{"id":1931,"date":"2026-09-09T07:44:03","date_gmt":"2026-09-08T23:44:03","guid":{"rendered":"https:\/\/skypray.synology.me\/blog\/?p=1931"},"modified":"2026-10-09T18:25:45","modified_gmt":"2026-10-09T10:25:45","slug":"comfyui-minimax-h3-workflow","status":"publish","type":"post","link":"https:\/\/skypray.synology.me\/blog\/computer\/comfyui-minimax-h3-workflow\/","title":{"rendered":"ComfyUI + MiniMax H3 \u672c\u6a5f AI \u5f71\u7247\u6559\u5b78\uff5c\u6a21\u578b\u3001Workflow\u3001\u7a81\u7834 15 \u79d2\u8207 RTX 5070 \u6700\u4f73\u5316"},"content":{"rendered":"<style>.mh3-guide{<br \/>\n  width:100%;<br \/>\n  max-width:100%;<br \/>\n  margin:0;<br \/>\n  box-sizing:border-box;<br \/>\n  overflow-wrap:break-word;<br \/>\n}<br \/>\n.mh3-guide,.mh3-guide *{box-sizing:border-box}<br \/>\n.mh3-guide .mh3-main{<br \/>\n  width:100% !important;<br \/>\n  max-width:920px !important;<br \/>\n  margin-left:auto !important;<br \/>\n  margin-right:auto !important;<br \/>\n}<br \/>\n.mh3-guide .mh3-main > *{<br \/>\n  max-width:100%;<br \/>\n}<br \/>\n.mh3-guide pre.mh3-code{<br \/>\n  display:block !important;<br \/>\n  width:100% !important;<br \/>\n  max-width:100% !important;<br \/>\n  min-width:0 !important;<br \/>\n  margin:1.2em 0 !important;<br \/>\n  padding:18px !important;<br \/>\n  box-sizing:border-box !important;<br \/>\n  position:static !important;<br \/>\n  left:auto !important;<br \/>\n  right:auto !important;<br \/>\n  inset:auto !important;<br \/>\n  transform:none !important;<br \/>\n  float:none !important;<br \/>\n  clear:both !important;<br \/>\n  overflow-x:auto !important;<br \/>\n  overflow-y:hidden !important;<br \/>\n  white-space:pre !important;<br \/>\n  -webkit-overflow-scrolling:touch;<br \/>\n}<br \/>\n.mh3-guide pre.mh3-code code{<br \/>\n  display:inline !important;<br \/>\n  width:auto !important;<br \/>\n  max-width:none !important;<br \/>\n  margin:0 !important;<br \/>\n  padding:0 !important;<br \/>\n  border:0 !important;<br \/>\n  background:transparent !important;<br \/>\n  color:inherit !important;<br \/>\n  white-space:inherit !important;<br \/>\n  overflow-wrap:normal !important;<br \/>\n  word-break:normal !important;<br \/>\n  box-shadow:none !important;<br \/>\n}<br \/>\n.mh3-guide .mh3-table-scroll{<br \/>\n  display:block;<br \/>\n  width:100%;<br \/>\n  max-width:100%;<br \/>\n  margin:1.2em 0;<br \/>\n  overflow-x:auto;<br \/>\n  -webkit-overflow-scrolling:touch;<br \/>\n}<br \/>\n.mh3-guide .mh3-table-scroll table{<br \/>\n  width:100%;<br \/>\n  max-width:100%;<br \/>\n  border-collapse:collapse;<br \/>\n}<br \/>\n@media(max-width:680px){<br \/>\n  .mh3-guide .mh3-main{max-width:100%;}<br \/>\n  .mh3-guide pre.mh3-code{padding:14px !important;font-size:.82rem;}<br \/>\n}<\/style>\n<article class=\"mh3-guide\">\n<div class=\"mh3-main\">\n<p>\u6700\u8fd1\u672c\u6a5f AI \u5f71\u7247\u6700\u8b93\u6211\u610f\u5916\u7684\uff0c\u4e0d\u53ea\u662f\u756b\u8cea\u9032\u6b65\uff0c\u800c\u662f\u300c\u5f71\u7247\u3001\u4e2d\u6587\u5c0d\u8a71\u3001\u5634\u578b\u3001\u97f3\u6548\u3001\u80cc\u666f\u97f3\u6a02\u300d\u958b\u59cb\u53ef\u4ee5\u5728\u540c\u4e00\u500b\u6a21\u578b\u88e1\u4e00\u8d77\u751f\u6210\u3002MiniMax H3 \u958b\u653e\u6b0a\u91cd\u4e4b\u5f8c\uff0cComfyUI \u5f88\u5feb\u5c31\u63d0\u4f9b\u539f\u751f\u652f\u63f4\uff1b\u518d\u642d\u914d Director \u985e\u578b\u7684\u591a\u6bb5 Timeline \u5de5\u4f5c\u6d41\uff0c\u539f\u672c\u6bcf\u6b21\u6700\u591a\u7d04 15 \u79d2\u7684\u7247\u6bb5\uff0c\u4e5f\u80fd\u900f\u904e\u591a\u6bb5\u751f\u6210\u3001\u63a5\u7e8c\u8207\u8f38\u51fa\u4e32\u6210\u8f03\u9577\u5f71\u7247\uff0c\u5be6\u969b\u4e0a\u66f4\u63a5\u8fd1\u4e00\u5957\u53ef\u4ee5\u53cd\u8986\u8abf\u6574\u7684 AI \u5f71\u7247\u5de5\u4f5c\u53f0\u3002<\/p>\n<p>\u9019\u7bc7\u6587\u7ae0\u5f9e\u5b8c\u5168\u6c92\u6709 ComfyUI \u7d93\u9a57\u7684\u89d2\u5ea6\u958b\u59cb\uff0c\u6574\u7406\u6211\u76ee\u524d\u5be6\u969b\u4f7f\u7528 MiniMax H3 \u6642\u6700\u5bb9\u6613\u6df7\u6dc6\u7684\u5e7e\u500b\u6982\u5ff5\uff1aComfyUI \u662f\u4ec0\u9ebc\u3001Workflow \u5230\u5e95\u662f\u4ec0\u9ebc\u3001Hugging Face \u7684\u6a21\u578b\u8981\u4e0b\u8f09\u54ea\u5e7e\u9846\u3001FL2VA \u548c Ref2VA \u5dee\u5728\u54ea\u3001UNET\uff0fCLIP\uff0fLoRA\uff0fVAE \u5404\u81ea\u8ca0\u8cac\u4ec0\u9ebc\uff0c\u4ee5\u53ca\u5728 RTX 5070 12GB VRAM + 32GB RAM \u9019\u7a2e\u4e26\u4e0d\u7b97\u8a87\u5f35\u7684\u786c\u9ad4\u4e0a\uff0c\u600e\u9ebc\u505a\u51fa\u6bd4\u8f03\u5be6\u969b\u7684\u914d\u7f6e\u3002<\/p>\n<p><strong>\u95b1\u8b80\u5efa\u8b70\uff1a<\/strong>\u7b2c\u4e00\uff5e\u516d\u7ae0\u662f\u300c\u5f9e\u96f6\u958b\u59cb\u7684\u5b89\u88dd\u8207\u8a2d\u5b9a\u300d\uff1a\u6e96\u5099\u8edf\u9ad4\u3001\u5b89\u88dd ComfyUI\u3001\u5b89\u88dd Custom Node\u3001\u4e0b\u8f09\u6a21\u578b\u3001\u653e\u9032\u6b63\u78ba\u8cc7\u6599\u593e\u3001\u8f09\u5165 Workflow \u8a66\u8dd1\u3002\u7167\u9806\u5e8f\u505a\u5b8c\uff0c\u5c31\u80fd\u8dd1\u51fa\u7b2c\u4e00\u652f\u5f71\u7247\u3002\u7b2c\u4e03\u7ae0\u4e4b\u5f8c\u624d\u662f\u539f\u7406\u3001\u53c3\u6578\u8207\u9032\u968e\u6280\u5de7\uff0c\u9047\u5230\u4e0d\u61c2\u7684\u5730\u65b9\u518d\u56de\u982d\u67e5\u5c31\u597d\u3002<\/p>\n<p id=\"toc\"><strong>\u6587\u7ae0\u76ee\u9304<\/strong><\/p>\n<p><strong>\u7b2c\u4e00\u90e8\u5206\uff1a\u5f9e\u96f6\u958b\u59cb\u5b89\u88dd\u8207\u8a2d\u5b9a<\/strong><\/p>\n<ol>\n<li><a href=\"#prep\">\u5b89\u88dd\u524d\u6e96\u5099\uff1a\u9700\u8981\u54ea\u4e9b\u8edf\u9ad4\u8207\u786c\u9ad4\uff1f<\/a><\/li>\n<li><a