{"id":22911,"date":"2026-04-16T10:48:17","date_gmt":"2026-04-16T02:48:17","guid":{"rendered":"https:\/\/mnya.tw\/cc\/?p=22911"},"modified":"2026-04-16T12:51:32","modified_gmt":"2026-04-16T04:51:32","slug":"2774","status":"publish","type":"post","link":"https:\/\/mnya.tw\/cc\/word\/2774.html","title":{"rendered":"Anima Standalone Trainer\uff1a\u8a13\u7df4\u4e8c\u6b21\u5143\u52d5\u6f2b\u89d2\u8272 Anima \u5c08\u7528 LoRA \u6a21\u578b\u5be6\u6230\u6559\u5b78"},"content":{"rendered":"<p>\u5728 AI \u7e6a\u756b\u7684\u9818\u57df\u4e2d\uff0c\u91dd\u5c0d\u7279\u5b9a\u89d2\u8272\u7684\u300c\u4e00\u81f4\u6027\u300d\u8207\u300c\u756b\u98a8\u8868\u73fe\u300d\u59cb\u7d42\u662f\u5275\u4f5c\u8005\u8ffd\u6c42\u7684\u6838\u5fc3\u76ee\u6a19\u3002\u96a8\u8457\u7531 CircleStone Labs \u8207 Comfy Org \u5408\u4f5c\u958b\u767c\u7684 <a href=\"https:\/\/huggingface.co\/circlestone-labs\/Anima\" target=\"_blank\" rel=\"noopener\"><strong>Anima<\/strong><\/a> \u6a21\u578b\u554f\u4e16\uff0c\u4e8c\u6b21\u5143\u52d5\u6f2b\u751f\u6210\u54c1\u8cea\u9054\u5230\u4e86\u65b0\u7684\u9ad8\u5ea6\u3002Anima \u96d6\u7136\u50c5\u6709 2B \u53c3\u6578\uff0c\u4f46\u5176\u57fa\u65bc Cosmos \u67b6\u69cb\u8207 Qwen-3 \u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u6587\u5b57\u7de8\u78bc\u5668\u7684\u7279\u6027\uff0c\u4f7f\u5176\u5728\u7dda\u689d\u8cea\u611f\u8207\u6307\u4ee4\u9075\u5faa\u5ea6\u4e0a\u5177\u5099\u6975\u5f37\u512a\u52e2\u3002\u70ba\u4e86\u80fd\u5b8c\u7f8e\u6355\u6349\u672c\u7ad9\u770b\u677f\u5a18\u300c<strong>\u840c\u82bd\u5a18<\/strong>\u300d\u7684\u8996\u89ba\u7279\u5fb5\uff0c\u672c\u6b21\u6559\u5b78\u5c07\u63a1\u7528 <a href=\"https:\/\/github.com\/gazingstars123\/Anima-Standalone-Trainer\" target=\"_blank\" rel=\"noopener\"><strong>Anima Standalone Trainer<\/strong><\/a> \u9032\u884c LoRA \u6a21\u578b\u5be6\u6230\u8a13\u7df4\uff0c\u8b93\u89d2\u8272\u5728\u4e0d\u540c\u5834\u666f\u4e0b\u90fd\u80fd\u7dad\u6301\u7a69\u5b9a\u7684\u5916\u8c8c\u8207\u670d\u88dd\u8a2d\u5b9a\u3002<\/p>\n<p>\u76f8\u8f03\u65bc\u901a\u7528\u7684\u8a13\u7df4\u5de5\u5177\uff0c\u9019\u6b3e\u7368\u7acb\u8a13\u7df4\u5668\u91dd\u5c0d Anima \u7684\u7279\u6b8a\u67b6\u69cb\u9032\u884c\u4e86\u5e95\u5c64\u512a\u5316\uff0c\u80fd\u7cbe\u78ba\u52a0\u8f09 Qwen-3 \u6587\u5b57\u7de8\u78bc\u5668\u800c\u4e0d\u7522\u751f\u6b0a\u91cd\u885d\u7a81\u3002\u5728\u672c\u6b21\u5be6\u6230\u4e2d\uff0c\u6211\u5011\u91dd\u5c0d\u6d88\u8cbb\u7d1a\u786c\u9ad4\u7279\u6027\uff0c\u63a1\u53d6\u4e86 <strong>BFloat16<\/strong> \u6df7\u5408\u7cbe\u5ea6\u8207 <strong>AdamW8bit<\/strong> \u512a\u5316\u5668\uff0c\u5728\u78ba\u4fdd\u8a13\u7df4\u6548\u7387\u7684\u540c\u6642\u4e5f\u5927\u5e45\u964d\u4f4e\u986f\u5b58\u58d3\u529b\u3002\u540c\u6642\uff0c\u900f\u904e\u5c07 <code>network_train_unet_only<\/code> \u8a2d\u70ba\u958b\u555f\uff0c\u6211\u5011\u80fd\u5920\u5728\u51cd\u7d50\u6587\u5b57\u7de8\u78bc\u5668\u7684\u60c5\u6cc1\u4e0b\uff0c\u5c08\u6ce8\u65bc\u63d0\u53d6\u89d2\u8272\u7684\u8996\u89ba\u7279\u5fb5\uff0c\u907f\u514d\u6a21\u578b\u640d\u58de\u3002\u63a5\u4e0b\u4f86\uff0c\u6211\u5011\u5c07\u9010\u4e00\u89e3\u6790\u8a13\u7df4\u5efa\u7f6e\u4ecb\u9762\u4e2d\u7684\u5404\u9805\u53c3\u6578\u8a2d\u5b9a\uff0c\u5e36\u9818\u5404\u4f4d\u4e00\u6b21\u4e0a\u624b\u5c08\u5c6c\u52d5\u6f2b LoRA \u7684\u8a13\u7df4\u6d41\u7a0b\u3002<\/p>\n<blockquote><p>\ud83d\udcdd \u95b1\u8b80\u672c\u7bc7\u6587\u7ae0\u524d\uff0c\u8acb\u5148\u4f9d\u7167<a href=\"https:\/\/mnya.tw\/cc\/word\/2773.html\" target=\"_blank\" rel=\"noopener\">\u5148\u524d\u7684\u5b89\u88dd\u6559\u5b78\u6307\u5357<\/a>\u5b8c\u6210\u672c\u5de5\u5177\u7684\u5b89\u88dd\u3001\u555f\u52d5\u8207\u8a13\u7df4\u524d\u8a2d\u5b9a\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<\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-1.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9032\u5165 Web UI \u4ecb\u9762\u5f8c\uff0c\u9996\u5148\u9ede\u64ca\u5de6\u4e0a\u89d2\u7684\u300c+ New\u300d\u6309\u9215\u5efa\u7acb\u65b0\u7684\u8a13\u7df4\u4efb\u52d9\u3002\u5728\u5f48\u51fa\u7684\u8996\u7a97\u4e2d\u8f38\u5165 Job Name\uff0c\u672c\u6b21\u4ee5\u300cmnya_niang_a\u300d\u70ba\u540d\u3002\u5efa\u7acb\u4efb\u52d9\u5f8c\uff0c\u7cfb\u7d71\u6703\u751f\u6210\u7368\u7acb\u7684\u5c08\u6848\u76ee\u9304\uff0c\u65b9\u4fbf\u672a\u4f86\u91dd\u5c0d\u4e0d\u540c\u53c3\u6578\u7d44\u5408\u9032\u884c\u5feb\u901f\u8907\u88fd\u8207\u5fae\u8abf\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-2.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5728\u300cTraining\u300d\u5206\u9801\u8a2d\u5b9a\u6838\u5fc3\u512a\u5316\u53c3\u6578\u3002\u672c\u6b21\u5c07\u5b78\u7fd2\u7387\u8a2d\u5b9a\u70ba 0.0001\uff0c\u512a\u5316\u5668\u9078\u64c7 AdamW8bit\u3002\u8a13\u7df4\u6392\u7a0b\u90e8\u5206\u5207\u63db\u70ba\u300cSteps\u300d\u6a21\u5f0f\uff0c\u7e3d\u6b65\u6578\u8a2d\u5b9a\u70ba 1,000 \u6b65\uff0c\u4e26\u7dad\u6301\u6bcf 200 \u6b65\u5b58\u6a94\u4e00\u6b21\u7684\u983b\u7387\uff0c\u9019\u5c0d\u521d\u6b21\u8a13\u7df4\u7279\u5b9a\u89d2\u8272\u4f86\u8aaa\u662f\u500b\u975e\u5e38\u7a69\u5b9a\u7684\u8d77\u9ede\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-3.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u6548\u80fd\u8a2d\u5b9a\u662f\u8b93\u6d88\u8cbb\u7d1a\u986f\u5361\u8dd1\u52d5\u8a13\u7df4\u7684\u95dc\u9375\u3002\u5c07 Mixed Precision \u8207 Save Precision \u7d71\u4e00\u6539\u70ba BFloat16\u3002\u52d9\u5fc5\u52fe\u9078\u300cGradient Checkpointing\u300d\u4ee5\u7bc0\u7701\u986f\u5b58\u3002\u6b64\u5916\u958b\u555f\u300cPersistent DataLoader Workers\u300d\u80fd\u6e1b\u5c11\u6bcf\u8f2a\u8a13\u7df4\u958b\u59cb\u6642\u7684\u7b49\u5f85\u5ef6\u9072\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-4.