{"id":13925,"date":"2023-02-10T11:10:22","date_gmt":"2023-02-10T03:10:22","guid":{"rendered":"https:\/\/mnya.tw\/cc\/?p=13925"},"modified":"2023-02-20T02:17:22","modified_gmt":"2023-02-19T18:17:22","slug":"1940","status":"publish","type":"post","link":"https:\/\/mnya.tw\/cc\/word\/1940.html","title":{"rendered":"Stable Diffusion web UI x Kohya's GUI\uff1a\u8a13\u7df4 LoRA \u6a21\u578b\u6559\u5b78\uff0c\u5feb\u901f\u4e0a\u624b\u6700\u6d41\u884c\u7684 AI \u7e6a\u5716\u8a13\u7df4\u65b9\u5f0f\uff01"},"content":{"rendered":"<p>\u6211\u77e5\u9053\u5927\u5bb6\u7b49\u9019\u7bc7\u5716\u6587\u6559\u5b78\u5f88\u4e45\u4e86\uff01\u7ad9\u9577\u9019\u908a\u4e00\u76f4\u5728\u7b49\u8edf\u9ad4\u8ddf\u6642\u6a5f\u6210\u719f\uff0c\u7db2\u8def\u4e0a\u6709\u6bd4\u8f03\u591a\u7684\u53c3\u8003\u8cc7\u6599\u8ddf\u8cc7\u6e90\u6642\u624d\u958b\u59cb\u7814\u7a76 LoRA \u8a13\u7df4\u3002\u904e\u53bb\u6211\u81ea\u5df1\u6700\u5e38\u4f7f\u7528\u7684\u662f\u8d85\u7db2\u8def\uff08Hypernetwork\uff09\u8a13\u7df4\u5c0f\u6a21\u578b\u4f86\u9054\u6210\u7279\u5b9a\u756b\u98a8\u6216\u4eba\u7269\uff08\u7269\u4ef6\uff09\u7684\u7e6a\u88fd\uff0c\u4f46\u8a13\u7df4\u6b65\u6578\u8981 2000 \u81f3 10000 \u6b65\uff0c\u6211\u90fd\u8a2d\u5b9a\u6bcf 500 \u6b65\u5b58\u4e00\u500b\u5c0f\u6a21\u578b\uff0c\u8a13\u7df4\u5b8c\u5f8c\u81ea\u5df1\u53bb\u6311\u9078 LOSS \u503c\u8f03\u4f4e\u4e14\u6548\u679c\u8f03\u4f73\u7684\u6a21\u578b\uff0c\u6574\u500b\u6d41\u7a0b\u76f8\u7576\u8017\u6642\u8cbb\u529b\uff08\u901a\u5e38\u8017\u6642\u7d04\u5169\u81f3\u4e09\u5c0f\u6642\uff09\uff0c\u6210\u529f\u7387\u4e0d\u4e00\u5b9a\u5f88\u9ad8\u3002<\/p>\n<p>\u800c LoRA \u8a13\u7df4\u5c0f\u6a21\u578b\u6709\u7279\u5b9a\u7684\u516c\u5f0f\uff0c\u6bcf\u5f35\u5716\u6700\u5c11\u8a13\u7df4 100 \u6b65\uff0c\u7e3d\u6b65\u6578\u4e0d\u4f4e\u65bc 1500 \u6b65\uff0c\u4e5f\u5c31\u662f\u8aaa\u5efa\u8b70\u8a13\u7df4\u5716\u7247\u5927\u65bc 15 \u5f35\uff0c\u82e5\u5c0f\u65bc\u5247\u7528\u9019\u500b\u516c\u5f0f\u8a08\u7b97\u6bcf\u5f35\u6b65\u6578\uff1a\u300c1500\/\u5716\u7247\u5f35\u6578=\u6bcf\u5f35\u8a13\u7df4\u6b65\u6578\u300d\uff0c\u8209\u4f8b\u4f86\u8aaa\uff0c\u6211\u8a13\u7df4\u7684\u5716\u7247\u5171 10 \u5f35\uff0c\u90a3\u6211\u5c31\u662f\u6bcf\u5f35\u8a13\u7df4 150 \u6b65\u5373\u53ef\uff0c\u53ea\u8981\u4f9d\u7167\u9019\u500b\u516c\u5f0f\u53bb\u8a13\u7df4\u7522\u751f\u7684\u5c0f\u6a21\u578b\u6548\u679c\u5c31\u6703\u5f88\u597d\uff0c\u82e5\u4e0d\u597d\u5c31\u662f\u8981\u53bb\u6aa2\u67e5\u8a13\u7df4\u5716\u7247\u662f\u5426\u5408\u9069\uff0c\u5716\u7247\u54c1\u8cea\u5f88\u91cd\u8981\uff08\u5efa\u8b70\u90fd\u7528 <a href=\"https:\/\/mnya.tw\/cc\/word\/1906.html\" target=\"_blank\" rel=\"noopener\">R-ESRGAN 4x+ Anime6B<\/a> \u53bb\u8dd1\u4e00\u6b21\u53bb\u9664\u96dc\u8a0a\u53ca\u512a\u5316\uff09\uff0c\u5c3a\u5bf8\u7d71\u4e00\u90fd\u662f 1:1\uff0c\u800c\u6211\u5c31\u8a2d\u70ba\u57fa\u672c\u7684 512 x 512 px \u6548\u679c\u5c31\u5f88\u597d\u4e86\uff01\u5982\u679c\u986f\u5361\u5920\u529b\u53ef\u4ee5\u8a66\u8457 768 x 768 px \u7684\u5716\u7247\u62ff\u53bb\u8a13\u7df4\u770b\u770b\uff01\u8a13\u7df4 LoRA \u6700\u4f4e\u986f\u793a\u5361 VRAM \u70ba 7G\uff01\u6240\u4ee5\u5e02\u552e 8G\u300112G VRAM \u7684\u986f\u5361\u90fd\u9069\u5408\u62ff\u4f86\u7528\u3002<\/p>\n<p>LoRA \u8a13\u7df4\u51fa\u4f86\u7684\u5c0f\u6a21\u578b\u6a94\u6848\u4e0d\u5927\uff0c\u9802\u591a 100 \u591a MB \u800c\u5df2\uff0c\u800c\u4e14\u6bcf\u8a13\u7df4\u4e00\u500b\u6a21\u578b\u53ea\u8981\u4e0d\u5230\u5341\u5206\u9418\uff0c\u5f88\u5feb\u5c31\u80fd\u8b93 AI \u5b78\u6703\u4e00\u500b\u7269\u4ef6\u5982\u4f55\u7e6a\u88fd\uff0c\u975e\u5e38\u5f37\u5927\uff0c\u5be6\u969b\u7522\u5716\u6210\u529f\u7387\u6975\u9ad8\uff0c\u80fd\u975e\u5e38\u63a5\u8fd1\u6211\u60f3\u8981\u7684\u6a21\u6a23\uff0c\u4e8c\u6b21\u5143\u52d5\u6f2b\u98a8\u683c\u7528 LoRA \u8a13\u7df4\u51fa\u4f86\u7684\u6a21\u578b\u7e6a\u88fd\u975e\u5e38\u5408\u9069\uff0c\u9019\u6b21\u5c31\u4ee5<a href=\"https:\/\/mnya.tw\/2d\/word\/191.html\" target=\"_blank\" rel=\"noopener\">\u300c\u5b64\u7368\u6416\u6efe\uff01\u300d\uff08\u307c\u3063\u3061\u30fb\u3056\u30fb\u308d\u3063\u304f\uff01\uff0cBocchi the Rock!\uff09<\/a>\u4e2d\u7684\u767b\u5834\u89d2\u8272\u300c\u559c\u591a\u90c1\u4ee3\u300d\uff08\u304d\u305f \u3044\u304f\u3088\uff0cKita Ikuyo\uff09\u4f86\u505a\u8a13\u7df4\uff0c\u4e26\u64b0\u5beb\u9019\u7bc7\u6559\u5b78\u7d66\u5927\u5bb6\u53c3\u8003\u3002<\/p>\n<blockquote>\n<h1><span style=\"color: #000080;\">\u4f7f\u7528\u8edf\u9ad4\u5217\u8868<\/span><\/h1>\n<p>1. <a href=\"https:\/\/mnya.tw\/cc\/word\/1886.html\" target=\"_blank\" rel=\"noopener\">Stable Diffusion web UI<\/a>\uff1a\u8655\u7406\u8a13\u7df4\u5716\u7247\u3001AI \u7e6a\u5716\u7528<br \/>\n2. <a href=\"https:\/\/mnya.tw\/cc\/word\/1939.html\" target=\"_blank\" rel=\"noopener\">Kohya's GUI<\/a>\uff1a\u8a13\u7df4 LoRA \u6a21\u578b<\/p>\n<p>\u203b \u5099\u8a3b\uff1a\u8acb\u5148\u9ede\u5165\u500b\u5225\u8edf\u9ad4\u9023\u7d50\u53bb\u4f9d\u7167\u6559\u5b78\u5b89\u88dd\u597d\uff0c\u719f\u6089\u8edf\u9ad4\u4ecb\u9762\u64cd\u4f5c\u5f8c\u518d\u5f80\u4e0b\u770b\u6559\u5b78\u3002<\/p><\/blockquote>\n<p>\u70ba\u4e86\u6e96\u5099\u8a13\u7df4\u5716\u7247\uff0c\u6211\u4ee5 D \u789f\u4f5c\u70ba\u4e3b\u8981\u5de5\u4f5c\u4f4d\u7f6e\uff0c\u8cc7\u6599\u593e\u4e4b\u5b89\u6392\u5982\u4e0b\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\u8a13\u7df4\u6642\u8b80\u53d6\u8a72\u8cc7\u6599\u593e\uff08\u5305\u542b txt \u63d0\u8a5e\u8a3b\u8a18\uff09<\/p><\/blockquote>\n<p>\u9019\u6b21\u6211\u5171\u6e96\u5099\u4e86 17 \u5f35\u8a13\u7df4\u5716\u7247\uff0c\u6bcf\u5f35 100 \u6b21\u8a13\u7df4\uff0c\u9810\u8a08 1700 \u6b65\u5373\u53ef\u5b8c\u6210 LoRA \u6a21\u578b\u8a13\u7df4\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-1.