{"id":3384,"date":"2026-03-13T12:40:32","date_gmt":"2026-03-13T04:40:32","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3384"},"modified":"2026-03-13T12:40:32","modified_gmt":"2026-03-13T04:40:32","slug":"%e7%a7%91%e7%a0%94%e5%85%9a%e7%a6%8f%e9%9f%b3%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e6%b5%b7%e9%87%8f%e5%85%ac%e5%bc%80%e6%95%b0%e6%8d%ae%e9%9b%86%e4%b8%80%e9%94%ae%e6%8c%82%e8%bd%bd%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3384","title":{"rendered":"\u79d1\u7814\u515a\u798f\u97f3\uff1a\u661f\u5b87\u667a\u7b97\u6d77\u91cf\u516c\u5f00\u6570\u636e\u96c6\u4e00\u952e\u6302\u8f7d\uff0c\u8bba\u6587\u590d\u73b0\u65f6\u95f4\u51cf\u534a"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1773376832_eb2b13.png\" alt=\"\u79d1\u7814\u515a\u798f\u97f3\uff1a\u661f\u5b87\u667a\u7b97\u6d77\u91cf\u516c\u5f00\u6570\u636e\u96c6\u4e00\u952e\u6302\u8f7d\uff0c\u8bba\u6587\u590d\u73b0\u65f6\u95f4\u51cf\u534a\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u80cc\u666f\u8d44\u8baf\uff1a2024 \u5e74 4 \u6708\uff0cCVPR \u5b98\u65b9\u7edf\u8ba1\u663e\u793a\uff0c\u8d85\u8fc7 63% \u7684\u62d2\u7a3f\u7406\u7531\u5305\u542b\u201c\u5b9e\u9a8c\u65e0\u6cd5\u590d\u73b0\u201d\u6216\u201c\u6570\u636e\u94fe\u8def\u4e0d\u5b8c\u6574\u201d\u3002\u800c\u5728\u56fd\u5185\u9ad8\u6821\uff0c\u4e0b\u8f7d\u4e00\u6b21 ImageNet-1K \u5e73\u5747\u9700\u8981 46 \u5c0f\u65f6\uff0cLAION-5B \u7684\u51b7\u542f\u52a8\u6210\u672c\u66f4\u662f\u9ad8\u8fbe\u5343\u5143\u7ea7\u5b58\u50a8\u8d39\u2014\u2014\u201c\u7b97\u529b\u7b49\u4eba\u201d\u65e9\u5df2\u53d8\u6210\u201c\u6570\u636e\u7b49\u7b97\u529b\u201d\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>\u79d1\u7814\u515a\u798f\u97f3\uff1a\u661f\u5b87\u667a\u7b97\u6d77\u91cf\u516c\u5f00\u6570\u636e\u96c6\u4e00\u952e\u6302\u8f7d\uff0c\u8bba\u6587\u590d\u73b0\u65f6\u95f4\u51cf\u534a<\/h2>\n<h3>\u2460 \u75db\u70b9\uff1a\u4e0b\u8f7d ImageNet\u3001LAION-5B \u6162\u3001\u5b58\u50a8\u8d35<\/h3>\n<p>\u201c\u9884\u8bad\u7ec3\u6a21\u578b+\u516c\u5f00\u6570\u636e\u96c6\u201d\u662f CV \u8bba\u6587\u7684\u6807\u914d\uff0c\u5374\u4e5f\u662f\u79d1\u7814\u6548\u7387\u7684\u7b2c\u4e00\u53ea\u62e6\u8def\u864e\u3002<br \/>\n&#8211; \u6821\u56ed\u7f51\u591c\u95f4\u9650\u901f\uff0cImageNet-1K 150 GB \u5e38\u5e38\u8dd1\u5230\u65ad\u7ebf\uff1b<br \/>\n&#8211; \u516c\u6709\u4e91\u6d41\u91cf 0.8 \u5143\/GB\uff0cLAION-5B 2.3 TB \u4ec5\u4e0b\u8f7d\u8d39\u5c31\u903c\u8fd1 