{"id":2013,"date":"2026-02-26T10:52:46","date_gmt":"2026-02-26T02:52:46","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2013"},"modified":"2026-02-26T10:52:46","modified_gmt":"2026-02-26T02:52:46","slug":"ai%e7%bb%98%e5%9b%belora%e7%82%bc%e4%b8%b9%e5%a4%aa%e7%83%a7%e9%92%b1%ef%bc%9f%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e6%95%b0%e6%8d%ae%e9%9b%86gpu%e6%89%93%e5%8c%85%e4%bb%b7%e8%ae%a9","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2013","title":{"rendered":"AI\u7ed8\u56feLoRA\u70bc\u4e39\u592a\u70e7\u94b1\uff1f\u661f\u5b87\u667a\u7b97\u201c\u6570\u636e\u96c6+GPU\u201d\u6253\u5305\u4ef7\u8ba9\u4e2a\u4eba\u521b\u4f5c\u8005\u4e5f\u80fd\u70bc\u5927\u6a21\u578b"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1772074365_d82f89.png\" alt=\"AI\u7ed8\u56feLoRA\u70bc\u4e39\u592a\u70e7\u94b1\uff1f\u661f\u5b87\u667a\u7b97\u201c\u6570\u636e\u96c6+GPU\u201d\u6253\u5305\u4ef7\u8ba9\u4e2a\u4eba\u521b\u4f5c\u8005\u4e5f\u80fd\u70bc\u5927\u6a21\u578b\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u4e8c\u6b21\u5143LoRA\u6a21\u578b\u201cCyber-Moe\u201d\u5728Civitai\u70ed\u5ea6\u7834\u4e07\uff0c\u4e0a\u7ebf48\u5c0f\u65f6\u4e0b\u8f7d\u91cf\u7a81\u78343.8 \u4e07\uff0c\u8bc4\u8bba\u533a\u6e05\u4e00\u8272\u201c\u6c42\u8bad\u7ec3\u6559\u7a0b\u201d\u3002<br \/>\n\u540c\u4e00\u65f6\u95f4\uff0c\u56fd\u5185\u6700\u5927\u7684LoRA\u4ea4\u6d41\u7fa4\u91cc\uff0c\u4e00\u4f4d\u624b\u7ed8\u753b\u5e08\u8d34\u51fa\u81ea\u5df1RTX 3090\u768424G\u663e\u5b58\u622a\u56fe\uff0c\u54ed\u8bc9\u201cbatch size=1 \u90fd\u8981\u8dd1 17 \u5c0f\u65f6\uff0c\u7535\u8d39\u6bd4\u7a3f\u916c\u8fd8\u8d35\u201d\u3002<br \/>\n\u4e24\u6761\u6d88\u606f\u524d\u540e\u811a\u5237\u5c4f\uff0c\u628a\u201cAI \u7ed8\u56fe LoRA \u70bc\u4e39\u201d\u518d\u6b21\u63a8\u4e0a\u98ce\u53e3\u6d6a\u5c16\u2014\u2014\u6a21\u578b\u8d8a\u5c0f\u4f17\u8d8a\u60ca\u8273\uff0c\u8bad\u7ec3\u95e8\u69db\u5374\u8d8a\u9ad8\uff0c\u4e2a\u4eba\u521b\u4f5c\u8005\u5230\u5e95\u8be5\u600e\u4e48\u4e0a\u8f66\uff1f<\/p>\n<\/blockquote>\n<h2>\u70ed\u70b9\u80cc\u540e\uff1a\u9700\u6c42\u4e95\u55b7\u3001\u6210\u672c\u5931\u63a7<\/h2>\n<p>\u8fc7\u53bb\u4e00\u5e74\uff0cStable Diffusion \u5f00\u6e90\u751f\u6001\u7206\u53d1\uff0cC \u7ad9\uff08Civitai\uff09\u5355\u6708\u65b0\u589e LoRA \u6743\u91cd 1.2 \u4e07\u4e2a\uff0c\u5176\u4e2d 60% \u6765\u81ea\u4e9a\u6d32\u4e8c\u6b21\u5143\u5708\u5c42\u3002<br \/>\n\u7cbe\u7ec6\u98ce\u683c+\u9ad8\u5206\u8fa8\u7387+\u4e2a\u6027\u5316\u89d2\u8272\uff0c\u8ba9\u201c\u5c0f\u53c2\u6570\u3001\u5927\u6548\u679c\u201d\u7684 LoRA \u6210\u4e3a\u6d41\u91cf\u5bc6\u7801\uff0c\u5374\u4e5f\u5e26\u6765\u201c\u4e09\u9ad8\u201d\uff1a<\/p>\n<ol>\n<li>\u663e\u5b58\u9ad8\uff1a1280\u00d71920 \u539f\u56fe\u8bad\u7ec3\uff0c24G \u663e\u5b58\u53ea\u80fd\u5f00 batch=1\uff0c\u68af\u5ea6\u7d2f\u52a0 16 \u6b65\uff0c\u4e00\u6b21\u5b9e\u9a8c 8 \u5c0f\u65f6\u8d77\u6b65\u3002  <\/li>\n<li>\u4ef7\u683c\u9ad8\uff1a\u672c\u5730\u60f3\u5347\u7ea7 RTX 6000 Ada\uff0c\u4e00\u5f20\u5361\u73b0\u8d27 4.5 \u4e07\u5143\uff1b\u516c\u6709\u4e91 A100 \u6309\u5c0f\u65f6 28 \u5143\uff0c\u70bc\u4e24\u8f6e\u5c31\u201c\u70e7\u6389\u201d\u4e00\u5f20\u539f\u753b\u7a3f\u916c\u3002  <\/li>\n<li>\u6570\u636e\u9ad8\uff1a300 \u5f20\u9ad8\u6e05\u56fe + \u6807\u7b7e + \u9884\u5904\u7406\uff0c\u914d\u5957\u5b58\u50a8\u8bfb\u5199 100G \u8d77\u6b65\uff0c\u666e\u901a\u5bb6\u7528\u5bbd\u5e26\u4e0a\u4f20\u8981\u4e00\u6574\u665a\u3002<\/li>\n<\/ol>\n<p>\u201c\u663e\u5b58\u7126\u8651\u201d\u4e0e\u201c\u4ef7\u683c\u7126\u8651\u201d\u53e0\u52a0\uff0c90% \u7684\u4e2a\u4eba\u521b\u4f5c\u8005\u88ab\u8feb\u653e\u5f03\u8bad\u7ec3\uff0c\u53ea\u80fd\u4e0b\u8f7d\u522b\u4eba\u70bc\u597d\u7684\u6a21\u578b\uff0c\u540c\u8d28\u5316\u6108\u53d1\u4e25\u91cd\u3002<\/p>\n<h2>\u661f\u5b87\u667a\u7b97\u201c\u70bc\u4e39\u5957\u9910\u201d\uff1a\u628a\u5927\u6a21\u578b\u8bad\u7ec3\u505a\u6210\u8ba2\u9605\u670d\u52a1<\/h2>\n<p>GPU\u670d\u52a1\u5668\u79df\u7528\u670d\u52a1\u5546<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a>\u4e0a\u5468\u4e0a\u7ebf\u300cLoRA \u70bc\u4e39\u5957\u9910\u300d\uff0c\u4e00\u6b21\u6027\u6253\u5305\u201c\u6570\u636e+\u7b97\u529b+\u6a21\u677f\u201d\uff0c\u76ee\u6807\u76f4\u6307\u4e2a\u4eba\u521b\u4f5c\u8005\u7684\u4e09\u5927\u75db\u70b9\uff1a<\/p>\n<ul>\n<li>10G \u4e8c\u6b21\u5143\u7cbe\u9009\u98ce\u683c\u6570\u636e\u96c6\u2014\u2014\u542b 3.2 \u4e07\u5f20 1280\u00d71920 \u5df2\u6807\u6ce8\u9ad8\u6e05\u56fe\uff0c\u8986\u76d6\u673a\u7532\u3001\u548c\u670d\u3001\u6821\u56ed\u3001\u8d5b\u535a\u7b49 12 \u7c7b\u70ed\u95e8\u6807\u7b7e\uff0c\u53ef\u76f4\u63a5\u590d\u7528\u6216\u4e8c\u6b21\u7b5b\u9009\u3002  <\/li>\n<li>48G GPU\u4e91\u4e3b\u673a\u2014\u2014\u57fa\u4e8e RTX 4090*2 NVLink \u5b9e\u4f8b\uff0c\u663e\u5b58\u6c60\u5316 48G\uff0c\u652f\u6301 batch size=4\uff0c\u8bad\u7ec3\u6b65\u6570\u76f4\u964d 75%\u3002  <\/li>\n<li>DiffusionTrainer \u6a21\u677f\u2014\u2014\u4e00\u952e\u63d0\u4ea4\u8bad\u7ec3\uff0c\u81ea\u52a8\u6df7\u5408\u7cbe\u5ea6\u3001\u68af\u5ea6\u68c0\u67e5\u70b9\u3001EMA \u4fdd\u5b58\u5168\u90e8\u914d\u597d\uff0c0 \u547d\u4ee4\u884c\u5c31\u80fd\u8dd1\u3002<\/li>\n<\/ul>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u7528\u6237\u53ea\u9700\u8981\u4e0a\u4f20\u81ea\u5df1\u7684 20-50 \u5f20\u201c\u89d2\u8272\u539f\u753b\u201d\uff0c\u5e73\u53f0\u5728 5 \u5206\u949f\u5185\u5b8c\u6210\u6570\u636e\u5408\u5e76\u3001\u6807\u7b7e\u6e05\u6d17\u3001\u914d\u7f6e\u6587\u4ef6\u751f\u6210\uff0c\u968f\u540e\u89e6\u53d1\u8bad\u7ec3\u4efb\u52a1\uff0c\u5168\u7a0b Web \u7aef\u53ef\u89c6\uff0c\u624b\u673a\u4e5f\u80fd\u770b loss \u66f2\u7ebf\u3002<\/p>\n<h2>\u5b9e\u6d4b\uff1a5000 \u6b65\u53ea\u8981 2 \u5c0f\u65f6\uff0c\u6210\u672c 29.9 \u5143<\/h2>\n<p>\u6211\u4eec\u7528\u300c\u70bc\u4e39\u5957\u9910\u300d\u5b9e\u6d4b\u8bad\u7ec3\u4e00\u5957\u539f\u521b\u89d2\u8272\u300a\u4ee3\u53f7\u00b7\u661f\u5154\u300b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u9879\u76ee<\/th>\n<th>\u53c2\u6570<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8bad\u7ec3\u96c6<\/td>\n<td>320 \u5f20 1280\u00d71920 PNG<\/td>\n<\/tr>\n<tr>\n<td>\u6b63\u5219\u5316<\/td>\n<td>\u661f\u5b87\u5185\u7f6e 2000 \u5f20\u4e8c\u6b21\u5143\u901a\u7528\u56fe<\/td>\n<\/tr>\n<tr>\n<td>\u8fed\u4ee3\u6b65\u6570<\/td>\n<td>5000 steps \/ lr=1e-4<\/td>\n<\/tr>\n<tr>\n<td>batch size<\/td>\n<td>4<\/td>\n<\/tr>\n<tr>\n<td>\u8017\u65f6<\/td>\n<td>2 \u5c0f\u65f6 04 \u5206<\/td>\n<\/tr>\n<tr>\n<td>\u8d39\u7528<\/td>\n<td>29.9 \u5143\uff08\u542b\u6570\u636e\u3001\u7b97\u529b\u3001\u5b58\u50a8\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8f93\u51fa <code>.safetensors<\/code> \u5927\u5c0f 144 MB\uff0cC \u7ad9\u8bc4\u5206 4.87\uff0c\u4e09\u5929\u4e0b\u8f7d\u91cf 2100 \u6b21\u3002<br \/>\n\u5bf9\u6bd4\u672c\u5730 RTX 3090 \u7684 17 \u5c0f\u65f6\uff0c\u65f6\u95f4\u7f29\u77ed 88%\uff0c\u7535\u8d39\u8282\u7701 40 \u5ea6\uff0c\u6298\u5408 30 \u5143\uff0c\u76f8\u5f53\u4e8e\u201c\u96f6\u6210\u672c\u5347\u7ea7\u201d\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c<strong>\u65b0\u7528\u6237\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c\u7b49\u4e8e\u9996\u5355\u53ea\u8981 19.9 \u5143\uff0c\u4e00\u676f\u5976\u8336\u4ef7\u683c\u5c31\u80fd\u62e5\u6709\u81ea\u5df1\u7684\u7b97\u6cd5\u8d44\u4ea7\u3002<\/p>\n<h2>\u751f\u6001\u95ed\u73af\uff1a\u8bad\u7ec3\u5b8c\u76f4\u63a5\u4e0a\u67b6\u201c\u6a21\u578b\u5e02\u96c6\u201d\uff0c\u8fb9\u70bc\u8fb9\u8d5a<\/h2>\n<p>\u8fc7\u53bb\uff0c\u6a21\u578b\u8bad\u7ec3\u4e0e\u5206\u53d1\u662f\u4e24\u6761\u7ebf\uff1a\u8bad\u7ec3\u5b8c\u8981\u81ea\u5df1\u5f00\u7f51\u76d8\u3001\u5199\u4ecb\u7ecd\u3001\u505a\u9884\u89c8\u56fe\uff0c\u8fd8\u8981\u62c5\u5fc3\u88ab\u76d7\u94fe\u3002<br \/>\n\u661f\u5b87\u667a\u7b97\u628a\u7b97\u529b\u5e73\u53f0\u5347\u7ea7\u4e3a\u5e94\u7528\u751f\u6001\uff0c\u5185\u7f6e\u300c\u6a21\u578b\u5e02\u96c6\u300d\u529f\u80fd\uff1a<\/p>\n<ol>\n<li>\u8bad\u7ec3\u4efb\u52a1\u7ed3\u675f \u2192 \u81ea\u52a8\u6253\u5305\u7248\u672c\u53f7 + \u9884\u89c8\u56fe + \u8bad\u7ec3\u53c2\u6570 \u2192 \u4e00\u952e\u4e0a\u67b6\u3002  <\/li>\n<li>\u652f\u6301\u201c\u514d\u8d39\u4e0b\u8f7d\u201d\u6216\u201c\u4ed8\u8d39\u4e0b\u8f7d\u201d\uff0c\u5e73\u53f0\u62bd\u6210 10%\uff0c\u4f4e\u4e8e C \u7ad9\u7684 20%\u3002  <\/li>\n<li>\u63d0\u4f9b GPU\u4e91\u4e3b\u673a\u5728\u7ebf\u63a8\u7406 API\uff0c\u5176\u4ed6\u5f00\u53d1\u8005\u53ef\u4ee5\u6309\u8c03\u7528\u91cf\u4ed8\u8d39\uff0c\u539f\u4f5c\u8005\u4eab 70% \u5206\u6210\u3002<\/li>\n<\/ol>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u4f60\u628a\u89d2\u8272\u70bc\u51fa\u6765\uff0c\u4e0d\u4f46\u53ef\u4ee5\u81ea\u5df1\u63a5\u5355\uff0c\u8fd8\u80fd\u8ba9\u5168\u7403\u5f00\u53d1\u8005\u201c\u5e2e\u4f60\u5728\u7761\u68a6\u4e2d\u8d5a\u94b1\u201d\u3002<br \/>\n\u4e0a\u7ebf\u4e24\u5468\uff0c\u5df2\u6709 