{"id":3090,"date":"2026-03-10T14:20:46","date_gmt":"2026-03-10T06:20:46","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3090"},"modified":"2026-03-10T14:20:46","modified_gmt":"2026-03-10T06:20:46","slug":"%e5%ad%a6%e7%94%9f%e5%85%9a%e7%a6%8f%e5%88%a9%ef%bc%9a%e7%94%a8%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97gpu%e7%a7%9f%e8%b5%81kaggle%e6%95%b0%e6%8d%ae%e9%9b%86%ef%bc%8c3-%e7%be%8e%e5%85%83%e8%ae%ad","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3090","title":{"rendered":"\u5b66\u751f\u515a\u798f\u5229\uff1a\u7528\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41+Kaggle\u6570\u636e\u96c6\uff0c3 \u7f8e\u5143\u8bad\u7ec3\u4e00\u4e2a\u56fe\u50cf\u5206\u7c7bSOTA"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1773123646_c7e9f3.png\" alt=\"\u5b66\u751f\u515a\u798f\u5229\uff1a\u7528\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41+Kaggle\u6570\u636e\u96c6\uff0c3 \u7f8e\u5143\u8bad\u7ec3\u4e00\u4e2a\u56fe\u50cf\u5206\u7c7bSOTA\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c2026 \u5f00\u5e74\uff0cKaggle \u4e00\u6b21\u6027\u4e0a\u7ebf 3 \u4e2a\u767e\u4e07\u7ea7\u56fe\u50cf\u6570\u636e\u96c6\u2014\u2014\u4ece\u536b\u661f\u573a\u666f\u5230\u663e\u5fae\u7ec6\u80de\uff0c\u5355\u6587\u4ef6\u7834 300 GB\uff0c\u8bad\u7ec3\u699c\u77ac\u95f4\u5377\u5230 97% \u51c6\u786e\u7387\u624d\u6478\u94f6\u724c\u3002\u201d<br \/>\n\u8fd9\u662f\u4e0a\u5468\u5728\u5b9e\u9a8c\u5ba4\u7fa4\u5237\u5c4f\u7684\u70ed\u5e16\u3002\u4f5c\u4e3a\u4e00\u679a\u9760\u5956\u5b66\u91d1\u7eed\u547d\u7684\u5b66\u751f\u515a\uff0c\u6211\u539f\u672c\u7684\u7b2c\u4e00\u53cd\u5e94\u662f\u201c\u770b\u770b\u5c31\u597d\u201d\u3002\u6ca1\u60f3\u5230\u4e09\u5929\u540e\uff0c\u6211\u5374\u628a ConvNeXt V2 \u63a8\u5230 Top 5%\uff0c\u62ff\u4e0b\u94f6\u724c\uff0c\u800c\u8d26\u5355\u53ea\u6709 <strong>3.1 \u7f8e\u5143<\/strong>\u3002\u79d8\u8bc0\uff1f\u628a Kaggle \u6570\u636e\u96c6\u642c\u5230 <strong><a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a><\/strong> \u5e73\u53f0\u2014\u2014\u661f\u5b87\u667a\u7b97\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>\u4e00\u3001\u4e3a\u4ec0\u4e48\u5fc5\u987b\u201c\u5916\u6302\u201d\u7b97\u529b<\/h2>\n<p>Kaggle \u65b0\u6570\u636e\u96c6\u867d\u9999\uff0c\u4f46\u672c\u5730 8 GB \u663e\u5b58\u7684 RTX 3070 \u6839\u672c\u585e\u4e0d\u4e0b 512\u00d7512 \u7684\u5927\u56fe\u3002\u7528\u514d\u8d39 Colab\uff0cGPU \u7c7b\u578b\u50cf\u76f2\u76d2\uff0c\u8bad\u7ec3 30 epoch \u5f97\u9760\u5929\u5403\u996d\uff1b\u79df AWS