2000 \u5143\uff1b<br \/>\n&#8211; \u672c\u5730 NAS \u6269\u5bb9\uff0c8 TB \u4f01\u4e1a\u7ea7\u786c\u76d8 1500 \u5143\uff0c\u8fd8\u8981\u81ea\u5df1 RAID\u3001\u5907\u4efd\u3001\u65ad\u7535\u4fdd\u62a4\u3002  <\/p>\n<p>\u66f4\u7cdf\u7684\u662f\uff0c\u6570\u636e\u4e0b\u8f7d\u5b8c\uff0cGPU \u670d\u52a1\u5668\u79df\u7528 \u7684\u6392\u961f\u624d\u521a\u521a\u5f00\u59cb\u3002\u7b97\u529b\u7a7a\u8f6c\u3001\u94b1\u5305\u6d41\u8840\uff0c\u5b9e\u9a8c\u8fdb\u5ea6\u88ab\u8feb\u4e00\u62d6\u518d\u62d6\u3002<\/p>\n<h3>\u2461 \u89e3\u51b3\uff1a\u5e73\u53f0\u5185\u7f6e 300+TB \u6570\u636e\u96c6\uff0cNFS \u79d2\u7ea7\u6302\u8f7d\uff0c\u514d\u6d41\u91cf\u8d39<\/h3>\n<p><a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u628a\u201c\u6570\u636e\u642c\u8fd0\u201d\u8fd9\u4ef6\u4e8b\u76f4\u63a5\u505a\u8fdb\u4e86\u4e91\u5185\u6838\u3002<br \/>\n&#8211; \u516c\u5171\u8d44\u6e90\u6c60\u5df2\u955c\u50cf 300+TB \u4e3b\u6d41\u6570\u636e\u96c6\uff1aImageNet-1K\/22K\u3001LAION-5B\u3001COCO\u3001OpenImages\u3001SpeechCommands\u3001LibriLight\u2026\u2026\u7248\u672c\u4e0e\u5b98\u65b9 MD5 \u4e00\u81f4\uff0c\u6bcf\u5468\u540c\u6b65\u66f4\u65b0\uff1b<br \/>\n&#8211; NFS \u53ea\u8bfb\u6302\u8f7d\uff0c<strong>\u4e0d\u5360\u7528\u4e2a\u4eba\u78c1\u76d8\u914d\u989d<\/strong>\uff0c\u65e0\u9700\u9884\u4ed8\u8d39\u3001\u65e0\u51fa\u7ad9\u6d41\u91cf\u8d39\uff1b<br \/>\n&#8211; \u5728 GPU\u4e91\u4e3b\u673a \u5185\u6572\u4e00\u884c <code>cp \/dataset\/ImageNet .\/ -r<\/code>\uff0c\u5373\u53ef\u628a\u6570\u636e\u514b\u9686\u5230\u672c\u5730\u4e91\u786c\u76d8\uff0c\u901f\u5ea6\u7a33\u5b9a\u5728 2 GB\/s\uff1b<br \/>\n&#8211; \u652f\u6301\u8de8\u5b9e\u4f8b\u5171\u4eab\uff0cA \u540c\u5b66\u6302\u8f7d\u540e\uff0cB \u540c\u5b66\u76f4\u63a5\u590d\u7528\uff0c\u56e2\u961f\u534f\u540c\u96f6\u7b49\u5f85\u3002  <\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u8fc7\u53bb 7\u00d724 \u5c0f\u65f6\u201c\u4e0b\u8f7d\u2192\u89e3\u538b\u2192\u6821\u9a8c\u2192\u4e0a\u4f20\u201d\u56db\u90e8\u66f2\uff0c\u5982\u4eca\u53d8\u6210 30 \u79d2\u201c\u6302\u8f7d\u2192\u5f00\u8bad\u201d\u4e24\u6b65\u8d70\uff0c\u5b58\u50a8\u9884\u7b97\u76f4\u63a5\u5f52\u96f6\u3002<\/p>\n<h3>\u2462 \u6848\u4f8b\uff1a\u67d0\u9ad8\u6821 CV \u56e2\u961f\u590d\u73b0 DINOv2\uff0c\u6570\u636e\u51c6\u5907\u4ece 7 \u5929\u7f29\u5230 30 \u5206\u949f<\/h3>\n<p>\u6d59\u6c5f\u5927\u5b66\u89c6\u89c9\u8ba1\u7b97\u56e2\u961f 5 \u6708\u9700\u8981\u5c06 DINOv2 \u5728 ImageNet-22K \u4e0a\u91cd\u8bad 10 \u4e2a epoch\uff0c\u4ee5\u9a8c\u8bc1\u81ea\u84b8\u998f\u6539\u8fdb\u6a21\u5757\u3002<br \/>\n&#8211; \u4f20\u7edf\u8def\u5f84\uff1a\u5b9e\u9a8c\u5ba4 1 Gb \u5c0f\u6c34\u7ba1\uff0c\u9884\u8ba1\u4e0b\u8f7d 60 \u5c0f\u65f6\uff1b\u518d\u52a0\u4e0a 4 \u5757 8 TB \u786c\u76d8\u505a\u5197\u4f59\uff0c\u603b\u6210\u672c 3600 \u5143\u3002<br \/>\n&#8211; \u661f\u5b87\u667a\u7b97\u8def\u5f84\uff1a<br \/>\n  1. \u6ce8\u518c\u5373\u9886 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u5f00\u901a 8 \u5361 RTX 4090 GPU\u670d\u52a1\u5668\u79df\u7528 \u5b9e\u4f8b\uff1b<br \/>\n  2. \u63a7\u5236\u53f0\u4e00\u952e\u6302\u8f7d ImageNet-22K\uff08\u7ea6 800 GB\uff09\uff0cNFS \u5ef6\u8fdf &lt; 3 ms\uff1b<br \/>\n  3. 30 \u5206\u949f\u5185\u5b8c\u6210\u6570\u636e\u514b\u9686\uff0c\u76f4\u63a5\u542f\u52a8\u8bad\u7ec3\uff1b<br \/>\n  4. 10 \u4e2a epoch \u7528\u65f6 38 \u5c0f\u65f6\uff0c\u603b\u82b1\u8d39 992 \u5143\uff0c\u6bd4\u672c\u5730\u65b9\u6848\u8282\u7701 72%\u3002  <\/p>\n<p>\u56e2\u961f\u8d1f\u8d23\u4eba\u674e\u535a\u58eb\u53cd\u9988\uff1a\u201c\u6211\u4eec\u628a\u539f\u672c\u7528\u6765\u76ef\u4e0b\u8f7d\u8fdb\u5ea6\u7684\u4e24\u5929\uff0c\u62ff\u6765\u8c03\u53c2\u548c\u5199\u4ee3\u7801\uff0c\u5b9e\u9a8c\u5468\u671f\u76f4\u63a5\u7f29\u77ed\u4e00\u5468\uff0c\u6295\u7a3f\u5e95\u6c14\u66f4\u8db3\u3002\u201d<\/p>\n<h3>\u2463 \u989d\u5916\u798f\u5229\uff1a\u6559\u80b2\u90ae\u7bb1\u8ba4\u8bc1\u518d\u4eab GPU\u79df\u8d41 9 \u6298\uff0c\u53ef\u5f00\u53d1\u7968<\/h3>\n<ul>\n<li>\u9ad8\u6821\u5e08\u751f\u7528 edu \u90ae\u7bb1\u5b8c\u6210\u5b9e\u540d\u8ba4\u8bc1\uff0c\u81ea\u52a8\u5347\u7ea7\u201c\u6559\u80b2\u4f1a\u5458\u201d\uff0c<a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u4e0e <a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a> \u5168\u7cfb\u5217 9 \u6298\uff0c\u4e0d\u9650\u65f6\u957f\uff1b  <\/li>\n<li>\u5e73\u53f0\u652f\u6301\u5f00\u5177\u589e\u503c\u7a0e\u4e13\u7528\/\u666e\u901a\u53d1\u7968\uff0c\u8bfe\u9898\u7ed3\u9898\u3001\u8d22\u52a1\u62a5\u9500\u65e0\u969c\u788d\uff1b  <\/li>\n<li>\u9080\u8bf7\u597d\u53cb\u518d\u5f97 50 \u5143\u7b97\u529b\u5238\uff0c\u53ef\u53e0\u52a0\u5b98\u65b9\u6d3b\u52a8\uff0c\u6700\u9ad8\u62b5 30% \u8d26\u5355\u3002  <\/li>\n<\/ul>\n<hr \/>\n<h2>\u4e0d\u6b62\u4e8e\u6570\u636e\u96c6\uff0c\u66f4\u662f AI\u5e94\u7528 \u4e00\u7ad9\u5f0f\u5165\u53e3<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u540c\u6b65\u5185\u7f6e 