{"id":22072,"date":"2026-01-14T22:57:14","date_gmt":"2026-01-14T14:57:14","guid":{"rendered":"https:\/\/mnya.tw\/cc\/?p=22072"},"modified":"2026-01-14T23:29:44","modified_gmt":"2026-01-14T15:29:44","slug":"2697","status":"publish","type":"post","link":"https:\/\/mnya.tw\/cc\/word\/2697.html","title":{"rendered":"AI Toolkit by Ostris\uff1a\u8a13\u7df4\u4e8c\u6b21\u5143\u52d5\u6f2b\u89d2\u8272 Z-Image-Turbo \u5c08\u7528 LoRA \u6a21\u578b\u5be6\u6230\u6559\u5b78"},"content":{"rendered":"<p>\u96a8\u8457\u751f\u6210\u5f0f AI \u6280\u8853\u7684\u98db\u901f\u767c\u5c55\uff0c\u8a13\u7df4\u5c08\u5c6c\u65bc\u81ea\u5df1\u7684\u89d2\u8272 LoRA \u6a21\u578b\u5df2\u6210\u70ba\u8a31\u591a\u5275\u4f5c\u8005\u8207\u958b\u767c\u8005\u7684\u6838\u5fc3\u6280\u80fd\u3002\u904e\u53bb\u6211\u5011\u7fd2\u6163\u65bc\u4f7f\u7528 Stable Diffusion XL (SDXL) \u9032\u884c\u8a13\u7df4\uff0c\u96d6\u7136\u6548\u679c\u4e0d\u4fd7\uff0c\u4f46\u5728\u7d30\u7bc0\u6355\u6349\u8207\u7279\u5b9a\u756b\u98a8\u7684\u5b78\u7fd2\u4e0a\uff0c\u5f80\u5f80\u9700\u8981\u7d93\u904e\u7e41\u7463\u7684\u53c3\u6578\u5fae\u8abf\u8207\u9577\u6642\u9593\u7684\u78e8\u5408\u3002\u8fd1\u671f\uff0c\u7531 Ostris \u958b\u767c\u7684<strong><a href=\"https:\/\/github.com\/ostris\/ai-toolkit\" target=\"_blank\" rel=\"noopener\">\u300cAI Toolkit\u300d<\/a><\/strong>\u6191\u85c9\u5176\u76f4\u89c0\u7684\u4ecb\u9762\u8207\u5c0d\u65b0\u4e00\u4ee3\u5927\u6a21\u578b<strong><a href=\"https:\/\/huggingface.co\/Tongyi-MAI\/Z-Image-Turbo\" target=\"_blank\" rel=\"noopener\">\u300cZ-Image-Turbo\u300d<\/a><\/strong>\u7684\u512a\u5316\u652f\u63f4\uff0c\u6210\u70ba\u4e86\u8a13\u7df4\u754c\u7684\u65b0\u5bf5\u3002\u9019\u6b3e\u6a21\u578b\u5728\u4fdd\u6301\u6975\u901f\u751f\u6210\u7684\u540c\u6642\uff0c\u5c0d\u65bc\u89d2\u8272\u7279\u5fb5\uff08\u5982\u9aee\u578b\u3001\u77b3\u8272\u3001\u670d\u98fe\u7d50\u69cb\uff09\u7684\u5b78\u7fd2\u80fd\u529b\u6975\u5f37\uff0c\u7cbe\u6e96\u5ea6\u9060\u8d85\u820a\u6642\u4ee3\u6a21\u578b\uff0c\u975e\u5e38\u9069\u5408\u7528\u65bc IP \u89d2\u8272\u7684\u6578\u4f4d\u8cc7\u7522\u5316\u3002<\/p>\n<p>\u672c\u6b21\u5be6\u6230\u6559\u5b78\uff0c\u6211\u9078\u7528\u4e86\u840c\u82bd\u7cfb\u5217\u7db2\u7ad9\u65d7\u4e0b\u5409\u7965\u7269<strong>\u300c\u840c\u6a02\uff08Mnyue\uff09\u300d<\/strong>\u4f5c\u70ba\u8a13\u7df4\u5c0d\u8c61\u3002\u70ba\u4e86\u78ba\u4fdd\u6578\u64da\u96c6\u7684\u9ad8\u54c1\u8cea\uff0c\u6211\u4e8b\u5148\u5229\u7528 Nano Banana Pro \u7e6a\u88fd\u4e86\u5171\u8a08 15 \u5f35\u6db5\u84cb\u7acb\u7e6a\u8207\u89d2\u8272\u60c5\u5883\u5716\u7684\u9ad8\u54c1\u8cea\u7d20\u6750\uff0c\u4e26\u7cbe\u6e96\u7de8\u5beb\u4e86\u5c0d\u61c9\u7684\u8a13\u7df4\u7528\u6a19\u7c64\uff08\u53ef\u4f7f\u7528\u4e8c\u6b21\u5143\u52d5\u6f2b\u5c08\u7528 Danbooru \u6a19\u7c64\u6df7\u642d\u81ea\u7136\u8a9e\u8a00\u6558\u8ff0\uff0c\u5efa\u8b70\u90fd\u4ee5\u82f1\u6587\u4e0b\u63d0\u793a\u8a5e\uff09\u3002\u786c\u9ad4\u74b0\u5883\u65b9\u9762\uff0c\u6211\u4f7f\u7528\u4e86 RTX 5070 Ti 16GB VRAM \u642d\u914d 64GB RAM \u7684\u914d\u7f6e\u3002\u5728\u8a13\u7df4\u8a2d\u5b9a\u4e2d\uff0c\u6211\u5c07 <code>Batch Size<\/code> \u8a2d\u70ba 2\uff0c\u5be6\u6e2c\u986f\u5b58\u4f54\u7528\u7d04\u843d\u5728 15GB \u5de6\u53f3\u3002\u5b8c\u6210\u7e3d\u8a08 3000 \u6b65\u7684\u8a13\u7df4\u6d41\u7a0b\u50c5\u9700\u7d04\u4e00\u500b\u534a\u5c0f\u6642\u7684\u6642\u9593\uff0c\u9019\u5c0d\u65bc\u8ffd\u6c42\u6548\u7387\u7684\u5275\u4f5c\u8005\u4f86\u8aaa\u662f\u975e\u5e38\u7406\u60f3\u7684\u3002\u6700\u7d42\u751f\u6210\u7684 LoRA \u6a21\u578b\u5927\u5c0f\u7d04\u70ba 81 MB\uff0c\u4e0d\u50c5\u9084\u539f\u5ea6\u6975\u9ad8\uff0c\u4e14\u5728\u756b\u98a8\u7684\u5b78\u7fd2\u80fd\u529b\u4e0a\u8868\u73fe\u9a5a\u4eba\u3002<\/p>\n<p>\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u6211\u5011\u8a2d\u5b9a\u6bcf 300 \u6b65\u751f\u6210\u4e00\u7d44\u6a23\u672c\uff08\u5171\u516d\u5f35\u5716\uff09\uff0c\u85c9\u6b64\u5bc6\u5207\u89c0\u5bdf\u89d2\u8272\u9084\u539f\u5ea6\u3002\u9664\u4e86\u78ba\u8a8d\u840c\u6a02\u6a19\u8a8c\u6027\u7684\u9280\u9aee\u3001\u85cd\u8272\u9aee\u5c16\u8207\u7cbe\u7dfb\u7684\u7da0\u8272\u7cfb\u670d\u88dd\u662f\u5426\u5b8c\u7f8e\u91cd\u73fe\uff0c\u91cd\u9ede\u9084\u5728\u65bc\u89c0\u5bdf\u662f\u5426\u6703\u767c\u751f\u300c\u98a8\u683c\u6c61\u67d3\u300d\u2014\u2014\u5373\u89c0\u5bdf\u6a21\u578b\u662f\u5426\u6703\u5f37\u884c\u5c07\u52d5\u6f2b\u7279\u5fb5\u5957\u7528\u5728\u7121\u95dc\u7684\u63d0\u793a\u8a5e\uff08\u5982\u7537\u5b69\u6216\u771f\u4eba\uff09\u4e0a\u3002\u7d93\u904e\u5be6\u6e2c\uff0cZ-Image-Turbo \u5728\u5b78\u7fd2\u756b\u98a8\u65b9\u9762\u975e\u5e38\u5f37\u52e2\uff0c\u5c0d\u65bc\u9aee\u578b\u3001\u77b3\u8272\u7b49\u95dc\u9375\u8a2d\u5b9a\u7684\u638c\u63e1\u9060\u6bd4 SDXL \u7a69\u5b9a\u3002\u6211\u767c\u73fe\u8a13\u7df4\u7684\u751c\u871c\u9ede\u5927\u7d04\u843d\u5728 1500 \u81f3 2100 \u6b65\u4e4b\u9593\uff0c\u6700\u7d42\u6211\u9078\u64c7\u4e86 1800 \u6b65\u7684\u6a21\u578b\u4f5c\u70ba\u6210\u54c1\uff0c\u5176\u751f\u6210\u7684\u5716\u50cf\u4e0d\u50c5\u80fd\u7cbe\u6e96\u9084\u539f\u89d2\u8272 