{"id":1899,"date":"2026-02-25T10:16:31","date_gmt":"2026-02-25T02:16:31","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/1899"},"modified":"2026-02-25T10:16:31","modified_gmt":"2026-02-25T02:16:31","slug":"%e5%9b%bd%e4%ba%a7%e5%a4%a7%e6%a8%a1%e5%9e%8b%e3%80%8c%e4%b8%9c%e6%95%b0%e8%a5%bf%e7%ae%97%e3%80%8d%e6%9c%80%e4%bd%b3%e5%ae%9e%e8%b7%b5%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e8%b4%b5%e5%b7%9e","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/1899","title":{"rendered":"\u56fd\u4ea7\u5927\u6a21\u578b\u300c\u4e1c\u6570\u897f\u7b97\u300d\u6700\u4f73\u5b9e\u8df5\uff1a\u661f\u5b87\u667a\u7b97\u8d35\u5dde\u8282\u70b9\u4f4e\u7535\u4ef7+\u9ad8\u5e26\u5bbd\u5b9e\u6d4b"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1771985791_5412fb.png\" alt=\"\u56fd\u4ea7\u5927\u6a21\u578b\u300c\u4e1c\u6570\u897f\u7b97\u300d\u6700\u4f73\u5b9e\u8df5\uff1a\u661f\u5b87\u667a\u7b97\u8d35\u5dde\u8282\u70b9\u4f4e\u7535\u4ef7+\u9ad8\u5e26\u5bbd\u5b9e\u6d4b\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c\u4e1c\u6570\u897f\u7b97\u201d\u5de5\u7a0b\u542f\u52a8\u7b2c\u4e09\u5e74\uff0c\u516b\u5927\u56fd\u5bb6\u7b97\u529b\u67a2\u7ebd\u8282\u70b9\u7535\u4ef7\u96c6\u4f53\u4f4e\u4e8e 0.35 \u5143\/\u5ea6\u7684\u6d88\u606f\uff0c\u7b2c\u4e00\u6b21\u8ba9\u201c\u6a21\u578b\u8bad\u7ec3\u6210\u672c\u201d\u4e0e\u201c\u897f\u90e8\u7535\u4ef7\u201d\u540c\u65f6\u51b2\u4e0a\u70ed\u641c\u3002<br \/>\n\u4f46\u771f\u6b63\u7684\u4ece\u4e1a\u8005\u66f4\u5173\u5fc3\u53e6\u4e00\u6761\u51b7\u6570\u636e\uff1a\u897f\u90e8 GPU \u73b0\u8d27\u7387\u4e0d\u8db3 15%\uff0c\u60f3\u7528\u4fbf\u5b9c\u7535\uff0c\u5374\u4e00\u5361\u96be\u6c42\u3002<\/p>\n<\/blockquote>\n<p>\u5f53\u653f\u7b56\u7ea2\u5229\u649e\u4e0a\u8d44\u6e90\u74f6\u9888\uff0c\u56fd\u4ea7\u5927\u6a21\u578b\u600e\u6837\u624d\u80fd\u65e2\u5403\u5230\u201c\u4f4e\u4ef7\u7535\u201d\uff0c\u53c8\u4e0d\u88ab\u201c\u7a00\u7f3a\u5361\u201d\u5361\u8116\u5b50\uff1f\u8fc7\u53bb\u4e24\u4e2a\u6708\uff0c\u661f\u5b87\u667a\u7b97\u5728\u8d35\u5dde\u8d35\u5b89\u65b0\u533a\u843d\u6210\u7684\u5343 P \u7ea7\u667a\u7b97\u4e2d\u5fc3\uff0c\u4ea4\u51fa\u4e86\u4e00\u5f20\u5b9e\u6d4b\u7b54\u5377\u3002<\/p>\n<hr \/>\n<h2>\u653f\u7b56\u7a97\u53e3\uff1a0.35 \u5143\/\u5ea6\u80cc\u540e\u7684\u201c\u7535\u4ef7\u6d3c\u5730\u201d<\/h2>\n<p>\u56fd\u5bb6\u53d1\u6539\u59d4\u300a\u5168\u56fd\u4e00\u4f53\u5316\u5927\u6570\u636e\u4e2d\u5fc3\u534f\u540c\u521b\u65b0\u4f53\u7cfb\u7b97\u529b\u67a2\u7ebd\u5b9e\u65bd\u65b9\u6848\u300b\u660e\u786e\uff0c\u516b\u5927\u67a2\u7ebd\u8282\u70b9\u53ef\u518d\u751f\u80fd\u6e90\u5360\u6bd4\u8d85 70%\uff0c\u5230\u6237\u7535\u4ef7\u4e0d\u9ad8\u4e8e 0.35 \u5143\/\u5ea6\u3002\u6362\u7b97\u6210\u6a21\u578b\u8bad\u7ec3\u7684\u8bed\u8a00\uff1a<br \/>\n&#8211; \u4e00\u5f20 400 W \u7684 A100 \u8dd1\u6ee1 30 \u5929\uff0c\u7535\u8d39 100.8 \u5143\uff1b<br \/>\n&#8211; 1024 \u5f20\u5361\u540c\u671f\u7535\u8d39 10.3 \u4e07\u5143\uff0c\u6bd4\u4eac\u6caa 0.65 \u5143\/\u5ea6\u5546\u7528\u673a\u623f\u76f4\u63a5\u7701 18 \u4e07\u5143\/\u6708\u3002  <\/p>\n<p>\u7136\u800c\uff0c\u897f\u90e8\u8282\u70b9\u8fc7\u53bb\u666e\u904d\u9762\u4e34\u201c\u4e09\u7f3a\u201d\u2014\u2014\u7f3a GPU \u73b0\u8d27\u3001\u7f3a 200 G \u4ee5\u4e0a\u76f4\u8054\u5e26\u5bbd\u3001\u7f3a\u5927\u89c4\u6a21\u5e76\u884c\u8fd0\u7ef4\u7ecf\u9a8c\u3002\u653f\u7b56\u7ea2\u5229\u59cb\u7ec8\u505c\u7559\u5728 PPT \u91cc\u3002<\/p>\n<hr \/>\n<h2>\u75db\u70b9\u7834\u89e3\uff1a\u8d35\u5dde\u8282\u70b9\u5982\u4f55\u505a\u5230\u201c\u5361\u7b49\u7535\u201d<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u8d35\u5dde\u667a\u7b97\u4e2d\u5fc3\u4eca\u5e74 4 \u6708\u4e0a\u7ebf\uff0c\u9996\u671f\u90e8\u7f72 1280 \u5f20 A800\uff08\u542b NVLink \u7248\uff09\uff0c\u901a\u8fc7\u4e09\u5927\u786c\u6307\u6807\u628a\u201c\u7a00\u7f3a\u5361\u201d\u53d8\u6210\u201c\u73b0\u8d27\u5361\u201d\uff1a<\/p>\n<ol>\n<li>\u7535\u4ef7 0.33 \u5143\/\u5ea6\uff0c\u6bd4\u653f\u7b56\u7ea2\u7ebf\u518d\u4f4e 6 \u5206\uff0cPUE 1.12\uff0c\u5168\u5e74\u7eff\u7535\u5360\u6bd4 85%\uff1b  <\/li>\n<li>200 G \u4e13\u7ebf\u76f4\u8054\u5e7f\u5dde\u9aa8\u5e72\uff0c\u65f6\u5ef6 &lt; 8 ms\uff0c\u4e0e\u73e0\u4e09\u89d2\u6570\u636e\u5f80\u8fd4\u6bd4\u672c\u5730\u673a\u623f\u8fd8\u5feb\uff1b  <\/li>\n<li>\u91c7\u7528\u201c\u6db2\u51b7 + \u95ed\u5f0f\u51b7\u5374\u5854\u201d\u6df7\u5408\u5236\u51b7\uff0c\u590f\u5b63 35 \u2103 \u6ee1\u8f7d\u4e0d\u964d\u9891\uff0c\u8fde\u7eed 14 \u5929 1024 \u5361\u96f6\u6545\u969c\u901a\u8fc7\u767e\u5ddd\u667a\u80fd 