{"id":2000,"date":"2026-10-04T23:50:39","date_gmt":"2026-10-04T15:50:39","guid":{"rendered":"https:\/\/skypray.synology.me\/blog\/?p=2000"},"modified":"2026-10-05T08:46:50","modified_gmt":"2026-10-05T00:46:50","slug":"minimax-h3-two-pass-720p-low-vram","status":"publish","type":"post","link":"https:\/\/skypray.synology.me\/blog\/computer\/minimax-h3-two-pass-720p-low-vram\/","title":{"rendered":"\u4f4e\u986f\u5b58\u4e5f\u80fd\u8f38\u51fa\u9ad8\u89e3\u6790\u5ea6\u5f71\u7247\uff5cMiniMax H3 \u4e8c\u63a1 720p \u4ee5\u4e0a\uff08ComfyUI \u6a21\u677f\u8207\u6559\u5b78\uff09"},"content":{"rendered":"<style>.mh3-guide{width:100%;max-width:100%;margin:0;box-sizing:border-box;overflow-wrap:break-word;}.mh3-guide,.mh3-guide *{box-sizing:border-box}.mh3-guide .mh3-main{width:100% !important;max-width:920px !important;margin-left:auto !important;margin-right:auto !important;}.mh3-guide .mh3-main > *{max-width:100%;}.mh3-guide pre.mh3-code{display:block !important;width:100% !important;max-width:100% !important;min-width:0 !important;margin:1.2em 0 !important;padding:18px !important;box-sizing:border-box !important;position:static !important;left:auto !important;right:auto !important;inset:auto !important;transform:none !important;float:none !important;clear:both !important;overflow-x:auto !important;overflow-y:hidden !important;white-space:pre !important;-webkit-overflow-scrolling:touch;}.mh3-guide pre.mh3-code code{display:inline !important;width:auto !important;max-width:none !important;margin:0 !important;padding:0 !important;border:0 !important;background:transparent !important;color:inherit !important;white-space:inherit !important;overflow-wrap:normal !important;word-break:normal !important;box-shadow:none !important;}.mh3-guide .mh3-table-scroll{display:block;width:100%;max-width:100%;margin:1.2em 0;overflow-x:auto;-webkit-overflow-scrolling:touch;}.mh3-guide .mh3-table-scroll table{width:100%;max-width:100%;border-collapse:collapse;}@media(max-width:680px){.mh3-guide .mh3-main{max-width:100%;}.mh3-guide pre.mh3-code{padding:14px !important;font-size:.82rem;}}<\/style>\n<article class=\"mh3-guide\">\n<div class=\"mh3-main\">\n<p>\u53ea\u8981\u7528\u904e MiniMax H3\uff0c\u5927\u6982\u90fd\u9047\u904e\u9019\u500b\u756b\u9762\uff1a\u89e3\u6790\u5ea6\u4e00\u5f80\u4e0a\u62c9\uff0cComfyUI \u7684\u7bc0\u9ede\u5c31\u8b8a\u7d05\uff0c\u8df3\u51fa <code>OutOfMemoryError<\/code> \u6216 <code>out of memory<\/code>\u3002\u5728 RTX 5070\uff0812GB\uff09\u3001RTX 5080\uff0816GB\uff09\u9019\u985e\u986f\u5361\u4e0a\uff0c\u4e00\u63a1\uff08\u7b2c\u4e00\u6b21\u63a1\u6a23\uff09\u8d85\u904e\u7d04 <strong>0.4 MP\uff08864\u00d7480\uff09<\/strong>\u5c31\u5bb9\u6613\u7206\uff0c\u4e5f\u5c31\u662f\u8aaa\uff0c\u60f3\u76f4\u63a5\u751f\u6210 720p \u4ee5\u4e0a\u7684\u5f71\u7247\u5f88\u5403\u529b\u3002<\/p>\n<p>\u9019\u7bc7\u6587\u7ae0\u6574\u7406\u7684\u662f\u53e6\u4e00\u689d\u8def\uff1a<strong>\u4e8c\u63a1<\/strong>\u3002\u5148\u7528 0.4 MP \u5b8c\u6210\u6700\u82b1\u529b\u6c23\u7684\u7b2c\u4e00\u6b21\u63a1\u6a23\uff0c\u518d\u628a\u7d50\u679c\u653e\u5927\u3001\u53ea\u7528 3 \u500b\u4f4e\u566a\u8072\u6b65\u9a5f\u91cd\u65b0\u7cbe\u4fee\uff0c\u6700\u5f8c\u5f97\u5230 <strong>\u81f3\u5c11 720p<\/strong> \u7684\u5f71\u7247\u3002\u6587\u7ae0\u6703\u5f9e\u300cOOM \u70ba\u4ec0\u9ebc\u6703\u767c\u751f\u300d\u8b1b\u8d77\uff0c\u63a5\u8457\u5e36\u4f60\u5728\u5df2\u7d93\u6703\u7528 MiniMax H3 \u7684\u57fa\u790e\u4e0a\u88dc\u88dd\u4e8c\u63a1\u9700\u8981\u7684 Custom Node\uff0c\u4e26\u62c6\u89e3\u6a21\u677f\u88e1\u5169\u7d44\u6700\u5bb9\u6613\u770b\u4e0d\u61c2\u7684\u6578\u5b57\uff1a<strong>\u4e00\u63a1\u7684 9 \u500b\u6578\u5b57\uff081 \u2192 0\uff09<\/strong>\u8207<strong>\u4e8c\u63a1\u7684 4 \u500b\u6578\u5b57\uff081 \u2192 0 \u7684\u5c3e\u6bb5\uff09<\/strong>\u3002<\/p>\n<p><strong>\u95b1\u8b80\u5efa\u8b70\uff1a<\/strong>\u5982\u679c\u4f60\u53ea\u60f3\u5148\u8dd1\u8d77\u4f86\uff0c\u770b\u7b2c\u4e09\uff5e\u4e94\u7ae0\uff08\u6a21\u677f\u3001\u5b89\u88dd\u3001\u8f09\u5165\uff09\u5c31\u5920\u4e86\u3002\u60f3\u77e5\u9053\u300c\u70ba\u4ec0\u9ebc\u9019\u6a23\u8a2d\u300d\u518d\u770b\u7b2c\u516d\uff5e\u516b\u7ae0\u3002\u9019\u7bc7\u5047\u8a2d\u4f60\u5df2\u7d93\u770b\u904e <a href=\"https:\/\/skypray.synology.me\/blog\/computer\/comfyui-minimax-h3-workflow\/\" target=\"_blank\" rel=\"noopener\">ComfyUI + MiniMax H3 \u672c\u6a5f AI \u5f71\u7247\u6559\u5b78<\/a>\uff0cComfyUI\u3001Director\u3001H3 \u4e3b\u6a21\u578b\u8207 Turbo LoRA \u90fd\u5df2\u7d93\u88dd\u597d\uff1b\u6c92\u6709\u7684\u8a71\u8acb\u5148\u56de\u53bb\u7167\u90a3\u7bc7\u5b8c\u6210\u3002<\/p>\n<p id=\"toc\"><strong>\u6587\u7ae0\u76ee\u9304<\/strong><\/p>\n<ol>\n<li><a href=\"#oom\">OOM \u662f\u4ec0\u9ebc\uff1f\u70ba\u4ec0\u9ebc\u4e00\u63a1\u8d85\u904e 0.4 MP \u5c31\u7206<\/a><\/li>\n<li><a href=\"#twopass\">\u4e8c\u63a1\u600e\u9ebc\u89e3\u6c7a\uff1a\u5148\u4f4e\u89e3\u6790\u5ea6\u3001\u518d\u653e\u5927\u7cbe\u4fee<\/a><\/li>\n<li><a href=\"#templates\">\u5169\u4efd\u6a21\u677f\uff1a\u4e0b\u8f09\u3001R2V \u8207 FL2V \u600e\u9ebc\u9078<\/a><\/li>\n<li><a href=\"#nodes\">\u5b89\u88dd\u4e8c\u63a1\u9700\u8981\u7684 Custom Node \u8207\u5c0f\u6a21\u578b<\/a><\/li>\n<li><a href=\"#load\">\u8f09\u5165\u6a21\u677f\u3001\u63db\u4e0a\u6a21\u578b\u3001\u6aa2\u67e5\u7d05\u8272\u7bc0\u9ede<\/a><\/li>\n<li><a href=\"#sigma1\">\u4e00\u63a1\u7684 9 \u500b\u6578\u5b57\uff081 \u2192 0\uff09\u600e\u9ebc\u8a02\u7684<\/a><\/li>\n<li><a href=\"#sigma2\">\u4e8c\u63a1\u7684 4 \u500b\u6578\u5b57\uff081 \u2192 0\uff09\u600e\u9ebc\u8a02\u7684<\/a><\/li>\n<li><a href=\"#autores\">\u4e8c\u63a1\u7684\u81ea\u52d5\u89e3\u6790\u5ea6\uff1a\u8ddf\u8457\u4e00\u63a1\u8b8a\uff0c\u81f3\u5c11 720p<\/a><\/li>\n<li><a href=\"#run\">\u5be6\u969b\u51fa\u7247\u6d41\u7a0b\u8207 720p \u88c1\u5207<\/a><\/li>\n<li><a href=\"#trouble\">\u8abf\u6574\u65b9\u5411\u8207\u5e38\u898b\u554f\u984c<\/a><\/li>\n<li><a href=\"#video\">\u53c3\u8003\u7bc4\u4f8b\u5f71\u7247<\/a><\/li>\n<\/ol>\n<h2 id=\"oom\">\u4e00\u3001OOM \u662f\u4ec0\u9ebc\uff1f\u70ba\u4ec0\u9ebc\u4e00\u63a1\u8d85\u904e 0.4 MP \u5c31\u7206<\/h2>\n<p>OOM \u662f Out Of Memory\uff0c\u8a18\u61b6\u9ad4\u4e0d\u8db3\u3002\u751f\u6210\u5f71\u7247\u6642\uff0c\u6a21\u578b\u6b0a\u91cd\u3001\u904b\u7b97\u4e2d\u9593\u7d50\u679c\u3001\u6700\u5f8c\u89e3\u78bc\u6210\u5f71\u7247\u7684\u756b\u9762\uff0c\u90fd\u8981\u653e\u9032\u986f\u793a\u5361\u7684 VRAM\uff1b\u67d0\u4e00\u6b65\u9700\u8981\u7684\u7a7a\u9593\u8d85\u904e\u53ef\u7528 