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9019\u662f\u6211\u5df2\u7d93\u88c1\u5207\u8655\u7406\u597d\u7684 17 \u5f35\u8981\u8a13\u7df4\u7684\u5716\u7247\uff0c\u90fd\u662f\u559c\u591a\u90c1\u4ee3\uff01\u7279\u5225\u6ce8\u610f\uff0c\u5efa\u8b70\u591a\u500b\u89d2\u5ea6\u3001\u8868\u60c5\uff0c\u4ee5\u81c9\u70ba\u4e3b\uff0c\u5168\u8eab\u7684\u5716\u5e7e\u5f35\u5c31\u597d\uff0c\u9019\u6a23\u8a13\u7df4\u6548\u679c\u6700\u597d\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-2.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5148\u4f7f\u7528 Stable Diffusion web UI \u7522\u751f\u63d0\u8a5e\u8a3b\u8a18 txt \u6a94\uff0c\u5230\u300c\u8a13\u7df4\u300d\u2192\u300c\u5716\u50cf\u9810\u8655\u7406\u300d\u9019\u908a\u5c07\u4f86\u6e90\u53ca\u76ee\u6a19\u76ee\u9304\u5beb\u6e05\u695a\uff0c\u5c07\u300c\u4f7f\u7528 deepbooru \u751f\u6210\u8aaa\u660e\u6587\u5b57\uff08\u6a19\u8a18\uff09\u300d\u6253\u52fe\uff0c\u6700\u5f8c\u6309\u300c\u9810\u8655\u7406\u300d\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-3.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u6700\u5f8c\u53ef\u4ee5\u5728\u76ee\u6a19\u76ee\u9304\u770b\u5230\u642d\u914d txt \u7684\u8a13\u7df4\u5716\u7247\uff0c\u5c07\u5b83\u5011\u6574\u7406\u5230\u4e00\u500b\u5b50\u76ee\u9304\uff0c\u7528\u300c\u6bcf\u5f35\u6b65\u6578+\u5e95\u7dda+\u6a21\u578b\u540d\u7a31\u300d\u547d\u540d\uff0c\u524d\u6587\u5df2\u7d93\u544a\u77e5\u6bcf\u5f35\u6b65\u6578\u7684\u8a08\u7b97\u516c\u5f0f\u4e86\uff01\u4f9d\u7167\u8457\u7b97\u5c31\u4e0d\u6703\u6709\u554f\u984c\u56c9\uff01\u9019\u908a\u6211\u547d\u540d\u300c100_kita_ikuyo\u300d\uff0c\u8edf\u9ad4\u6703\u76f4\u63a5\u8b80\u53d6\u6bcf\u5f35\u6b65\u6578\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-4.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u518d\u4f86\u5207\u63db\u5230 Kohya's GUI\uff0c\u5230\u300cDreambooth LoRA\u300d\u9ede\u300cConfiguration file\u300d\u8f09\u5165\u5feb\u901f\u8a2d\u5b9a\u6a94\u6848\u3002\u9019\u908a\u6211\u6709\u53c3\u8003<a href=\"https:\/\/youtu.be\/70H03cv57-o\" target=\"_blank\" rel=\"noopener\">\u5916\u570b\u7db2\u53cb\u7684\u6559\u5b78<\/a>\u6574\u7406\u51fa\u4ee5\u4e0b\u5169\u7a2e\u5feb\u901f\u8a2d\u5b9a\u6a94\uff0c\u8acb\u8907\u88fd\u5168\u6587\u5b58\u6210 .json \u4e26\u5728\u9019\u908a\u8f09\u5165\u3002\uff08\u203b \u8f09\u5165\u4e00\u7a2e\u8a2d\u5b9a\u6a94\u5c31\u597d\uff09<\/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<h2><span style=\"color: #3366ff;\">LoraBasicSettings.json (\u57fa\u790e\u8a2d\u5b9a\u6a94)<\/span><\/h2>\n<pre class=\"line-numbers\"><code class=\"language-json\">{\r\n  \"pretrained_model_name_or_path\": \"runwayml\/stable-diffusion-v1-5\",\r\n  \"v2\": false,\r\n  \"v_parameterization\": false,\r\n  \"logging_dir\": \"\",\r\n  \"train_data_dir\": \"D:\/ai\/destination\",\r\n  \"reg_data_dir\": \"\",\r\n  \"output_dir\": \"D:\/ai\/model\",\r\n  \"max_resolution\": \"512,512\",\r\n  \"learning_rate\": \"0.0001\",\r\n  \"lr_scheduler\": \"constant\",\r\n  \"lr_warmup\": \"0\",\r\n  \"train_batch_size\": 2,\r\n  \"epoch\": \"1\",\r\n  \"save_every_n_epochs\": \"1\",\r\n  \"mixed_precision\": \"fp16\",\r\n  \"save_precision\": \"fp16\",\r\n  \"seed\": \"1234\",\r\n  \"num_cpu_threads_per_process\": 2,\r\n  \"cache_latents\": true,\r\n  \"caption_extension\": \".txt\",\r\n  \"enable_bucket\": false,\r\n  \"gradient_checkpointing\": false,\r\n  \"full_fp16\": false,\r\n  \"no_token_padding\": false,\r\n  \"stop_text_encoder_training\": 0,\r\n  \"use_8bit_adam\": true,\r\n  \"xformers\": true,\r\n  \"save_model_as\": \"safetensors\",\r\n  \"shuffle_caption\": false,\r\n  \"save_state\": false,\r\n  \"resume\": \"\",\r\n  \"prior_loss_weight\": 1.0,\r\n  \"text_encoder_lr\": \"5e-5\",\r\n  \"unet_lr\": \"0.0001\",\r\n  \"network_dim\": 128,\r\n  \"lora_network_weights\": \"\",\r\n  \"color_aug\": false,\r\n  \"flip_aug\": false,\r\n  \"clip_skip\": 2,\r\n  \"gradient_accumulation_steps\": 1.0,\r\n  \"mem_eff_attn\": false,\r\n  \"output_name\": \"Addams\",\r\n  \"model_list\": \"runwayml\/stable-diffusion-v1-5\",\r\n  \"max_token_length\": \"75\",\r\n  \"max_train_epochs\": \"\",\r\n  \"max_data_loader_n_workers\": \"1\",\r\n  \"network_alpha\": 128,\r\n  \"training_comment\": \"\",\r\n  \"keep_tokens\": \"0\",\r\n  \"lr_scheduler_num_cycles\": \"\",\r\n  \"lr_scheduler_power\": \"\"\r\n}<\/code><\/pre>\n<h2><span style=\"color: #3366ff;\">LoraLowVRAMSettings.json (\u4f4eVRAM\u8a2d\u5b9a\u6a94)<\/span><\/h2>\n<pre class=\"line-numbers\"><code class=\"language-json\">{\r\n  \"pretrained_model_name_or_path\": \"runwayml\/stable-diffusion-v1-5\",\r\n  \"v2\": false,\r\n  \"v_parameterization\": false,\r\n  \"logging_dir\": \"\",\r\n  \"train_data_dir\": \"D:\/ai\/destination\",\r\n  \"reg_data_dir\": \"\",\r\n  \"output_dir\": \"D:\/ai\/model\",\r\n  \"max_resolution\": \"512,512\",\r\n  \"learning_rate\": \"0.0001\",\r\n  \"lr_scheduler\": \"constant\",\r\n  \"lr_warmup\": \"0\",\r\n  \"train_batch_size\": 1,\r\n  \"epoch\": \"1\",\r\n  \"save_every_n_epochs\": \"1\",\r\n  \"mixed_precision\": \"fp16\",\r\n  \"save_precision\": \"fp16\",\r\n  \"seed\": \"1234\",\r\n  \"num_cpu_threads_per_process\": 2,\r\n  \"cache_latents\": true,\r\n  \"caption_extension\": \".txt\",\r\n  \"enable_bucket\": false,\r\n  \"gradient_checkpointing\": true,\r\n  \"full_fp16\": false,\r\n  \"no_token_padding\": false,\r\n  \"stop_text_encoder_training\": 0,\r\n  \"use_8bit_adam\": true,\r\n  \"xformers\": true,\r\n  \"save_model_as\": \"safetensors\",\r\n  \"shuffle_caption\": false,\r\n  \"save_state\": false,\r\n  \"resume\": \"\",\r\n  \"prior_loss_weight\": 1.0,\r\n  \"text_encoder_lr\": \"5e-5\",\r\n  \"unet_lr\": \"0.0001\",\r\n  \"network_dim\": 128,\r\n  \"lora_network_weights\": \"\",\r\n  \"color_aug\": false,\r\n  \"flip_aug\": false,\r\n  \"clip_skip\": 2,\r\n  \"gradient_accumulation_steps\": 1.0,\r\n  \"mem_eff_attn\": true,\r\n  \"output_name\": \"Addams\",\r\n  \"model_list\": \"runwayml\/stable-diffusion-v1-5\",\r\n  \"max_token_length\": \"75\",\r\n  \"max_train_epochs\": \"\",\r\n  \"max_data_loader_n_workers\": \"1\",\r\n  \"network_alpha\": 128,\r\n  \"training_comment\": \"\",\r\n  \"keep_tokens\": \"0\",\r\n  \"lr_scheduler_num_cycles\": \"\",\r\n  \"lr_scheduler_power\": \"\"\r\n}<\/code><\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-5.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u63a5\u8457\u300c(Optional) Model Quick Pick\u300d\u9078\u300ccustom\u300d\u5ba2\u88fd\u5316\u8a13\u7df4\u57fa\u790e\u6a21\u578b\uff0c\u5de6\u908a\u300cPretrained model name or path\u300d\u5728\u9078\u5b9a\u5927\u6a21\u578b\uff0c\u7531\u65bc\u6211\u5011\u662f\u8981\u8a13\u7df4\u4e8c\u6b21\u5143\u52d5\u6f2b\u4eba\u7269\u7684\u6a21\u578b\uff0c\u56e0\u6b64\u8981\u9078\u7528\u4f86\u7e6a\u88fd\u9019\u985e\u7269\u4ef6\u7684\u5927\u578b\u6a21\u578b\u4f5c\u70ba\u57fa\u790e\u6a21\u578b\u5594\uff01\u5e95\u4e0b\u5169\u500b\u9078\u64c7\u65b9\u584a\u662f\u7528\u5230\u4ee5 Stable Diffusion 2.0 \u67b6\u69cb\u7522\u751f\u7684\u5927\u6a21\u578b\u624d\u9700\u8981\u52fe\u9078\uff0c\u4e0d\u904e\u76ee\u524d\u7db2\u4e0a\u591a\u6578\u5927\u6a21\u578b\u90fd\u9084\u662f\u4ee5 Stable Diffusion 1.0 \u67b6\u69cb\u53bb\u7522\u751f\u5927\u6a21\u578b\u7684\uff0c\u56e0\u6b64\u9019\u908a\u90fd\u4e0d\u52fe\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-6.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2\u300cFolders\u300d\u9019\u908a\u7684\u8def\u5f91\u6211\u90fd\u5e6b\u5927\u5bb6\u8a2d\u5b9a\u4e86\uff0c\u53ef\u4ee5\u6539\u6210\u60a8\u559c\u6b61\u7684\u8def\u5f91\u5594\uff01\u300cModel output name\u300d\u53ef\u4ee5\u8a2d\u5b9a\u6a21\u578b\u8f38\u51fa\u540d\u7a31\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-7.