{"id":17081,"date":"2024-03-24T14:44:49","date_gmt":"2024-03-24T06:44:49","guid":{"rendered":"https:\/\/mnya.tw\/cc\/?p=17081"},"modified":"2024-03-24T18:19:12","modified_gmt":"2024-03-24T10:19:12","slug":"2212","status":"publish","type":"post","link":"https:\/\/mnya.tw\/cc\/word\/2212.html","title":{"rendered":"Kohya's GUI\uff1a\u4f7f\u7528 12GB VRAM \u8a13\u7df4 SDXL \u5c08\u7528 LoRA \u6a21\u578b\u6559\u5b78"},"content":{"rendered":"<p><strong>Kohya's GUI<\/strong> \u9019\u6b3e\u8edf\u9ad4\u662f\u5c08\u9580\u7d66 AI \u7e6a\u5716\u9818\u57df\u9032\u884c\u6a21\u578b\u8a13\u7df4\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u7528\u4f86\u8a13\u7df4 Stable Diffusion 1.5\u30012\u3001SDXL \u7684\u5404\u7a2e\u6a21\u578b\uff0c\u9019\u908a\u6211\u8981\u793a\u7bc4\u5c07 VRAM \u63a7\u5236\u5728 12GB \u5167\u7684\u4f7f\u7528\u91cf\uff0c\u8b93 3060 12GB \u9019\u6a23\u7b49\u7d1a\u7684\u986f\u793a\u5361\u5c31\u80fd\u5b8c\u6210\u8a13\u7df4 SDXL \u5c08\u7528 LoRA \u6a21\u578b\u7684\u4efb\u52d9\u3002\u9019\u908a\u6211\u53c3\u8003\u4e86\u7db2\u8def\u4e0a\u6578\u500b\u6559\u5b78\u6587\u7ae0\u8207\u5f71\u7247\uff0c\u6700\u7d42\u5f97\u5230\u4e86\u6700\u4f73\u7684\u53c3\u6578\uff0c\u8b93\u6211\u5f97\u4ee5\u5728\u5927\u6982\u4e00\u5c0f\u6642\u5de6\u53f3\u7684\u6642\u9593\u5c31\u8a13\u7df4\u51fa 1500 \u6b65\u7684 LoRA \u6a21\u578b\uff0c\u4e14\u6700\u7d42\u4ea4\u7531 Stable Diffusion web UI \u751f\u6210\u6642\u4e5f\u80fd\u6709\u76f8\u7576\u597d\u7684\u6548\u679c\uff0c\u6bd4\u8d77 SD 1.5\uff0cSDXL \u751f\u6210\u6548\u679c\u66f4\u4f73\uff0c\u721b\u624b\u7684\u6a5f\u7387\u4e5f\u964d\u4f4e\u4e0d\u5c11\uff0c\u4eba\u7269\u8868\u60c5\u4e5f\u66f4\u52a0\u8c50\u5bcc\u751f\u52d5\u3002\u672c\u6587\u53c3\u6578\u662f\u4ee5\u751f\u6210\u4e8c\u6b21\u5143\u4eba\u7269\u8abf\u6574\u7684\uff0c\u5982\u679c\u60a8\u60f3\u8981\u8a13\u7df4\u7684\u662f\u771f\u4eba\uff0c\u90a3\u9ebc\u53ef\u80fd\u9700\u8981\u66f4\u591a\u7684\u6b65\u6578\uff0c\u66f4\u9ad8\u7684 Network Dimension \u548c Network Alpha\uff08\u9019\u5169\u500b\u53c3\u6578\u6703\u6c7a\u5b9a LoRA \u6a21\u578b\u7684\u5927\u5c0f\uff0c\u9810\u8a2d\u70ba 8 \u548c 1\uff0c\u901a\u5e38 Network Alpha \u6703\u5c0f\u65bc Network Dimension \u7684\u4e00\u534a\uff0c\u771f\u4eba\u6216\u98a8\u683c\u8a13\u7df4\u9700\u8981\u6bd4\u8f03\u9ad8\u7684 Network Dimension \u548c Network Alpha\uff09\uff0c\u53e6\u5916\u70ba\u4e86\u4f7f VRAM \u63a7\u5236\u5728\u6700\u5c0f\u7684\u4f7f\u7528\u91cf\uff0c\u512a\u5316\u5668\uff08Optimizer\uff09\u6211\u63a1\u7528 Adafactor\uff0c\u9019\u6b3e\u512a\u5316\u5668\u53ef\u4ee5\u6700\u4f4e\u5316 VRAM \u7684\u4f7f\u7528\uff0c\u5be6\u969b\u8a13\u7df4\u4e00\u7cfb\u5217 768 x 768 \u7684\u8a13\u7df4\u96c6\u5716\u7247\uff0c\u642d\u914d\u5c07 Gradient checkpointing \u555f\u7528\uff0c\u80fd\u5927\u5927\u6e1b\u5c11 VRAM \u4f7f\u7528\uff0c\u6700\u7d42\u4f7f\u7528\u7d04 11.7GB \u7684 VRAM\uff0c\u53e6\u5916\u60a8\u82e5\u4f7f\u7528 RTX \u7cfb\u5217\u986f\u5361\uff0c\u6211\u4e5f\u975e\u5e38\u63a8\u85a6\u5c07\u7cbe\u5ea6\uff08Precision\uff09\u8a2d\u5b9a\u70ba bf16\uff0c\u80fd\u5927\u5927\u52a0\u901f\u8a13\u7df4\u6642\u9593\uff01\u7576\u7136\u82e5\u9047\u4e0a\u932f\u8aa4\uff0c\u5c31\u8acb\u5207\u56de\u4f7f\u7528 fp16\uff0c\u5176\u4ed6\u7684\u53c3\u6578\u6703\u5728\u6587\u5167\u7c21\u55ae\u8aaa\u660e\u53ca\u5c55\u793a\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2024\/2212-1.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9019\u908a\u6211\u9078\u64c7\u4ee5 Animagine XL V3 \u9019\u6b3e\u4e8c\u6b21\u5143\u7684 SDXL \u5927\u6a21\u578b\u70ba\u57fa\u5e95\u8a13\u7df4 LoRA \u6a21\u578b\uff0c\u8a18\u5f97\u8981\u5c07 SDXL Model \u7684\u52fe\u9078\u6253\u52fe\u3002<\/p>\n<p>\u5982\u679c\u597d\u5947 Animagine XL V3 \u9019\u6b3e\u5927\u6a21\u578b\u7684\u751f\u6210\u6548\u679c\uff0c\u53ef\u4ee5\u53bb\u840c\u82bd\u4e8c\u6b21\u5143\u770b\u7ad9\u9577\u7684\u751f\u6210\u4f5c\u54c1\uff1a<a href=\"https:\/\/mnya.tw\/2d\/word\/tag\/animagine-xl\" target=\"_blank\" rel=\"noopener\">\u9ede\u6211<\/a><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2024\/2212-2.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u8cc7\u6599\u593e\u5b89\u6392\u7684\u90e8\u5206\u6211\u662f\u4f9d\u7167\u500b\u4eba\u559c\u597d\u9019\u6a23\u8a2d\u5b9a\uff1a<\/p>\n<blockquote>\n<h1><span style=\"color: #ff6600;\">\u8cc7\u6599\u593e\u5b89\u6392<\/span><\/h1>\n<p>\ud83d\udcc2 D:\\ai\\source -&gt; \u8a13\u7df4\u5716\u7247\u653e\u7684\u8cc7\u6599\u593e\uff08\u5df2\u7d93\u53bb\u96dc\u8a0a\u8ddf\u88c1\u5207\u70ba 1:1 \u6bd4\u4f8b\uff09<br \/>\n\ud83d\udcc2 D:\\ai\\model -&gt; LoRA \u6a21\u578b\u8f38\u51fa\u4f4d\u7f6e<br \/>\n\ud83d\udcc2 