42 \u4f4d\u521b\u4f5c\u8005\u901a\u8fc7\u5e02\u96c6\u6536\u56de\u8bad\u7ec3\u6210\u672c\uff0c\u6700\u9ad8\u5355\u65e5\u5206\u6210 1200 \u5143\u3002<\/p>\n<h2>\u6280\u672f\u7ec6\u8282\uff1a\u4e91\u539f\u751f\u67b6\u6784\u8ba9\u201c\u5f39\u6027\u201d\u4e0d\u6b62\u4e8e\u7b97\u529b<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u91c7\u7528 Kubernetes + RDMA \u7f51\u7edc\uff0c\u628a 4090\/3090\/A100 \u6df7\u5408\u6c60\u5316\uff0c\u7528\u6237\u53ef\u6309 1 \u5361\u30012 \u5361\u30014 \u5361\u7c92\u5ea6\u81ea\u7531\u6269\u7f29\u3002<br \/>\n\u6570\u636e\u5c42\u63d0\u4f9b\u4e09\u6863\u5b58\u50a8\uff1a<\/p>\n<ul>\n<li>\u4e91\u786c\u76d8\uff1aNVMe \u9ad8\u901f\u76d8\uff0c\u5355\u76d8\u6700\u5927 2T\uff0c\u53ef\u5728\u591a\u5b9e\u4f8b\u95f4\u70ed\u63d2\u62d4\uff0c\u9002\u5408\u8bad\u7ec3\u96c6\u4e34\u65f6\u6269\u5bb9\uff1b  <\/li>\n<li>\u4e91\u5b58\u50a8\uff1a\u5bf9\u8c61\u5b58\u50a8 10G \u514d\u8d39\uff0c\u4e0a\u884c\u5e26\u5bbd 5Gbps\uff0c\u79d2\u7ea7\u6302\u8f7d\u5230 GPU\u4e91\u4e3b\u673a\uff1b  <\/li>\n<li>\u516c\u5171\u8d44\u6e90\u5e93\uff1a\u5185\u7f6e Stable Diffusion 2.1\u3001SDXL\u3001LoRA \u6559\u7a0b\u3001\u5e38\u7528 VAE\uff0c\u76f4\u63a5 <code>cp<\/code> \u5373\u53ef\u8c03\u7528\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u5e73\u53f0\u955c\u50cf\u5e02\u573a\u5df2\u9884\u88c5 50+ AI\u5e94\u7528\uff1aComfyUI\u3001InvokeAI\u3001Kohya_ss\u3001SD.Next \u7b49\uff0c\u5168\u90e8\u5f00\u673a\u5373\u73a9\uff0c\u7701\u53bb\u73af\u5883\u8c03\u8bd5\u65f6\u95f4\u3002<br \/>\n\u6240\u6709\u5b9e\u4f8b\u652f\u6301\u6309\u5c0f\u65f6\u3001\u6309\u5929\u3001\u6309\u6708\u4e09\u79cd\u8ba1\u8d39\uff0c\u60f3\u8dd1\u5c31\u8dd1\uff0c\u968f\u65f6\u5173\u673a\u505c\u6b62\u8ba1\u8d39\uff0c\u65e0\u9690\u85cf\u8d39\u7528\u3002<\/p>\n<h2>\u7ed3\u8bba\uff1a\u5927\u6a21\u578b\u8bad\u7ec3\u8fdb\u5165\u201c\u8ba2\u9605\u65f6\u4ee3\u201d\uff0c\u4e2a\u4eba\u4e5f\u80fd\u62e5\u6709\u7b97\u6cd5\u8d44\u4ea7<\/h2>\n<p>\u4ece Stable Diffusion \u5230 LoRA\uff0cAI \u7ed8\u56fe\u628a\u201c\u6a21\u578b\u5373\u4f5c\u54c1\u201d\u53d8\u6210\u73b0\u5b9e\uff1b<br \/>\n\u4ece 24G \u663e\u5b58\u74f6\u9888\u5230 48G 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