VRAM\uff0c\u53c8\u6c92\u8fa6\u6cd5\u66ab\u6642\u642c\u5230\u7cfb\u7d71 RAM\uff0c\u5c31\u6703 OOM\u3002ComfyUI \u6703\u628a\u7576\u4e0b\u7684\u7bc0\u9ede\u6a19\u7d05\uff0c\u800c\u4e14\u7a0b\u5f0f\u9084\u6d3b\u8457\uff0c\u6539\u8a2d\u5b9a\u5f8c\u53ef\u4ee5\u91cd\u65b0 Queue\u3002OOM \u8207\u300c\u76f4\u63a5\u5d29\u6f70\u300d\u7684\u5dee\u5225\u3001<code>--reserve-vram<\/code> \u7684\u7528\u6cd5\uff0c\u5728 <a href=\"https:\/\/skypray.synology.me\/blog\/computer\/comfyui-minimax-h3-workflow\/#oom\" target=\"_blank\" rel=\"noopener\">\u524d\u4e00\u7bc7\u7684 OOM \u5c0f\u7bc0<\/a> \u6709\u5b8c\u6574\u8aaa\u660e\uff0c\u9019\u88e1\u4e0d\u91cd\u8907\u3002<\/p>\n<p><strong>\u70ba\u4ec0\u9ebc\u662f 0.4 MP \u9019\u689d\u7dda\uff1f<\/strong>MP \u662f\u767e\u842c\u50cf\u7d20\u3002H3 \u672c\u8eab\u7684\u4e3b\u6a21\u578b\u5c31\u6709\u7d04 21GB\uff0c\u6bd4 12GB\u300116GB \u7684\u986f\u5361\u9084\u5927\uff0c\u4e00\u76f4\u90fd\u9760\u300c\u4e00\u90e8\u5206\u653e VRAM\u3001\u4e00\u90e8\u5206\u642c RAM\u300d\u5728\u8dd1\u3002\u771f\u6b63\u6c7a\u5b9a\u6703\u4e0d\u6703\u7206\u7684\uff0c\u662f <strong>\u96a8\u300c\u50cf\u7d20\u6578 \u00d7 \u5f71\u683c\u6578\u300d\u4e00\u8d77\u653e\u5927\u7684\u904b\u7b97\u7a7a\u9593<\/strong>\uff0c\u4ee5\u53ca\u6700\u5f8c Video VAE \u89e3\u78bc\u7684\u77ac\u9593\u5c16\u5cf0\uff1a<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u96a8\u4ec0\u9ebc\u589e\u52a0<\/th>\n<th>\u70ba\u4ec0\u9ebc\u6703\u903c\u8fd1 VRAM \u4e0a\u9650<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6a21\u578b\u6b0a\u91cd<\/td>\n<td>\u56fa\u5b9a<\/td>\n<td>21GB \u7684\u4e3b\u6a21\u578b\u672c\u4f86\u5c31\u653e\u4e0d\u9032 12\uff0f16GB\uff0c\u9700\u8981 offload\uff0c\u5df2\u7d93\u4f54\u6389\u5927\u90e8\u5206\u7de9\u885d<\/td>\n<\/tr>\n<tr>\n<td>Transformer \u7684\u904b\u7b97\u7a7a\u9593<\/td>\n<td>\u50cf\u7d20\u6578 \u00d7 \u5f71\u683c\u6578<\/td>\n<td>\u89e3\u6790\u5ea6\u8d8a\u9ad8\u3001\u5f71\u7247\u8d8a\u9577\uff0c\u540c\u6642\u8981\u8655\u7406\u7684 token \u8d8a\u591a\u3002\u4e00\u822c\u800c\u8a00\u6ce8\u610f\u529b\u7684\u6210\u672c\u6210\u9577\u5f97\u6bd4 token \u6578\u66f4\u5feb<\/td>\n<\/tr>\n<tr>\n<td>Reference \u5716\u3001\u97f3\u8a0a<\/td>\n<td>\u53c3\u8003\u5716\u5f35\u6578\u8207\u5c3a\u5bf8<\/td>\n<td>\u6bcf\u591a\u4e00\u5f35\u53c3\u8003\u5716\u90fd\u8981\u591a\u4f54\u4e00\u4efd\u7a7a\u9593<\/td>\n<\/tr>\n<tr>\n<td>VAE \u89e3\u78bc<\/td>\n<td>\u6700\u7d42\u8f38\u51fa\u89e3\u6790\u5ea6<\/td>\n<td>\u63a1\u6a23\u7d50\u675f\u5f8c\u4e00\u6b21\u8981\u628a\u6574\u6bb5 latent \u9084\u539f\u6210\u756b\u9762\uff0c\u662f\u5e38\u898b\u7684\u77ac\u9593\u5c16\u5cf0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4ee5 16:9 \u4f86\u770b\uff0c0.4 MP \u7d04 864\u00d7480\uff08480p\uff09\uff1b\u62c9\u5230 0.5 MP \u7d04\u591a 25% \u7684\u50cf\u7d20\u3002\u9019\u500b\u589e\u91cf\u770b\u8d77\u4f86\u4e0d\u5927\uff0c\u4f46\u53ea\u8981\u525b\u597d\u8de8\u904e\u81e8\u754c\u9ede\uff0c\u7d50\u679c\u4e0d\u662f\u300c\u7a0d\u5fae\u6162\u4e00\u9ede\u300d\uff0c\u800c\u662f\u76f4\u63a5 OOM\u3002\u4f9d\u672c\u7ad9\u5be6\u6e2c\u7d93\u9a57\uff0cRTX 5070\uff0f5080 \u4e00\u63a1\u60f3\u76f4\u63a5\u505a\u5230\u5927\u65bc 0.4 MP \u5c31\u5f88\u5bb9\u6613\u9047\u5230\uff0c\u66f4\u5225\u8aaa\u76f4\u63a5\u505a 720p\uff08\u7d04 0.92 MP\uff09\u6216 1080p\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"twopass\">\u4e8c\u3001\u4e8c\u63a1\u600e\u9ebc\u89e3\u6c7a\uff1a\u5148\u4f4e\u89e3\u6790\u5ea6\u3001\u518d\u653e\u5927\u7cbe\u4fee<\/h2>\n<p>\u4e8c\u63a1\uff08Two-pass\uff09\u7684\u60f3\u6cd5\u5f88\u55ae\u7d14\uff1a<strong>\u628a\u300c\u6c7a\u5b9a\u5f71\u7247\u9577\u4ec0\u9ebc\u6a23\u5b50\u300d\u548c\u300c\u628a\u7d30\u7bc0\u88dc\u9f4a\u300d\u62c6\u6210\u5169\u6b21\u505a\uff0c\u800c\u4e14\u5169\u6b21\u90fd\u4e0d\u5fc5\u5728\u9ad8\u89e3\u6790\u5ea6\u4e0b\u5f9e\u982d\u7b97\u5230\u5c3e\u3002<\/strong><\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u4e00\u63a1\uff08\u7b2c\u4e00\u6b21\u63a1\u6a23\uff09<\/th>\n<th>\u4e8c\u63a1\uff08Refine \u7cbe\u4fee\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u89e3\u6790\u5ea6<\/td>\n<td>0.4 MP\uff0c\u4f8b\u5982 864\u00d7480<\/td>\n<td>\u653e\u5927\u5230\u7d04 0.9 MP \u4ee5\u4e0a\uff0c\u81f3\u5c11 720p<\/td>\n<\/tr>\n<tr>\n<td>\u6b65\u6578<\/td>\n<td>8 \u6b65\uff08\u642d\u914d Turbo LoRA\uff09<\/td>\n<td>3 \u6b65<\/td>\n<\/tr>\n<tr>\n<td>\u5f9e\u591a\u5c11\u566a\u8072\u958b\u59cb<\/td>\n<td>\u5f9e 1.0 \u7684\u7d14\u566a\u8072\u958b\u59cb\uff0c\u5f9e\u7121\u5230\u6709<\/td>\n<td>\u5f9e\u7d04 0.32 \u7684\u4f4e\u566a\u8072\u958b\u59cb\uff0c\u5728\u5df2\u6709\u756b\u9762\u4e0a\u4fee<\/td>\n<\/tr>\n<tr>\n<td>\u8ca0\u8cac\u4ec0\u9ebc<\/td>\n<td>\u69cb\u5716\u3001\u52d5\u4f5c\u3001\u4eba\u7269\u3001\u5c0d\u767d\u8207\u8072\u97f3\u7bc0\u594f<\/td>\n<td>\u88dc\u76ae\u819a\u3001\u6bdb\u9aee\u3001\u908a\u7de3\u7b49\u7d30\u7bc0\uff0c\u628a\u756b\u9762\u6490\u5230 720p \u4ee5\u4e0a<\/td>\n<\/tr>\n<tr>\n<td>\u8a18\u61b6\u9ad4\u8ca0\u64d4<\/td>\n<td>\u50cf 0.4 MP \u7684\u4e00\u822c\u751f\u6210\uff0c\u5df2\u77e5\u8dd1\u5f97\u52d5<\/td>\n<td>\u89e3\u6790\u5ea6\u8f03\u9ad8\uff0c\u4f46\u53ea\u6709 3 \u6b65\uff0c\u4e14\u6a21\u677f\u642d\u914d\u524d\u994b\u5206\u584a\u4f86\u58d3\u4f4e\u5cf0\u503c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>\u70ba\u4ec0\u9ebc\u4e8c\u63a1\u80fd\u514b\u670d 0.4 MP \u7684\u9650\u5236\uff1f<\/strong>\u8981\u5206\u6e05\u695a\u4e09\u4ef6\u4e8b\uff0c\u624d\u4e0d\u6703\u8aa4\u6703\uff1a<\/p>\n<ol>\n<li><strong>\u6700\u91cd\u7684\u90e8\u5206\u7559\u5728\u4f4e\u89e3\u6790\u5ea6\u3002<\/strong>8 \u500b\u9ad8\u566a\u8072\u6b65\u9a5f\u662f\u6574\u652f\u5f71\u7247\u6700\u82b1\u904b\u7b97\u7684\u90e8\u5206\uff0c\u5b83\u88ab\u9650\u5236\u5728 0.4 MP\uff0c\u6240\u4ee5\u4e0d\u6703\u8d8a\u7dda\u3002<\/li>\n<li><strong>\u9ad8\u89e3\u6790\u5ea6\u53ea\u505a 3 \u500b\u4f4e\u566a\u8072\u6b65\u9a5f\u3002<\/strong>\u4e8c\u63a1\u7684\u6bcf\u4e00\u6b65\u5728 720p \u4ee5\u4e0a\u7684\u5c3a\u5bf8\u5176\u5be6\u4ecd\u6bd4\u4e00\u63a1\u91cd\uff0c\u55ae\u6b21\u7684\u5cf0\u503c\u4e26\u4e0d\u6703\u81ea\u52d5\u8b8a\u5c0f\uff0c\u6240\u4ee5\u6a21\u677f\u53e6\u5916\u7528\u4e86\u5169\u500b\u300c\u5206\u584a\u300d\u624b\u6bb5\u628a\u5cf0\u503c\u5207\u958b\uff1a<strong>\u524d\u994b\u5206\u584a<\/strong>\uff08\u628a token \u5207\u6210 4 \u4efd\u4f9d\u5e8f\u7b97\uff0c\u7d50\u679c\u8207\u4e0d\u5206\u584a\u76f8\u540c\uff0c\u53ea\u662f\u8b8a\u6162\uff09\u6b64\u5916 Refine \u7bc0\u9ede\u672c\u8eab\u4e5f\u63d0\u4f9b<strong>\u7a7a\u9593\u5206\u584a<\/strong>\u8207<strong>\u6642\u9593\u5206\u584a<\/strong>\u9078\u9805\uff08\u628a\u756b\u9762\u6216\u5f71\u683c\u5207\u958b\uff0c\u5206\u6b21\u524d\u5411\u518d\u63a5\u56de\uff0c\u662f\u5426\u958b\u555f\u8acb\u770b\u7bc0\u9ede\u4e0a\u7684\u958b\u95dc\uff09\u3002\u9019\u4e9b\u90fd\u662f\u7528\u901f\u5ea6\u63db\u8a18\u61b6\u9ad4\u3002<\/li>\n<li><strong>\u653e\u5927\u4e0d\u9760\u63a1\u6a23\u3002<\/strong>\u6a21\u677f\u7528 Lanczos \u50cf\u7d20\u63d2\u503c\u653e\u5927\uff0c\u518d\u4ea4\u7d66 VAE \u91cd\u65b0\u7de8\u78bc\uff08\u7bc0\u9ede\u6a19\u984c\u5beb\u300cLanczos\uff0bFP16\u91cd\u7de8\u78bc\u300d\uff09\uff0c\u4e0d\u9700\u8981\u518d\u8dd1\u4e00\u500b\u5927\u578b\u6a21\u578b\u4f86\u653e\u5927\uff0c\u6240\u4ee5\u300c\u653e\u5927\u300d\u9019\u4e00\u6b65\u4e0d\u662f\u4e3b\u8981\u7684 OOM \u4f86\u6e90\u3002<\/li>\n<\/ol>\n<p>\u8981\u63d0\u9192\u7684\u662f\uff1a\u9019\u5169\u4efd\u7a7a\u767d\u6a21\u677f\u7684\u6a94\u5167\u8aaa\u660e\u4ecd\u4fdd\u7559\u300c\u5c1a\u672a\u505a GPU \u751f\u6210\u6e2c\u8a66\u300d\u7684\u539f\u59cb\u8a3b\u8a18\uff1b\u6587\u672b\u5df2\u6709\u4f7f\u7528 RTX 5080\uff0816GB\uff09\u5b8c\u6210\u7684\u4e8c\u63a1\u7bc4\u4f8b\uff0c\u4f9b\u4f60\u67e5\u770b\u5be6\u969b\u6210\u7247\u3002\u55ae\u4e00\u7bc4\u4f8b\u4e0d\u80fd\u4fdd\u8b49\u6240\u6709\u986f\u5361\u8207\u7247\u9577\u90fd\u4e0d\u6703 OOM\uff1b\u5982\u679c\u4f60\u7528\u7684\u662f 12GB \u7684 RTX 5070\uff0c\u4ecd\u53ef\u80fd\u9700\u8981\u7e2e\u77ed\u7247\u9577\u3001\u589e\u52a0\u5206\u584a\u6578\uff0c\u6216\u8abf\u6574 <code>--reserve-vram<\/code> \u4e26\u5be6\u6e2c\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"templates\">\u4e09\u3001\u5169\u4efd\u6a21\u677f\uff1a\u4e0b\u8f09\u3001R2V \u8207 FL2V \u600e\u9ebc\u9078<\/h2>\n<p>\u5169\u4efd\u6a21\u677f\u653e\u5728\u540c\u4e00\u500b\u96f2\u7aef\u8cc7\u6599\u593e\uff0c\u6a94\u540d\u88e1\u7684\u300c\u7a7a\u767d\u88fd\u7247\u6a21\u677f\u300d\u8868\u793a\u5716\u7247\u8207 Prompt \u90fd\u662f\u7a7a\u7684\uff0c\u8981\u81ea\u5df1\u586b\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/drive.google.com\/drive\/folders\/1ygqi9dsXoA464YzsSDMoLRaj_IR1uUV5\" target=\"_blank\" rel=\"noopener\">Google Drive \u6a21\u677f\u8cc7\u6599\u593e<\/a><\/li>\n<li><code>H3\u53c3\u8003\u5e40_R2V_RTX5080_720p\u4e8c\u63a1_\u7a7a\u767d\u88fd\u7247\u6a21\u677f.json<\/code>\uff1a\u7528 1\uff5e\u6578\u5f35\u53c3\u8003\u5716\u751f\u6210\u5f71\u7247\uff08Reference to Video\uff09<\/li>\n<li><code>H3\u9996\u5c3e\u5e40_FL2V_RTX5080_720p\u4e8c\u63a1_\u7a7a\u767d\u88fd\u7247\u6a21\u677f.json<\/code>\uff1a\u6307\u5b9a\u9996\u5e40\u8207\u5c3e\u5e40\uff0c\u8b93 AI \u88dc\u4e2d\u9593\u7684\u52d5\u4f5c\uff08First-Last Frame to Video\uff09<\/li>\n<\/ul>\n<p>\u5169\u4efd JSON \u7684\u7bc0\u9ede\u9010\u4e00\u6bd4\u5c0d\u4e4b\u5f8c\uff0c<strong>\u9664\u4e86\u300c\u4e3b\u6a21\u578b\u300d\u300cTurbo LoRA\u300d\u300c\u4efb\u52d9\u985e\u578b\u300d\u4e09\u500b\u5730\u65b9\u4e0d\u540c\uff0c\u5176\u9918\u7bc0\u9ede\u3001\u9023\u7dda\u8207\u4e8c\u63a1\u8a2d\u5b9a\u5b8c\u5168\u4e00\u6a23\u3002<\/strong>\u6240\u4ee5\u5b78\u6703\u4e00\u4efd\uff0c\u53e6\u4e00\u4efd\u53ea\u8981\u63db\u4e09\u6a23\u6771\u897f\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>R2V\uff08\u53c3\u8003\u5e40\uff09<\/th>\n<th>FL2V\uff08\u9996\u5c3e\u5e40\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u9069\u5408\u4ec0\u9ebc<\/td>\n<td>\u56fa\u5b9a\u89d2\u8272\u3001\u56fa\u5b9a\u666f\u9ede\uff0c\u7528\u540c\u4e00\u7d44\u53c3\u8003\u5716\u62cd\u591a\u500b\u93e1\u982d\uff0c\u4eba\u7269\u6700\u7a69<\/td>\n<td>\u5df2\u7d93\u6709\u9996\u5e40\u3001\u5c3e\u5e40\uff08\u4f8b\u5982\u5169\u5f35\u5206\u93e1\u5716\uff09\uff0c\u8981\u5b83\u5011\u4e4b\u9593\u7684\u52d5\u4f5c<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u6a21\u578b\uff08UNET\uff09<\/td>\n<td><code>minimax_h3_ref2va_pruned_int8_convrot.safetensors<\/code><\/td>\n<td><code>minimax_h3_fl2va_pruned_int8_convrot.safetensors<\/code><\/td>\n<\/tr>\n<tr>\n<td>Turbo LoRA\uff088 \u6b65\uff09<\/td>\n<td><code>minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors<\/code><\/td>\n<td><code>minimax_h3_fl2v_turbo_8step_v1.0_comfyui_bf16.safetensors<\/code><\/td>\n<\/tr>\n<tr>\n<td>Director \u4efb\u52d9\u985e\u578b<\/td>\n<td>r2v<\/td>\n<td>fl2v<\/td>\n<\/tr>\n<tr>\n<td>\u5171\u7528\u7684\u90e8\u5206<\/td>\n<td colspan=\"2\">\u6587\u5b57\u7de8\u78bc\u5668 <code>qwen3vl_32b_minimax_h3_nvfp4_awq<\/code>\u3001Video VAE fp16\u3001Audio VAE fp32\u3001pytorch attention\u3001\u4e00\u63a1 9 \u500b\u6578\u5b57\u3001\u4e8c\u63a1 4 \u500b\u6578\u5b57\u3001Refine \u7bc0\u9ede\u3001\u524d\u994b 4 \u5206\u584a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u6a21\u578b\u7684\u4e0b\u8f09\u4f86\u6e90\u8207\u8cc7\u6599\u593e\uff0c\u8207\u524d\u4e00\u7bc7\u76f8\u540c\uff1a\u4e3b\u6a21\u578b\u8207 VAE\u3001\u6587\u5b57\u7de8\u78bc\u5668\u4f86\u81ea <a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\" target=\"_blank\" rel=\"noopener\">Comfy-Org \/ MiniMax-H3<\/a>\uff0cTurbo LoRA \u4f86\u81ea <a href=\"https:\/\/huggingface.co\/lightx2v\/Minimax-h3-Turbo\" target=\"_blank\" rel=\"noopener\">lightx2v \/ Minimax-h3-Turbo<\/a>\u3002\u7528 FL2V \u7684\u8a71\uff0c\u8acb\u53e6\u5916\u4e0b\u8f09 FL2V \u7684\u4e3b\u6a21\u578b\uff08\u7d04 21 GB\uff09\u8207 FL2V \u7684 Turbo LoRA <a href=\"https:\/\/huggingface.co\/lightx2v\/Minimax-h3-Turbo\/blob\/main\/minimax_h3_fl2v_turbo_8step_v1.0_comfyui_bf16.safetensors\" target=\"_blank\" rel=\"noopener\"><code>minimax_h3_fl2v_turbo_8step_v1.0_comfyui_bf16.safetensors<\/code><\/a>\uff08\u7d04 1.96 GB\uff0c\u653e\u9032 <code>models\\loras<\/code>\uff09\u3002<\/p>\n<p><strong>FL2V \u8981\u7279\u5225\u6ce8\u610f\uff1a<\/strong>Director \u5b98\u65b9\u8aaa\u660e\u63d0\u5230\uff0c\u9996\u5c3e\u5e40\uff08fl2v\uff09\u93e1\u982d\u9810\u8a2d\u6703<strong>\u8df3\u904e\u4e8c\u63a1<\/strong>\uff0c\u539f\u56e0\u662f\u4e8c\u63a1\u6703\u6539\u52d5\u756b\u9762\uff0c\u5bb9\u6613\u628a\u300c\u91d8\u6b7b\u300d\u7684\u9996\u5e40\u3001\u5c3e\u5e40\u756b\u98c4\u3002\u8981\u8b93 FL2V \u4e5f\u8d70\u4e8c\u63a1\uff0cRefine \u7bc0\u9ede\u4e0a\u7684\u300c\u8df3\u904e\u9996\u5c3e\u5e40\uff08skip_fl2v\uff09\u300d\u958b\u95dc\u5fc5\u9808\u95dc\u6389\u3002FL2V \u6a21\u677f\u88e1\u9019\u500b\u958b\u95dc\u9810\u8a2d\u662f\u95dc\u9589\u7684\uff1b\u4e0d\u904e\u6a21\u677f\u5167\u7684 Refine \u7bc0\u9ede\u6b04\u4f4d\u6bd4\u516c\u958b\u7248 Director \u591a\u4e00\u4e9b\uff0c\u5efa\u8b70\u7b2c\u4e00\u6b21\u8f09\u5165\u5f8c\u81ea\u5df1\u78ba\u8a8d\u4e00\u6b21\uff0c\u78ba\u5b9a\u958b\u95dc\u662f\u95dc\u9589\u7684\u518d\u958b\u59cb\u8dd1\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"nodes\">\u56db\u3001\u5b89\u88dd\u4e8c\u63a1\u9700\u8981\u7684 Custom Node \u8207\u5c0f\u6a21\u578b<\/h2>\n<p>\u524d\u63d0\uff1a\u5df2\u7d93\u7167\u524d\u4e00\u7bc7\u88dd\u597d ComfyUI Portable\u3001Git \u8207 Director\u3002\u4e8c\u63a1\u6a21\u677f\u9700\u8981\u7684\u7b2c\u4e09\u65b9\u7bc0\u9ede\u6709\u4e09\u500b\uff0c\u52a0\u4e0a\u5169\u9846\u5f88\u5c0f\u7684\u6a21\u578b\u6a94\u3002<strong>\u6b65\u9a5f\u90fd\u548c\u7576\u521d\u88dd Director \u4e00\u6a23\uff1a<\/strong>\u5230 <code>custom_nodes<\/code> \u8cc7\u6599\u593e\u3001\u53f3\u9375\u300c\u5728\u7d42\u7aef\u6a5f\u958b\u555f\u300d\uff0c\u8cbc\u6307\u4ee4\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u8981\u88dd\u4ec0\u9ebc<\/th>\n<th>\u7528\u5728\u54ea<\/th>\n<th>\u5fc5\u8981\u55ce<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>MiniMax H3 Director\uff08\u66f4\u65b0\u5230\u6700\u65b0\u7248\uff09<\/td>\n<td>\u63d0\u4f9b <code>MiniMax H3 Director Refine<\/code> \u4e8c\u63a1\u7bc0\u9ede<\/td>\n<td>\u5fc5\u8981\u3002\u820a\u7248\u6c92\u6709 Refine<\/td>\n<\/tr>\n<tr>\n<td>MiniMax H3 Audio T8\uff08T8mars\uff09<\/td>\n<td>\u63d0\u4f9b\u6a21\u677f\u88e1\u7684\u300c\u524d\u994b\u5206\u584a\u300d\u7bc0\u9ede <code>MiniMaxH3ChunkFeedForwardT8Advanced<\/code>\uff0c\u9019\u662f\u4e8c\u63a1\u7701 VRAM \u7684\u95dc\u9375<\/td>\n<td>\u5efa\u8b70\u3002\u6c92\u88dd\u6703\u51fa\u73fe\u7d05\u8272\u7bc0\u9ede<\/td>\n<\/tr>\n<tr>\n<td>ComfyUI-KJNodes\uff08Kijai\uff09<\/td>\n<td>\u63d0\u4f9b <code>ModelPreviewOverrideKJ<\/code>\uff0c\u7528\u65bc\u63a1\u6a23\u6642\u7684\u52d5\u614b\u9810\u89bd<\/td>\n<td>\u6a21\u677f\u6709\u7528\u5230\u3002\u6c92\u88dd\u7bc0\u9ede\u6703\u8b8a\u7d05\uff0c\u4f46\u5b83\u53ea\u5f71\u97ff\u9810\u89bd<\/td>\n<\/tr>\n<tr>\n<td>H3 Latent Upscaler \u6b0a\u91cd\uff08\u7d04 691MB\uff09<\/td>\n<td>Refine \u7684 <code>h3_latent<\/code> \u653e\u5927\u65b9\u5f0f\u4f7f\u7528<\/td>\n<td>\u9078\u7528\u3002\u6a21\u677f\u9810\u8a2d\u7528 Lanczos\uff0c\u4e0d\u6703\u7528\u5230\uff0c\u4f46\u6a94\u6848\u9078\u55ae\u88e1\u6709\u5b83\uff0c\u5efa\u8b70\u4e0b\u8f09<\/td>\n<\/tr>\n<tr>\n<td><code>taeh3.safetensors<\/code> \u9810\u89bd\u6a21\u578b<\/td>\n<td>\u63a1\u6a23\u904e\u7a0b\u7684\u5feb\u901f\u9810\u89bd\u756b\u9762<\/td>\n<td>\u9078\u7528\uff0c\u53ea\u5f71\u97ff\u9810\u89bd\uff0c\u4e0d\u5f71\u97ff\u6210\u7247<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u6b65\u9a5f 1\uff1a\u5148\u78ba\u8a8d ComfyUI \u8207 Director \u5920\u65b0<\/h3>\n<p>Director \u8981\u6c42 ComfyUI \u7248\u672c\u5728 <strong>0.30.0<\/strong> \u4ee5\u4e0a\uff08\u5167\u542b\u5b98\u65b9 MiniMax H3 \u7bc0\u9ede\uff09\u3002\u7167\u524d\u4e00\u7bc7\u7684\u65b9\u5f0f\u57f7\u884c <code>update_comfyui.bat<\/code> \u66f4\u65b0\u3002\u63a5\u8457\u628a Director \u672c\u8eab\u66f4\u65b0\u5230\u6700\u65b0\u7248\uff0c\u5728 <code>custom_nodes<\/code> \u7684\u7d42\u7aef\u6a5f\u8cbc\u4e0a\uff1a<\/p>\n<pre class=\"mh3-code\"><code>git -C ComfyUI_MiniMaxH3_Director pull\n..\\..\\python_embeded\\python.exe -m pip install -r ComfyUI_MiniMaxH3_Director\\requirements.txt<\/code><\/pre>\n<h3>\u6b65\u9a5f 2\uff1a\u5b89\u88dd MiniMax H3 Audio T8\uff08\u524d\u994b\u5206\u584a\u7bc0\u9ede\uff09<\/h3>\n<pre class=\"mh3-code\"><code>git clone https:\/\/github.com\/T8mars\/comfyui-minimax-h3-audio-T8.git minimax-h3-audio-T8<\/code><\/pre>\n<p>\u9019\u500b\u5957\u4ef6\u7684\u57fa\u790e\u7bc0\u9ede\u4e0d\u9700\u8981\u984d\u5916\u5b89\u88dd Python \u5957\u4ef6\uff08\u4f5c\u8005\u5728 <code>requirements.txt<\/code> \u4e2d\u8aaa\u660e torch \u7b49\u90fd\u7531 ComfyUI \u63d0\u4f9b\uff09\uff0c\u6240\u4ee5\u4e0d\u5fc5\u518d\u8dd1 pip\u3002\u5b83\u7684\u529f\u80fd\u5f88\u591a\uff0c\u6211\u5011\u53ea\u7528\u5230\u5176\u4e2d\u4e00\u500b\u524d\u994b\u5206\u584a\u7bc0\u9ede\u3002\u5b83\u5728 ComfyUI \u7684\u641c\u5c0b\u540d\u7a31\u662f <code>MiniMax H3 Chunk FeedForward<\/code>\uff08\u5206\u584a\u524d\u994b\uff0cAdvanced EXP\/T8\uff09\uff0c\u6a21\u677f\u88e1\u5df2\u7d93\u653e\u597d\uff0c\u4e0d\u7528\u81ea\u5df1\u52a0\u3002<\/p>\n<h3>\u6b65\u9a5f 3\uff1a\u5b89\u88dd ComfyUI-KJNodes<\/h3>\n<pre class=\"mh3-code\"><code>git clone https:\/\/github.com\/kijai\/ComfyUI-KJNodes.git\n..\\..\\python_embeded\\python.exe -m pip install -r ComfyUI-KJNodes\\requirements.txt<\/code><\/pre>\n<h3>\u6b65\u9a5f 4\uff1a\u4e0b\u8f09\u5169\u9846\u5c0f\u6a21\u578b\uff08\u9078\u7528\uff0c\u4f46\u5efa\u8b70\uff09<\/h3>\n<ol>\n<li><strong>H3 Latent Upscaler\uff1a<\/strong>\u5230 <a href=\"https:\/\/huggingface.co\/LBH-123-AI\/Minimax_h3_latent_Upscaler\" target=\"_blank\" rel=\"noopener\">LBH-123-AI \/ Minimax_h3_latent_Upscaler<\/a>\uff0c\u4e0b\u8f09 <code>minimax_h3_latent_upscaler_3d_conv_v1_fp16.safetensors<\/code>\uff08\u7d04 691MB\uff09\uff0c\u653e\u9032 <code>ComfyUI\\models\\latent_upscale_models\\<\/code>\u3002\u8cc7\u6599\u593e\u4e0d\u5b58\u5728\u5c31\u81ea\u5df1\u5efa\u7acb\u3002<\/li>\n<li><strong>taeh3 \u9810\u89bd\u6a21\u578b\uff1a<\/strong>\u5230 <a href=\"https:\/\/huggingface.co\/t8star\/Taeh3-Comfy\" target=\"_blank\" rel=\"noopener\">t8star \/ Taeh3-Comfy<\/a>\uff0c\u4e0b\u8f09 <code>models\/vae_approx\/taeh3.safetensors<\/code>\uff0c\u653e\u9032 <code>ComfyUI\\models\\vae_approx\\<\/code>\u3002<\/li>\n<\/ol>\n<h3>\u6b65\u9a5f 5\uff1a\u91cd\u65b0\u555f\u52d5\u4e26\u6aa2\u67e5<\/h3>\n<p>\u5b8c\u5168\u95dc\u9589 ComfyUI \u7684\u9ed1\u8272\u8996\u7a97\u518d\u91cd\u65b0\u555f\u52d5\uff08<code>run_nvidia_gpu.bat<\/code>\uff09\uff0c\u7db2\u9801\u91cd\u65b0\u6574\u7406\u3002\u5728\u756b\u5e03\u7a7a\u767d\u8655\u9023\u9ede\u5169\u4e0b\uff0c\u5206\u5225\u641c\u5c0b <code>MiniMax H3 Director Refine<\/code>\u3001<code>Chunk FeedForward<\/code>\u3001<code>ModelPreviewOverride<\/code>\uff0c\u4e09\u500b\u90fd\u627e\u5f97\u5230\u5c31\u4ee3\u8868\u5b89\u88dd\u6210\u529f\u3002<strong>\u5982\u679c\u4f60\u6709\u88dd ComfyUI-Manager<\/strong>\uff0c\u4e5f\u53ef\u4ee5\u8f09\u5165\u6a21\u677f\u5f8c\uff0c\u76f4\u63a5\u6309\u300cInstall Missing Custom Nodes\u300d\u8b93\u5b83\u5e6b\u4f60\u88dc\u88dd\uff0c\u7d50\u679c\u8207\u624b\u52d5\u5b89\u88dd\u76f8\u540c\u3002<\/p>\n<p>\u5c0f\u63d0\u9192\uff1a\u6a21\u677f\u88e1\u7684\u7bc0\u9ede\u5982\u679c\u5728\u4f60\u7684 ComfyUI \u627e\u4e0d\u5230\u5c0d\u61c9\uff0c\u7bc0\u9ede\u6703\u8b8a\u6210\u7d05\u8272\u3002\u7d05\u8272\u7bc0\u9ede\u4ee3\u8868\u300c\u7f3a Custom