53 B \u9884\u8bad\u7ec3\u538b\u6d4b\u3002<\/li>\n<\/ol>\n<p>\u201c\u8fc7\u53bb\u6211\u4eec\u5728\u4e1c\u90e8\u79df\u5361\uff0c\u6392\u961f 3 \u5929\u662f\u5e38\u6001\uff1b\u73b0\u5728\u8d35\u5dde\u8282\u70b9\u4e0a\u5348\u4e0b\u5355\uff0c\u4e0b\u5348\u5c31\u80fd\u62c9\u8d77 128 \u5361\u4efb\u52a1\u3002\u201d\u767e\u5ddd\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u8d1f\u8d23\u4eba\u900f\u9732\uff0c\u540c\u6837 53 B \u6a21\u578b\uff0c\u5728\u8d35\u5dde\u8282\u70b9\u8dd1 1.2 T tokens \u603b\u7535\u8d39 42 \u4e07\u5143\uff0c\u6bd4\u4e0a\u4e00\u7248\u672c\u5728\u4e1c\u90e8\u673a\u623f\u7701\u51fa 1\/3\uff0c\u8bad\u7ec3\u5468\u671f\u53cd\u800c\u7f29\u77ed 4 \u5929\u3002<\/p>\n<hr \/>\n<h2>\u8bad\u7ec3\u5b9e\u5f55\uff1a1024 \u5361 14 \u5929\u96f6\u6545\u969c\u7684\u5e55\u540e<\/h2>\n<p>\u4e3a\u4e86\u8ba9\u201c\u4f4e\u4ef7\u7535\u201d\u771f\u6b63\u8f6c\u5316\u4e3a\u201c\u9ad8\u7a33\u5b9a\u7b97\u529b\u201d\uff0c\u661f\u5b87\u667a\u7b97\u505a\u4e86\u4e09\u4ef6\u4e8b\uff1a<\/p>\n<ul>\n<li>\u786c\u4ef6\u5c42\uff1a\u53cc\u8def 220 V \u76f4\u4f9b + 2N \u67f4\u53d1\uff0c\u673a\u67dc\u7ea7\u65ad\u7535\u6f14\u7ec3 30 \u79d2\u5185\u65e0\u7f1d\u5207\u6362\uff1b  <\/li>\n<li>\u7f51\u7edc\u5c42\uff1a\u81ea\u7814 ROCEv2 \u8c03\u5ea6\uff0c\u4f7f\u80fd 200 G \u65e0\u635f\u7f51\u7edc\uff0cAll-Reduce \u5ef6\u8fdf\u7a33\u5b9a\u5728 3 \u03bcs\uff1b  <\/li>\n<li>\u5e73\u53f0\u5c42\uff1a\u57fa\u4e8e Slurm + Kubernetes \u7684\u6df7\u5408\u8c03\u5ea6\uff0c\u652f\u6301\u5206\u949f\u7ea7\u5f39\u6027\u6269\u7f29\uff0c\u4efb\u52a1\u5931\u8d25 90 \u79d2\u5185\u81ea\u52a8\u91cd\u8c03\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u5b9e\u6d4b\u66f2\u7ebf\u663e\u793a\uff0c1024 \u5f20 A800 \u8fde\u7eed 14 \u5929\u6bcf\u65e5\u5e73\u5747\u8d1f\u8f7d 97.4\uff0c\u6e29\u5ea6 63 \u2103\uff0c\u65e0\u4e00\u6b21 NVLink \u91cd\u8bad\u7ec3\u3002\u5bf9\u5343\u4ebf\u7ea7\u6a21\u578b\u6765\u8bf4\uff0c\u8fd9\u610f\u5473\u7740\u4e0d\u5fc5\u4e3a\u201c checkpoint \u8fc7\u4e8e\u9891\u7e41\u201d\u800c\u727a\u7272\u6536\u655b\u901f\u5ea6\u2014\u2014\u7701\u4e0b\u7684\u4e0d\u53ea\u662f\u7535\uff0c\u8fd8\u6709\u5b9d\u8d35\u7684\u65f6\u95f4\u7a97\u53e3\u3002<\/p>\n<hr \/>\n<h2>\u6210\u672c\u8d26\uff1a\u4e00\u5f20 4090 \u6708\u79df 599 \u5143\uff0c\u7535\u8d39\u53ea\u5360 9%<\/h2>\n<p>\u4f4e\u4ef7\u7535\u53ea\u662f\u8d77\u70b9\uff0c\u661f\u5b87\u667a\u7b97\u628a\u201c\u6309\u9700\u8ba1\u8d39\u201d\u505a\u5230\u6781\u81f4\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5361\u578b<\/th>\n<th>\u6708\u79df\uff08\u5143\uff09<\/th>\n<th>\u7535\u8d39\uff080.33 \u5143\/\u5ea6\uff09<\/th>\n<th>\u7535\u8d39\u5360\u6bd4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>RTX 4090<\/td>\n<td>599<\/td>\n<td>54<\/td>\n<td>9%<\/td>\n<\/tr>\n<tr>\n<td>A800 80 G<\/td>\n<td>3180<\/td>\n<td>228<\/td>\n<td>7%<\/td>\n<\/tr>\n<tr>\n<td>H800 80 G<\/td>\n<td>4680<\/td>\n<td>252<\/td>\n<td>5%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4ee5\u521d\u521b\u516c\u53f8\u6700\u5e38\u7528\u7684 64 \u5361 A800 \u96c6\u7fa4\u4e3a\u4f8b\uff0c\u6708\u79df\u91d1 20.4 \u4e07\u5143\uff0c\u7535\u8d39 1.46 \u4e07\u5143\uff0c\u603b\u6210\u672c 21.86 \u4e07\u5143\uff1b\u540c\u89c4\u683c\u4eac\u6caa\u673a\u623f\u79df\u91d1 + \u7535\u8d39\u9ad8\u8fbe 34.7 \u4e07\u5143\uff0c\u5dee\u51fa\u6765\u7684 12.8 \u4e07\u5143\u8db3\u591f\u518d\u62db\u4e00\u540d\u7b97\u6cd5\u5de5\u7a0b\u5e08\u3002<\/p>\n<hr \/>\n<h2>\u751f\u6001\u52a0\u6301\uff1a\u8ba9\u5f00\u53d1\u8005\u201c\u62ce\u5305\u5165\u4f4f\u201d<\/h2>\n<p>\u4f4e\u4ef7\u3001\u9ad8\u7a33\u3001\u73b0\u8d27\uff0c\u89e3\u51b3\u7684\u662f\u201c\u7b97\u5f97\u8d77\u201d\uff1b\u8981\u8ba9\u7528\u6237\u201c\u7b97\u5f97\u5feb\u201d\uff0c\u661f\u5b87\u667a\u7b97\u628a\u5e73\u53f0\u80fd\u529b\u5f00\u653e\u6210\u4e00\u6574\u5957\u201c\u62ce\u5305\u5165\u4f4f\u201d\u65b9\u6848\uff1a<\/p>\n<ul>\n<li><strong>\u4e91\u786c\u76d8\u4e0e\u4e91\u5b58\u50a8<\/strong>\uff1a\u8bad\u7ec3\u6570\u636e\u3001checkpoint\u3001\u6a21\u578b\u6743\u91cd\u4e09\u526f\u672c\u843d\u76d8\uff0c\u8de8\u5b9e\u4f8b\u6302\u8f7d\u65e0\u9700\u62f7\u8d1d\uff1b  <\/li>\n<li><strong>\u516c\u5171\u8d44\u6e90\u6c60<\/strong>\uff1aImageNet\u3001COCO\u3001Common Crawl \u7b49 30 + TB \u6570\u636e\u96c6\uff0cStable Diffusion\u3001LLaMA-2\u3001ChatGLM3 \u7b49 500 + \u516c\u5171\u6a21\u578b\uff0c\u5b9e\u4f8b\u5185 <code>\/public<\/code> \u76ee\u5f55\u76f4\u63a5\u8f6f\u94fe\u8c03\u7528\uff1b  <\/li>\n<li><strong>\u4e00\u952e\u955c\u50cf<\/strong>\uff1aPyTorch 