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u7de9\u5b58\u8a2d\u5b9a\u80fd\u5927\u5e45\u7e2e\u77ed\u91cd\u8907\u8a13\u7df4\u7684\u6642\u9593\u3002\u52fe\u9078\u300cCache Latents to Disk\u300d\u8207\u300cCache Text Encoder Outputs\u300d\u80fd\u907f\u514d\u53cd\u8986\u904b\u7b97 VAE \u8207 Qwen\u3002\u63a1\u6a23\u65b9\u6cd5\u9078\u7528\u300cLogit Normal\u300d\uff0c\u4e26\u4f9d\u64da Anima \u6a21\u578b\u7279\u6027\u5c07 Flow Shift \u8a2d\u5b9a\u70ba 3\uff0c\u78ba\u4fdd\u68af\u5ea6\u66f4\u65b0\u7684\u5e73\u6ed1\u5ea6\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-5.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5207\u63db\u81f3\u300cDataset\u300d\u5206\u9801\u9032\u884c\u8cc7\u6599\u96c6\u5168\u57df\u8a2d\u5b9a\u3002Resolution \u8a2d\u70ba 1024\uff0c\u642d\u914d Batch Size \u70ba 1\u3002\u958b\u555f\u300cEnable Aspect Ratio Bucketing\u300d\u8207\u300cDo Not Upscale Images\u300d\uff0c\u9019\u80fd\u9632\u6b62\u89e3\u6790\u5ea6\u904e\u4f4e\u7684\u7d20\u6750\u88ab\u904e\u5ea6\u62c9\u4f38\uff0c\u540c\u6642\u8b93\u6a21\u578b\u5b78\u6703\u9069\u61c9\u591a\u7a2e\u9577\u5bec\u6bd4\u69cb\u5716\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-6.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u5728\u8cc7\u6599\u593e\u8a2d\u5b9a\u4e2d\u7cbe\u78ba\u586b\u5165\u5b58\u653e\u300c\u840c\u82bd\u5a18\u300d\u53c3\u8003\u5716\u7684\u8def\u5f91\u3002\u672c\u6b21\u7bc4\u4f8b\u4f7f\u7528\u7684\u8a13\u7df4\u96c6\u5305\u542b\u9ad8\u54c1\u8cea\u53c3\u8003\u5716\uff08\u5efa\u8b70 10 \u81f3 15 \u5f35\u5716\uff09\u8207\u5c0d\u61c9\u7684 TXT \u63d0\u793a\u8a5e\u6a94\u3002Num Repeats \u8a2d\u5b9a\u70ba 1\uff0c\u914d\u5408 Caption Dropout Rate \u70ba 0.05\uff0c\u80fd\u8b93\u6a21\u578b\u5728\u5b78\u7fd2\u7279\u5fb5\u7684\u540c\u6642\uff0c\u4fdd\u6301\u4e00\u5b9a\u7684\u6cdb\u5316\u80fd\u529b\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-7.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u300cNetwork\u300d\u5206\u9801\u4e2d\uff0cModule \u5fc5\u9808\u9078\u64c7\u5c08\u7528\u7684\u300cLoRA (Anima)\u300d\u3002\u7db2\u8def\u7dad\u5ea6\uff08Rank\/Alpha\uff09\u5747\u8a2d\u5b9a\u70ba 16\u3002\u6700\u91cd\u8981\u7684\u4e00\u6b65\u662f\u52fe\u9078\u300cTrain UNet Only\u300d\uff0c\u56e0\u70ba Anima \u7684\u6587\u5b57\u7de8\u78bc\u5668\u904e\u65bc\u5de8\u5927\u4e14\u654f\u611f\uff0c\u50c5\u8a13\u7df4 UNet \u80fd\u6709\u6548\u9396\u5b9a\u89d2\u8272\u5916\u578b\u800c\u4e0d\u7834\u58de\u539f\u6709\u7684\u6307\u4ee4\u7406\u89e3\u529b\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-8.