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2\u300cTraining parameters\u300d\u9019\u908a\u57fa\u672c\u4e0a\u90fd\u5df2\u7d93\u5728\u5feb\u901f\u8a2d\u5b9a\u6a94\u8f09\u5165\u6642\u8a2d\u5b9a\u597d\u4e86\uff01\u57fa\u790e\u8a2d\u5b9a\u7684\u300cTrain batch size\u300d\u8a2d\u5b9a\u70ba 2\uff0c\u610f\u601d\u662f\u8a13\u7df4\u6279\u6b21\u70ba 2\uff0c\u56e0\u6b64\u539f\u672c 1700 \u6b65\u7684\u8a13\u7df4\u53ea\u8981 850 \u6b65\u5c31\u80fd\u5b8c\u6210\uff0c\u4e0d\u904e\u76f8\u5c0d\u6703\u72a7\u7272\u6bd4\u8f03\u591a VRAM\uff0c\u9019\u908a\u5c31\u662f\u770b GPU \u5920\u4e0d\u5920\u529b\u3002\u300cMax resolution\u300d\u662f\u8a13\u7df4\u5716\u7247\u7684\u5bec\u9ad8\uff0c\u9019\u908a\u4e00\u822c\u70ba 512 x 512 px\uff0c\u9664\u975e\u60a8 GPU \u5f88\u5f37\uff0c\u4e0d\u7136\u4e0d\u7528\u52d5\u3002\u5176\u4ed6\u8a2d\u5b9a\u6709\u60f3\u7814\u7a76\u7684\u4eba\u53ef\u4ee5\u518d\u8fd1\u4e00\u6b65\u53bb\u7406\u89e3\u8a2d\u5b9a\uff01<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-8.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5f80\u4e0b\u9ede\u300cTrain model\u300d\u958b\u59cb\u8a13\u7df4 LoRA \u5c0f\u6a21\u578b\uff0c\u7d42\u7aef\u6a5f\u8f38\u51fa\u7aef\u4e5f\u53ef\u4ee5\u770b\u5230\u904b\u4f5c\u4e2d\u7684\u756b\u9762\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-9.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u8a13\u7df4\u5b8c\u6210\uff01\u53ef\u4ee5\u5230\u8f38\u51fa\u76ee\u9304\u627e\u5230\u55ae\u500b\u5c0f\u6a21\u578b\u6a94\u6848\uff0c\u76f4\u63a5\u8907\u88fd\u5230 stable-diffusion-webui\\models\\Lora \u4e4b\u4e0b\uff0c\u9019\u6a23\u5c31\u80fd\u7528\u5b83\u4f86 AI \u7e6a\u5716\u56c9\uff01\u60a8\u770b\u662f\u4e0d\u662f\u5f88\u5feb\uff0c\u5341\u5206\u9418\u4e0d\u5230\u5c31\u7522\u751f\u4e00\u500b\u5c0f\u6a21\u578b\u4e86\uff01<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-10.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5927\u6a21\u578b\u9078\u4e00\u6a23\u7684\uff0c\u63d0\u8a5e\u3001\u53c3\u6578\u8a2d\u5b9a\u597d\u9ede\u7d05\u8272\u7bad\u982d\u8655\u7684\u5716\u793a\u3002\uff08\u9019\u908a\u63d0\u8a5e\u7528\u7ad9\u9577\u4ee5\u524d\u7528\u4f86\u7e6a\u88fd\u559c\u591a\u90c1\u4ee3\u7684<a href=\"https:\/\/mnya.tw\/2d\/word\/187.html\" target=\"_blank\" rel=\"noopener\">\u63d0\u8a5e<\/a>\uff09<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-11.