IP \u8a2d\u5b9a\uff0c\u4e5f\u4fdd\u6301\u4e86\u6975\u4f73\u7684\u756b\u9762\u7d30\u7dfb\u5ea6\uff0c\u4e26\u4e14\u4e0d\u6c59\u67d3\u7121\u95dc\u7dca\u8981\u7684\u756b\u9762\u5143\u7d20\u3002<\/p>\n<blockquote><p>\ud83d\udcdd \u5617\u8a66\u64cd\u4f5c\u524d\u8acb\u5148\u5b89\u88dd\u597d AI Toolkit by Ostris \u8edf\u9ad4\u74b0\u5883\uff0c\u4e26\u78ba\u4fdd\u96fb\u8166\u64c1\u6709 NVIDIA \u986f\u793a\u5361\uff0c\u4e14\u81f3\u5c11\u64c1\u6709 12 GB\uff08\u542b\uff09\u4ee5\u4e0a\u7684 VRAM \u53ca 32 GB\uff08\u542b\uff09\u4ee5\u4e0a\u7684 RAM\uff0c\u60a8\u53ef\u4ee5\u53c3\u8003\u6211<a href=\"https:\/\/mnya.tw\/cc\/word\/2693.html\" target=\"_blank\" rel=\"noopener\">\u5148\u524d\u7684\u6559\u5b78\u6587\u7ae0<\/a>\u5efa\u7f6e\u74b0\u5883\uff0c\u5b89\u88dd\u5f8c\u8acb\u900f\u904e\u6211\u63d0\u4f9b\u7684\u6279\u6b21\u6a94\u89e3\u6c7a\u65b9\u6848\u555f\u52d5\u8edf\u9ad4\u3002<\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-1.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9032\u5165 AI Toolkit \u7684 Dashboard \u5100\u8868\u677f\uff0c\u53ef\u4ee5\u5373\u6642\u76e3\u6e2c GPU \u72c0\u614b\u3002\u672c\u74b0\u5883\u4f7f\u7528 <code>NVIDIA GeForce RTX 5070 Ti<\/code>\uff0c\u53ef\u898b\u986f\u5b58\u5bb9\u91cf\u70ba 16GB\u3002\u5728\u8a13\u7df4\u524d\uff0c\u8acb\u78ba\u4fdd\u986f\u5361\u9a45\u52d5\u8207 CUDA \u74b0\u5883\u5df2\u6b63\u78ba\u914d\u7f6e\u3002\u5148\u9032\u5165\u5de6\u5074\u300cDatasets\u300d\u5efa\u7acb\u8a13\u7df4\u7528\u8cc7\u6599\u96c6\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-2.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9019\u662f\u8cc7\u6599\u96c6\u7ba1\u7406\u4ecb\u9762\u3002\u5728\u9019\u88e1\u53ef\u4ee5\u770b\u5230\u76ee\u524d\u5df2\u5efa\u7acb\u7684\u8cc7\u6599\u96c6\u6e05\u55ae\uff0c\u9ede\u64ca\u53f3\u4e0a\u89d2\u7684\u300cNew Dataset\u300d\u6e96\u5099\u5efa\u7acb\u5c6c\u65bc\u840c\u6a02\u7684\u8a13\u7df4\u8cc7\u6599\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-3.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5728\u8df3\u51fa\u7684\u8996\u7a97\u4e2d\u8f38\u5165\u8cc7\u6599\u96c6\u540d\u7a31\uff0c\u672c\u7bc4\u4f8b\u547d\u540d\u70ba <code>mnyue_z<\/code>\u3002\u5efa\u8b70\u540d\u7a31\u4f7f\u7528\u5c0f\u5beb\u82f1\u6587\u8207\u5e95\u7dda\u642d\u914d\uff0c\u9019\u908a <code>_z<\/code> \u4ee3\u8868\u662f\u7528\u65bc\u8a13\u7df4 Z-Image \u5c08\u7528\u7684 LoRA \u6a21\u578b\u7684\u8cc7\u6599\u96c6\uff0c\u4ee5\u4fbf\u65bc\u5f8c\u7e8c\u5728\u8def\u5f91\u7ba1\u7406\u8207 YAML \u914d\u7f6e\u4e2d\u8b58\u5225\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-4.