{"id":2969,"date":"2026-03-09T10:21:25","date_gmt":"2026-03-09T02:21:25","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2969"},"modified":"2026-03-09T10:21:25","modified_gmt":"2026-03-09T02:21:25","slug":"51%e6%8a%98%e6%89%a3h100%e7%8e%b0%e8%b4%a7%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e3%80%8c618%e7%a7%91%e7%a0%94%e5%8a%a0%e9%80%9f%e8%ae%a1%e5%88%92%e3%80%8d%e5%8a%a9%e5%8a%9b%e8%ae%ba%e6%96%87","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2969","title":{"rendered":"51%\u6298\u6263+H100\u73b0\u8d27\uff0c\u661f\u5b87\u667a\u7b97\u300c618\u79d1\u7814\u52a0\u901f\u8ba1\u5212\u300d\u52a9\u529b\u8bba\u6587\u62a2\u6536ICML"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1773022884_30078a.png\" alt=\"51%\u6298\u6263+H100\u73b0\u8d27\uff0c\u661f\u5b87\u667a\u7b97\u300c618\u79d1\u7814\u52a0\u901f\u8ba1\u5212\u300d\u52a9\u529b\u8bba\u6587\u62a2\u6536ICML\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c\u8ddd\u79bb ICML 2026 \u6b63\u5f0f\u622a\u7a3f\u53ea\u5269 41 \u5929\uff0c\u5b9e\u9a8c\u5ba4 8 \u5f20 A100 \u8fd8\u5728\u6392\u961f\uff0c10B \u53c2\u6570\u7684\u6d88\u878d\u5b9e\u9a8c\u624d\u8dd1\u5b8c 30%\u3002\u201d<br \/>\n\u2014\u2014 \u5317\u5927\u5bf9\u9f50\u5b9e\u9a8c\u5ba4\u00b7\u5185\u90e8\u7fa4\u804a\u622a\u56fe\uff0c\u51cc\u6668 2:47<\/p>\n<\/blockquote>\n<p>\u8fd9\u4e0d\u662f\u6bb5\u5b50\uff0c\u800c\u662f\u6bcf\u5e74 5-6 \u6708\u5168\u7403 ML \u7814\u7a76\u8005\u7684\u96c6\u4f53\u7126\u8651\u3002\u8bba\u6587\u7ed3\u679c\u51fa\u4e0d\u6765\uff0c\u518d\u6f02\u4eae\u7684 story \u4e5f\u6551\u4e0d\u4e86 reject\u3002\u7b97\u529b\uff0c\u6210\u4e3a\u51b3\u5b9a\u6295\u7a3f\u751f\u6b7b\u7684\u7b2c\u4e00\u53d8\u91cf\u3002<\/p>\n<h2>01 \u5012\u8ba1\u65f6 41 \u5929\uff0c\u5b9e\u9a8c\u8dd1\u4e0d\u5b8c = \u81ea\u52a8\u5f03\u7a3f<\/h2>\n<p>ICML \u4eca\u5e74\u628a rebuttal \u5468\u671f\u7f29\u77ed 7 \u5929\uff0c\u610f\u5473\u7740\u4f5c\u8005\u5fc5\u987b\u5728\u6295\u7a3f\u524d\u5b8c\u6210\u201c\u53ef\u590d\u73b0\u7684\u5b8c\u6574\u5b9e\u9a8c\u201d\u3002\u4ee5\u5f80\u201c\u5148\u6295\u518d\u8865\u201d\u7684\u6253\u6cd5\u5f7b\u5e95\u5931\u6548\u3002\u56fd\u5185\u591a\u4f4d Area Chair \u900f\u9732\uff1a\u8bc4\u5ba1\u5bf9\u6d88\u878d\u8868\u683c\u7684\u5b8c\u6574\u5ea6\u8981\u6c42\u540c\u6bd4\u63d0\u5347 42%\uff0c\u7f3a\u5c11\u5927\u6a21\u578b\u7f29\u653e\u66f2\u7ebf\u76f4\u63a5\u7ed9\u201c\u8fb9\u7f18\u5206\u201d\u3002<\/p>\n<p>\u5f53\u672c\u5730\u673a\u623f\u201c\u4e00\u5361\u96be\u6c42\u201d\uff0c\u4e91\u5316\u7b97\u529b\u6210\u4e3a\u552f\u4e00\u51fa\u53e3\u3002\u7136\u800c\u516c\u6709\u4e91\u5382\u5546\u7684 A100 \u8282\u70b9\u52a8\u8f84 2.8 \u7f8e\u5143\/\u5361\/\u5c0f\u65f6\uff0c\u4e14\u5e38\u56e0\u201c\u914d\u989d\u6e05\u96f6\u201d\u4e2d\u65ad\u8bad\u7ec3\u3002\u5982\u4f55\u5728\u6709\u9650\u9884\u7b97\u5185\u8dd1\u51fa 