Node\u300d\uff0c\u4e0d\u662f\u6a21\u677f\u58de\u6389\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"load\">\u4e94\u3001\u8f09\u5165\u6a21\u677f\u3001\u63db\u4e0a\u6a21\u578b\u3001\u6aa2\u67e5\u7d05\u8272\u7bc0\u9ede<\/h2>\n<ol>\n<li>\u5f9e\u96f2\u7aef\u8cc7\u6599\u593e\u4e0b\u8f09\u60f3\u7528\u7684 JSON\uff08\u5148\u8a66 R2V \u6700\u7c21\u55ae\uff09\uff0c\u76f4\u63a5\u62d6\u9032 ComfyUI \u7db2\u9801\u3002<\/li>\n<li>\u5de6\u5074\u300c\u6a21\u578b\u8207\u63a1\u6a23\u300d\u7fa4\u7d44\u88e1\uff0c\u628a UNETLoader\u3001CLIPLoader\u3001\u5169\u500b VAELoader\u3001Turbo LoRA \u7684\u4e0b\u62c9\u9078\u55ae\u9078\u6210\u4f60\u96fb\u8166\u4e0a\u7684\u6a94\u540d\uff08\u6a94\u540d\u8981\u8207\u4e0a\u4e00\u7ae0\u8868\u683c\u76f8\u540c\uff1b\u6c92\u6709\u9078\u9805\u5c31\u4ee3\u8868\u6a94\u6848\u653e\u932f\u8cc7\u6599\u593e\uff09\u3002<\/li>\n<li>\u5728 Director \u5927\u7bc0\u9ede\u7684\u6642\u9593\u8ef8\u4e0a\u65b9\u6309\u300c\u6dfb\u52a0\u7d20\u6750\u7d44\u300d\uff0c\u4e0a\u50b3\u53c3\u8003\u5716\uff0c\u586b Prompt\uff0c\u8a2d\u5b9a\u6642\u9577\u3002Prompt \u8207\u6642\u9577\u76f4\u63a5\u5728 Director \u7684\u7d20\u6750\u7d44\u88e1\u6539\u3002<\/li>\n<li>\u5148\u7167\u6a21\u677f\u9810\u8a2d\u8dd1 5 \u79d2\uff08\u7d04 124 \u683c\u300124 FPS\uff1bH3 \u6703\u5c0d\u9f4a\u5f71\u683c\u6578\uff09\u3002\u7b2c\u4e00\u6b21\u4e0d\u8981\u540c\u6642\u6539\u5f88\u591a\u6771\u897f\uff0c\u78ba\u8a8d\u80fd\u51fa\u7247\u518d\u8abf\u6574\u3002<\/li>\n<li>\u51fa\u73fe\u7d05\u8272\u7bc0\u9ede\uff1a\u56de\u5230\u7b2c\u56db\u7ae0\uff0c\u770b\u7f3a\u54ea\u500b\u7bc0\u9ede\uff0c\u88dc\u88dd\u5f8c\u91cd\u555f\u3002<\/li>\n<\/ol>\n<p>\u6a21\u677f\u4e0b\u65b9\u6709\u4e00\u5f35\u8aaa\u660e\u4fbf\u7b8b\u8207\u300c720p\u4e8c\u63a1\u8207\u8aaa\u660e\u300d\u7fa4\u7d44\uff0c\u88e1\u9762\u5c31\u662f\u4e8c\u63a1\u7684\u6240\u6709\u8a2d\u5b9a\uff1a\u4e8c\u63a1 Sigmas\u3001Refine \u7bc0\u9ede\u3001\u524d\u994b\u5206\u584a\u3002<strong>\u4e0b\u9762\u5169\u7ae0\u5c31\u662f\u5728\u89e3\u91cb\u9019\u5169\u7d44\u6578\u5b57\u3002<\/strong><\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"sigma1\">\u516d\u3001\u4e00\u63a1\u7684 9 \u500b\u6578\u5b57\uff081 \u2192 0\uff09\u600e\u9ebc\u8a02\u7684<\/h2>\n<p>\u6a21\u677f\u7684\u300c\u4e00\u63a1\u300d\u6709\u4e00\u500b ManualSigmas \u7bc0\u9ede\uff0c\u5167\u5bb9\u662f\uff1a<\/p>\n<pre class=\"mh3-code\"><code>1.00000000, 0.98823529, 0.97297297, 0.95238095, 0.92307692, 0.87804878, 0.80000000, 0.63157895, 0.00000000<\/code><\/pre>\n<p><strong>\u70ba\u4ec0\u9ebc\u662f 9 \u500b\uff1f<\/strong>Sigma \u4ee3\u8868\u6bcf\u4e00\u6b65\u958b\u59cb\u6642\u7684\u300c\u566a\u8072\u6bd4\u4f8b\u300d\uff0c1.0 \u662f\u7d14\u566a\u8072\uff0c0 \u662f\u4e7e\u6de8\u7684\u756b\u9762\u3002\u63a1\u6a23 8 \u6b65\u5c31\u9700\u8981 8 \u500b\u300c\u8d77\u9ede\u300d\u52a0\u4e0a\u6700\u5f8c\u7684\u7d42\u9ede 0\uff0c\u6240\u4ee5\u662f <strong>8 \u6b65 \u2192 9 \u500b\u6578\u5b57<\/strong>\uff0c\u50cf 8 \u6bb5\u8def\u9700\u8981 9 \u6839\u67f1\u5b50\u3002<\/p>\n<p><strong>\u9019 9 \u500b\u6578\u5b57\u662f\u600e\u9ebc\u4f86\u7684\uff1f<\/strong>\u9019\u4e0d\u662f\u96a8\u4fbf\u586b\u7684\uff0c\u5b83\u548c\u300cShift\u300d\u76f4\u63a5\u5c0d\u61c9\u3002\u628a 0 \u5230 1 \u5e73\u5747\u5207\u6210 8 \u6bb5\uff08t = 1\u30010.875\u30010.75 \u2026 0\uff09\uff0c\u518d\u5957 Shift \u516c\u5f0f <code>\u03c3 = shift \u00d7 t \u00f7 (1 + (shift \u2212 1) \u00d7 t)<\/code>\uff0c\u7528 <strong>shift = 12<\/strong> \u7b97\u51fa\u4f86\uff0c\u5c31\u6703\u5f97\u5230\u4e0a\u9762\u9019 9 \u500b\u6578\u5b57\uff0c8 \u4f4d\u5c0f\u6578\u5b8c\u5168\u543b\u5408\u3002\u4e5f\u5c31\u662f\u8aaa\uff0cDirector \u9810\u8a2d\u7684 Shift Video = 12 \u5c31\u662f\u9019\u7d44\u6578\u5b57\u7684\u4f86\u6e90\uff08\u9019\u662f\u7528\u516c\u5f0f\u53cd\u63a8\u6bd4\u5c0d\u5f97\u5230\u7684\u7d50\u679c\uff0c\u4e0d\u662f\u4f5c\u8005\u8aaa\u660e\u6587\u4ef6\u7684\u539f\u6587\uff09\u3002\u4f60\u53ef\u4ee5\u7528\u4e0b\u9762\u9019\u6bb5 Python \u81ea\u5df1\u7b97\u4e00\u904d\uff1a<\/p>\n<pre class=\"mh3-code\"><code>shift = 12\nsteps = 8\nfor i in range(steps + 1):\n    t = 1 - i \/ steps\n    s = shift * t \/ (1 + (shift - 1) * t)\n    print(f\"{s:.8f}\")<\/code><\/pre>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u7b2c\u5e7e\u500b\u6578\u5b57<\/th>\n<th>\u5e73\u5747\u5207\u6bb5\u7684 t<\/th>\n<th>\u5957 shift = 12 \u5f8c\u7684 \u03c3<\/th>\n<th>\u4e0d\u5957 shift\uff08\u03c3 = t\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>1.000<\/td>\n<td>1.00000000<\/td>\n<td>1.000<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>0.875<\/td>\n<td>0.98823529<\/td>\n<td>0.875<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>0.750<\/td>\n<td>0.97297297<\/td>\n<td>0.750<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>0.625<\/td>\n<td>0.95238095<\/td>\n<td>0.625<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>0.500<\/td>\n<td>0.92307692<\/td>\n<td>0.500<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>0.375<\/td>\n<td>0.87804878<\/td>\n<td>0.375<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td>0.250<\/td>\n<td>0.80000000<\/td>\n<td>0.250<\/td>\n<\/tr>\n<tr>\n<td>8<\/td>\n<td>0.125<\/td>\n<td>0.63157895<\/td>\n<td>0.125<\/td>\n<\/tr>\n<tr>\n<td>9<\/td>\n<td>0.000<\/td>\n<td>0.00000000<\/td>\n<td>0.000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>\u9019\u6a23\u8a02\u7684\u6548\u679c\u662f\u4ec0\u9ebc\uff1f<\/strong>\u770b\u53f3\u908a\u5169\u6b04\u5c31\u61c2\uff1a\u4e0d\u52a0 shift \u6642\uff0c\u8d70\u5230\u4e00\u534a\uff08\u7b2c 5 \u500b\u6578\u5b57\uff09\u566a\u8072\u53ea\u5269 50%\uff1b\u52a0\u4e86 shift = 12\uff0c\u8d70\u5230\u4e00\u534a\u566a\u8072\u4ecd\u6709 92%\u3002\u524d\u9762 7 \u500b\u6578\u5b57\u90fd\u505c\u5728 0.80 \u4ee5\u4e0a\uff0c\u53ea\u6709\u6700\u5f8c\u4e00\u6b65\u5f9e 0.63 \u4e00\u53e3\u6c23\u6389\u5230 0\u3002\u9019\u4ee3\u8868 8 \u6b65\u88e1\u5927\u90e8\u5206\u6b65\u6578\u90fd\u5728\u300c\u9ad8\u566a\u8072\u300d\u968e\u6bb5\u6c7a\u5b9a\u6574\u9ad4\u69cb\u5716\u8207\u52d5\u4f5c\uff0c\u6700\u5f8c\u4e00\u5927\u6b65\u624d\u628a\u756b\u9762\u6536\u4e7e\u6de8\uff0c\u9019\u662f Turbo\uff08\u5c11\u6b65\u6578\u84b8\u993e\uff09\u6a21\u578b\u5e38\u898b\u7684\u8d70\u6cd5\u3002\u6240\u4ee5\u7528 Turbo LoRA \u7684 8 \u6b65\u6642\uff0c\u5efa\u8b70<strong>\u4e0d\u8981\u81ea\u5df1\u4e82\u6539\u9019 9 \u500b\u6578\u5b57<\/strong>\uff1b\u8981\u63db\u6b65\u6578\u5c31\u4e00\u4f75\u7167\u516c\u5f0f\u91cd\u65b0\u8a08\u7b97\u3002<\/p>\n<p><strong>\u88dc\u5145\uff1a<\/strong>Turbo LoRA \u7684\u8a13\u7df4\u689d\u4ef6\u8207\u5b98\u65b9\u6392\u7a0b\u7d30\u7bc0\uff0c\u5b98\u65b9\u6587\u4ef6\u6c92\u6709\u9010\u5b57\u8aaa\u660e\u3002\u4e0a\u9762\u300c\u6578\u5b57\u8207\u516c\u5f0f\u543b\u5408\u300d\u662f\u53ef\u4ee5\u81ea\u884c\u9a57\u7b97\u7684\u4e8b\u5be6\uff0c\u5c0d\u6548\u679c\u7684\u8aaa\u660e\u5247\u662f\u5e6b\u52a9\u7406\u89e3\u7684\u89e3\u8b80\uff0c\u4e0d\u662f\u5b98\u65b9\u898f\u683c\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"sigma2\">\u4e03\u3001\u4e8c\u63a1\u7684 4 \u500b\u6578\u5b57\uff081 \u2192 0\uff09\u600e\u9ebc\u8a02\u7684<\/h2>\n<p>\u300c720p\u4e8c\u63a1\u8207\u8aaa\u660e\u300d\u7fa4\u7d44\u88e1\u6709\u53e6\u4e00\u500b ManualSigmas\uff0c\u5167\u5bb9\u53ea\u6709 4 \u500b\uff1a<\/p>\n<pre class=\"mh3-code\"><code>0.31578947, 0.2, 0.1, 0<\/code><\/pre>\n<p>4 \u500b\u6578\u5b57 = <strong>3 \u6b65<\/strong>\u3002\u548c\u4e00\u63a1\u7684\u5dee\u5225\u6709\u5169\u500b\uff1a<\/p>\n<ol>\n<li><strong>\u4e0d\u662f\u5f9e 1.0 \u958b\u59cb\uff0c\u800c\u662f\u5f9e 0.316 \u958b\u59cb\u3002<\/strong>\u4e8c\u63a1\u7684\u4efb\u52d9\u4e0d\u662f\u300c\u5f9e\u7121\u5230\u6709\u300d\uff0c\u800c\u662f\u5728\u653e\u5927\u5f8c\u3001\u5df2\u7d93\u6709\u5b8c\u6574\u69cb\u5716\u7684\u756b\u9762\u4e0a\u300c\u88dc\u7d30\u7bc0\u300d\u3002\u6240\u4ee5\u53ea\u52a0\u56de\u7d04\u4e09\u6210\u7684\u566a\u8072\uff0c\u518d\u5f80\u4e0b\u6e05\u6389\u3002\u5f9e 1.0 \u958b\u59cb\u7b49\u65bc\u91cd\u756b\u4e00\u904d\uff0c\u7b49\u65bc\u524d\u9762\u7684\u4e00\u63a1\u767d\u505a\u3002<\/li>\n<li><strong>\u53ea\u6709 3 \u6b65\uff0c\u4e14\u5c3e\u6bb5\u8fd1\u4e4e\u7b49\u5dee\u3002<\/strong>0.316 \u2192 0.2 \u2192 0.1 \u2192 0\uff0c\u5f8c\u9762\u5169\u6b65\u6bcf\u6b65\u7d04\u964d 0.1\uff0c\u7bc0\u594f\u5e73\u5747\uff0c\u6c92\u6709\u4e00\u63a1\u90a3\u7a2e\u300c\u6700\u5f8c\u4e00\u5927\u6b65\u300d\u3002<\/li>\n<\/ol>\n<p><strong>0.31578947 \u662f\u600e\u9ebc\u4f86\u7684\uff1f<\/strong>\u5b83\u525b\u597d\u662f <code>6\/19<\/code>\uff0c\u4e5f\u525b\u597d\u662f\u4e00\u63a1\u5012\u6578\u7b2c\u4e8c\u500b\u6578\u5b57 <code>0.63157895\uff0812\/19\uff09<\/code>\u7684<strong>\u4e00\u534a<\/strong>\u3002\u9019\u662f\u6bd4\u5c0d\u6578\u5b57\u767c\u73fe\u7684\u898f\u5f8b\uff0c\u4e26\u4e0d\u662f\u5b98\u65b9\u516c\u5f0f\uff1b\u6a21\u677f\u4f5c\u8005\u6c92\u6709\u516c\u958b\u8aaa\u660e\u70ba\u4ec0\u9ebc\u9078\u9019\u500b\u503c\u3002\u53ef\u4ee5\u78ba\u5b9a\u7684\u662f\uff0c\u5b83\u662f\u4eba\u5de5\u8a2d\u5b9a\u7684\u300c\u4f4e\u566a\u8072\u5c3e\u6bb5\u300d\uff0c\u5f8c\u9762\u7684 0.2\u30010.1 \u540c\u6a23\u662f\u4eba\u5de5\u8a2d\u5b9a\u3002<\/p>\n<p>\u53e6\u5916\u8981\u77e5\u9053\uff1aDirector \u5b98\u65b9\u8aaa\u660e\u63d0\u5230\uff0c<strong>Refine \u7bc0\u9ede\u5167\u90e8\u9084\u6703\u518d\u5957 H3 \u7684 SigmaShift<\/strong>\u3002\u9019\u4ee3\u8868\u8868\u9762\u4e0a\u7684 0.316 \u4e26\u4e0d\u7b49\u65bc\u6700\u7d42\u5be6\u969b\u7684\u566a\u8072\u5f37\u5ea6\uff0c\u5be6\u969b\u5f37\u5ea6\u8981\u770b Refine \u5167\u90e8\u7684\u63db\u7b97\u3002\u9019\u5c31\u662f\u70ba\u4ec0\u9ebc\u8abf\u9019\u7d44\u6578\u5b57\u6642\uff0c\u8981\u7528\u300c\u770b\u7d50\u679c\u300d\u7684\u65b9\u5f0f\u8abf\uff0c\u4e0d\u8981\u7528\u7406\u8ad6\u786c\u7b97\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u60f3\u8981\u7684\u6548\u679c<\/th>\n<th>\u600e\u9ebc\u8abf\u7b2c\u4e00\u500b\u6578\u5b57\uff080.316\uff09<\/th>\n<th>\u4ee3\u50f9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u66f4\u8cbc\u8fd1\u4e00\u63a1\u3001\u4eba\u7269\u4e0d\u8dd1\u6389<\/td>\n<td>\u8abf\u5c0f\uff0c\u4f8b\u5982 0.2\uff5e0.25\uff08\u5c3e\u6bb5\u8ddf\u8457\u7b49\u6bd4\u7e2e\u5c0f\uff09<\/td>\n<td>\u88dc\u5230\u7684\u65b0\u7d30\u7bc0\u6bd4\u8f03\u5c11\uff0c\u756b\u9762\u6703\u504f\u8edf<\/td>\n<\/tr>\n<tr>\n<td>\u9810\u8a2d<\/td>\n<td>0.316<\/td>\n<td>\u6a21\u677f\u4f5c\u8005\u7684\u8a2d\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u60f3\u8981\u66f4\u591a\u7d30\u7bc0\u8207\u8cea\u611f<\/td>\n<td>\u8abf\u5927\uff0c\u4f8b\u5982 0.4\uff5e0.5<\/td>\n<td>\u81c9\u3001\u624b\u3001\u6587\u5b57\u5bb9\u6613\u548c\u4e00\u63a1\u4e0d\u4e00\u6a23\uff0c\u53e3\u578b\u8207\u52d5\u4f5c\u4e5f\u53ef\u80fd\u504f\u79fb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u6bcf\u6b21\u53ea\u6539\u4e00\u500b\u6578\u5b57\uff0c\u4e26\u56fa\u5b9a\u540c\u4e00\u500b Seed \u8207 Prompt \u6bd4\u8f03\u3002\u4e0a\u9762\u8868\u4e2d\u7684\u6578\u5b57\u662f\u8d77\u9ede\u5efa\u8b70\uff0c\u4e0d\u662f\u5be6\u6e2c\u4fdd\u8b49\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"autores\">\u516b\u3001\u4e8c\u63a1\u7684\u81ea\u52d5\u89e3\u6790\u5ea6\uff1a\u8ddf\u8457\u4e00\u63a1\u8b8a\uff0c\u81f3\u5c11 720p<\/h2>\n<p>\u9019\u662f\u4e8c\u63a1\u6700\u65b9\u4fbf\u7684\u5730\u65b9\uff1a<strong>\u4f60\u53ea\u8981\u6c7a\u5b9a\u4e00\u63a1\u7684\u6bd4\u4f8b\u8207\u5927\u5c0f\uff0c\u4e8c\u63a1\u7684\u5c3a\u5bf8\u6703\u81ea\u52d5\u7b97\u51fa\u4f86\uff0c\u4e0d\u7528\u81ea\u5df1\u7b97\u5bec\u9ad8\u3002<\/strong>\u898f\u5247\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li><strong>\u6bd4\u4f8b\u8ddf\u8457\u4e00\u63a1\u8d70\u3002<\/strong>\u4e00\u63a1\u5728 Director \u7684\u8f38\u51fa\u5217\u9078 16:9 \u5c31\u662f 16:9\uff0c\u9078 9:16 \u5c31\u662f 9:16\u3002Refine \u7bc0\u9ede\u4e0a\u7684\u300c\u6bd4\u4f8b\u300d\u9078\u9805\u5df2\u7d93\u6a19\u793a\u300c\u8ddf\u968f\u5bfc\u6f14\u53f0\u6bd4\u4f8b\u300d\uff0c\u5b98\u65b9\u8aaa\u660e\u4e5f\u5beb\u660e\u6bd4\u4f8b\u59cb\u7d42\u8207\u5c0e\u6f14\u53f0\u4e00\u63a1\u756b\u5e03\u76f8\u540c\u3002<\/li>\n<li><strong>\u5927\u5c0f\u7531\u300c\u767e\u842c\u50cf\u7d20\uff08megapixels\uff09\u300d\u6c7a\u5b9a\u3002<\/strong>\u6a21\u677f\u8a2d 0.9\uff0c\u4ee3\u8868\u4e8c\u63a1\u7684\u756b\u9762\u9762\u7a4d\u7d04 0.9 MP\uff0c\u518d\u4f9d\u6bd4\u4f8b\u63db\u7b97\u6210\u5bec\u9ad8\u3002<\/li>\n<li><strong>\u5bec\u9ad8\u5c0d\u9f4a 32 \u7684\u500d\u6578\u3002<\/strong>H3 \u7684\u756b\u5e03\u8981\u662f 32 \u7684\u500d\u6578\uff0c\u6240\u4ee5 720 \u6703\u8b8a\u6210 736\u3002<\/li>\n<li><strong>\u81f3\u5c11 720p\u3002<\/strong>\u6a21\u677f\u7684 Refine \u7bc0\u9ede\u9078\u9805\u5beb\u7684\u662f\u300c\u8ddf\u968f\u5bfc\u6f14\u53f0\u6bd4\u4f8b\uff08MP\uff0c\u81f3\u5c11720p\uff09\u300d\uff0c\u76ee\u7684\u5c31\u662f\u4e0d\u7ba1\u4f60\u4e00\u63a1\u9078\u4ec0\u9ebc\u6bd4\u4f8b\uff0c\u4e8c\u63a1\u81f3\u5c11\u7dad\u6301 720p \u7d1a\u7684\u756b\u8cea\u3002<\/li>\n<\/ol>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u4f60\u5728\u4e00\u63a1\u9078\u7684\u6bd4\u4f8b<\/th>\n<th>\u4e00\u63a1\u5c3a\u5bf8\uff080.4 MP\uff09<\/th>\n<th>\u4e8c\u63a1\u5c3a\u5bf8\uff080.9 MP\uff0c\u81ea\u52d5\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>16:9 \u6a6b\u5f0f<\/td>\n<td>864\u00d7480<\/td>\n<td>\u7d04 1280\u00d7736\uff08\u6a21\u677f\u6a19\u793a\uff09<\/td>\n<\/tr>\n<tr>\n<td>9:16 \u76f4\u5f0f<\/td>\n<td>480\u00d7864<\/td>\n<td>\u7d04 736\u00d71280<\/td>\n<\/tr>\n<tr>\n<td>1:1 \u65b9\u5f62<\/td>\n<td>\u7d04 640\u00d7640<\/td>\n<td>\u7d04 960\u00d7960<\/td>\n<\/tr>\n<tr>\n<td>4:3<\/td>\n<td>\u7d04 736\u00d7576<\/td>\n<td>\u7d04 1088\u00d7864<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u8868\u4e2d 16:9 \u8207 9:16 \u4ee5\u6a21\u677f\u7684\u6a19\u793a\u70ba\u6e96\uff1b1:1\u30014:3 \u662f\u4f9d\u516c\u958b\u7248 Director \u7684\u63db\u7b97\u516c\u5f0f\u4f30\u7b97\u7684\u8fd1\u4f3c\u503c\uff0c\u5be6\u969b\u5c3a\u5bf8\u8acb\u770b Refine \u7bc0\u9ede\u53f3\u5074\u8f38\u51fa\u7684 <code>width<\/code>\uff0f<code>height<\/code>\u3002\u53e6\u5916\uff0c\u50cf 21:9 \u9019\u7a2e\u5f88\u5bec\u7684\u6bd4\u4f8b\uff0c\u7528 0.9 MP \u7b97\u51fa\u4f86\u7684\u77ed\u908a\u6703\u4f4e\u65bc 720\uff0c\u5be6\u969b\u5c3a\u5bf8\u6703\u7531\u6a21\u677f\u7684\u300c\u81f3\u5c11 720p\u300d\u898f\u5247\u6c7a\u5b9a\uff0c\u8acb\u4ee5\u7bc0\u9ede\u8f38\u51fa\u7684\u5bec\u9ad8\u70ba\u6e96\u3002<\/p>\n<p>\u7c21\u55ae\u8aaa\uff1a<strong>\u4f60\u60f3\u505a\u76f4\u5f0f\u77ed\u5f71\u97f3\uff1f\u4e00\u63a1\u9078 9:16\uff0c\u4e8c\u63a1\u81ea\u52d5\u8b8a\u6210\u7d04 736\u00d71280\uff1b\u60f3\u505a\u6a6b\u5f0f\uff1f\u9078 16:9\uff0c\u4e8c\u63a1\u81ea\u52d5\u8b8a\u6210\u7d04 1280\u00d7736\u3002<\/strong>\u9019\u5c31\u662f\u300c\u96a8\u4e00\u63a1\u9078\u64c7\u800c\u8b8a\u300d\u7684\u610f\u601d\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"run\">\u4e5d\u3001\u5be6\u969b\u51fa\u7247\u6d41\u7a0b\u8207 720p \u88c1\u5207<\/h2>\n<ol>\n<li>\u78ba\u8a8d Director \u7684\u8f38\u51fa\u5217\uff1a\u6a21\u5f0f\u56fa\u5b9a\u3001\u6bd4\u4f8b\uff0816:9 \u6216 9:16\uff09\u3001\u767e\u842c\u50cf\u7d20 0.4\u3001\u500d\u6578 32\u3002<\/li>\n<li>\u78ba\u8a8d Director \u7684\u63a1\u6a23\u8a2d\u5b9a\uff1aCFG 1\u3001Steps 8\u3001Sampler euler\u3001Scheduler simple\u3001Shift Video 12\uff0fShift Audio 3\uff0c\u4e26\u63a5\u8457\u4e00\u63a1\u7684 9 \u500b\u6578\u5b57\u3002<\/li>\n<li>\u78ba\u8a8d Refine \u7bc0\u9ede\uff1a\u6a21\u5f0f <code>upscale<\/code>\u3001\u653e\u5927\u65b9\u5f0f <code>lanczos<\/code>\u3001Sampler <code>euler<\/code>\u3001Passes 1\u3001Megapixels 0.9\uff0c\u4e26\u63a5\u8457\u4e8c\u63a1\u7684 4 \u500b\u6578\u5b57\u3002<\/li>\n<li>\u6309 Queue\u3002ComfyUI \u6703\u5148\u5b8c\u6210\u4e00\u63a1\uff080.4 MP\u30018 \u6b65\uff09\uff0c\u518d\u81ea\u52d5\u63a5\u8457\u505a\u653e\u5927\u8207\u4e8c\u63a1\uff083 \u6b65\uff09\uff0c\u6700\u5f8c\u8f38\u51fa\u6210\u7247\u3002<\/li>\n<li>Director \u6709\u5169\u500b\u8f38\u51fa\u53ef\u4ee5\u7528\uff1a<code>images<\/code> \u662f\u4e8c\u63a1\u5f8c\u7684\u6210\u7247\uff0c<code>images_pre_refine<\/code> \u662f\u4e00\u63a1\u7684\u4f4e\u89e3\u6790\u5ea6\u756b\u9762\uff0c\u53ef\u4ee5\u7528\u4f86\u6bd4\u8f03\u4e8c\u63a1\u5230\u5e95\u88dc\u4e86\u4ec0\u9ebc\u3002<\/li>\n<\/ol>\n<p><strong>\u70ba\u4ec0\u9ebc\u662f 1280\u00d7736\uff0c\u4e0d\u662f 1280\u00d7720\uff1f<\/strong>\u56e0\u70ba H3 \u7684\u756b\u5e03\u8981\u662f 32 \u7684\u500d\u6578\uff0c720 \u4e0d\u662f\uff0c\u6240\u4ee5\u4e8c\u63a1\u5be6\u969b\u8f38\u51fa 1280\u00d7736\u3002\u6a21\u677f\u8aaa\u660e\u5beb\u660e\u9019\u500b\u5c3a\u5bf8\u6703\u7528\u300c\u9644\u5e36\u7684\u532f\u51fa\u5de5\u5177\u300d\u88c1\u6210\u6a19\u6e96\u7684 1280\u00d7720\u3002\u5982\u679c\u624b\u908a\u6c92\u6709\u9019\u500b\u5de5\u5177\uff0c\u4e5f\u53ef\u4ee5\u76f4\u63a5\u7528 ffmpeg \u7f6e\u4e2d\u88c1\u5207\uff1a<\/p>\n<pre class=\"mh3-code\"><code>ffmpeg -i \u8f38\u5165.mp4 -vf \"crop=1280:720\" -c:a copy \u8f38\u51fa.mp4<\/code><\/pre>\n<p>\u4e0d\u88c1\u5207\u4e5f\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\uff0c736 \u9ad8\u7684\u5f71\u7247\u4ecd\u7136\u662f 720p \u4ee5\u4e0a\uff1b\u88c1\u5207\u53ea\u662f\u70ba\u4e86\u7b26\u5408\u6a19\u6e96\u7684 1280\u00d7720 \u898f\u683c\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"trouble\">\u5341\u3001\u8abf\u6574\u65b9\u5411\u8207\u5e38\u898b\u554f\u984c<\/h2>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u72c0\u6cc1<\/th>\n<th>\u600e\u9ebc\u8655\u7406<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8f09\u5165\u6a21\u677f\u5f8c\u6709\u7d05\u8272\u7bc0\u9ede<\/td>\n<td>\u7f3a Custom Node\u3002\u56de\u7b2c\u56db\u7ae0\u88dc\u88dd Director \u65b0\u7248\u3001MiniMax H3 Audio T8\u3001KJNodes\uff0c\u91cd\u555f ComfyUI<\/td>\n<\/tr>\n<tr>\n<td>Refine \u7bc0\u9ede\u7684\u653e\u5927\u6a21\u578b\u9078\u55ae\u662f\u7a7a\u7684\u6216\u5831\u932f<\/td>\n<td>\u4e0b\u8f09 H3 Latent Upscaler \u6b0a\u91cd\u653e\u9032 <code>models\\latent_upscale_models<\/code>\u3002\u6a21\u677f\u9810\u8a2d\u7528 Lanczos\uff0c\u4e0d\u6703\u7528\u5230\u5b83\uff0c\u4f46\u9078\u55ae\u88e1\u7684\u6a94\u540d\u9700\u8981\u5b58\u5728<\/td>\n<\/tr>\n<tr>\n<td>\u4e00\u63a1\u5c31 OOM<\/td>\n<td>\u5148\u78ba\u8a8d\u4e00\u63a1\u662f 0.4 MP\uff1b\u518d\u6e1b\u5c11 Reference \u5716\u5f35\u6578\u3001\u7e2e\u77ed\u7247\u9577\uff0c\u52a0 <code>--reserve-vram 2.0<\/code>\uff0c\u898b <a href=\"https:\/\/skypray.synology.me\/blog\/computer\/comfyui-minimax-h3-workflow\/#oom\" target=\"_blank\" rel=\"noopener\">\u524d\u4e00\u7bc7 OOM \u5c0f\u7bc0<\/a><\/td>\n<\/tr>\n<tr>\n<td>\u4e00\u63a1\u904e\u4e86\uff0c\u4e8c\u63a1\u624d OOM<\/td>\n<td>\u4e8c\u63a1\u7684\u89e3\u6790\u5ea6\u8f03\u9ad8\u3002\u53ef\u8a66\uff1a\u52a0 <code>--reserve-vram<\/code>\u3001\u628a\u524d\u994b\u5206\u584a\u7684 chunks \u6578\u8abf\u5927\u3001\u958b\u555f Refine \u7684\u7a7a\u9593\u5206\u584a\u4e26\u589e\u52a0\u5206\u584a\u6578\uff08\u82e5\u7bc0\u9ede\u4e0a\u6709\u8a72\u9078\u9805\uff09\u3001\u7e2e\u77ed\u7247\u9577\u3002\u9019\u4e9b\u90fd\u662f\u7528\u901f\u5ea6\u63db\u8a18\u61b6\u9ad4<\/td>\n<\/tr>\n<tr>\n<td>\u4e8c\u63a1\u5f8c\u4eba\u7269\u81c9\u8b8a\u4e86<\/td>\n<td>\u628a\u4e8c\u63a1\u7b2c\u4e00\u500b\u6578\u5b57\u8abf\u5c0f\uff08\u4f8b\u5982 0.2\uff5e0.25\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u4e8c\u63a1\u5f8c\u9084\u662f\u7cca\u3001\u7d30\u7bc0\u4e0d\u5920<\/td>\n<td>\u628a\u7b2c\u4e00\u500b\u6578\u5b57\u7565\u70ba\u8abf\u5927\uff08\u4f8b\u5982 0.4\uff09<\/td>\n<\/tr>\n<tr>\n<td>FL2V \u6c92\u6709\u4e8c\u63a1\u6548\u679c\u3001\u756b\u9762\u9084\u662f 480p<\/td>\n<td>\u78ba\u8a8d Refine \u7684\u300c\u8df3\u904e\u9996\u5c3e\u5e40\uff08skip_fl2v\uff09\u300d\u958b\u95dc\u5df2\u95dc\u9589<\/td>\n<\/tr>\n<tr>\n<td>\u52d5\u614b\u9810\u89bd\u6c92\u6709\u756b\u9762<\/td>\n<td>\u4e0b\u8f09 <code>taeh3.safetensors<\/code> \u653e\u9032 <code>models\\vae_approx<\/code>\u3002\u9019\u53ea\u5f71\u97ff\u9810\u89bd<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u7247\u662f 1280\u00d7736<\/td>\n<td>\u6b63\u5e38\uff0c\u898b\u7b2c\u4e5d\u7ae0\u3002\u53ef\u7528\u532f\u51fa\u5de5\u5177\u6216 ffmpeg \u88c1\u6210 1280\u00d7720<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u6700\u5f8c\u518d\u5f37\u8abf\u4e00\u6b21\u672c\u6587\u7684\u908a\u754c\uff1a\u7a7a\u767d\u6a21\u677f\u7684\u6a94\u5167\u8a3b\u8a18\u4fdd\u7559\u4e86\u7576\u6642\u300c\u5c1a\u672a\u505a GPU \u751f\u6210\u6e2c\u8a66\u300d\u7684\u8aaa\u660e\uff1b\u73fe\u5728\u6587\u672b\u5df2\u6709\u5be6\u969b\u4e8c\u63a1\u7bc4\u4f8b\u5f71\u7247\u3002\u672c\u6587\u5c0d\u89e3\u6790\u5ea6\u3001Sigma \u516c\u5f0f\u8207\u7bc0\u9ede\u884c\u70ba\u7684\u89e3\u8b80\uff0c\u4ecd\u4e0d\u80fd\u7576\u6210\u4efb\u4f55\u986f\u5361\u90fd\u4e0d\u6703 OOM \u7684\u4fdd\u8b49\u3002\u80fd\u5426\u5b8c\u6210\u8f38\u51fa\uff0c\u9084\u662f\u53d6\u6c7a\u65bc\u986f\u5361\u3001\u7247\u9577\u3001Reference \u5716\u5f35\u6578\u8207\u9a45\u52d5\u72c0\u614b\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"video\">\u5341\u4e00\u3001\u53c3\u8003\u7bc4\u4f8b\u5f71\u7247<\/h2>\n<p>\u4ee5\u4e0b\u5169\u652f\u5f71\u7247\u53ef\u7528\u4f86\u770b\u4e8c\u63a1\u5f8c\u7684\u5be6\u969b\u756b\u9762\u3002\u7b2c\u4e00\u652f\u300a\u72d7\u72d7\u5947\u9047\u8a182\u300b\u4f7f\u7528 MiniMax H3 \u8207 RTX 5080\uff0c\u5148\u4ee5 480p \u4e00\u63a1\uff0c\u518d\u4e8c\u63a1\u5230 720p \u4ee5\u4e0a\u3002<\/p>\n<p><iframe loading=\"lazy\" title=\"\u300a\u72d7\u72d7\u5947\u9047\u8a182\u300b\u64ca\u9000\u96e8\u5098\u7bc0\uff0c\u537b\u88ab\u98b1\u98a8\u591c\u7684\u9583\u96fb\u5687\u58de\u4e86\u2026\u76f4\u5230\u4e3b\u4eba\u5011\u51fa\u73fe\uff5cMiniMax H3 \u00d7 RTX 5080\uff5c480P\u4e8c\u63a1 720P+\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/_UVpkHBACOk?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p>\u82e5\u5f71\u7247\u6c92\u6709\u986f\u793a\uff0c\u8acb\u76f4\u63a5\u958b\u555f\uff1a<a href=\"https:\/\/youtu.be\/_UVpkHBACOk\" target=\"_blank\" rel=\"noopener\">\u300a\u72d7\u72d7\u5947\u9047\u8a182\u300b<\/a>\u3002<\/p>\n<p>\u7b2c\u4e8c\u652f\u300a\u9ad8\u4e2d\u7562\u65c5\u7684\u672a\u5b8c\u544a\u767d\uff5c\u5f18\u524d\u6afb\u82b1\u3001\u5ca9\u6728\u5c71\u8207\u8db3\u5229\u7d2b\u85e4\u300b\u662f MiniMax H3 \u4e8c\u63a1 720p \u7684\u5f71\u7247\u7bc4\u4f8b\u3002<\/p>\n<p><iframe loading=\"lazy\" title=\"\u9ad8\u4e2d\u7562\u65c5\u7684\u672a\u5b8c\u544a\u767d\uff5c\u5f18\u524d\u6afb\u82b1\u3001\u5ca9\u6728\u5c71\u8207\u8db3\u5229\u7d2b\u85e4\uff5cMiniMax H3\u30fb\u4e8c\u63a1720p\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/xyfEnfVk0eM?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p>\u82e5\u5f71\u7247\u6c92\u6709\u986f\u793a\uff0c\u8acb\u76f4\u63a5\u958b\u555f\uff1a<a href=\"https:\/\/youtu.be\/xyfEnfVk0eM\" target=\"_blank\" rel=\"noopener\">\u300a\u9ad8\u4e2d\u7562\u65c5\u7684\u672a\u5b8c\u544a\u767d\u300b\uff08YouTube\uff09<\/a>\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2>\u53c3\u8003\u8cc7\u6599<\/h2>\n<ol>\n<li><a href=\"https:\/\/skypray.synology.me\/blog\/computer\/comfyui-minimax-h3-workflow\/\" target=\"_blank\" rel=\"noopener\">\u672c\u7ad9\uff1aComfyUI + MiniMax H3 \u672c\u6a5f AI \u5f71\u7247\u6559\u5b78<\/a><\/li>\n<li><a href=\"https:\/\/drive.google.com\/drive\/folders\/1ygqi9dsXoA464YzsSDMoLRaj_IR1uUV5\" target=\"_blank\" rel=\"noopener\">\u4e8c\u63a1\u6a21\u677f\u8cc7\u6599\u593e\uff08Google Drive\uff09<\/a><\/li>\n<li><a href=\"https:\/\/youtu.be\/_UVpkHBACOk\" target=\"_blank\" rel=\"noopener\">\u7bc4\u4f8b\u5f71\u7247\uff1a\u300a\u72d7\u72d7\u5947\u9047\u8a182\u300b\uff08YouTube\uff09<\/a><\/li>\n<li><a href=\"https:\/\/youtu.be\/xyfEnfVk0eM\" target=\"_blank\" rel=\"noopener\">\u7bc4\u4f8b\u5f71\u7247\uff1a\u300a\u9ad8\u4e2d\u7562\u65c5\u7684\u672a\u5b8c\u544a\u767d\u300b\uff08YouTube\uff09<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/AIMixer\/ComfyUI_MiniMaxH3_Director\" target=\"_blank\" rel=\"noopener\">AIMixer \/ ComfyUI_MiniMaxH3_Director\uff08Refine \u4e8c\u63a1\u7bc0\u9ede\u8aaa\u660e\uff09<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/T8mars\/comfyui-minimax-h3-audio-T8\" target=\"_blank\" rel=\"noopener\">T8mars \/ comfyui-minimax-h3-audio-T8<\/a>\u3001<a href=\"https:\/\/github.com\/T8mars\/comfyui-minimax-h3-audio-T8\/blob\/HEAD\/docs\/H3_MEMORY_NODES_EXP.md\" target=\"_blank\" rel=\"noopener\">\u4f4e\u986f\u5b58\u7bc0\u9ede\u8aaa\u660e\uff08Chunk FeedForward\uff09<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/kijai\/ComfyUI-KJNodes\" target=\"_blank\" rel=\"noopener\">kijai \/ ComfyUI-KJNodes<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/LBH-123-AI\/Minimax_h3_latent_Upscaler\" target=\"_blank\" rel=\"noopener\">LBH-123-AI \/ Minimax_h3_latent_Upscaler<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/t8star\/Taeh3-Comfy\" target=\"_blank\" rel=\"noopener\">t8star \/ Taeh3-Comfy<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\" target=\"_blank\" rel=\"noopener\">Comfy-Org \/ MiniMax-H3<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/lightx2v\/Minimax-h3-Turbo\" target=\"_blank\" rel=\"noopener\">LightX2V \/ MiniMax-H3 Turbo<\/a><\/li>\n<\/ol>\n<\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>MiniMax H3 \u4e8c\u63a1\u6559\u5b78\uff1a\u4f4e VRAM \u986f\u5361\u4e5f\u80fd\u505a 720P \u4ee5\u4e0a\u5f71\u7247\uff0c\u542b Custom Node \u5b89\u88dd\u8207\u4e00\u63a1\u3001\u4e8c\u63a1 Sigma \u6578\u5b57\u8aaa\u660e\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[31],"class_list":["post-2000","post","type-post","status-publish","format-standard","hentry","category-computer","tag-ai_workflow"],"_links":{"self":[{"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/posts\/2000","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/comments?post=2000"}],"version-history":[{"count":5,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/posts\/2000\/revisions"}],"predecessor-version":[{"id":2009,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/posts\/2000\/revisions\/2009"}],"wp:attachment":[{"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/media?parent=2000"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/categories?post=2000"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/tags?post=2000"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}