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9078\u300cLora\u300d\u6a19\u7c64\uff0c\u9ede\u525b\u525b\u8a13\u7df4\u597d\u7684\u5c0f\u6a21\u578b\u5c31\u6703\u81ea\u52d5\u5728\u63d0\u8a5e\u8655\u672b\u7aef\u52a0\u5165 &lt;lora:name:1&gt;\uff0c1 \u4ee3\u8868\u5f37\u5ea6\u70ba 100%\uff0c\u6211\u5e38\u5e38\u8a2d\u5b9a 0.8\uff0c\u5373\u5f37\u5ea6\u70ba 80%\u3002\u5982\u679c\u6c92\u770b\u5230\u525b\u525b\u8a13\u7df4\u597d\u7684\u5c0f\u6a21\u578b\uff0c\u53ef\u4ee5\u9ede\u300cRefresh\u300d\u91cd\u65b0\u8f09\u5165\u5594\uff01\u90fd\u78ba\u8a8d\u7121\u8aa4\u5c31\u80fd\u9ede\u300c\u751f\u6210\u300d\u958b\u59cb AI \u7e6a\u5716\u4e86\uff01<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2023\/1940-12.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 AI \u7e6a\u5716\u751f\u6210\u7d50\u679c\uff0c\u6709\u7121 LoRA \u6a21\u578b\u5c31\u662f\u5dee\u9019\u9ebc\u591a\uff01\u9019\u5169\u5f35\u7a2e\u5b50\u78bc\u4e00\u6a23\uff0c\u4e00\u6b21\u8f38\u51fa\u5c31\u6709\u5982\u6b64\u9ad8\u7684\u6210\u529f\u7387\uff0c\u975e\u5e38\u5f37\u5927\u3002<\/p>\n<p>\u5e0c\u671b\u9019\u6b21\u7684\u6559\u5b78\u80fd\u5e6b\u52a9\u60a8\u7a81\u98db\u731b\u9032\uff0cAI \u7e6a\u5716\u77ed\u77ed\u5e7e\u500b\u6708\u767c\u5c55\u6210\u9019\u6a23\uff0c\u975e\u5e38\u9a5a\u4eba\u3002\u7576\u7136\u76ee\u524d\u8981\u64cd\u4f5c\u5230\u8a13\u7df4\u7b49\u9084\u662f\u9700\u8981\u4e0d\u5c11\u6280\u8853\u80fd\u529b\uff0c\u9580\u6abb\u4e0d\u7b97\u4f4e\uff0c\u4e0d\u904e\u96a8\u8457\u8edf\u9ad4\u9032\u6b65\uff0c\u672a\u4f86\u5165\u624b\u9580\u6abb\u5c07\u6703\u5927\u5927\u964d\u4f4e\u3002\u7576\u7136\u8981\u80fd\u597d\u597d\u904b\u7528 AI \u7e6a\u5716\uff0c\u9084\u662f\u8981\u5f9e\u57fa\u790e\u4e0b\u624b\u5566\uff01\u6b61\u8fce\u5206\u4eab\u6559\u5b78\u9023\u7d50\u7d66\u9700\u8981\u7684\u4eba\uff0c\u6b61\u8fce\u700f\u89bd<a href=\"https:\/\/mnya.tw\/2d\/word\/category\/%e7%b9%aa%e5%9c%96%e4%bd%9c%e5%93%81\/ai-drawing\" target=\"_blank\" rel=\"noopener\">\u840c\u82bd\u4e8c\u6b21\u5143<\/a>\u6b23\u8cde\u672c\u7ad9\u66f4\u591a AI \u7e6a\u5716\u4f5c\u54c1\u3002<\/p>\n<h1><span style=\"color: #800000;\">\u932f\u8aa4\u6392\u9664<\/span><\/h1>\n<p><span style=\"color: #ff0000;\"><strong>2023\/02\/20 \u66f4\u65b0<\/strong><\/span><\/p>\n<p>\u5982\u679c\u66f4\u65b0 Kohya's GUI \u5f8c\u9032\u884c\u8a13\u7df4\u6642\u9047\u5230\u4ee5\u4e0b\u9019\u500b\u932f\u8aa4\u8a0a\u606f\uff1a<\/p>\n<blockquote><p>Traceback (most recent call last):<br \/>\nFile \"D:\\kohya_ss\\train_network.py\", line 573, in &lt;module&gt;<br \/>\ntrain(args)<br \/>\nFile \"D:\\kohya_ss\\train_network.py\", line 356, in train<br \/>\n\"ss_noise_offset\": args.noise_offset,<br \/>\nAttributeError: 'Namespace' object has no attribute 'noise_offset'<br \/>\n[...]