3\u00d7 \u6d88\u878d\u30012\u00d7 \u968f\u673a\u79cd\u5b50\uff0c\u6210\u4e3a\u6a2a\u5728\u79d1\u7814\u56e2\u961f\u9762\u524d\u7684\u6838\u5fc3\u77db\u76fe\u3002<\/p>\n<h2>02 51% \u6298\u6263 + H100 \u73b0\u8d27\uff0c\u661f\u5b87\u667a\u7b97\u300c618 \u79d1\u7814\u52a0\u901f\u8ba1\u5212\u300d<\/h2>\n<p>6 \u6708 3 \u65e5\u8d77\uff0c<a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u5e73\u53f0\u661f\u5b87\u667a\u7b97\u7d27\u6025\u91ca\u653e 500 \u4e07\u79d1\u7814\u4f18\u60e0\u5238\uff0c\u9488\u5bf9 ICML\u3001ACL\u3001NeurIPS \u6295\u7a3f\u7528\u6237\u5f00\u653e\u4e09\u9879\u6743\u76ca\uff1a<\/p>\n<ul>\n<li><strong>H100 SXM \u73b0\u8d27 1.1 \u7f8e\u5143\/\u5361\/\u5c0f\u65f6<\/strong>\uff0c\u540c\u6bd4\u4e3b\u6d41\u4e91\u5382\u5546\u4f4e 51%\uff1b<\/li>\n<li><strong>\u65b0\u6ce8\u518c\u5373\u9886 10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c\u53ef\u8dd1\u901a 7B \u6a21\u578b\u5b8c\u6574\u5fae\u8c03\uff1b<\/li>\n<li><strong>\u7ed3\u7b97\u65f6\u8f93\u5165\u53e3\u4ee4\u300cICML\u300d\u518d\u8fd4 20% \u73b0\u91d1<\/strong>\uff0c\u76f8\u5f53\u4e8e 0.88 \u7f8e\u5143\/\u5361\/\u5c0f\u65f6\u3002<\/li>\n<\/ul>\n<p>\u5e73\u53f0\u5df2\u63d0\u524d\u9501\u5b9a 3 \u4e2a IDC \u6574\u67dc H100\uff0c\u627f\u8bfa\u201c 0 \u6392\u961f\u30010 \u865a\u62df\u5316\u30010 \u62a2\u5360\u201d\uff0c\u652f\u6301 8\/16\/64 \u5361\u4efb\u52a1\u5f39\u6027\u4f38\u7f29\uff0c\u79d1\u7814\u56e2\u961f\u53ef\u50cf\u672c\u5730 Slurm \u4e00\u6837\u63d0\u4ea4\u4f5c\u4e1a\uff0c\u65e0\u9700\u4fee\u6539\u4ee3\u7801\u3002<\/p>\n<h2>03 \u5185\u7f6e WandB + DeepSpeed\uff0c\u8bad\u7ec3\u65e5\u5fd7\u4e00\u952e\u53ef\u89c6\u5316<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u5728\u955c\u50cf\u5c42\u96c6\u6210 <a href=\"https:\/\/wandb.ai\">Weights &amp; Biases<\/a>\u3001TensorBoard\u3001MLflow\uff0c\u7528\u6237\u52fe\u9009\u201c\u81ea\u52a8\u65e5\u5fd7\u201d\u5373\u53ef\u5728\u7f51\u9875\u7aef\u67e5\u770b loss \u66f2\u7ebf\u3001grad norm \u4e0e GPU \u6e29\u5ea6\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5e73\u53f0\u628a PyTorch DDP\u3001DeepSpeed ZeRO-3\u3001FlashAttention V2 \u9884\u7f16\u8bd1\u8fdb <code>\/opt\/conda<\/code>\uff0c\u4e00\u884c <code>deepspeed train.py<\/code> \u5373\u53ef\u8c03\u7528 64 \u5361\u5e76\u884c\uff0c\u65e0\u9700\u81ea\u884c\u89e3\u51b3 NCCL \u7248\u672c\u51b2\u7a81\u3002<\/p>\n<p>\u5bf9\u4e8e\u9700\u8981\u201c\u8d85\u5927\u89c4\u6a21 + \u957f\u5e8f\u5217\u201d\u7684\u6295\u7a3f\u65b9\u5411\uff0c\u661f\u5b87\u667a\u7b97\u8fd8\u63d0\u4f9b <a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a> \u4e13\u5c5e\u5185\u6838\u2014\u2014NVLink + NVSwitch \u5168\u4e92\u8054\uff0c\u5355\u673a 8\u00d7H100 600 GB\/s \u5e26\u5bbd\uff0c\u5bf9\u6bd4\u672c\u5730 PCIe A100 \u63d0\u5347 4.2 \u500d\uff0c\u8ba9 128 k \u4e0a\u4e0b\u6587\u6a21\u578b\u8bad\u7ec3\u65f6\u95f4\u4ece 