{"id":3136,"date":"2026-03-11T10:12:20","date_gmt":"2026-03-11T02:12:20","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3136"},"modified":"2026-03-11T10:12:20","modified_gmt":"2026-03-11T02:12:20","slug":"%e8%87%aa%e5%bb%baa100%e6%9c%8d%e5%8a%a1%e5%99%a8vs%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97gpu%e4%ba%91%e4%b8%bb%e6%9c%ba%ef%bc%9a12%e4%b8%aa%e6%9c%88tco%e7%a1%ac%e6%a0%b8%e5%af%b9%e6%af%94","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3136","title":{"rendered":"\u81ea\u5efaA100\u670d\u52a1\u5668vs\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a\uff1a12\u4e2a\u6708TCO\u786c\u6838\u5bf9\u6bd4"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1773195139_eb0fde.png\" alt=\"\u81ea\u5efaA100\u670d\u52a1\u5668vs\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a\uff1a12\u4e2a\u6708TCO\u786c\u6838\u5bf9\u6bd4\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c2024 \u5e74\uff0c\u4e00\u53f0 8\u00d7A100 80GB \u7684 DGX \u6574\u673a\u5728\u6e20\u9053\u5546\u62a5\u4ef7 180 \u4e07\uff0c\u5df2\u6bd4\u4e0a\u6708\u6da8 12%\uff1b\u800c\u540c\u671f\u5317\u4eac\u4ea6\u5e84 4 kW \u673a\u67dc\u6708\u79df\u7834 8500 \u5143\uff0c\u8fd8\u5f97\u6392\u961f\u3002\u201d<br \/>\n\u2014\u2014\u300a\u4e2d\u56fd AI \u7b97\u529b\u666f\u6c14\u6307\u6570\u300b5 \u6708\u53f7<\/p>\n<\/blockquote>\n<p>\u8fd9\u6761\u770b\u4f3c\u51b7\u51b0\u51b0\u7684\u884c\u60c5\uff0c\u76f4\u63a5\u628a\u201c\u81ea\u5efa\u8fd8\u662f\u79df\u8d41\u201d\u7684\u62f7\u95ee\u63a8\u5230\u4e86\u6bcf\u4e2a CTO \u9762\u524d\uff1a\u5927\u6a21\u578b\u8bad\u7ec3\u5230\u5e95\u8981\u4e0d\u8981\u81ea\u5df1\u4e70\u673a\u5668\uff1f\u6211\u4eec\u628a 12 \u4e2a\u6708\u771f\u5b9e TCO \u62c6\u7ed9\u4f60\u770b\uff0c\u7ed3\u8bba\u5148\u653e\u2014\u2014<strong>\u540c\u6837 8\u00d7A100 80GB \u573a\u666f\uff0c\u81ea\u6295 260 \u4e07\u5143\uff0c\u661f\u5b87\u667a\u7b97 GPU\u4e91\u4e3b\u673a \u6309\u9700\u4ec5 88 \u4e07\u5143\uff0c\u8282\u7701 66%<\/strong>\u3002\u4e0b\u9762\u9010\u9879\u62c6\u89e3\uff0c\u770b\u770b\u94b1\u90fd\u82b1\u5728\u54ea\u513f\u3002<\/p>\n<hr \/>\n<h2>1. \u8d26\u5355\u62c6\u89e3\uff1a\u81ea\u5efa A100 \u670d\u52a1\u5668 12 \u4e2a\u6708\u786c\u6210\u672c<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u9879\u76ee<\/th>\n<th>\u5355\u4ef7\/\u91cf<\/th>\n<th>12 \u4e2a\u6708\u5c0f\u8ba1<\/th>\n<th>\u5907\u6ce8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>8\u00d7A100 80GB \u6574\u673a<\/td>\n<td>180 \u4e07<\/td>\n<td>180 \u4e07<\/td>\n<td>\u542b NVLink\u3001NVSwitch\uff0c\u4e0d\u542b\u7a0e<\/td>\n<\/tr>\n<tr>\n<td>\u673a\u623f\u6258\u7ba1 4 kW \u673a\u67dc<\/td>\n<td>0.9 \u4e07\/\u6708<\/td>\n<td>10.8 \u4e07<\/td>\n<td>\u4ea6\u5e84 Tier3+\uff0c\u53cc\u8def\u5e02\u7535<\/td>\n<\/tr>\n<tr>\n<td>\u7535\u8d39 4 kW\u00d724 h\u00d7365\u00d71.2 \u5143<\/td>\n<td>\u2014\u2014<\/td>\n<td>4.2 \u4e07<\/td>\n<td>PUE 1.3 \u5df2\u6298\u7b97<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u7ef4\u5de5\u7a0b\u5e08 0.5 FTE<\/td>\n<td>2.5 \u4e07\/\u6708<\/td>\n<td>30 \u4e07<\/td>\n<td>7\u00d724 \u503c\u73ed\u3001CUDA \u5347\u7ea7\u3001\u6545\u969c\u6362\u5361<\/td>\n<\/tr>\n<tr>\n<td>\u5907\u4ef6\u4e0e\u6298\u65e7\u9884\u7559<\/td>\n<td>\u2014\u2014<\/td>\n<td>35 \u4e07<\/td>\n<td>\u6309 5 \u5e74\u6298\u65e7+5% \u5907\u4ef6<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5408\u8ba1<\/strong><\/td>\n<td><\/td>\n<td><strong>260 \u4e07<\/strong><\/td>\n<td>\u4e0d\u542b\u7f51\u7edc\u3001\u5b58\u50a8\u6269\u5bb9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>2. \u540c\u914d\u5bf9\u6bd4\uff1a\u661f\u5b87\u667a\u7b97 GPU\u670d\u52a1\u5668\u79df\u7528 88 \u4e07\u600e\u4e48\u7b97\uff1f<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u4e24\u79cd\u8ba1\u8d39\u6a21\u5f0f\uff0c\u6211\u4eec\u6309\u771f\u5b9e\u4e1a\u52a1\u7ec4\u5408\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u4e1a\u52a1\u9636\u6bb5<\/th>\n<th>\u5468\u671f<\/th>\n<th>\u6a21\u5f0f<\/th>\n<th>\u5355\u4ef7<\/th>\n<th>\u8d39\u7528<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5927\u6a21\u578b\u8bad\u7ec3<\/td>\n<td>3 \u4e2a\u6708<\/td>\n<td>\u5305\u6708 8\u00d7A100<\/td>\n<td>19.9 \u4e07\/\u6708<\/td>\n<td>59.7 \u4e07<\/td>\n<\/tr>\n<tr>\n<td>\u5fae\u8c03 &amp; \u63a8\u7406<\/td>\n<td>4 \u4e2a\u6708<\/td>\n<td>\u6309\u9700 4\u00d7A100<\/td>\n<td>2.8 \u5143\/\u5361\/\u65f6<\/td>\n<td>32.3 \u4e07<\/td>\n<\/tr>\n<tr>\n<td>\u4e1a\u52a1\u6682\u505c<\/td>\n<td>5 \u4e2a\u6708<\/td>\n<td>\u65e0 GPU \u6a21\u5f0f<\/td>\n<td>0.12 \u5143\/\u6838\/\u65f6<\/td>\n<td>3.5 \u4e07<\/td>\n<\/tr>\n<tr>\n<td>\u516c\u7f51\u3001\u5b58\u50a8\u3001\u955c\u50cf<\/td>\n<td>\u5168\u5468\u671f<\/td>\n<td>\u8d60\u9001<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5408\u8ba1<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><strong>88 \u4e07<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p>\u6309\u9700\u5b9e\u4f8b\u7cbe\u786e\u5230\u79d2\uff0c\u8bad\u7ec3\u7ed3\u675f\u7acb\u5373\u91ca\u653e\uff0c<strong>GPU 0 \u95f2\u7f6e<\/strong>\uff1b\u6682\u505c\u9636\u6bb5\u5207\u201c\u65e0 GPU \u6a21\u5f0f\u201d\uff0c\u4ee3\u7801\u8c03\u8bd5\u3001\u6570\u636e\u96c6\u6574\u7406\u7167\u6837\u5728\u7ebf\u5b8c\u6210\uff0c\u6210\u672c\u76f4\u63a5\u964d\u5230 CPU \u7ea7\u522b\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>3. \u9690\u6027\u6210\u672c\uff1a\u81ea\u5efa\u201c\u6389\u5361\u201d\u6bd4\u4f60\u60f3\u7684\u66f4\u8d35<\/h2>\n<ol>\n<li><strong>\u6545\u969c\u505c\u673a<\/strong>\uff1aA100 \u5355\u5361\u8fd4\u5382\u5468\u671f 4\u20136 \u5468\uff0c8 \u5361\u96c6\u7fa4\u4e00\u5e74\u81f3\u5c11 1\u20132 \u6b21\u6389\u5361\uff0c\u6309 95% \u53ef\u7528\u7387\u8ba1\u7b97\uff0c<strong>\u989d\u5916\u6d6a\u8d39 18 \u4e07\u7b97\u529b\u79df\u91d1<\/strong>\u3002  <\/li>\n<li><strong>\u73af\u5883\u7ef4\u62a4<\/strong>\uff1aCUDA\u3001PyTorch\u3001NCCL \u6bcf\u5b63\u5ea6\u5347\u7ea7\u4e00\u6b21\uff0c0.5 \u4e2a\u5de5\u7a0b\u5e08\u6bcf\u6b21 3 \u5929\uff0c<strong>\u4e00\u5e74 30 \u4e2a\u4eba\u65e5=7.5 \u4e07\u4eba\u5de5<\/strong>\u3002  <\/li>\n<li><strong>\u6269\u5bb9\u7126\u8651<\/strong>\uff1a\u8bad\u7ec3\u4efb\u52a1\u7a81\u7136\u4ece 8 \u5361\u6269\u5230 32 \u5361\uff0c\u81ea\u5efa\u9700\u4e34\u65f6\u91c7\u8d2d\uff0c\u4ea4\u4ed8\u5468\u671f 45 \u5929\uff1b\u800c GPU\u4e91\u4e3b\u673a 5 \u5206\u949f\u53ef\u62c9\u8d77\uff0c<strong>\u673a\u4f1a\u6210\u672c\u65e0\u6cd5\u91cf\u5316\u5374\u771f\u5b9e\u5b58\u5728<\/strong>\u3002<\/li>\n<\/ol>\n<hr \/>\n<h2>4. \u5f39\u6027\u573a\u666f\uff1a\u8bad\u7ec3\u2192\u63a8\u7406\u2192\u6682\u505c\uff0c\u79df\u8d41\u5982\u4f55 0 \u95f2\u7f6e<\/h2>\n<p>\u661f\u5b87\u667a\u7b97 GPU\u670d\u52a1\u5668\u79df\u7528 \u628a\u201c\u5f39\u6027\u201d\u505a\u6210\u4e09\u4e2a\u6309\u952e\uff1a<\/p>\n<ul>\n<li><strong>\u8bad\u7ec3\u9636\u6bb5<\/strong>\uff1a\u4e00\u952e\u9009\u62e9\u201cPyTorch 2.1 + CUDA 12.1\u201d\u955c\u50cf\uff0c8\u00d7A100 80GB NVLink \u6ee1\u8840 600 GB\/s \u5e26\u5bbd\uff0c\u6570\u636e\u6e56 3 TB \u514d\u8d39\u3002  <\/li>\n<li><strong>\u63a8\u7406\u9636\u6bb5<\/strong>\uff1a\u5207\u5230 4\u00d7A100\uff0c\u5f00\u542f <a href=\"https:\/\/www.starverse-ai.com\">TensorRT-LLM \u52a0\u901f<\/a>\uff0cQPS \u63d0\u5347 3.4 \u500d\uff0c\u8d39\u7528\u51cf\u534a\u3002  <\/li>\n<li><strong>\u6682\u505c\u9636\u6bb5<\/strong>\uff1a\u91ca\u653e GPU\uff0c\u5b9e\u4f8b\u81ea\u52a8\u8fdb\u5165\u201c\u65e0 GPU \u6a21\u5f0f\u201d\uff0c\u4ec5\u4fdd\u7559 CPU \u4e0e \u4e91\u76d8\uff0c\u4ee3\u7801\u3001\u73af\u5883\u3001SSH \u7f16\u53f7\u5168\u4fdd\u7559\uff0c<strong>\u8d39\u7528\u76f4\u964d 95%<\/strong>\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>5. \u51b3\u7b56\u6811\uff1a\u4ec0\u4e48\u89c4\u6a21\u4e0b GPU\u670d\u52a1\u5668\u79df\u7528 \u4e00\u5b9a\u4f18\u4e8e\u81ea\u5efa\uff1f<\/h2>\n<p>\u628a 260 \u4e07\u4e0e 88 \u4e07\u753b\u6210\u4e24\u6761\u7ebf\uff0c\u4ea4\u53c9\u70b9\u5373\u4e3a\u81ea\u5efa\u201c\u76c8\u4e8f\u5e73\u8861\u7ebf\u201d\u3002\u6839\u636e\u8fc7\u53bb 200 \u5bb6\u5ba2\u6237\u7684\u771f\u5b9e\u6570\u636e\uff0c\u6211\u4eec\u7ed9\u51fa\u4e00\u5f20\u901f\u67e5\u8868\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u8bad\u7ec3\u89c4\u6a21<\/th>\n<th>\u603b\u5361\u65f6\/\u5e74<\/th>\n<th>\u81ea\u5efa TCO<\/th>\n<th>\u661f\u5b87\u667a\u7b97 TCO<\/th>\n<th>\u7ed3\u8bba<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u22648 \u5361\uff0c\u95f4\u6b47\u8bad\u7ec3<\/td>\n<td>&lt;30 \u4e07\u5361\u65f6<\/td>\n<td>260 \u4e07<\/td>\n<td>80\u201390 \u4e07<\/td>\n<td><strong>\u79df\u8d41\u5b8c\u80dc<\/strong><\/td>\n<\/tr>\n<tr>\n<td>32 \u5361\uff0c\u8fde\u7eed 6 \u4e2a\u6708<\/td>\n<td>140 \u4e07\u5361\u65f6<\/td>\n<td>1000 \u4e07<\/td>\n<td>780 \u4e07<\/td>\n<td><strong>\u79df\u8d41\u4ecd\u7701 22%<\/strong><\/td>\n<\/tr>\n<tr>\n<td>128 \u5361\uff0c365\u00d724 h<\/td>\n<td>1120 \u4e07\u5361\u65f6<\/td>\n<td>4000 \u4e07<\/td>\n<td>4100 \u4e07<\/td>\n<td>\u81ea\u5efa\u5f00\u59cb\u5360\u4f18<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p>\u7ed3\u8bba\u7b80\u5355\u7c97\u66b4\uff1a<strong>\u53ea\u8981\u5e74\u5361\u65f6\u4f4e\u4e8e 200 \u4e07\uff0cGPU\u4e91\u4e3b\u673a \u4e00\u5b9a\u66f4\u4fbf\u5b9c<\/strong>\uff1b\u9ad8\u4e8e 200 \u4e07\u5361\u65f6\u518d\u8003\u8651\u81ea\u5efa\uff0c\u4f46\u522b\u5fd8\u4e86\u628a 35% \u7684\u9690\u6027\u6210\u672c\u518d\u7b97\u4e00\u904d\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>6. \u65b0\u7528\u6237\u798f\u5229\uff1a10 \u5143\u4f53\u9a8c\u91d1\u7acb\u523b\u4e0a\u624b<\/h2>\n<p>\u73b0\u5728\u6ce8\u518c <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u8d26\u6237\uff0c<strong>\u7acb\u5373\u5230\u8d26 10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c\u53ef\u62b5\u6263\u4efb\u610f GPU\u670d\u52a1\u5668\u79df\u7528 \u8d39\u7528\u2014\u2014\u6309\u91cf 4\u00d7A100 80GB \u7ea6 90 \u5206\u949f\uff0c\u8db3\u591f\u628a 7B \u6a21\u578b finetune \u4e00\u904d\u3002\u65e0\u9700\u7b7e\u7ea6\u3001\u65e0\u9700\u62bc\u91d1\uff0c<strong>\u771f\u6b63\u7684\u201c\u5148\u4f53\u9a8c\u540e\u4ed8\u8d39\u201d<\/strong>\u3002<\/p>\n<hr \/>\n<h2>\u7ed3\u8bed<\/h2>\n<p>\u7b97\u529b\u4e0d\u662f\u8d44\u4ea7\uff0c\u800c\u662f\u7535\u8d39\u52a0\u65f6\u95f4\u7684\u201c\u6d88\u8017\u54c1\u201d\u3002\u5f53 GPU \u66f4\u65b0\u5468\u671f\u4ece 3 \u5e74\u7f29\u77ed\u5230 18 \u4e2a\u6708\uff0c\u5f53\u5927\u6a21\u578b\u8fed\u4ee3\u4ece\u5b63\u5ea6\u53d8\u6210\u5468\uff0c<strong>\u201c\u6309\u9700\u83b7\u53d6\u3001\u6309\u79d2\u8ba1\u8d39\u201d\u624d\u662f\u7b97\u529b\u7684\u7ec8\u6781\u5f62\u6001<\/strong>\u3002\u628a\u91cd\u8d44\u4ea7\u4ea4\u7ed9\u661f\u5b87\u667a\u7b97 GPU\u4e91\u4e3b\u673a\uff0c\u8ba9\u56e2\u961f\u628a\u7cbe\u529b\u7559\u7ed9\u6570\u636e\u3001\u7b97\u6cd5\u4e0e\u4e1a\u52a1\u589e\u957f\u2014\u2014<strong>\u7701\u4e0b\u7684 172 \u4e07\uff0c\u8db3\u591f\u518d\u96c7 3 \u4e2a\u7b97\u6cd5\u79d1\u5b66\u5bb6\uff0c\u628a\u6a21\u578b\u7cbe\u5ea6\u518d\u63d0 2 \u4e2a\u767e\u5206\u70b9<\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c2024 \u5e74\uff0c\u4e00\u53f0 8\u00d7A100 80GB \u7684 DGX \u6574&hellip;<\/p>\n","protected":false},"author":2,"featured_media":3135,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3136","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":125,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3136","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=3136"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3136\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3135"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3136"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3136"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3136"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}