D:\\ai\\destination -&gt; \u6574\u7406\u904e\u5f8c\u8a13\u7df4\u5716\u7247\u653e\u7684\u4f4d\u7f6e\uff0c\u5b50\u76ee\u9304\u6703\u8a2d\u70ba\u300c25_NAME\u300d\uff0c\u540d\u7a31\u4f9d\u7167\u60a8\u8981\u8a13\u7df4\u7684\u4e3b\u984c\u547d\u540d\uff0c\u8a13\u7df4\u6642\u6703\u8b80\u53d6\u8a72\u8cc7\u6599\u593e\u5167\u7684\u5716\u7247\u8207 txt \u63d0\u8a5e\u8a3b\u8a18<\/p><\/blockquote>\n<p>\u9019\u6b21\u6211\u5171\u6e96\u5099\u4e86 12 \u5f35\u8a13\u7df4\u5716\u7247\uff0c\u6bcf\u5f35 25 \u6b21\u8a13\u7df4\uff0c\u4e8b\u5f8c\u52a0\u4e0a Epoch \u8a2d\u5b9a\u70ba 5\uff0c\u9019\u6a23\u7e3d\u6b65\u6578\u6703\u4f86\u5230 12*25*5=1500 \u6b65\uff0c\u4e14\u6bcf 12*25=300 \u6b65\u6703\u751f\u6210\u4e00\u500b LoRA \u6a21\u578b\uff0c\u7e3d\u5171\u6703\u751f\u6210\u4e94\u500b LoRA \u6a21\u578b\uff0c\u5206\u5225\u4ee3\u8868 300\u3001600\u3001900\u30011200\u30011500 \u6b65\u7684\u8a13\u7df4\uff0c\u9019\u6a23\u6709\u52a9\u65bc\u4e8b\u5f8c\u4e00\u500b\u500b\u6e2c\u8a66\u8a13\u7df4\u6210\u679c\u3002<\/p>\n<p>\u95dc\u65bc\u5716\u7247\u96c6\u7684\u8655\u7406\uff0c\u60a8\u53ef\u4ee5\u53c3\u8003\u6211\u65e9\u671f\u64b0\u5beb\u7684 SD 1.5 LoRA \u6a21\u578b\u8a13\u7df4\u6559\u5b78\uff1a<a href=\"https:\/\/mnya.tw\/cc\/word\/1940.html\" target=\"_blank\" rel=\"noopener\">\u9ede\u6211<\/a><\/p>\n<p>\u63a5\u8457\u6211\u6703\u4e00\u500b\u500b\u90e8\u5206\u622a\u5716\uff0c\u4e26\u5728\u5716\u4e0b\u505a\u4e9b\u91cd\u9ede\u8aaa\u660e\uff1a<\/p><div class=\"3a456c955cc9861673f62d33beb7714e\" data-index=\"2\" style=\"float: none; margin:0px;\">\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-2683739050533486\"\r\n     crossorigin=\"anonymous\"><\/script>\r\n<ins class=\"adsbygoogle\"\r\n     style=\"display:block; text-align:center;\"\r\n     data-ad-layout=\"in-article\"\r\n     data-ad-format=\"fluid\"\r\n     data-ad-client=\"ca-pub-2683739050533486\"\r\n     data-ad-slot=\"3270345536\"><\/ins>\r\n<script>\r\n     (adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script>\n<\/div>\n\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2024\/2212-3.