5 \u5929\u538b\u7f29\u5230 29 \u5c0f\u65f6\u3002<\/p>\n<h2>04 \u5317\u5927\u5bf9\u9f50\u56e2\u961f 4 \u5929\u8dd1\u5b8c 10B \u6d88\u878d\uff0c\u6bd4\u672c\u5730\u5feb 6 \u500d<\/h2>\n<p>\u5317\u5927\u8ba1\u7b97\u673a\u7cfb\u5bf9\u9f50\u5b9e\u9a8c\u5ba4 5 \u6708 20 \u65e5\u63a5\u5165\u661f\u5b87\u667a\u7b97\uff0c\u76ee\u6807\u662f\u5728\u622a\u6b62\u524d\u5b8c\u6210\u201c\u5956\u52b1\u6a21\u578b\u89c4\u6a21\u6548\u5e94\u201d\u5b9e\u9a8c\u3002\u56e2\u961f\u8d1f\u8d23\u4eba\u674e\u535a\u4ecb\u7ecd\uff1a<\/p>\n<blockquote>\n<p>\u201c\u6211\u4eec\u539f\u672c\u8ba1\u5212\u7528\u6821\u5185 8\u00d7A100 \u8dd1 3 \u7ec4\u6d88\u878d\uff0c\u9884\u8ba1 14 \u5929\u3002\u8f6c\u5230\u661f\u5b87 32\u00d7H100 \u540e\uff0cDeepSpeed ZeRO-3 \u628a\u6fc0\u6d3b\u503c offload \u5230 1.5 TB \u5185\u5b58\u6c60\uff0c4 \u5929\u5c31\u8dd1\u5b8c 10B\u30013B\u30011B \u4e09\u7ec4\u5956\u52b1\u6a21\u578b + \u4eba\u7c7b\u504f\u597d\u6d88\u878d\uff0c\u6bd4\u672c\u5730\u5feb 6 \u500d\u3002\u5e73\u53f0\u81ea\u5e26\u7684 WandB \u5b9e\u65f6\u8bb0\u5f55 273 \u4e2a\u6307\u6807\uff0crebuttal \u65f6\u76f4\u63a5\u5bfc\u51fa CSV\uff0c\u7701\u6389\u540e\u5904\u7406\u811a\u672c\u3002\u201d<\/p>\n<\/blockquote>\n<p>\u6700\u7ec8\u8be5\u8bba\u6587\u4ee5\u201c\u5b8c\u6574\u7f29\u653e\u66f2\u7ebf + \u663e\u8457\u6027\u68c0\u9a8c\u201d\u62ff\u5230 ICML \u53cc\u5411\u9ad8\u5206\uff0c\u76ee\u524d\u5df2\u8fdb\u5165 camera-ready \u9636\u6bb5\u3002<\/p>\n<h2>05 \u589e\u503c\u793c\u5305\uff1aIEEE \u6570\u636e\u96c6\u3001LaTeX \u6a21\u677f\u3001\u82f1\u6587\u6da6\u8272\u5238<\/h2>\n<p>\u9664\u4e86\u7b97\u529b\uff0c\u661f\u5b87\u667a\u7b97\u8fd8\u628a\u201c\u6295\u7a3f\u521a\u9700\u201d\u6253\u5305\u8fdb 618 \u79d1\u7814\u793c\u5305\uff1a<\/p>\n<ol>\n<li><strong>IEEE \u5b98\u65b9\u6570\u636e\u96c6\u955c\u50cf<\/strong>\uff1a200+ TB NLP\/CV\/\u8bed\u97f3\u6570\u636e\u5df2\u63d0\u524d\u4e0b\u8f7d\u81f3\u4e91\u5b58\u50a8\uff0c\u7528\u6237\u53ef <code>cp \/datasets\/...<\/code> \u76f4\u63a5\u6302\u8f7d\uff0c\u65e0\u9700\u5f00\u516c\u7f51\u6d41\u91cf\uff1b<\/li>\n<li><strong>ICML 2026 LaTeX \u6a21\u677f<\/strong>\uff1a\u5185\u7f6e <code>icml2026.sty<\/code> \u4e0e <code>natbib<\/code> \u5f15\u7528\u683c\u5f0f\uff0cOverleaf \u4e00\u952e\u5bfc\u5165\uff1b<\/li>\n<li><strong>\u82f1\u6587\u6da6\u8272\u5238<\/strong>\uff1a\u5408\u4f5c\u9876\u520a\u6da6\u8272\u673a\u6784 Editage \u63d0\u4f9b 150 \u7f8e\u5143\u51cf\u514d\u5238\uff0ccover letter \u514d\u8d39\u6539\u3002<\/li>\n<\/ol>\n<p>\u6240\u6709\u8d44\u6e90\u5747\u5728\u63a7\u5236\u53f0\u201c\u5b66\u672f\u5de5\u5177\u7bb1\u201d\u4e00\u952e\u9886\u53d6\uff0c\u771f\u6b63\u505a\u5230\u201c\u7b97\u529b+\u6570\u636e+\u5199\u4f5c\u201d\u95ed\u73af\u3002<\/p>\n<h2>06 \u4e09\u6b65\u4e0a\u8f66\uff0c0.88 \u7f8e\u5143\/\u5361\/\u5c0f\u65f6\u5373\u523b\u5f00\u8dd1<\/h2>\n<ol>\n<li>\u6253\u5f00 