1500+ \u9884\u8bad\u7ec3\u6a21\u578b\u4e0e\u70ed\u95e8\u955c\u50cf\uff1aDiffusers\u3001Stable Video Diffusion\u3001LLaMA-Factory\u3001AutoGPTQ\u3001MMDetection\u2026\u2026\u70b9\u51fb\u5373\u7528\u3002<br \/>\n&#8211; 1 \u5206\u949f\u542f\u52a8 Stable Diffusion WebUI\uff0c\u7701\u53bb CUDA\u3001PyTorch \u73af\u5883\u5751\uff1b<br \/>\n&#8211; \u8de8\u5b9e\u4f8b\u6301\u4e45\u5316\u4e91\u786c\u76d8\uff0c\u8bad\u7ec3\u4e2d\u65ad\u53ef\u76f4\u63a5\u6362\u5361\u7eed\u8dd1\uff0c\u6743\u91cd\u4e0d\u4e22\u5931\uff1b<br \/>\n&#8211; \u6309\u9700\/\u5305\u6708\/\u5305\u5e74\u4e09\u79cd\u8ba1\u8d39\uff0cRTX 409D \u4f4e\u81f3 1.68 \u5143\/\u5361\u65f6\uff0cA100 40G 7.9 \u5143\/\u5361\u65f6\uff0c\u6bd4\u4e3b\u6d41\u4e91\u5382\u5546\u4f4e 35%+\u3002  <\/p>\n<hr \/>\n<h2>\u7acb\u5373\u4f53\u9a8c\uff0c\u544a\u522b\u201c\u6570\u636e\u7126\u8651\u201d<\/h2>\n<ol>\n<li>\u8bbf\u95ee <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97\u5b98\u7f51<\/a>\uff0c\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff1b  <\/li>\n<li>\u521b\u5efa GPU\u4e91\u4e3b\u673a\uff0c\u52fe\u9009\u201c\u516c\u5171\u6570\u636e\u96c6\u201d\uff1b  <\/li>\n<li>30 \u79d2\u5185\u6302\u8f7d ImageNet\u3001LAION-5B \u7b49\u4efb\u610f\u6570\u636e\uff0c\u76f4\u63a5 <code>torchrun train.py<\/code>\u3002  <\/li>\n<\/ol>\n<p>\u8ba9\u4e0b\u8f7d\u3001\u5b58\u50a8\u3001\u6821\u9a8c\u7684\u6f2b\u957f\u9ed1\u591c\u6210\u4e3a\u8fc7\u53bb\uff0c\u628a\u5b9d\u8d35\u7684\u79d1\u7814\u65f6\u95f4\u8fd8\u7ed9\u521b\u610f\u4e0e\u4ee3\u7801\u3002\u661f\u5b87\u667a\u7b97\uff0c\u4e0e\u4f60\u4e00\u8d77\u628a\u590d\u73b0\u65f6\u95f4\u51cf\u534a\uff0c\u628a\u8bba\u6587\u547d\u4e2d\u7387\u52a0\u500d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u80cc\u666f\u8d44\u8baf\uff1a2024 \u5e74 4 \u6708\uff0cCVPR \u5b98\u65b9\u7edf\u8ba1\u663e\u793a\uff0c\u8d85\u8fc7&hellip;<\/p>\n","protected":false},"author":2,"featured_media":3383,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3384","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\/3384","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=3384"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3384\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3383"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3384"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3384"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3384"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}