{"id":3061,"date":"2026-03-10T10:20:03","date_gmt":"2026-03-10T02:20:03","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3061"},"modified":"2026-03-10T10:20:03","modified_gmt":"2026-03-10T02:20:03","slug":"%e7%a7%91%e7%a0%94%e7%bb%8f%e8%b4%b9%e5%91%8a%e6%80%a5%ef%bc%9f%e7%94%a8%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97-gpu%e7%a7%9f%e8%b5%81-%e5%8f%91%e8%a1%a8-ai-%e9%a1%b6%e4%bc%9a%e7%9a%84%e7%9c%81%e9%92%b1","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3061","title":{"rendered":"\u79d1\u7814\u7ecf\u8d39\u544a\u6025\uff1f\u7528\u661f\u5b87\u667a\u7b97 GPU\u79df\u8d41 \u53d1\u8868 AI \u9876\u4f1a\u7684\u7701\u94b1\u79d8\u7c4d"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1773109202_8da59f.png\" alt=\"\u79d1\u7814\u7ecf\u8d39\u544a\u6025\uff1f\u7528\u661f\u5b87\u667a\u7b97 GPU\u79df\u8d41 \u53d1\u8868 AI \u9876\u4f1a\u7684\u7701\u94b1\u79d8\u7c4d\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201cCVPR \u6295\u7a3f\u5012\u8ba1\u65f6 30 \u5929\uff0c\u5b66\u9662\u673a\u623f 8 \u5361 V100 \u6392\u961f 18 \u5929\uff0c\u5bfc\u5e08\u7684\u7ecf\u8d39\u5361\u53ea\u5269 3 \u4e07\uff0c\u600e\u4e48\u529e\uff1f\u201d<br \/>\n\u2014\u2014 \u8fd9\u662f\u4e0a\u5468\u5728\u77e5\u4e4e\u70ed\u5e16\u300a2024 AI \u79d1\u7814\u7701\u94b1\u6307\u5357\u300b\u91cc\u70b9\u8d5e\u6700\u9ad8\u7684\u4e00\u6761\u7559\u8a00\uff0c\u4e5f\u662f\u5f53\u4e0b\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u7684\u666e\u904d\u5199\u7167\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>\u4e00\u3001\u5f53\u201c\u7b97\u529b\u201d\u6210\u4e3a\u9876\u4f1a\u95e8\u69db<\/h2>\n<p>NeurIPS\u3001ICML\u3001CVPR \u7684\u5b9e\u9a8c\u590d\u73b0\u6807\u51c6\u9010\u5e74\u62ac\u9ad8\uff0c\u52a8\u8f84 64 \u5361 A100 \u8dd1 7 \u5929\u624d\u80fd\u5237\u51fa 0.3% \u7684 SOTA\u3002\u53ef\u73b0\u5b9e\u662f\uff1a<\/p>\n<ul>\n<li>\u6821\u5185 GPU \u670d\u52a1\u5668\u79df\u7528 \u961f\u5217 2 \u5468\u8d77\u8df3\uff0c\u5bfc\u5e08\u4e70\u5361\u8981\u8d70\u653f\u91c7\uff0c\u534a\u5e74\u624d\u80fd\u5230\u8d27\uff1b<\/li>\n<li>\u516c\u6709\u4e91\u5927\u5382\u201c\u9884\u4ed8 3 \u4e07\u201d\u95e8\u69db\u628a\u535a\u58eb\u751f\u529d\u9000\uff1b<\/li>\n<li>\u534a\u591c\u5237\u811a\u672c\u62a2\u7b97\u529b\uff0c\u7ed3\u679c storage IO \u88ab\u6253\u6ee1\uff0c\u8bad\u7ec3 12 \u5c0f\u65f6\u5168\u767d\u8dd1\u3002<\/li>\n<\/ul>\n<p>\u7b97\u529b\u7f3a\u53e3\u76f4\u63a5\u62d6\u57ae\u6295\u7a3f\u8282\u594f\uff0c\u4e0d\u5c11\u56e2\u961f\u5e72\u8106\u653e\u5f03\u5b9e\u9a8c\uff0c\u8f6c\u53bb\u201c\u6c34\u6587\u201d\u8d5b\u9053\u3002\u95ee\u9898\u662f\uff0c<strong>\u6ca1\u6709\u5b9e\u9a8c\u7ed3\u679c\uff0c\u6545\u4e8b\u518d\u6f02\u4eae\u4e5f\u4f1a\u88ab AC \u79d2\u62d2<\/strong>\u3002<\/p>\n<hr \/>\n<h2>\u4e8c\u3001\u6309\u5c0f\u65f6\u8ba1\u8d39 + \u591c\u95f4\u7ade\u4ef7\uff0c\u79d1\u7814\u7ecf\u8d39\u201c\u56de\u8840\u201d50%<\/h2>\n<p>\u628a\u89c6\u89d2\u4ece\u201c\u4e70\u5361\u201d\u5207\u6362\u5230\u201c\u79df\u5361\u201d\uff0c\u95ee\u9898\u7acb\u523b\u7b80\u5316\uff1a<br \/>\n<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u7684\u8fb9\u9645\u6210\u672c \u2248 0\uff0c\u8c01\u628a\u95f2\u7f6e\u5361\u6c60\u505a\u5927\u3001\u628a\u8c03\u5ea6\u505a\u5feb\uff0c\u8c01\u5c31\u5e2e\u79d1\u7814\u7701\u94b1\u3002<\/p>\n<p>\u661f\u5b87\u667a\u7b97\u7684\u505a\u6cd5\u662f\uff1a<\/p>\n<ol>\n<li><strong>\u805a\u5408 2000+ \u5f20 RTX 4090\/3090\/A100<\/strong>\uff0c\u81ea\u5efa GPU \u4e91\u4e3b\u673a \u6c60\uff0c\u6309\u5c0f\u65f6\u8ba1\u8d39\uff0c\u6700\u4f4e 1.58 \u5143\/\u5361\u65f6\uff1b<\/li>\n<li><strong>\u591c\u95f4\u7ade\u4ef7\u6a21\u5f0f<\/strong>\uff0823:00-08:00\uff09\u81ea\u52a8\u964d\u4ef7 50%\uff0c\u9002\u5408\u901a\u5bb5\u8dd1\u5b9e\u9a8c\uff1b<\/li>\n<li><strong>\u65b0\u7528\u6237\u6ce8\u518c\u9001 10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c\u53ef\u8dd1 6 \u5c0f\u65f6 4090 \u6216 3 \u5c0f\u65f6 A100\uff0c\u5148\u9a8c\u8bc1\u518d\u4e0b\u5355\uff1b<\/li>\n<li><strong>\u65e0 GPU \u6a21\u5f0f<\/strong>\u652f\u6301\u4ee3\u7801\u8c03\u8bd5\u3001\u6570\u636e\u96c6\u6574\u7406\uff0c\u8d39\u7528\u518d\u964d 70%\uff0c\u4e0d\u6d6a\u8d39\u4e00\u5206\u7ecf\u8d39\u3002<\/li>\n<\/ol>\n<p>\u5bf9\u6bd4\u4f20\u7edf\u201c\u5305\u5e74\u5305\u6708\u201d\uff0c\u4e00\u7bc7\u9876\u4f1a\u5b9e\u9a8c\u4ece 10 \u5929\u538b\u7f29\u5230 2 \u5929\uff0c<strong>\u603b\u82b1\u8d39 800 \u5143\u5373\u53ef\u5b8c\u6210 CLIP \u53d8\u4f53\u590d\u73b0<\/strong>\uff08\u8be6\u89c1\u7b2c\u56db\u8282\u6848\u4f8b\uff09\u3002<\/p>\n<hr \/>\n<h2>\u4e09\u3001\u96f6\u95e8\u69db\u4e0a\u8f66\uff1a\u6570\u636e\u4e0a\u4f20\u3001Conda\u3001Slurm \u5168\u6258\u7ba1<\/h2>\n<p>\u5f88\u591a\u4eba\u62c5\u5fc3\u201c\u4e91\u4e3b\u673a=\u81ea\u5df1\u88c5\u7cfb\u7edf\u201d\u3002\u5728\u661f\u5b87\u667a\u7b97\uff0c\u6d41\u7a0b\u88ab\u62c6\u6210 3 \u6b65\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u79d2\u7ea7\u6302\u8f7d<\/strong><br \/>\n   \u5e73\u53f0\u63d0\u4f9b 10 TB \u516c\u5171\u6570\u636e\u96c6\uff08ImageNet-1k\u3001LAION-5B\u3001COCO \u7b49\uff09\u76f4\u63a5\u53ea\u8bfb\u6302\u8f7d\uff0c\u7701\u53bb\u4e0b\u8f7d\uff1b\u79c1\u6709\u6570\u636e\u652f\u6301 rclone \u4e00\u952e\u540c\u6b65\u5230\u6301\u4e45\u5316\u4e91\u76d8\uff0c<strong>\u540e\u7eed\u6362\u5361\u4e0d\u6362\u76d8<\/strong>\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u955c\u50cf\u5373\u5f00\u5373\u7528<\/strong><br \/>\n   \u5185\u7f6e PyTorch 2.1\u3001TensorFlow 2.13\u3001CUDA 12.1 \u955c\u50cf\uff0cConda\u3001Docker \u5df2\u914d\u597d sshkey\uff0c\u65e0\u9700\u91cd\u590d\u8e29\u5751\u3002<\/p>\n<\/li>\n<li>\n<p><strong>Slurm \u4f5c\u4e1a\u6a21\u677f<\/strong><br \/>\n   \u5728 Web \u7ec8\u7aef\u8f93\u5165 <code>sbatch train.sh<\/code> \u5373\u53ef\u63d0\u4ea4\u5206\u5e03\u5f0f\u4efb\u52a1\uff0c\u5e73\u53f0\u81ea\u52a8\u5206\u914d 2\/4\/8 \u5361\u62d3\u6251\uff0c\u652f\u6301 NCCL \u52a0\u901f\uff0c\u65e5\u5fd7\u5b9e\u65f6\u56de\u4f20\uff0c<strong>\u65ad\u70b9\u7eed\u8dd1<\/strong>\u4e0d\u4e22\u6570\u636e\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u6574\u4e2a\u6d41\u7a0b\u4ece\u6ce8\u518c\u5230\u8dd1\u901a baseline \u4e0d\u8d85\u8fc7 15 \u5206\u949f\uff0c<strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong>\u9996\u6b21\u4f53\u9a8c\u53cb\u597d\u5ea6\u62c9\u6ee1\u3002<\/p>\n<hr \/>\n<h2>\u56db\u3001\u5317\u90ae\u56e2\u961f\u5b9e\u6218\uff1a10 \u5929\u21922 \u5929\uff0c\u82b1\u8d39 800 \u5143<\/h2>\n<p><strong>\u5b9e\u9a8c\u80cc\u666f<\/strong>\uff1a\u590d\u73b0 CLIP-FineGrained\uff0c\u9700\u8981 32 \u5361 \u00d7 5  epoch \u00d7 12 \u5c0f\u65f6\u3002<br \/>\n<strong>\u539f\u65b9\u6848<\/strong>\uff1a\u6821\u5185 8 \u5361 V100\uff0c\u6392\u961f 14 \u5929\uff0c\u5b9e\u9645\u8dd1 10 \u5929\uff0c\u7535\u8d39+\u6298\u65e7\u2248 6000 \u5143\u3002<br \/>\n<strong>\u661f\u5b87\u667a\u7b97\u65b9\u6848<\/strong>\uff1a<\/p>\n<ul>\n<li>\u591c\u95f4\u7ade\u4ef7 23:00-08:00 \u62a2 32 \u5f20 RTX 4090\uff0c1.9 \u5143\/\u5361\u65f6\uff1b<\/li>\n<li>\u4f7f\u7528\u5e73\u53f0\u81ea\u5e26 LAION-5B \u5b50\u96c6\uff0c\u7701\u53bb 2 \u5929\u4e0b\u8f7d\uff1b<\/li>\n<li>Slurm \u811a\u672c 2 \u5206\u949f\u63d0\u4ea4\uff0cNCCL \u81ea\u9002\u5e94 RDMA\uff0c\u8bad\u7ec3 2 \u5929\u6536\u655b\uff1b<\/li>\n<li>\u603b\u65f6\u957f 42 \u5c0f\u65f6\uff0c\u8d39\u7528 32\u00d742\u00d71.9\u2248 2553 \u5143\uff0c<strong>\u6263\u9664\u591c\u95f4 50% \u6298\u6263\u540e\u5b9e\u4ed8 800 \u5143<\/strong>\u3002<\/li>\n<\/ul>\n<p>\u56e2\u961f\u8d1f\u8d23\u4eba\u674e\u535a\u603b\u7ed3\uff1a\u201c<strong>\u6027\u4ef7\u6bd4<\/strong>\u662f\u6821\u5185\u673a\u623f\u7684 7 \u500d\uff0c\u5173\u952e\u662f\u8d76\u4e0a\u6295\u7a3f deadline\uff0c\u7701\u4e0b\u7684\u65f6\u95f4\u8db3\u591f\u518d\u8dd1\u4e00\u8f6e\u6d88\u878d\u3002\u201d<\/p>\n<hr \/>\n<h2>\u4e94\u3001\u5199\u5728\u6700\u540e\uff1a\u8ba9\u79d1\u7814\u56de\u5f52\u521b\u65b0\uff0c\u800c\u4e0d\u662f\u201c\u62a2\u5361\u201d<\/h2>\n<p>\u7b97\u529b\u4e0d\u5e94\u6210\u4e3a\u9876\u4f1a\u7684\u9690\u5f62\u95e8\u69db\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7<strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong>\u3001<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u3001<strong>AI\u5e94\u7528<\/strong>\u4e00\u952e\u5373\u73a9\u4e09\u5927\u6838\u5fc3\u80fd\u529b\uff0c\u628a\u201c\u6392\u961f 2 \u5468\u201d\u538b\u7f29\u5230\u201c\u5f00\u673a 2 \u5206\u949f\u201d\uff0c\u628a\u201c\u7ecf\u8d39 3 \u4e07\u201d\u964d\u5230\u201c800 \u5143\u901a\u5173\u201d\u3002  <\/p>\n<p>\u65b0\u7528\u6237\u73b0\u5728\u6ce8\u518c\u5373\u53ef\u9886\u53d6 <strong>10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c\u70b9\u51fb\u4e0b\u65b9\u5173\u952e\u8bcd\uff0c\u5f00\u542f\u4f60\u7684\u79d1\u7814\u52a0\u901f\uff1a<\/p>\n<p><a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \/ <a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a> \/ <a href=\"https:\/\/www.starverse-ai.com\">AI\u5e94\u7528<\/a><\/p>\n<p>\u522b\u8ba9\u786c\u4ef6\u675f\u7f1a\u7075\u611f\uff0c\u628a\u7701\u4e0b\u7684\u65f6\u95f4\u7528\u6765\u60f3\u4e0b\u4e00\u4e2a SOTA \u5427\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201cCVPR \u6295\u7a3f\u5012\u8ba1\u65f6 30 \u5929\uff0c\u5b66\u9662\u673a\u623f 8 \u5361 V100&hellip;<\/p>\n","protected":false},"author":2,"featured_media":3060,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3061","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":54,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3061","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=3061"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3061\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3060"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3061"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3061"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3061"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}