{"id":1983,"date":"2026-02-25T16:14:22","date_gmt":"2026-02-25T08:14:22","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/1983"},"modified":"2026-02-25T16:14:22","modified_gmt":"2026-02-25T08:14:22","slug":"%e5%86%85%e5%ad%98%e4%bb%b7%e6%a0%bc%e9%a3%99%e5%8d%87%ef%bc%8cai%e5%85%ac%e5%8f%b8%e8%87%aa%e5%bb%ba%e5%ad%98%e5%82%a8%e7%93%b6%e9%a2%88%e6%80%8e%e4%b9%88%e7%a0%b4%ef%bc%9f%e6%98%9f%e5%ae%87%e6%99%ba","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/1983","title":{"rendered":"\u5185\u5b58\u4ef7\u683c\u98d9\u5347\uff0cAI\u516c\u53f8\u81ea\u5efa\u5b58\u50a8\u74f6\u9888\u600e\u4e48\u7834\uff1f\u661f\u5b87\u667a\u7b97\u5bf9\u8c61\u5b58\u50a8+GPU\u76f4\u8fde\u65b9\u6848\u89e3\u6790"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1772007262_72b20d.png\" alt=\"\u5185\u5b58\u4ef7\u683c\u98d9\u5347\uff0cAI\u516c\u53f8\u81ea\u5efa\u5b58\u50a8\u74f6\u9888\u600e\u4e48\u7834\uff1f\u661f\u5b87\u667a\u7b97\u5bf9\u8c61\u5b58\u50a8+GPU\u76f4\u8fde\u65b9\u6848\u89e3\u6790\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<h1>\u5185\u5b58\u4ef7\u683c\u98d9\u5347\uff0cAI\u516c\u53f8\u81ea\u5efa\u5b58\u50a8\u74f6\u9888\u600e\u4e48\u7834\uff1f\u661f\u5b87\u667a\u7b97\u5bf9\u8c61\u5b58\u50a8+GPU\u76f4\u8fde\u65b9\u6848\u89e3\u6790<\/h1>\n<blockquote>\n<p>\u201cHBM \u5408\u7ea6\u4ef7 Q2 \u518d\u6da8 18%\uff0c\u4f01\u4e1a\u7ea7 SSD \u4e5f\u8ddf\u8fdb 12%\uff0c\u5b58\u50a8\u6210\u672c\u5df2\u5360 AI \u670d\u52a1\u5668\u603b\u9884\u7b97 35%\u3002\u201d\u2014\u2014\u8fd9\u662f\u672c\u5468\u4e09\u5927\u5b58\u50a8\u539f\u5382\u8d22\u62a5\u7535\u8bdd\u4f1a\u91cc\u6700\u5e38\u88ab\u5f15\u7528\u7684\u4e00\u53e5\u8bdd\u3002\u5f53 GPU \u7b97\u529b\u4ef7\u683c\u56e0\u4f9b\u9700\u7f13\u548c\u800c\u5c0f\u5e45\u4e0b\u63a2\u65f6\uff0c\u5b58\u50a8\u53cd\u800c\u6210\u4e3a\u541e\u566c\u5229\u6da6\u7684\u201c\u9690\u5f62\u9ed1\u6d1e\u201d\u3002\u66f4\u68d8\u624b\u7684\u662f\uff0c\u5927\u6a21\u578b\u8bad\u7ec3\u96c6\u52a8\u8f84 PB \u7ea7\uff0c\u4f20\u7edf\u201c\u672c\u5730 NVMe \u9635\u5217\u2192\u4e07\u5146\u7f51\u7edc\u2192\u5bf9\u8c61\u5b58\u50a8\u201d\u4e09\u5c42\u67b6\u6784\uff0c\u6570\u636e\u642c\u8fc1\u52a8\u8f84\u6570\u5929\uff0c\u8bad\u7ec3\u7a97\u53e3\u88ab IO \u65e0\u60c5\u62c9\u957f\u3002  <\/p>\n<\/blockquote>\n<h2>\u884c\u60c5\uff1aHBM \u4e0e SSD \u9f50\u6da8\uff0c\u9884\u7b97\u88ab\u201c\u6c89\u9ed8\u201d\u5403\u6389<\/h2>\n<p>\u8fc7\u53bb 18 \u4e2a\u6708\uff0cAI \u670d\u52a1\u5668 BOM \u6210\u672c\u7ed3\u6784\u53d1\u751f\u9006\u8f6c\uff1aGPU \u5361\u5360\u6bd4\u4ece 65% \u964d\u81f3 55%\uff0c\u5b58\u50a8\u5374\u4ece 25% \u98d9\u5347\u5230 35%\u3002\u539f\u56e0\u65e0\u4ed6\u2014\u2014<br \/>\n&#8211; 175B \u53c2\u6570\u6a21\u578b checkpoint \u5355\u6587\u4ef6 700 