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9032\u5165\u525b\u5efa\u7acb\u597d\u7684\u8cc7\u6599\u96c6\u9801\u9762\uff0c\u76ee\u524d\u986f\u793a\u300cNo Images Found\u300d\uff0c\u4ee3\u8868\u5c1a\u672a\u4e0a\u50b3\u7d20\u6750\u3002\u9ede\u64ca\u53f3\u4e0a\u89d2\u7684\u300cAdd Images\u300d\u6309\u9215\u6e96\u5099\u532f\u5165\u4e8b\u5148\u6e96\u5099\u597d\u7684\u840c\u6a02\u5716\u7247\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-5.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5c07\u6e96\u5099\u597d\u7684 15 \u5f35\u5716\u7247\u76f4\u63a5\u62d6\u66f3\u81f3\u4e0a\u50b3\u5340\u584a\u3002AI Toolkit \u6703\u81ea\u52d5\u8655\u7406\u6a94\u6848\uff0c\u4e0a\u50b3\u5b8c\u6210\u5f8c\u9ede\u64ca\u300cDone\u300d\u5373\u53ef\u770b\u5230\u5716\u7247\u9810\u89bd\uff0c\u9019\u662f\u8a13\u7df4\u6700\u57fa\u790e\u4e5f\u6700\u91cd\u8981\u7684\u4e00\u6b65\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-6.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5716\u7247\u4e0a\u50b3\u5f8c\uff0c\u9ede\u64ca\u4e0b\u65b9\u6587\u5b57\u5340\u584a\u5373\u53ef\u52a0\u5165\u300c\u8a13\u7df4\u7528\u63d0\u793a\u8a5e\u300d\uff08Captions\uff09\u3002\u9019\u4e00\u6b65\u80fd\u8b93 AI \u5efa\u7acb\u5716\u50cf\u5167\u5bb9\u8207\u6a19\u7c64\u4e4b\u9593\u7684\u5c0d\u61c9\u95dc\u4fc2\uff0c\u6211\u5011\u5728\u9019\u88e1\u8a73\u7d30\u63cf\u8ff0\u4e86\u840c\u6a02\u7684\u9280\u9aee\u3001\u85cd\u8272\u9aee\u5c16\u7b49\u7279\u5fb5\uff0c\u98a8\u683c\u65b9\u9762\u958b\u982d\u5beb\u4e0a <code>anime<\/code> \u5c31\u884c\u4e86\uff0c\u4e0d\u8981\u6709\u904e\u591a\u7121\u95dc\u7dca\u8981\u7684\u63d0\u793a\u8a5e\uff0c\u80cc\u666f\u3001\u52d5\u4f5c\u3001\u8868\u60c5\u3001\u5149\u5f71\u7b49\u8ddf\u4eba\u7269\u7279\u5fb5\u7121\u95dc\u7684\u6558\u8ff0\u5c31\u4e0d\u8981\u653e\u5230\u8a13\u7df4\u7528\u63d0\u793a\u8a5e\u4e2d\uff0c\u53e6\u5916\u6bcf\u5f35\u5716\u6211\u90fd\u662f\u7528\u4e00\u6a23\u7684\u8a13\u7df4\u7528\u63d0\u793a\u8a5e\u3002\u597d\u4e86\u9ede\u5de6\u908a\u300cNew Job\u300d\u5efa\u7acb\u65b0\u5de5\u4f5c\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-7.