{"id":2692,"date":"2026-03-06T10:17:17","date_gmt":"2026-03-06T02:17:17","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2692"},"modified":"2026-03-06T10:17:17","modified_gmt":"2026-03-06T02:17:17","slug":"hyperparallel%e6%a1%86%e6%9e%b6%e8%a7%a3%e9%94%81%e8%b6%85%e8%8a%82%e7%82%b9%e7%ae%97%e5%8a%9b%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%ae%9e%e6%b5%8b%e5%8d%83%e5%8d%a1%e5%b9%b6%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2692","title":{"rendered":"HyperParallel\u6846\u67b6\u89e3\u9501\u8d85\u8282\u70b9\u7b97\u529b\uff0c\u661f\u5b87\u667a\u7b97\u5b9e\u6d4b\u5343\u5361\u5e76\u884c\u6548\u738794%"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772763437_d4ed3e.png\" alt=\"HyperParallel\u6846\u67b6\u89e3\u9501\u8d85\u8282\u70b9\u7b97\u529b\uff0c\u661f\u5b87\u667a\u7b97\u5b9e\u6d4b\u5343\u5361\u5e76\u884c\u6548\u738794%\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u5927\u6a21\u578b\u8fdb\u5165\u201c\u4e07\u5361\u201d\u65f6\u4ee3\uff0c\u8c01\u5148\u628a 90% \u4ee5\u4e0a\u7684\u5e76\u884c\u6548\u7387\u771f\u6b63\u843d\u5730\uff0c\u8c01\u5c31\u63e1\u4f4f\u4e86\u4e0b\u4e00\u8f6e AI \u7684\u8bdd\u8bed\u6743\u3002<br \/>\n\u2014\u2014ACM SIGCOMM 2024 \u8bc4\u8ff0<\/p>\n<\/blockquote>\n<h2>\u4ece\u8bba\u6587\u5230\u751f\u4ea7\uff0cHyperParallel \u628a\u201c\u8d85\u8282\u70b9\u201d\u5e26\u8fdb\u73b0\u5b9e<\/h2>\n<p>\u5728\u521a\u521a\u516c\u5e03\u7684 ACM SIGCOMM \u524d\u6cbf\u8bba\u6587\u4e2d\uff0cHyperParallel \u63d0\u51fa\u201c\u8d85\u8282\u70b9\u4eb2\u548c\u8c03\u5ea6\u201d\u65b0\u8303\u5f0f\uff1a\u5c06\u539f\u672c\u88ab Megatron-LM \u901a\u4fe1\u8026\u5408\u675f\u7f1a\u7684 256\u00d78 \u5f20\u91cf\u5e76\u884c\u7ec4\uff0c\u91cd\u7ec4\u4e3a\u62d3\u6251\u611f\u77e5\u7684\u201c\u8d85\u8282\u70b9\u201d\u5355\u5143\uff0c\u914d\u5408\u96f6\u5197\u4f59\u5206\u5c42 All-to-All\uff0c\u901a\u4fe1\u91cf\u76f4\u964d 37%\uff0c\u5343\u5361\u6269\u5c55\u6548\u7387\u7406\u8bba\u503c\u9996\u6b21\u903c\u8fd1 97%\u3002<br \/>\n\u4e0e\u591a\u6570\u4ecd\u505c\u7559\u5728 PPT \u9636\u6bb5\u7684\u6846\u67b6\u4e0d\u540c\uff0cHyperParallel \u4f5c\u8005\u56e2\u961f\u5df2\u653e\u51fa\u5b8c\u6574\u955c\u50cf\uff0c\u5e76\u7ed9\u51fa\u53ef\u590d\u73b0\u7684 405B \u6a21\u578b\u811a\u672c\u3002\u771f\u6b63\u7f3a\u7684\u662f\u2014\u2014\u80fd\u628a\u8fd9\u5957\u201c\u6027\u80fd\u731b\u517d\u201d\u5582\u9971\u7684 GPU \u670d\u52a1\u5668\u79df\u7528\u73af\u5883\u3002<\/p>\n<h2>\u661f\u5b87\u667a\u7b97\u7387\u5148\u96c6\u6210\uff0cRoCEv2+NRMap \u8ba9\u8d85\u8282\u70b9\u201c\u8dd1\u6ee1\u201d<\/h2>\n<p>\u56fd\u5185\u9996\u5bb6\u4e0a\u7ebf HyperParallel \u5b8c\u6574\u955c\u50cf\u7684 GPU \u4e91\u4e3b\u673a\u5e73\u53f0\uff0c\u6b63\u662f <a href=\"https:\/\/www.starverse-ai.com\"><strong>\u661f\u5b87\u667a\u7b97<\/strong><\/a>\u3002<br \/>\n&#8211; \u9884\u88c5 HyperParallel 0.2.1\u3001PyTorch 2.3\u3001CUDA 12.3\uff0c\u955c\u50cf\u7f16\u53f7 <code>hyperparallel-h100-0.2.1<\/code>\uff0c\u4e00\u952e\u521b\u5efa\u5373\u53ef\u62c9\u8d77 32\u00d78 \u8d85\u8282\u70b9\u62d3\u6251\u3002<br \/>\n&#8211; \u540e\u7aef\u7f51\u7edc\u91c7\u7528 400 Gbps RoCEv2\uff0c\u7ed3\u5408\u81ea\u7814 NRMap \u62d3\u6251\u611f\u77e5\u6a21\u5757\uff0c\u81ea\u52a8\u7ed1\u5b9a\u540c\u4e00\u4ea4\u6362\u673a\u4e0b\u7684 8 \u5361\u4e3a\u201c\u8d85\u8282\u70b9\u201d\uff0c\u4fdd\u8bc1\u8bba\u6587\u4e2d\u7684\u4eb2\u548c\u8c03\u5ea6\u7b56\u7565 1:1 \u843d\u5730\u3002<br \/>\n&#8211; \u5e73\u53f0\u5185 <a href=\"https:\/\/www.starverse-ai.com\/node\/019b88aa-2fc4-790b-97e1-fdff4da0e8a6\"><strong>\u4e91\u786c\u76d8<\/strong><\/a> \u4e0e <a href=\"https:\/\/www.starverse-ai.com\/node\/019b88ac-0730-7451-a8ab-9c3c873fef42\"><strong>\u4e91\u5b58\u50a8<\/strong><\/a> \u4e92\u901a\uff0c checkpoints \u53ef\u76f4\u63a5\u843d\u76d8\u81f3\u6301\u4e45\u5316\u7a7a\u95f4\uff0c\u8de8\u5b9e\u4f8b\u91cd\u542f\u8bad\u7ec3\u4e0d\u4e22\u68af\u5ea6\u3002  <\/p>\n<h2>\u5b9e\u6d4b Llama 3.1-405B\uff1a\u5343\u5361 H100 \u5e73\u5747 MFU 54%\uff0c\u4e1a\u754c\u9886\u5148<\/h2>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u201c\u8bba\u6587\u6027\u80fd\u201d\u80fd\u5426\u5728\u516c\u6709 GPU \u670d\u52a1\u5668\u79df\u7528\u573a\u666f\u590d\u73b0\uff0c\u661f\u5b87\u667a\u7b97\u4e0e\u67d0\u5934\u90e8\u5927\u6a21\u578b\u5b9e\u9a8c\u5ba4\u8054\u5408\u6d4b\u8bd5\uff1a<br \/>\n&#8211; \u6a21\u578b\uff1aLlama 3.1-405B\uff0c\u5e8f\u5217\u957f\u5ea6 4K\uff0c\u5168\u5c40 batch 4M tokens\u3002<br \/>\n&#8211; \u786c\u4ef6\uff1a1024\u00d7H100-SXM5\uff0c64 \u4e2a\u8d85\u8282\u70b9\uff0c\u6bcf\u8282\u70b9 8\u00d7400 Gbps \u7f51\u53e3\u3002<br \/>\n&#8211; \u6846\u67b6\uff1aHyperParallel + Torch.compile\uff0c\u5f00\u542f FP8 \u6df7\u5408\u7cbe\u5ea6\u3002<br \/>\n\u8fde\u7eed 48h \u538b\u6d4b\u7ed3\u679c\u663e\u793a\uff1a<br \/>\n  \u2013 \u5e73\u5747 MFU\uff08Model FLOPs Utilization\uff0954%\uff0c\u9ad8\u4e8e Megatron-LM \u7684 41%\uff1b<br \/>\n  \u2013 \u5343\u5361\u5e76\u884c\u6548\u7387 94%\uff0c\u4e0e\u8bba\u6587\u7406\u8bba\u503c\u4ec5\u5dee 3pp\uff1b<br \/>\n  \u2013  checkpoint \u4fdd\u5b58\u8017\u65f6\u4ece 90s \u964d\u81f3 18s\uff0c\u5f97\u76ca\u4e8e\u661f\u5b87\u667a\u7b97\u5e76\u884c\u5b58\u50a8\u540e\u7aef\u3002  <\/p>\n<h2>\u5e73\u53f0\u7ea7\u81ea\u52a8\u8c03\u53c2\uff1a\u5b66\u4e60\u7387+\u68af\u5ea6\u538b\u7f29\uff0c\u8bad\u7ec3\u65f6\u957f\u518d\u964d 18%<\/h2>\n<p>HyperParallel \u53ea\u89e3\u51b3\u4e86\u201c\u901a\u4fe1\u201d\u74f6\u9888\uff0c\u661f\u5b87\u667a\u7b97\u5219\u628a\u201c\u8c03\u53c2\u201d\u4e5f\u505a\u6210\u767d\u76d2\uff1a<br \/>\n1. \u81ea\u52a8\u5b66\u4e60\u7387\u626b\u63cf\uff1a\u57fa\u4e8e 10 \u6b65\u70ed\u542f\u52a8\u66f2\u7ebf\uff0c\u5e73\u53f0\u5728\u8bad\u7ec3\u524d 30min \u81ea\u52a8\u641c\u7d22\u6700\u4f18 lr\uff0c\u8bef\u5dee &lt;1%\u3002<br \/>\n2. \u81ea\u9002\u5e94\u68af\u5ea6\u538b\u7f29\uff1a\u5f53 NCCL \u6d41\u91cf\u8d85\u8fc7 85% \u65f6\u81ea\u52a8\u5207\u6362\u81f3 2-bit \u538b\u7f29\uff0c\u6062\u590d\u7cbe\u5ea6\u7a97\u53e3\u4ec5 200 steps\u3002<br \/>\n3. \u5f39\u6027\u5bb9\u9519\uff1a\u5355\u5361\u6545\u969c 30s \u5185\u5b8c\u6210\u8282\u70b9\u66ff\u6362\uff0c\u8bad\u7ec3\u4efb\u52a1\u65e0\u611f\u7eed\u8dd1\u3002<br \/>\n\u5728\u76f8\u540c 405B \u5b9e\u9a8c\u4e0a\uff0c\u4e0a\u8ff0\u4f18\u5316\u53e0\u52a0\u540e\u518d\u7701 18% \u603b\u4f53\u65f6\u957f\uff0c\u76f8\u5f53\u4e8e\u628a 3 \u5468\u4efb\u52a1\u538b\u7f29\u5230 17 \u5929\uff0c\u76f4\u63a5\u8f6c\u5316\u4e3a <a href=\"https:\/\/www.starverse-ai.com\"><strong>GPU \u4e91\u4e3b\u673a<\/strong><\/a> \u9884\u7b97\u7684 20% \u8282\u7701\u3002<\/p>\n<h2>\u7ed3\u8bba\uff1aGPU \u670d\u52a1\u5668\u79df\u7528\u4e0d\u4ec5\u7701\u94b1\uff0c\u66f4\u80fd\u76f4\u63a5\u201c\u8dd1\u6ee1\u201d\u6700\u65b0\u6846\u67b6\u6027\u80fd<\/h2>\n<ul>\n<li>\u91c7\u8d2d 64 \u53f0 8\u00d7H100 \u670d\u52a1\u5668\u9700\u8981\u4e00\u6b21\u6027\u6295\u5165\u8d85 5000 \u4e07\u5143\uff0c\u800c\u661f\u5b87\u667a\u7b97\u6309\u5c0f\u65f6\u79df\u7528\u7684 <a href=\"https:\/\/www.starverse-ai.com\"><strong>GPU \u670d\u52a1\u5668\u79df\u7528<\/strong><\/a> \u65b9\u6848\uff0c\u5343\u5361\u89c4\u6a21\u6700\u4f4e 2.8 \u5143\/\u5361\u00b7\u65f6\uff0c\u540c\u7b49\u4efb\u52a1\u6210\u672c\u4e0b\u964d 72%\u3002  <\/li>\n<li>\u5185\u7f6e <a href=\"https:\/\/www.starverse-ai.com\/node\/019b88ac-286a-70a3-bafa-cfa47c851b4d\"><strong>\u6a21\u578b\u548c\u6570\u636e\u96c6<\/strong><\/a> \u8d44\u6e90\u6c60\uff0cLlama\u3001Qwen\u3001Baichuan \u7cfb\u5217\u5373\u62f7\u5373\u7528\uff0c\u65e0\u9700\u53cd\u590d\u4e0b\u8f7d\u5360\u5e26\u5bbd\u3002  <\/li>\n<li>\u65b0\u7528\u6237\u6ce8\u518c\u5373\u5f97 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef 0 \u6210\u672c\u62c9\u8d77 8\u00d7H100 \u8d85\u8282\u70b9\uff0c15 \u5206\u949f\u9a8c\u8bc1 HyperParallel \u52a0\u901f\u6548\u679c\u3002  <\/li>\n<\/ul>\n<p>\u5f53\u201c\u6846\u67b6\u521b\u65b0\u201d\u4e0e\u201c\u7b97\u529b\u57fa\u5efa\u201d\u540c\u9891\u8fed\u4ee3\uff0c\u5927\u6a21\u578b\u521b\u4e1a\u5df2\u4e0d\u518d\u662f\u91cd\u8d44\u4ea7\u6e38\u620f\u3002<br \/>\n\u628a\u590d\u6742\u7559\u7ed9\u661f\u5b87\u667a\u7b97\uff0c\u628a\u521b\u610f\u7559\u7ed9\u81ea\u5df1\u2014\u2014\u73b0\u5728\u5c31\u6765 <a href=\"https:\/\/www.starverse-ai.com\"><strong>\u661f\u5b87\u667a\u7b97<\/strong><\/a> \u5f00\u542f\u4f60\u7684 AI \u5e94\u7528 \u6781\u901f\u4e4b\u65c5\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u6a21\u578b\u8fdb\u5165\u201c\u4e07\u5361\u201d\u65f6\u4ee3\uff0c\u8c01\u5148\u628a 90% \u4ee5\u4e0a\u7684\u5e76\u884c\u6548\u7387\u771f\u6b63\u843d&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2691,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2692","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":48,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2692","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=2692"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2692\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2691"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2692"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2692"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2692"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}