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u5b98\u7f51\uff0c\u6ce8\u518c\u5373\u5f97 10 \u5143\u4f53\u9a8c\u91d1\uff1b<\/li>\n<li>\u521b\u5efa\u201cICML \u4e13\u5c5e\u5b9e\u4f8b\u201d\uff0c\u955c\u50cf\u9009\u62e9 <code>PyTorch 2.3 + CUDA 12.2 + DeepSpeed<\/code>\uff1b<\/li>\n<li>\u7ed3\u7b97\u9875\u8f93\u5165\u4f18\u60e0\u7801\u300cICML\u300d\uff0c\u7cfb\u7edf\u81ea\u52a8\u8fd4 20% \u73b0\u91d1\uff0cH100 \u6700\u4f4e 0.88 \u7f8e\u5143\/\u5c0f\u65f6\u3002<\/li>\n<\/ol>\n<p>\u5e73\u53f0\u652f\u6301\u6309\u5c0f\u65f6\u3001\u6309\u5929\u3001\u6309\u6708\u4e09\u79cd\u8ba1\u8d39\uff0c\u5b9e\u9a8c\u7ed3\u675f\u5373\u53ef\u201c\u4e00\u952e\u91ca\u653e\u201d\uff0c\u672a\u7528\u5b8c\u4f59\u989d\u53ef\u63d0\u73b0\u81f3\u652f\u4ed8\u5b9d\/\u5bf9\u516c\u8d26\u6237\uff0c\u771f\u6b63\u505a\u5230\u201c\u65e0\u6c89\u6ca1\u6210\u672c\u201d\u3002<\/p>\n<h2>07 \u5199\u5728\u6700\u540e\uff1a\u8ba9\u79d1\u7814\u56de\u5f52\u521b\u610f\uff0c\u628a\u7b97\u529b\u4ea4\u7ed9\u4e91<\/h2>\n<p>\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u786c\u4ef6\u66f4\u65b0\u901f\u5ea6\u5df2\u5feb\u8fc7\u8bba\u6587\u53d1\u8868\u5468\u671f\u3002\u518d\u5efa\u4e00\u4e2a\u672c\u5730\u673a\u623f\uff0c\u5f88\u53ef\u80fd\u8bba\u6587\u8fd8\u6ca1\u4e2d\uff0c\u5361\u5c31\u843d\u540e\u4e24\u4ee3\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u805a\u5408\u6700\u65b0 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a> \u8d44\u6e90\u3001\u9884\u88c5\u4e3b\u6d41 <a href=\"https:\/\/www.starverse-ai.com\">AI\u5e94\u7528<\/a> \u73af\u5883\u3001\u6253\u901a\u6570\u636e\u4e0e\u5199\u4f5c\u5de5\u5177\u94fe\uff0c\u628a\u201c\u7b97\u529b\u7126\u8651\u201d\u8f6c\u5316\u4e3a\u201c\u7b97\u6cd5\u521b\u65b0\u201d\u3002<br \/>\n\u8ddd\u79bb ICML 2026 \u622a\u7a3f\u8fd8\u6709 41 \u5929\uff0c\u4f60\u7684\u5b9e\u9a8c pipeline \u51c6\u5907\u597d\u4e86\u5417\uff1f\u73b0\u5728\u5c31\u767b\u5f55 <a href=\"https:\/\/www.starverse-ai.com\">starverse-ai.com<\/a>\uff0c\u8f93\u5165\u300cICML\u300d\uff0c\u8ba9 H100 \u66ff\u4f60\u62a2\u4e0b\u90a3\u5c01\u68a6\u5bd0\u4ee5\u6c42\u7684 accept \u90ae\u4ef6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u8ddd\u79bb ICML 2026 \u6b63\u5f0f\u622a\u7a3f\u53ea\u5269 41 \u5929\uff0c\u5b9e\u9a8c\u5ba4 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":2967,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2969","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":59,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2969","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=2969"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2969\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2967"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2969"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}