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u958b\u59cb\u5efa\u7acb\u65b0\u5de5\u4f5c\uff0c\u9019\u662f\u8a13\u7df4\u7684\u6838\u5fc3\u8a2d\u5b9a\u9801\u9762\uff0c\u7279\u5225\u662f\u91dd\u5c0d\u6a21\u578b\u67b6\u69cb\u8207\u986f\u5b58\u512a\u5316\u7684\u914d\u7f6e\u3002\u5728 <code>JOB<\/code> \u5340\u584a\u4e2d\uff0c\u6211\u5011\u5c07\u89f8\u767c\u8a5e\uff08Trigger Word\uff09\u8a2d\u70ba <code>mnyue_z<\/code>\uff08\u4e5f\u5c31\u662f\u4ee5\u5f8c\u751f\u6210\u6642\u8981\u52a0\u5165\u7684\u89d2\u8272\u63d0\u793a\u8a5e\u5594\uff01\uff09\u3002\u6700\u91cd\u8981\u7684\u90e8\u5206\u5728\u65bc <code>MODEL<\/code> \u8207 <code>QUANTIZATION<\/code> \u7684\u8a2d\u7f6e\uff1a\u70ba\u4e86\u5728 16GB VRAM \u7684 5070 Ti \u4e0a\u9806\u5229\u57f7\u884c\uff0c\u6211\u5011\u555f\u7528\u4e86 <code>Low VRAM<\/code> \u6a21\u5f0f\uff0c\u4e26\u5c07 <code>Transformer<\/code> \u8207 <code>Text Encoder<\/code> \u5168\u90e8\u8a2d\u70ba <code>float8<\/code> \u91cf\u5316\u3002\u6b64\u5916\uff0c<code>Model Architecture<\/code> \u5fc5\u9808\u7cbe\u78ba\u9078\u64c7 <code>Z-Image Turbo<\/code>\uff0c\u4e26\u639b\u8f09\u5b98\u65b9\u63d0\u4f9b\u7684 <code>training_adapter<\/code> \u4ee5\u78ba\u4fdd\u8a13\u7df4\u904e\u7a0b\u80fd\u6b63\u78ba\u9069\u61c9 Turbo \u6a21\u578b\u7684\u6b65\u6578\u7279\u6027\uff0c\u5982\u679c\u96fb\u8166\u6c92\u6709\u4e3b\u6a21\u578b\u6a94\u6848\uff0c\u8edf\u9ad4\u90fd\u6703\u81ea\u52d5\u4e0b\u8f09\u4e0d\u7528\u64d4\u5fc3\u3002\u5728 <code>TRAINING<\/code> \u53c3\u6578\u9801\u9762\uff0c\u6211\u5011\u8a2d\u5b9a\u4e86\u9ad8\u6548\u7387\u7684\u8a13\u7df4\u65b9\u6848\u3002\u6279\u6b21\u5927\u5c0f\uff08Batch Size\uff09\u8a2d\u5b9a\u70ba <code>2<\/code>\uff0c\u5982\u679c VRAM \u4e0d\u8db3\u8acb\u964d\u4f4e\u9019\u500b\u6578\u503c\uff0c\u53cd\u904e\u4f86\u8aaa\uff0cVRAM \u5145\u8db3\u5247\u53ef\u4ee5\u589e\u52a0\u4ee5\u52a0\u5feb\u8a13\u7df4\u901f\u5ea6\u3002\u8a13\u7df4\u7e3d\u6b65\u6578\uff08Steps\uff09\u5b9a\u70ba <code>3000<\/code>\u3002\u70ba\u4e86\u9054\u5230\u6700\u4f73\u7684\u8a18\u61b6\u9ad4\u56de\u6536\u8207\u904b\u7b97\u901f\u5ea6\uff0c\u6211\u5011\u9078\u7528\u4e86 <code>AdamW8Bit<\/code> \u512a\u5316\u5668\uff0c\u642d\u914d <code>0.0001<\/code> \u7684\u5b78\u7fd2\u7387\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-8.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2\u5728 <code>Datasets<\/code> \u5b50\u5206\u9801\u4e2d\uff0c\u4e00\u5b9a\u8981\u9078\u4e2d\u525b\u525b\u5efa\u7acb\u7684\u8a13\u7df4\u8cc7\u6599\u96c6\uff0c\u8a13\u7df4\u89e3\u6790\u5ea6\u7d71\u4e00\u8a2d\u70ba <code>512<\/code>\uff0c\u4e26\u958b\u555f <code>Cache Latents<\/code> \u4ee5\u52a0\u901f\u5f8c\u7e8c\u8ff4\u5708\u3002<code>SAMPLE<\/code> \u6c7a\u5b9a\u4e86\u6a23\u672c\u5716\u7247\u7684\u751f\u6210\u8a2d\u5b9a\u3002\u6211\u5011\u8a2d\u5b9a <code>Sample Every<\/code> \u70ba\u6bcf <code>300<\/code> \u6b65\u751f\u6210\u4e00\u7d44\u6e2c\u8a66\u5716\uff0c\u4e26\u56fa\u5b9a <code>Seed<\/code> \u70ba\u00a0<code>42<\/code> \u4ee5\u4fbf\u5c0d\u6bd4\u5404\u968e\u6bb5\u7684\u7d30\u5fae\u8b8a\u5316\u3002\u7531\u65bc\u662f Turbo \u6a21\u578b\uff0c<code>Sample Steps<\/code> \u50c5\u9700\u8a2d\u70ba <code>8<\/code> \u6b65\u5373\u53ef\u7372\u5f97\u6e05\u6670\u7684\u63a1\u6a23\u7d50\u679c\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-9.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2\u9019\u88e1\u7684\u63d0\u793a\u8a5e\u8a2d\u8a08\u975e\u5e38\u6709\u8003\u7a76\uff1a\u524d\u5e7e\u7d44\u91dd\u5c0d\u840c\u6a02\u7684\u7279\u5fb5\u9084\u539f\uff0c\u53ea\u6709\u7a0d\u5fae\u8b8a\u63db\u54c1\u8cea\u63d0\u793a\u8a5e\u8207\u52a0\u4e0a\u7279\u6b8a\u60c5\u5883\uff0c\u800c\u5f8c\u5169\u7d44\u5247\u6545\u610f\u653e\u5165\u300c\u52d5\u6f2b\u98a8\u683c\u7537\u5b69\u300d\u8207\u300c\u8d85\u5beb\u5be6\u5973\u6027\u6a21\u7279\u5152\u300d\u7684\u63d0\u793a\u8a5e\u3002\u9019\u662f\u70ba\u4e86\u76e3\u63a7\u6a21\u578b\u662f\u5426\u767c\u751f\u6c61\u67d3\uff08Bleeding\uff09\uff0c\u82e5 LoRA \u904e\u5ea6\u5f37\u52e2\uff0c\u6703\u5c0e\u81f4\u9023\u5beb\u5be6\u7167\u7247\u90fd\u8b8a\u6210\u840c\u6a02\u7684\u52d5\u6f2b\u98a8\u683c\u3002\u9019\u908a\u8a2d\u5b9a\u4e86\u516d\u7d44\u63d0\u793a\u8a5e\uff0c\u4ee3\u8868\u4e4b\u5f8c\u6bcf 300 \u6b65\u6703\u751f\u6210\u4e00\u7d44\u5171\u516d\u5f35\u7684\u6a23\u672c\u5716\u3002\u63a5\u8457\u9ede\u53f3\u4e0a\u300cShow Advanced\u300d\u67e5\u770b\u5b8c\u6574\u914d\u7f6e\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-10.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u78ba\u8a8d YAML \u914d\u7f6e\u539f\u59cb\u78bc\uff0c\u9019\u5305\u542b\u4e86\u525b\u624d\u624b\u52d5\u8a2d\u5b9a\u7684\u6240\u6709\u8a13\u7df4\u7d30\u7bc0\uff0c\u5982 <code>trigger_word<\/code>\u3001<code>network<\/code> \u6b0a\u91cd\u53c3\u6578\u3001<code>save_every<\/code> \u7b49\u6b65\u6578\u8a2d\u5b9a\u3002\u60a8\u53ef\u4ee5\u5c07\u914d\u7f6e\u5099\u4efd\u6216\u8005\u8cbc\u4e0a\u4ed6\u4eba\u63d0\u4f9b\u7684\u914d\u7f6e\u53c3\u6578\u3002\u78ba\u8a8d\u7121\u8aa4\u5f8c\uff0c\u9ede\u64ca\u53f3\u4e0a\u89d2\u7684\u300cCreate Job\u300d\u6309\u9215\uff0c\u6b63\u5f0f\u5efa\u7acb\u8a72 LoRA \u8a13\u7df4\u4efb\u52d9\u3002<\/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>\ud83c\udf81 \u5982\u679c\u60a8\u60f3\u8981<span