<\/p><\/blockquote>\n<p>\u5225\u64d4\u5fc3\uff0c\u5148\u5230 <a href=\"https:\/\/github.com\/kohya-ss\/sd-scripts\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/kohya-ss\/sd-scripts<\/a> \u4e0b\u8f09 ZIP \u6a94\u6848\uff0c\u5c07 sd-scripts-main\\library \u4e2d\u7684 train_util.py \u8907\u88fd\u5230 kohya_ss\\library \u4e0b\u53d6\u4ee3\u539f\u6a94\uff0c\u91cd\u65b0\u8dd1\u4e00\u6b21\u8a13\u7df4\u5c31\u80fd\u6b63\u5e38\u904b\u4f5c\u4e86\uff01\u76ee\u524d\u767c\u73fe\u65b0\u7248\u8edf\u9ad4\u8a13\u7df4\u6642\u5403\u6bd4\u8f03\u591a GPU VRAM\u3002<\/p>\n\n<div style=\"font-size: 0px; height: 0px; line-height: 0px; margin: 0; padding: 0; clear: both;\"><\/div>","protected":false},"excerpt":{"rendered":"<p>\u6211\u77e5\u9053\u5927\u5bb6\u7b49\u9019\u7bc7\u5716\u6587\u6559\u5b78\u5f88\u4e45\u4e86\uff01\u7ad9\u9577\u9019\u908a\u4e00\u76f4\u5728\u7b49\u8edf\u9ad4\u8ddf\u6642\u6a5f\u6210\u719f\uff0c\u7db2\u8def\u4e0a\u6709\u6bd4\u8f03\u591a\u7684\u53c3\u8003\u8cc7\u6599\u8ddf\u8cc7\u6e90\u6642\u624d\u958b\u59cb\u7814\u7a76 LoRA \u8a13\u7df4\u3002\u904e\u53bb\u6211\u81ea\u5df1\u6700\u5e38\u4f7f\u7528\u7684\u662f\u8d85\u7db2\u8def\uff08Hypernetwork\uff09\u8a13\u7df4\u5c0f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":13927,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16,525,557],"tags":[556,553],"class_list":["post-13925","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-software-application","category-ai","category-ai-drawing","tag-kohyas-gui","tag-stable-diffusion-web-ui"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Stable Diffusion web UI x Kohya&#039;s GUI\uff1a\u8a13\u7df4 LoRA \u6a21\u578b\u6559\u5b78\uff0c\u5feb\u901f\u4e0a\u624b\u6700\u6d41\u884c\u7684 AI \u7e6a\u5716\u8a13\u7df4\u65b9\u5f0f\uff01 - \u840c\u82bd\u7d9c\u5408\u5929\u5730 - \u840c\u82bd\u7db2\u9801<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mnya.tw\/cc\/word\/1940.html\" \/>\n<meta property=\"og:locale\" content=\"zh_TW\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Stable Diffusion web UI x Kohya&#039;s GUI\uff1a\u8a13\u7df4 LoRA \u6a21\u578b\u6559\u5b78\uff0c\u5feb\u901f\u4e0a\u624b\u6700\u6d41\u884c\u7684 AI \u7e6a\u5716\u8a13\u7df4\u65b9\u5f0f\uff01 - \u840c\u82bd\u7d9c\u5408\u5929\u5730 - \u840c\u82bd\u7db2\u9801\" \/>\n<meta property=\"og:description\" content=\"\u6211\u77e5\u9053\u5927\u5bb6\u7b49\u9019\u7bc7\u5716\u6587\u6559\u5b78\u5f88\u4e45\u4e86\uff01\u7ad9\u9577\u9019\u908a\u4e00\u76f4\u5728\u7b49\u8edf\u9ad4\u8ddf\u6642\u6a5f\u6210\u719f\uff0c\u7db2\u8def\u4e0a\u6709\u6bd4\u8f03\u591a\u7684\u53c3\u8003\u8cc7\u6599\u8ddf\u8cc7\u6e90\u6642\u624d\u958b\u59cb\u7814\u7a76 LoRA \u8a13\u7df4\u3002\u904e\u53bb\u6211\u81ea\u5df1\u6700\u5e38\u4f7f\u7528\u7684\u662f\u8d85\u7db2\u8def\uff08Hypernetwork\uff09 [&hellip;]\" \/>\n<meta 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