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 LoRA \u7a2e\u985e\u767e\u767e\u7a2e\uff0c\u6211\u9019\u908a\u8a13\u7df4\u6a19\u6e96\u7684\u5c31\u597d\u3002\u8a13\u7df4\u6279\u6b21\uff08Train batch size\uff09\u901a\u5e38\u5efa\u8b70\u9810\u8a2d 1 \u5c31\u597d\uff0c\u589e\u52a0\u6578\u5b57\u6703\u5927\u5927\u589e\u52a0 VRAM \u7684\u4f7f\u7528\uff0c\u5982\u679c\u60a8\u64c1\u6709\u8d85\u5927\u7684 VRAM \u518d\u8003\u616e\u589e\u52a0\u6578\u5b57\uff0c\u53ef\u4ee5\u52a0\u901f\u8a13\u7df4\u3002\u7d00\u5143\u6578\uff08Epoch\uff09\u770b\u9700\u6c42\uff0c\u53ef\u4ee5\u914d\u5408\u6bcf\u5f35\u8a13\u7df4\u6b65\u6578\uff0c\u9054\u5230\u6bcf X \u6b65\u751f\u6210\u4e00\u500b\u6a21\u578b\u7684\u6548\u679c\u3002\u6709\u95dc\u7cbe\u5ea6\uff08Precision\uff09\u7684\u5efa\u8b70\u90fd\u8a2d\u5b9a\u70ba bf16\uff0cCache latents \u8ddf Cache latents to disk \u6211\u90fd\u5efa\u8b70\u6253\u958b\uff0c\u53ef\u52a0\u901f\u6574\u500b\u8a13\u7df4\u904e\u7a0b\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2024\/2212-4.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u512a\u5316\u5668\uff08Optimizer\uff09\u6211\u63a1\u7528 Adafactor\uff0c\u9019\u6b3e\u512a\u5316\u5668\u53ef\u4ee5\u6700\u4f4e\u5316 VRAM \u7684\u4f7f\u7528\u3002\u5b78\u7fd2\u7387\uff08Learning rate\uff09\u9810\u8a2d\u70ba 0.0001\uff0c\u5b78\u7fd2\u7387\u6307\u5b9a\u4e86\u795e\u7d93\u7db2\u8def\u4e2d\u6b0a\u91cd\uff08\u4e5f\u5c31\u662f\u9023\u7d50\u7684\u539a\u5ea6\uff09\u7684\u6539\u8b8a\u901f\u5ea6\uff0c\u4ee5\u4fbf\u88fd\u4f5c\u8207\u7d66\u5b9a\u5716\u7247\u5b8c\u5168\u76f8\u540c\u7684\u5716\u7247\uff0c\u4f46\u6bcf\u6b21\u7d66\u5b9a\u5716\u7247\u6642\uff0c\u6b0a\u91cd\u90fd\u6703\u6539\u8b8a\u3002\u5982\u679c\u5c0d\u7d66\u5b9a\u5716\u7247\u8abf\u6574\u5f97\u592a\u591a\uff0c\u5c31\u7121\u6cd5\u7e6a\u88fd\u5176\u4ed6\u5716\u7247\u4e86\u3002\u70ba\u4e86\u907f\u514d\u9019\u7a2e\u60c5\u6cc1\uff0c\u8a13\u7df4\u6642\u6bcf\u6b21\u90fd\u7a0d\u5fae\u8abf\u6574\u4e00\u9ede\u6b0a\u91cd\uff0c\u4ee5\u66f4\u597d\u5730\u7d0d\u5165\u7d66\u5b9a\u7684\u5716\u7247\u3002\u5b78\u7fd2\u7387\u6c7a\u5b9a\u4e86\u9019\u7a2e\"\u7a0d\u5fae\"\u7684\u91cf\u3002\u6211\u9019\u908a\u7d66\u4e88 0.0004\u3002\u6700\u5927\u89e3\u6790\u5ea6\uff08Max resolution\uff09\u6211\u8a2d\u5b9a\u70ba 768,768\uff0c\u9019\u6a23\u8d85\u904e\u9019\u500b\u89e3\u6790\u5ea6\u7684\u5716\u7247\u90fd\u6703\u4ee5\u6700\u5927 768 px \u7684\u908a\u505a\u8a13\u7df4\uff0c\u96d6\u7136\u8a13\u7df4\u5716\u7247\u6211\u90fd\u4e8b\u5148\u8abf\u6574\u88c1\u5207\u904e\u4e86\uff01\u8acb\u4e0d\u8981\u555f\u7528 Enable buckets\uff0c\u56e0\u70ba\u6211\u4e8b\u5148\u90fd\u5df2\u7d93\u5c07\u5716\u7247\u9810\u8655\u7406\u597d\uff0c\u5927\u5c0f\u90fd\u4e00\u6a23\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2024\/2212-5.