style=\"color: #ff0000;\">\u66f4\u5feb\u901f\u958b\u59cb<\/span>\uff0c\u4e26\u4e14\u597d\u5947\u6211\u4f7f\u7528\u7684\u300c\u5b8c\u6574\u6a23\u672c\u63d0\u793a\u8a5e\u300d\uff08\u5176\u4e2d\u4e5f\u5305\u542b\u300c\u8a13\u7df4\u7528\u63d0\u793a\u8a5e\u300d\uff09\uff0c\u53ef\u4ee5\u900f\u904e\u4ee5\u4e0b\u8d0a\u52a9\u65b9\u6848\u4e0b\u8f09\u5230\u6211\u6b64\u6b21\u4f7f\u7528\u7684 <code>mnyue_z.yaml<\/code> YAML \u8a13\u7df4\u914d\u7f6e\u6a94\uff0c\u53ef\u76f4\u63a5\u5728\u8edf\u9ad4\u4e2d\u532f\u5165\u5373\u53ef\u4f7f\u7528\uff0c\u4e0d\u7528\u518d\u5c0d\u7167\u6587\u7ae0\u622a\u5716\u4e2d\u7684\u8a2d\u5b9a\u56c9\uff01\u63d0\u793a\u8a5e\u7684\u90e8\u5206\u5c31\u4f9d\u7167\u60a8\u7684\u9700\u6c42\u6539\u6210\u60a8\u8981\u8a13\u7df4\u4e4b\u89d2\u8272\u7684\u7279\u5fb5\u5373\u53ef\uff0c\u4e0b\u8f09\u9ede \ud83d\udc49<br \/>\n<a href=\"https:\/\/store.mnya.tw\/l\/batsk\" target=\"_blank\" rel=\"noopener\"><strong>\u3010AI Toolkit\u8a13\u7df4\u53c3\u6578\u3011\u8a13\u7df4\u4e8c\u6b21\u5143\u52d5\u6f2b\u89d2\u8272 Z-Image-Turbo \u5c08\u7528 LoRA \u6a21\u578b\u53c3\u6578 YAML \u6a94<\/strong><\/a><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-11.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9032\u5165\u4efb\u52d9\u8a73\u60c5\u9801\u9762\uff0c\u72c0\u614b\u986f\u793a\u70ba\u300cstopped\u300d\u3002\u6b64\u6642\u53ea\u9700\u8981\u9ede\u64ca\u53f3\u4e0a\u89d2\u7684\u300c\u64ad\u653e\uff08Start\uff09\u300d\u5716\u793a\uff0cAI Toolkit \u5c31\u6703\u958b\u59cb\u8f09\u5165\u6a21\u578b\u4e26\u9032\u5165\u6b63\u5f0f\u7684\u8a13\u7df4\u6d41\u7a0b\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-12.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u8a13\u7df4\u6b63\u5f0f\u958b\u59cb\uff01\u63a7\u5236\u53f0\u6703\u8f38\u51fa\u8a73\u7d30\u7684\u65e5\u8a8c\uff0c\u5305\u542b LoRA \u7db2\u8def\u7684\u5efa\u7acb\u3001U-Net \u6a21\u7d44\u7684\u555f\u7528\u7b49\u3002\u89c0\u5bdf\u53f3\u5074\u76e3\u6e2c\u5668\uff0cRTX 5070 Ti \u7684\u986f\u5b58\u4f54\u7528\u4f86\u5230 14.0GB\uff08\u7d04 91.8%\uff09\uff0cGPU \u8ca0\u8f09\u9054\u5230 97%\uff0c\u4ee3\u8868\u986f\u5361\u6548\u80fd\u6b63\u5168\u529b\u6295\u5165\u8a13\u7df4\u4e2d\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-13.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u8a13\u7df4\u9032\u884c\u5230\u7b2c 300 \u6b65\u6642\uff0c\u7cfb\u7d71\u6703\u81ea\u52d5\u555f\u52d5\u6a23\u672c\u751f\u6210\u4efb\u52d9\u3002\u6b64\u6642\u7cfb\u7d71\u6b63\u5728\u6839\u64da\u6211\u5011\u9810\u8a2d\u7684\u63d0\u793a\u8a5e\u7522\u751f\u6a23\u672c\u5716\uff0c\u8b93\u6211\u5011\u80fd\u5373\u6642\u8a55\u4f30\u7576\u524d\u8a13\u7df4\u968e\u6bb5\u7684\u6548\u679c\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-14.