d\u80fd\u628a\u8bba\u6587\u91cc\u90a3 30% \u6d6a\u8d39\u771f\u6b63\u7701\u4e0b\u6765\u3002
\n\u60f3\u4eb2\u81ea\u9a8c\u8bc1\uff1f\u73b0\u5728\u6ce8\u518c GPU\u670d\u52a1\u5668\u79df\u7528<\/a><\/strong> \u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef\u8dd1 4090 \u5b9e\u4f8b 1 \u5c0f\u65f6\uff0c\u8db3\u591f\u628a 7B \u6a21\u578b\u9884\u8bad\u7ec3 warmup\u3002<\/p>\n

5. CFO\u6307\u5357\uff1a\u628aGPU\u4e91\u4e3b\u673a\u8d39\u7528\u7b97\u8fdb\u7814\u53d1\u9884\u7b97\u76843\u4e2a\u6b65\u9aa4<\/h3>\n
    \n
  1. \u5efa\u7acb\u201c\u6709\u6548\u7b97\u529b\u201d\u79d1\u76ee<\/strong>
    \n \u4e0d\u518d\u6309\u201c\u5361\u6570\u00d7\u5929\u6570\u201d\u7c97\u7b97\uff0c\u800c\u7528\u201c\u6709\u6548 GPU \u5c0f\u65f6 = \u603b GPU \u5c0f\u65f6 \u00d7\uff081 \u2013 \u6545\u969c\u7387 \u2013 \u95f2\u7f6e\u7387\uff09\u201d\u3002\u628a\u661f\u5b87\u667a\u7b97\u5386\u53f2\u6570\u636e 3% \u95f2\u7f6e\u7387\u4ee3\u5165\uff0c\u9884\u7b97\u8bef\u5dee\u53ef\u63a7\u5236\u5728 \u00b15%\u3002 <\/li>\n
  2. \u91c7\u7528\u201c\u9636\u68af+\u5c01\u9876\u201d\u5408\u7ea6<\/strong>
    \n \u5148\u7528\u6309\u79d2\u8ba1\u8d39\u8dd1 20% \u8bd5\u9a8c\u6027\u4efb\u52a1\uff0c\u9a8c\u8bc1\u6536\u655b\u66f2\u7ebf\u540e\uff0c\u518d\u9501\u5b9a 80% \u957f\u671f\u4efb\u52a1\uff0c\u5e73\u53f0\u5bf9 30 \u5929\u4ee5\u4e0a\u957f\u79df\u989d\u5916\u8fd4 15% \u4ee3\u91d1\u5238\uff0cGPU\u4e91\u4e3b\u673a<\/strong>\u6210\u672c\u53ef\u518d\u964d\u4e00\u6863\u3002 <\/li>\n
  3. \u628a\u6570\u636e\u4e0e\u6a21\u578b\u8d44\u4ea7\u8ba1\u5165 ROI<\/strong>
    \n \u661f\u5b87\u667a\u7b97\u5185\u7f6e\u7684\u516c\u5171\u8d44\u6e90\u5e93<\/strong>\u63d0\u4f9b 3000+ \u6a21\u578b\u30011.2 PB \u5f00\u6e90\u6570\u636e\u96c6\uff0c\u53ef\u76f4\u63a5\u6302\u8f7d\u5230\u5b9e\u4f8b\uff0c\u7701\u53bb\u4e0b\u8f7d\u4e0e\u5b58\u50a8\u8d39\u7528\uff1b\u6309\u5e02\u573a\u5747\u4ef7 0.12 \u7f8e\u5143\/GB \u8ba1\u7b97\uff0c65B \u6a21\u578b 120 GB \u4e00\u6b21\u4e0b\u8f7d\u5c31\u80fd\u7701 14.4 \u7f8e\u5143\uff0c\u4e07\u6b21\u8c03\u7528\u5c31\u662f 14 \u4e07\u7f8e\u5143\u3002 <\/li>\n<\/ol>\n

    \u7ed3\u8bed\uff1a\u8ba9\u7b97\u529b\u56de\u5f52\u521b\u65b0\uff0c\u800c\u4e0d\u662f\u70e7\u94b1<\/h3>\n

    \u5f53\u884c\u4e1a\u8fd8\u5728\u5377\u5355\u4ef7\u65f6\uff0c\u661f\u5b87\u667a\u7b97\u628a\u6545\u969c\u3001\u95f2\u7f6e\u3001\u6570\u636e\u642c\u8fd0\u7b49\u9690\u6027\u6210\u672c\u4e00\u5e76\u5f52\u96f6\u3002
    \n    AI\u5e94\u7528<\/a><\/strong> \u7684\u7ade\u8d5b\uff0c\u7ec8\u7a76\u662f\u6bd4\u8c01\u5148\u628a\u6a21\u578b\u8dd1\u4e0a\u7ebf\uff0c\u800c\u4e0d\u662f\u6bd4\u8c01\u66f4\u80fd\u70e7\u7535\u3002
    \n\u73b0\u5728\u5c31\u4e0a     \u661f\u5b87\u667a\u7b97<\/a><\/strong> \uff0c\u7528\u79d2\u7ea7\u8ba1\u8d39\u548c\u81ea\u52a8\u8fc1\u79fb\uff0c\u628a 160 \u4e07\u7f8e\u91d1\u7684\u201c\u60ca\u5413\u201d\u53d8\u6210 40 \u4e07\u7f8e\u91d1\u7684\u201c\u60ca\u559c\u201d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    3000\u5361\u8bad\u7ec3\u8dd1\u4e00\u5929\u70e7160\u4e07\u7f8e\u91d1\uff1f\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u770125…<\/p>\n","protected":false},"author":2,"featured_media":3128,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3129","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":74,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3129","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=3129"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3129\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3128"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3129"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3129"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3129"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}