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u6587\u5b57\u7de8\u78bc\u5668\u5b78\u7fd2\u7387\uff08Text Encoder learning rate\uff09\u9810\u8a2d 0.00005\uff0c\u901a\u5e38\u6703\u70ba U-Net \u5b78\u7fd2\u7387\uff08Unet learning rate\uff09\u7684\u4e00\u534a\uff0cU-Net \u5b78\u7fd2\u7387\u9810\u8a2d\u70ba\u00a00.0001\uff0c\u6211\u8a2d\u70ba 0.0004\uff0c\u56e0\u6b64\u6587\u5b57\u7de8\u78bc\u5668\u5b78\u7fd2\u7387\u6211\u5c31\u8a2d\u5b9a 0.0002\uff0c\u5c31\u662f\u9810\u8a2d\u7684\u56db\u500d\u3002\u8acb\u5c07 No half VAE \u6253\u52fe\uff0c\u9019\u53ef\u4ee5\u907f\u514d\u00a0NaNs \u767c\u751f\u7684\u60c5\u6cc1\u3002Network Dimension \u548c Network Alpha \u9019\u5169\u500b\u53c3\u6578\u6703\u6c7a\u5b9a LoRA \u6a21\u578b\u7684\u5927\u5c0f\uff0c\u9810\u8a2d\u70ba 8 \u548c 1\uff0c\u6578\u5b57\u8d8a\u5927 LoRA \u80fd\u8a18\u61b6\u7684\u7d30\u7bc0\u5c31\u8d8a\u591a\uff0c\u56e0\u6b64\u4e8c\u6b21\u5143\u7684\u8a13\u7df4\u5927\u6982\u9810\u8a2d\u5c31\u8db3\u5920\uff0c\u771f\u4eba\u6216\u98a8\u683c\u8a13\u7df4\u5247\u8981\u8abf\u66f4\u9ad8\uff0c\u8b93\u6a21\u578b\u80fd\u8a13\u7df4\u5230\u66f4\u591a\u7d30\u7bc0\u3002Network Alpha \u662f\u7528\u4f86\u524a\u5f31\u6b0a\u91cd\u7684\uff0c\u5efa\u8b70\u4e0d\u8a2d\u5b9a\u8d85\u904e Network Dimension \u7684\u4e00\u534a\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2024\/2212-6.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u4f86\u5230\u9032\u968e\u8a2d\u7f6e\u7684\u90e8\u5206\uff0c\u9019\u584a\u5c31\u4f9d\u7167\u6211\u7684\u8a2d\u5b9a\uff0c\u5927\u591a\u90fd\u662f\u9810\u8a2d\u503c\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2024\/2212-7.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 Full bf16 training (experimental) \u6253\u52fe\u3002Gradient checkpointing \u8acb\u555f\u7528\uff0c\u80fd\u5927\u5927\u6e1b\u5c11 VRAM \u4f7f\u7528\u3002CrossAttention \u5efa\u8b70\u9078 xformers\u3002\u5176\u4ed6\u8acb\u7167\u6211\u7684\u8a2d\u5b9a\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2024\/2212-8.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 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