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5728\u300cSamples\u300d\u9801\u9762\u4e2d\uff0c\u6211\u5011\u53ef\u4ee5\u770b\u5230\u6bcf 300 \u6b65\u751f\u6210\u7684\u4e00\u7d44\u516d\u5f35\u6a23\u672c\u5716\u3002\u65e9\u671f\u7684\u6a23\u672c\u53ef\u80fd\u5728\u89d2\u8272\u9084\u539f\u5ea6\u4e0a\u8f03\u70ba\u9b06\u6563\uff0c\u4f46\u96a8\u8457\u6b65\u6578\u589e\u52a0\uff0c\u89d2\u8272\u7684\u7279\u5fb5\u6703\u6108\u767c\u660e\u986f\u4e14\u7a69\u5b9a\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-15.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9019\u662f\u975e\u5e38\u95dc\u9375\u7684\u6536\u6582\u89c0\u5bdf\uff1a\u96a8\u8457\u6b65\u6578\u589e\u52a0\uff0c\u840c\u6a02\u7684\u9280\u9aee\u3001\u7d05\u773c\u8207\u7279\u6709\u670d\u98fe\u8d8a\u4f86\u8d8a\u50cf\u539f\u59cb\u8a2d\u5b9a\u3002\u540c\u6642\u89c0\u5bdf\u53f3\u5074\u5169\u6b04\u7684\u7537\u5b69\u8207\u771f\u4eba\u6e2c\u8a66\u5716\uff0c\u53ef\u4ee5\u770b\u5230\u4ed6\u5011\u4f9d\u7136\u4fdd\u6301\u539f\u6709\u7684\u98a8\u683c\uff0c\u4e26\u672a\u53d7\u5230\u840c\u6a02\u7279\u5fb5\u7684\u5e72\u64fe\uff0c\u4ee3\u8868\u8a13\u7df4\u6a19\u7c64\u7de8\u5beb\u5f97\u5b9c\uff0c\u6c92\u6709\u7522\u751f\u56b4\u91cd\u7684\u6c61\u67d3\u554f\u984c\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-16.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u300cLoss Graph\u300d\u5206\u9801\u5c55\u793a\u4e86\u8a13\u7df4\u7684\u640d\u5931\u51fd\u6578\u66f2\u7dda\u3002\u96d6\u7136\u66f2\u7dda\u770b\u8d77\u4f86\u5145\u6eff\u6ce2\u52d5\uff08\u9019\u662f\u64f4\u6563\u6a21\u578b\u8a13\u7df4\u7684\u5e38\u614b\uff09\uff0c\u4f46\u6574\u9ad4\u8da8\u52e2\u662f\u7a69\u5b9a\u7dad\u6301\u5728\u4e00\u5b9a\u5340\u9593\u5167\uff0c\u6c92\u6709\u51fa\u73fe\u68af\u5ea6\u7206\u70b8\u6216\u7570\u5e38\u98c6\u5347\uff0c\u4ee3\u8868\u8a13\u7df4\u904e\u7a0b\u76f8\u7576\u5065\u5eb7\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2697-17.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u8a13\u7df4\u5b8c\u6210\u5f8c\uff0c\u6211\u5011\u53ef\u4ee5\u5728\u8f38\u51fa\u8cc7\u6599\u593e\uff08\u8def\u5f91\u70ba ai-toolkit\\output\\&lt;\u8a13\u7df4\u540d\u7a31&gt;\uff09\u4e2d\u770b\u5230\u751f\u6210\u7684 LoRA 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