GB\uff0c\u4e00\u6b21\u5168\u91cf\u4fdd\u5b58\u5c31\u8981\u5199\u6ee1 14 \u5757 4 TB \u76d8\uff1b<br \/>\n&#8211; \u591a\u6a21\u6001\u6570\u636e\u96c6\uff08\u6587\u672c+\u56fe\u50cf+\u89c6\u9891\uff09\u8ba9\u5355\u673a NVMe \u5bb9\u91cf\u8fc5\u901f\u89c1\u5e95\uff0c\u6a2a\u5411\u6269\u5bb9\u53c8\u53d7 PCIe \u63d2\u69fd\u4e0e\u673a\u623f\u529f\u8017\u53cc\u4e0a\u9650\u5236\u7ea6\uff1b<br \/>\n&#8211; \u81ea\u5efa Ceph \u6216 MinIO \u96c6\u7fa4\uff0c\u4ea4\u4ed8\u5468\u671f 6\u20138 \u5468\uff0c\u7b49\u96c6\u7fa4\u4e0a\u7ebf\uff0c\u6a21\u578b\u5df2\u7ecf\u8fed\u4ee3\u4e24\u8f6e\u3002  <\/p>\n<h2>\u75db\u70b9\uff1aPB \u7ea7\u642c\u8fc1\u6162\u3001\u6269\u5bb9\u5468\u671f\u957f\uff0c\u8bad\u7ec3\u201c\u7b49\u7c73\u4e0b\u9505\u201d<\/h2>\n<ol>\n<li><strong>\u642c\u8fc1\u6162<\/strong>\uff1a1 PB \u6570\u636e\u901a\u8fc7 10 Gbps \u516c\u7f51\u4e0a\u4e91\uff0c\u7406\u8bba\u9700 9 \u5929\uff0c\u5b9e\u9645\u56e0\u516c\u7f51\u6296\u52a8\u7ecf\u5e38\u8d85\u65f6\u91cd\u4f20\u3002  <\/li>\n<li><strong>\u6269\u5bb9\u6162<\/strong>\uff1a\u673a\u623f\u7535\u91cf\u5ba1\u6279+\u8bbe\u5907\u91c7\u8d2d+\u4e0a\u67b6\u8c03\u4f18\uff0c\u5e73\u5747 45 \u5929\uff1b\u800c SFT\uff08\u6709\u76d1\u7763\u5fae\u8c03\uff09\u9636\u6bb5\u65b0\u589e 200 TB \u8bed\u6599\uff0c\u5f80\u5f80 3 \u5929\u5185\u5c31\u8981\u4e0a\u7ebf\u3002  <\/li>\n<li><strong>\u9884\u7b97\u6b7b\u9501<\/strong>\uff1a\u4e00\u6b21\u6027\u91c7\u8d2d\u5168\u95ea\u9635\u5217\uff0cCAPEX \u9ad8\uff1b\u82e5\u5148\u4e70\u5c11\u91cf\uff0c\u540e\u671f\u8ffd\u52a0\uff0c\u53c8\u5f97\u91cd\u65b0\u505a\u6570\u636e\u5747\u8861\uff0c\u4e1a\u52a1\u4e2d\u65ad 8\u201312 \u5c0f\u65f6\u3002  <\/li>\n<\/ol>\n<h2>\u65b9\u6848\uff1a\u661f\u5b87\u667a\u7b97 GPU \u76f4\u8fde NVMe \u7f13\u5b58 + \u5bf9\u8c61\u5b58\u50a8\u5206\u5c42<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u628a\u201cGPU \u670d\u52a1\u5668\u79df\u7528\u201d\u4e0e\u201c\u4e91\u5b58\u50a8\u201d\u505a\u4e86\u4e00\u6761 100 Gbps RDMA \u76f4\u8fde\u63a5\u7ba1\uff0c\u63a8\u51fa\u4e09\u5c42\u9012\u8fdb\u5f0f\u67b6\u6784\uff1a  <\/p>\n<table>\n<thead>\n<tr>\n<th>\u5c42\u7ea7<\/th>\n<th>\u4ecb\u8d28<\/th>\n<th>\u5ef6\u8fdf<\/th>\n<th>\u4f5c\u7528<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>GPU \u76f4\u8fde\u7f13\u5b58<\/td>\n<td>\u672c\u5730 NVMe 4.0<\/td>\n<td>20 \u00b5s<\/td>\n<td>\u8bad\u7ec3\u70ed\u6570\u636e\u3001checkpoint \u5b9e\u65f6\u8bfb\u5199<\/td>\n<\/tr>\n<tr>\n<td>\u5206\u5e03\u5f0f NVMe \u6c60<\/td>\n<td>RDMA \u6c47\u805a<\/td>\n<td>80 \u00b5s<\/td>\n<td>\u5f53\u65e5 epoch \u6570\u636e\uff0c\u5206\u949f\u7ea7\u6302\u8f7d<\/td>\n<\/tr>\n<tr>\n<td>\u5bf9\u8c61\u5b58\u50a8\u5206\u5c42<\/td>\n<td>S3 \u517c\u5bb9<\/td>\n<td>5 