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u63a1\u6a23\u9810\u89bd\uff08Prompts\uff09\u8a2d\u5b9a\u5340\u3002\u958b\u555f\u300cEnable Sampling\u300d\u4e26\u5c07\u9593\u9694\u8a2d\u70ba 200 \u6b65\u3002\u9019\u80fd\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\u96a8\u6642\u76e3\u8996\u840c\u82bd\u5a18\u7684\u85cd\u9aee\u3001\u7da0\u773c\u8207\u8449\u7247\u9aee\u98fe\u7b49\u7d30\u7bc0\u662f\u5426\u504f\u79fb\u3002\u8a2d\u5b9a\u5e95\u5c64\u751f\u6210\u57fa\u6e96\u70ba\u300cBase Model (No LoRA)\u300d\uff0c\u4ee5\u6e05\u695a\u89c0\u5bdf\u8a13\u7df4\u5f8c\u7684\u6b0a\u91cd\u8b8a\u5316\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-9.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u8a2d\u5b9a\u6e2c\u8a66\u6a23\u672c\u7684\u6b63\u9762\u63d0\u793a\u8a5e\u7d44\u3002\u9664\u4e86\u52a0\u5165\u89f8\u767c\u8a5e\u300cmnya_niang_a\u300d\u5916\uff0c\u4e5f\u61c9\u52a0\u5165 Anima \u5efa\u8b70\u7684\u54c1\u8cea\u6a19\u7c64\uff08\u5982 score_9, masterpiece\uff09\u3002\u9078\u5b9a NVIDIA GeForce RTX 5070 Ti\uff08\u6216\u60a8\u7684\u986f\u5361\uff09\u5f8c\u5373\u53ef\u9ede\u64ca\u53f3\u4e0a\u89d2\u7684\u300cTrain\u300d\u555f\u52d5\u8a13\u7df4\uff0c\u904e\u7a0b\u4e2d\u53ef\u5f9e Console \u5373\u6642\u76e3\u63a7\u9032\u5ea6\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-10.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u8a13\u7df4\u5b8c\u6210\u5f8c\uff0c\u5207\u63db\u5230\u300cSamples\u300d\u6a19\u7c64\u9801\u53ef\u700f\u89bd\u5206\u6bb5\u751f\u6210\u7684\u6a23\u672c\u3002\u53ef\u4ee5\u770b\u5230\u5f9e 200 \u6b65\u5230 1000 \u6b65\uff0c\u840c\u82bd\u5a18\u7684\u5f62\u8c61\u5f9e\u96db\u5f62\u9010\u6f38\u5b8c\u6574\uff0c\u8272\u5f69\u8207\u7dda\u689d\u8b8a\u5f97\u66f4\u5177\u52d5\u6f2b\u5c64\u6b21\u611f\u3002\u6700\u5f8c 1000 \u6b65\u7684\u4f5c\u54c1\u5728\u4eba\u7269\u795e\u97fb\u8207\u5149\u5f71\u4e0a\u90fd\u9054\u5230\u4e86\u975e\u5e38\u512a\u7570\u7684\u4e00\u81f4\u6027\u8868\u73fe\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-11.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u9ede\u958b\u55ae\u5f35\u6a23\u672c\u5716\u67e5\u770b\u8a73\u7d30\u8cc7\u8a0a\uff0c\u8996\u7a97\u53f3\u5074\u6703\u986f\u793a\u8a72\u6a23\u672c\u751f\u6210\u7684\u5b8c\u6574\u53c3\u6578\u3002\u53ef\u4ee5\u770b\u5230\u5728 1000 \u6b65\u6642\uff0c\u840c\u82bd\u5a18\u7684\u7279\u5fb5\u5df2\u7d93\u76f8\u7576\u7a69\u56fa\u3002\u6b64\u8996\u7a97\u986f\u793a\u4e86\u63a1\u6a23\u5668\u70ba Euler\u3001CFG Scale \u70ba 4.0 \u4e14\u89e3\u6790\u5ea6\u70ba 1280x960\u3002\u9019\u5c0d\u8a13\u7df4\u5f8c\u671f\u7684\u5fae\u8abf\u6c7a\u7b56\u975e\u5e38\u6709\u5e6b\u52a9\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2774-12.jpg\" width=\"1024\" height=\"768\" \/><br \/>\n\u25b2 \u8a13\u7df4\u6240\u5f97\u7684\u6240\u6709 LoRA \u6b0a\u91cd\u6703\u5132\u5b58\u65bc 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