p3.2xlarge\uff0c\u4e00\u5c0f\u65f6 3.8 \u7f8e\u5143\uff0c\u8fd8\u6ca1\u5f00\u59cb\u8c03\u53c2\uff0c\u94b1\u5305\u5148\u89c1\u5e95\u3002\u76f4\u5230\u540c\u95e8\u7529\u7ed9\u6211\u4e00\u4e2a\u94fe\u63a5\u2014\u2014<strong><a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a><\/strong> \u661f\u5b87\u667a\u7b97\uff0c\u8bf4\u662f\u201c\u5b66\u751f\u53ef\u767d\u5ad6 50 \u5361\u65f6\u201d\uff0c\u6211\u51b3\u5b9a\u8bd5\u8bd5\u3002<\/p>\n<hr \/>\n<h2>\u4e8c\u30013 \u7f8e\u5143\u593a\u94f6\u724c\u7684\u5b8c\u6574\u6d41\u7a0b<\/h2>\n<h3>1. \u6ce8\u518c\u9886\u5238\uff1a10 \u5143\u4f53\u9a8c\u91d1 + 50 \u5361\u65f6<\/h3>\n<p>\u65b0\u7528\u6237\u6ce8\u518c\u5c31\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0cedu \u6559\u80b2\u90ae\u7bb1\u518d\u9886 200 \u5361\u65f6\u3002\u6211\u9009\u7684\u662f RTX 4090 \u5b9e\u4f8b\uff08\u5355\u5361 24 GB\uff09\uff0c\u6309\u65f6\u8ba1\u8d39 0.28 \u5143\/\u5361\u65f6\uff0c\u6298\u5408\u4eba\u6c11\u5e01 <strong>0.04 \u7f8e\u5143\/\u5c0f\u65f6<\/strong>\u3002\u56db\u820d\u4e94\u5165\u7b49\u4e8e\u4e0d\u8981\u94b1\u3002<\/p>\n<h3>2. \u4e00\u952e\u6302\u8f7d Kaggle \u5b98\u65b9\u6570\u636e\u96c6<\/h3>\n<p>\u661f\u5b87\u667a\u7b97\u628a 2026 \u65b0\u4e0a\u7684 3 \u4e2a\u767e\u4e07\u7ea7\u56fe\u50cf\u6570\u636e\u96c6\u505a\u6210\u201c\u516c\u5171\u8d44\u6e90\u201d\uff0c<strong>\u65e0\u9700\u4e0b\u8f7d<\/strong>\uff0c\u76f4\u63a5\u5728\u63a7\u5236\u53f0\u70b9\u201c\u6302\u8f7d\u201d\u5373\u53ef\u3002\u7701\u6389\u7684\u4e0d\u4ec5\u662f 300 GB \u5b58\u50a8\u8d39\uff0c\u8fd8\u6709 6 \u5c0f\u65f6\u7684\u4e0b\u8f7d\u7b49\u5f85\u3002\u5b58\u50a8\u4e0d\u5360\u4e91\u76d8\u914d\u989d\uff0c\u7b49\u4e8e\u767d\u5ad6\u3002<\/p>\n<h3>3. \u9884\u88c5\u955c\u50cf + TensorBoard \u5373\u5f00\u5373\u7528<\/h3>\n<p>\u5e73\u53f0\u63d0\u4f9b <code>pytorch2.2-cuda12.1-convnext<\/code> \u4e13\u7528\u955c\u50cf\uff0c\u5df2\u96c6\u6210 <code>timm<\/code>\u3001<code>kaggle-cli<\/code>\u3001<code>tensorboard<\/code>\u3002\u542f\u52a8\u5b9e\u4f8b\u540e\uff0c\u4e00\u6761\u547d\u4ee4\u5373\u53ef\u62c9\u53d6\u6211\u7684 GitHub \u4ee3\u7801\uff0c\u8bad\u7ec3\u65e5\u5fd7\u5b9e\u65f6\u540c\u6b65\u5230\u5185\u7f6e TensorBoard\uff0c\u624b\u673a\u7aef\u4e5f\u80fd\u770b\u66f2\u7ebf\uff0c\u5f7b\u5e95\u544a\u522b\u201cssh \u6389\u7ebf\u5c31\u6293\u778e\u201d\u3002<\/p>\n<h3>4. \u8bad\u7ec3 &amp; \u8c03\u53c2<\/h3>\n<ul>\n<li>\u6a21\u578b\uff1aConvNeXt V2-Base\uff0c224\u2192384 \u6e10\u8fdb\u5206\u8fa8\u7387  <\/li>\n<li>\u6570\u636e\uff1a128 \u4e07\u5f20\u56fe\uff0c8:1:1 \u968f\u673a\u62c6\u5206  <\/li>\n<li>\u4f18\u5316\uff1aAdamW + cosine lr\uff0clabel smoothing 0.1\uff0cMixup + CutMix  <\/li>\n<li>\u786c\u4ef6\uff1a\u5355\u5f20 RTX 4090\uff0c batch_size=128\uff0cFP16 \u6df7\u5408\u7cbe\u5ea6  <\/li>\n<\/ul>\n<p>\u603b\u8017\u65f6 76 \u5361\u65f6\uff0c\u6298\u5408 <strong>2.98 \u7f8e\u5143<\/strong>\u3002\u6700\u540e\u4e00\u6b21 epoch \u9a8c\u8bc1\u51c6\u786e\u7387 97.34%\uff0cPrivate Leaderboard \u6392\u540d 4.7%\uff0c\u7a33\u7a33\u62ff\u4e0b\u94f6\u724c\u3002<\/p>\n<hr \/>\n<h2>\u4e09\u3001\u661f\u5b87\u667a\u7b97\u5230\u5e95\u7701\u5728\u54ea<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u9879\u76ee<\/th>\n<th>\u4f20\u7edf\u4e91\u5382\u5546<\/th>\n<th>\u661f\u5b87\u667a\u7b97<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>GPU \u5355\u4ef7<\/td>\n<td>1.0\u20133.8 \u7f8e\u5143\/\u5c0f\u65f6<\/td>\n<td>0.04 \u7f8e\u5143\/\u5c0f\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u96c6\u4e0b\u8f7d<\/td>\n<td>\u81ea\u4ed8\u5b58\u50a8 + \u6d41\u91cf<\/td>\n<td>0 \u6210\u672c\uff0c\u76f4\u63a5\u6302\u8f7d<\/td>\n<\/tr>\n<tr>\n<td>\u955c\u50cf\u73af\u5883<\/td>\n<td>\u624b\u52a8\u88c5\u9a71\u52a8 \/ CUDA<\/td>\n<td>\u4e00\u952e\u5373\u73a9\uff0cAI\u5e94\u7528 \u9884\u88c5<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u751f\u798f\u5229<\/td>\n<td>\u4ec5\u4fe1\u7528\u5361\u5145\u503c<\/td>\n<td>edu \u90ae\u7bb1\u518d\u9001 200 \u5361\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u989d\u5916\u652f\u51fa<\/td>\n<td>\u955c\u50cf\u8d39\u3001\u78c1\u76d8\u8d39<\/td>\n<td>\u65e0\u9690\u85cf\u8d39\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7efc\u5408\u4e0b\u6765\uff0c\u6211\u8fd9\u6b21\u5b9e\u9a8c\u53ea\u82b1\u4e86 <strong>3.1 \u7f8e\u5143<\/strong>\uff0c\u6bd4\u4e00\u676f\u62ff\u94c1\u8fd8\u4fbf\u5b9c\uff0c\u5374\u5b8c\u6210\u4e86\u539f\u672c\u9700\u8981 800 \u7f8e\u5143\u4e91\u5238\u624d\u80fd\u8dd1\u901a\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n<hr \/>\n<h2>\u56db\u3001\u5b66\u751f\u515a\u4e13\u5c5e\uff1a\u9ad8\u6821\u8ba1\u5212\u8be6\u89e3<\/h2>\n<ol>\n<li>\u51ed edu \u90ae\u7bb1\u8ba4\u8bc1\uff0c\u7acb\u5f97 200 \u5361\u65f6\uff0c\u53ef\u6362 8 \u5f20 RTX 4090 \u5e76\u884c 3 \u5c0f\u65f6\uff0c\u505a\u5c0f\u7ec4\u9879\u76ee\u7ef0\u7ef0\u6709\u4f59\u3002  <\/li>\n<li>\u53d1\u5e03\u5b9e\u9a8c\u590d\u76d8\u5e16\u6216\u5f00\u6e90\u4ee3\u7801\uff0c\u53ef\u518d\u9886 500 \u5361\u65f6\uff0c\u7b49\u4e8e <strong>1000 \u5c0f\u65f6<\/strong> \u5355\u5361\u65f6\u957f\uff0c\u6bd5\u4e1a\u8bba\u6587\u7ae0\u8282\u76f4\u63a5\u6253\u5305\u3002  <\/li>\n<li>\u5e73\u53f0\u6bcf\u6708\u4e3e\u529e\u201c\u661f\u5b87\u6311\u6218\u8d5b\u201d\uff0c\u63d0\u4f9b 1 \u4e07\u7f8e\u5143\u5956\u6c60 + \u4f01\u4e1a\u5b9e\u4e60\u76f4\u901a\u5361\uff0c\u53bb\u5e74\u51a0\u519b\u5c31\u6765\u81ea\u534e\u4e2d\u79d1\u5927\u7814\u4e8c\u56e2\u961f\u3002<\/li>\n<\/ol>\n<hr \/>\n<h2>\u4e94\u3001\u5199\u5728\u6700\u540e\uff1a\u628a\u9884\u7b97\u82b1\u5728\u60f3\u6cd5\uff0c\u800c\u4e0d\u662f\u98ce\u6247<\/h2>\n<p>\u5bf9\u5b66\u751f\u515a\u800c\u8a00\uff0cGPU \u7b97\u529b\u50cf\u6c27\u6c14\uff1a\u6ca1\u6709\u5b83\uff0cidea \u518d\u9177\u4e5f\u53ea\u80fd\u8eba\u5728 README\u3002\u661f\u5b87\u667a\u7b97\u628a <strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong> \u505a\u6210\u6309\u5c0f\u65f6\u8ba1\u4ef7\u7684\u201c\u81ea\u6765\u6c34\u201d\uff0c\u987a\u5e26\u628a\u6570\u636e\u96c6\u3001\u6a21\u578b\u3001AI\u5e94\u7528 \u5168\u90e8\u6446\u597d\uff0c\u8ba9\u4f60\u5f00\u7bb1\u5373\u7528\u3002\u7701\u4e0b\u7684\u4e0d\u4ec5\u662f\u94b1\uff0c\u8fd8\u6709\u7b49\u5f85\u548c\u8fd0\u7ef4\u7684\u5fc3\u529b\u3002\u6bd5\u7adf\uff0c<strong>3 \u7f8e\u5143\u5c31\u80fd\u8dd1 SOTA<\/strong> \u7684\u65f6\u4ee3\uff0c\u8c01\u8fd8\u613f\u610f\u82b1 3 \u5468\u53bb\u88c5\u9a71\u52a8\uff1f<\/p>\n<p>\u5982\u679c\u4f60\u4e5f\u6709\u538b\u5728\u786c\u76d8\u91cc\u7684 .ipynb\uff0c\u4e0d\u59a8\u5148\u6ce8\u518c\u9886 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u628a\u4ee3\u7801\u62d6\u5230\u661f\u5b87\u667a\u7b97\uff0c\u8ba9 RTX 4090 \u66ff\u4f60\u71ac\u591c\u3002\u4e0b\u4e00\u4e2a Kaggle \u94f6\u724c\uff0c\u4e5f\u8bb8\u53ea\u5dee\u4e00\u6b21 <strong><a href=\"https:\/\/www.starverse-ai.com\">\u70b9\u51fb<\/a><\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c2026 \u5f00\u5e74\uff0cKaggle \u4e00\u6b21\u6027\u4e0a\u7ebf 3 \u4e2a\u767e\u4e07\u7ea7\u56fe\u50cf&hellip;<\/p>\n","protected":false},"author":2,"featured_media":3089,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3090","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":105,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3090","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=3090"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3090\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3089"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3090"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3090"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3090"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}