2.2\u3001DeepSpeed\u3001Megatron-LM\u3001vLLM \u73af\u5883\u9884\u88c5\uff0c15 \u79d2\u62c9\u8d77\uff1b  <\/li>\n<li><strong>\u5f00\u53d1\u8005\u793e\u533a<\/strong>\uff1a\u6bcf\u5468\u8fed\u4ee3 GPU \u9009\u578b\u4e0e\u8bad\u7ec3\u8c03\u4f18\u767d\u76ae\u4e66\uff0c\u516c\u5f00\u771f\u5b9e\u6027\u80fd\u57fa\u7ebf\uff0c\u62d2\u7edd\u201c\u7384\u5b66\u52a0\u901f\u201d\u3002<\/li>\n<\/ul>\n<p>\u65b0\u7528\u6237\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef 0 \u6210\u672c\u8dd1\u901a 4090 \u5b9e\u4f8b 8 \u5c0f\u65f6\u6216 A800 \u5b9e\u4f8b 1 \u5c0f\u65f6\uff0c\u8db3\u591f\u5b8c\u6210\u4e00\u6b21 7 B \u6a21\u578b LoRA \u5fae\u8c03\u3002<\/p>\n<hr \/>\n<h2>\u5199\u5728\u6700\u540e\uff1a\u628a\u201c\u4e1c\u6570\u897f\u7b97\u201d\u505a\u6210\u201c\u4e1c\u6570\u897f\u7701\u201d<\/h2>\n<p>\u653f\u7b56\u7ed9\u4e86\u7535\u4ef7\u6d3c\u5730\uff0c\u661f\u5b87\u667a\u7b97\u628a\u6d3c\u5730\u586b\u6210\u201c\u73b0\u8d27\u5e73\u539f\u201d\u3002\u5f53\u8d35\u5dde\u8282\u70b9\u7684 0.33 \u5143\/\u5ea6\u9047\u4e0a 200 G \u76f4\u8054\u5e26\u5bbd\uff0c\u5f53 1024 \u5361\u53ef\u4ee5\u50cf\u4e91\u4e3b\u673a\u4e00\u6837\u6309\u9700\u6269\u5c55\uff0c\u201c\u897f\u90e8\u8bad\u7ec3 + \u4e1c\u90e8\u63a8\u7406\u201d\u7684\u98de\u8f6e\u624d\u771f\u6b63\u8f6c\u8d77\u6765\u3002<\/p>\n<p>\u5bf9\u4e8e\u82e6\u4e8e\u9884\u7b97\u7684\u79d1\u7814\u7ec4\u3001\u6025\u4e8e\u8fed\u4ee3\u4ea7\u54c1\u7684\u521d\u521b\u516c\u53f8\uff0c\u751a\u81f3\u60f3\u9519\u5cf0\u8bad\u7ec3\u7684\u5927\u5382\u56e2\u961f\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u7684\u4e0d\u4ec5\u662f\u4e00\u5f20\u4f4e\u4ef7 GPU\uff0c\u800c\u662f\u4e00\u5957\u628a\u201c\u4e1c\u6570\u897f\u7b97\u201d\u653f\u7b56\u7ea2\u5229\u7ffb\u8bd1\u6210\u201c\u6a21\u578b\u8fed\u4ee3\u901f\u5ea6\u201d\u7684\u5b8c\u6574\u65b9\u6cd5\u8bba\u2014\u2014\u8ba9\u6bcf\u4e00\u5ea6\u7535\u90fd\u8f6c\u5316\u4e3a\u53c2\u6570\u66f4\u65b0\uff0c\u8ba9\u6bcf\u4e00\u6b21\u68af\u5ea6\u4e0b\u964d\u90fd\u66f4\u4fbf\u5b9c\u3001\u66f4\u7a33\u5b9a\u3001\u66f4\u9ad8\u6548\u3002<\/p>\n<p>\u73b0\u5728\u767b\u5f55 <a href=\"https:\/\/www.starverse-ai.com\">starverse-ai.com<\/a>\uff0c\u6ce8\u518c\u9886\u53d6 10 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