ms<\/td>\n<td>\u51b7\u6570\u636e\u3001\u5386\u53f2\u7248\u672c\uff0c\u6309\u9700\u9884\u53d6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li><strong>\u79d2\u7ea7\u9884\u53d6<\/strong>\uff1a\u901a\u8fc7 AI \u8bed\u4e49\u611f\u77e5\uff0c\u63d0\u524d\u628a\u4e0b\u4e00 epoch \u9700\u8981\u7684\u6570\u636e\u4ece\u5bf9\u8c61\u5b58\u50a8\u62c9\u5165\u5206\u5e03\u5f0f NVMe \u6c60\uff0c<strong>\u541e\u5410\u63d0\u5347 3\u00d7<\/strong>\uff0cGPU \u5229\u7528\u7387\u4ece 68% \u63d0\u5230 92%\u3002  <\/li>\n<li><strong>\u96f6\u6539\u9020\u63a5\u5165<\/strong>\uff1aTensorFlow\u3001PyTorch \u65e0\u9700\u4fee\u6539\u4ee3\u7801\uff0cmount \u8def\u5f84\u81ea\u52a8\u8bc6\u522b\u4e3a\u672c\u5730\u76ee\u5f55\uff1b\u8bad\u7ec3\u811a\u672c\u91cc <code>torch.save()<\/code> \u76f4\u63a5\u843d\u76d8\uff0c\u540e\u53f0\u5f02\u6b65\u6c89\u964d\u3002  <\/li>\n<li><strong>\u8de8\u5b9e\u4f8b\u5171\u4eab<\/strong>\uff1a\u540c\u4e00\u5730\u57df\u5185\u4efb\u610f GPU \u4e91\u4e3b\u673a \u5747\u53ef\u6302\u8f7d\u540c\u4e00\u5757<a href=\"https:\/\/www.starverse-ai.com\/node\/019b88aa-2fc4-790b-97e1-fdff4da0e8a6\">\u4e91\u786c\u76d8<\/a>\uff0c\u6570\u636e\u4e0d\u518d\u201c\u7ed1\u6b7b\u201d\u5355\u53f0\u673a\u5668\uff0c\u5206\u5e03\u5f0f\u8bad\u7ec3\u8282\u70b9\u4f38\u7f29\u81ea\u5982\u3002  <\/li>\n<\/ul>\n<h2>\u8d39\u7528\uff1a\u6309\u9700\u8ba1\u8d39\uff0c\u51b7\u70ed\u5206\u5c42\uff0c\u6700\u4f4e \uffe50.05\/GB\u00b7\u6708<\/h2>\n<ul>\n<li><strong>\u70ed\u5c42<\/strong>\uff08GPU \u76f4\u8fde\u7f13\u5b58\uff09\uff1a\u6309\u5c0f\u65f6\u8ba1\u8d39\uff0c\uffe50.8\/GB\u00b7\u6708\uff0c\u9002\u5408\u6b63\u5728\u8bad\u7ec3\u7684\u6a21\u578b\u6743\u91cd\uff1b  <\/li>\n<li><strong>\u6e29\u5c42<\/strong>\uff08\u5206\u5e03\u5f0f NVMe \u6c60\uff09\uff1a\uffe50.25\/GB\u00b7\u6708\uff0c\u5b58\u653e\u8fd1 7 \u65e5\u6570\u636e\u96c6\uff1b  <\/li>\n<li><strong>\u51b7\u5c42<\/strong>\uff08\u5bf9\u8c61\u5b58\u50a8\uff09\uff1a\uffe50.05\/GB\u00b7\u6708\uff0c\u5386\u53f2\u6570\u636e\u3001\u5f52\u6863 checkpoint \u957f\u671f\u4fdd\u7559\u3002  <\/li>\n<\/ul>\n<p>\u76f8\u6bd4\u4e00\u6b21\u6027\u6295\u5165 200 TB \u5168\u95ea\u7ea6 130 \u4e07\u5143\uff0c\u661f\u5b87\u667a\u7b97<strong>\u6309\u9700\u79df\u7528<\/strong>\u8ba9\u73b0\u91d1\u6d41\u51cf\u5c11 70%\uff0c\u4e14\u968f\u7528\u968f\u91ca\u653e\uff0c\u6ca1\u6709\u95f2\u7f6e\u6298\u65e7\u3002  <\/p>\n<h2>\u5b89\u5168\uff1a\u4e09\u526f\u672c + \u7aef\u5230\u7aef\u6821\u9a8c\uff0c\u8de8\u533a\u57df\u5bb9\u707e<\/h2>\n<ul>\n<li>\u6bcf\u4e00\u4efd\u5bf9\u8c61\u5b58\u50a8\u6570\u636e\u9ed8\u8ba4 3 \u526f\u672c\uff0c\u8de8\u673a\u67dc\u3001\u8de8\u4ea4\u6362\u673a\u653e\u7f6e\uff1b  <\/li>\n<li>\u7aef\u5230\u7aef CRC64 \u6821\u9a8c\uff0c\u53d1\u73b0\u9759\u9ed8\u635f\u574f\u81ea\u52a8\u56de\u6eda\u81f3\u5065\u5eb7\u526f\u672c\uff1b  <\/li>\n<li>\u652f\u6301 30 \u5206\u949f\u7ea7\u8de8\u533a\u57df\u5f02\u6b65\u590d\u5236\uff0c\u6ee1\u8db3\u91d1\u878d\u3001\u533b\u7597\u7b49\u9ad8\u5408\u89c4\u573a\u666f\u3002  <\/li>\n<\/ul>\n<h2>\u7ed3\u8bba\uff1a\u65e0\u9700\u4e00\u6b21\u6027\u8d2d\u4e70\u5b58\u50a8\u9635\u5217\uff0c\u5373\u53ef\u5f39\u6027\u5e94\u5bf9\u5927\u6570\u636e\u96c6<\/h2>\n<p>\u5f53\u5b58\u50a8\u6da8\u4ef7\u6210\u4e3a\u957f\u671f\u8d8b\u52bf\uff0cAI \u56e2\u961f\u4e0e\u5176\u62bc\u6ce8\u786c\u4ef6\u91c7\u8d2d\u65f6\u673a\uff0c\u4e0d\u5982\u628a\u91cd\u5fc3\u653e\u56de\u7b97\u6cd5\u521b\u65b0\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u201cGPU \u670d\u52a1\u5668\u79df\u7528 + GPU \u76f4\u8fde\u7f13\u5b58 + \u5bf9\u8c61\u5b58\u50a8\u5206\u5c42\u201d\u7ec4\u5408\uff0c\u628a<strong>CAPEX \u8f6c\u4e3a OPEX<\/strong>\uff0c\u8ba9\u8bad\u7ec3\u3001\u5fae\u8c03\u3001\u63a8\u7406\u5168\u94fe\u8def\u6570\u636e\u201c\u70ed\u6e29\u51b7\u201d\u81ea\u52a8\u6d41\u8f6c\uff0c<strong>\u6269\u5bb9\u5468\u671f\u4ece\u5929\u7f29\u77ed\u5230\u5206\u949f<\/strong>\uff0c\u771f\u6b63\u505a\u5230\u201c\u6a21\u578b\u53d8\u5927\uff0c\u6210\u672c\u4e0d\u6da8\u201d\u3002  <\/p>\n<p>\u73b0\u5728\u6ce8\u518c<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a>\u5373\u53ef\u9886\u53d6 <strong>10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c0.49 \u5143\/\u5c0f\u65f6\u8d77\u7545\u4eab RTX 4090 GPU \u4e91\u4e3b\u673a\uff0c\u5185\u7f6e 50+ \u516c\u5171\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff0c\u4e00\u952e\u90e8\u7f72 Stable Diffusion\u3001ChatGLM3 \u7b49\u70ed\u95e8 <a href=\"https:\/\/www.starverse-ai.com\">AI \u5e94\u7528<\/a>\u3002<br \/>\n\u628a\u5b58\u50a8\u74f6\u9888\u4ea4\u7ed9\u661f\u5b87\u667a\u7b97\uff0c\u4f60\u53ea\u8d1f\u8d23\u8ba9\u6a21\u578b\u518d\u5927\u4e00\u70b9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5185\u5b58\u4ef7\u683c\u98d9\u5347\uff0cAI\u516c\u53f8\u81ea\u5efa\u5b58\u50a8\u74f6\u9888\u600e\u4e48\u7834\uff1f\u661f\u5b87\u667a\u7b97\u5bf9\u8c61\u5b58\u50a8+&hellip;<\/p>\n","protected":false},"author":2,"featured_media":1982,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1983","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":41,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/1983","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=1983"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/1983\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/1982"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=1983"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=1983"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=1983"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}