href=\"#install\">\u5b89\u88dd\u8207\u66f4\u65b0 ComfyUI\uff08Windows Portable\uff09<\/a><\/li>\n<li><a href=\"#director\">\u5b89\u88dd Custom Node\uff1aMiniMax H3 Director<\/a><\/li>\n<li><a href=\"#models\">\u4e0b\u8f09\u6a21\u578b\u6a94\uff1a\u8981\u6293\u54ea\u5e7e\u9846\u3001\u600e\u9ebc\u6293<\/a><\/li>\n<li><a href=\"#folders\">\u6a21\u578b\u6a94\u8981\u653e\u9032\u54ea\u500b\u8cc7\u6599\u593e\uff1f<\/a><\/li>\n<li><a href=\"#firstrun\">\u8f09\u5165 Workflow\uff0c\u8dd1\u7b2c\u4e00\u6b21\u6e2c\u8a66<\/a><\/li>\n<\/ol>\n<p><strong>\u7b2c\u4e8c\u90e8\u5206\uff1a\u539f\u7406\u3001\u53c3\u6578\u8207\u9032\u968e\u6280\u5de7<\/strong><\/p>\n<ol start=\"7\">\n<li><a href=\"#why\">\u70ba\u4ec0\u9ebc\u662f ComfyUI + MiniMax H3\uff1f<\/a><\/li>\n<li><a href=\"#comfyui\">ComfyUI \u8207 Workflow \u662f\u4ec0\u9ebc\uff1f<\/a><\/li>\n<li><a href=\"#h3\">MiniMax H3 \u5728\u7d05\u4ec0\u9ebc\uff1f<\/a><\/li>\n<li><a href=\"#unet\">UNET\uff1aFL2VA\u3001Ref2VA\u3001bf16 \u8207 INT8 \u5dee\u5728\u54ea\u3001W4A8<\/a><\/li>\n<li><a href=\"#clip\">CLIP\uff0fText Encoder\uff1a\u4e09\u9846 Qwen \u600e\u9ebc\u9078\uff1f<\/a><\/li>\n<li><a href=\"#vae\">Video VAE \u8207 Audio VAE<\/a><\/li>\n<li><a href=\"#lora\">Turbo LoRA\uff1a\u70ba\u4ec0\u9ebc\u52a0\u901f\u3001\u4ee3\u50f9\u8207\u672c\u6587\u5be6\u969b\u8a2d\u5b9a<\/a><\/li>\n<li><a href=\"#workflow\">Director \u6709\u4ec0\u9ebc\u7279\u8272\uff1fWorkflow \u4f7f\u7528\u91cd\u9ede<\/a><\/li>\n<li><a href=\"#sampling\">Director Sampling\uff1aSteps\u3001Sampler\u3001Scheduler\u3001Shift<\/a><\/li>\n<li><a href=\"#long\">\u5982\u4f55\u7a81\u7834\u55ae\u6b21 15 \u79d2\u9650\u5236\uff1f<\/a><\/li>\n<li><a href=\"#prompt\">\u7528 AI \u5e6b\u6bcf\u4e00\u6bb5\u5beb Prompt<\/a><\/li>\n<li><a href=\"#face\">\u4eba\u7269\u81c9\u90e8\u4e00\u81f4\u6027\uff1a\u591a\u89d2\u5ea6 Reference\u3001\u69cb\u5716\u8207\u5f8c\u88fd<\/a><\/li>\n<li><a href=\"#5070\">RTX 5070 12GB + 32GB RAM \u6700\u4f73\u5316\u3001OOM \u8207 &#8211;reserve-vram<\/a><\/li>\n<li><a href=\"#trouble\">\u5e38\u898b\u554f\u984c\u8207\u6392\u67e5<\/a><\/li>\n<\/ol>\n<h2 id=\"prep\">\u4e00\u3001\u5b89\u88dd\u524d\u6e96\u5099\uff1a\u9700\u8981\u54ea\u4e9b\u8edf\u9ad4\u8207\u786c\u9ad4\uff1f<\/h2>\n<p>\u6b63\u5f0f\u52d5\u624b\u524d\uff0c\u5148\u78ba\u8a8d\u96fb\u8166\u7b26\u5408\u9700\u6c42\uff0c\u4e26\u628a\u9700\u8981\u7684\u514d\u8cbb\u8edf\u9ad4\u88dd\u597d\u3002\u9019\u4e00\u7ae0\u53ea\u8981\u505a\u4e00\u6b21\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u9700\u6c42<\/th>\n<th>\u8aaa\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4f5c\u696d\u7cfb\u7d71<\/td>\n<td>Windows 10 \/ 11\uff0864 \u4f4d\u5143\uff09<\/td>\n<td>\u672c\u6587\u4ee5 Windows \u793a\u7bc4<\/td>\n<\/tr>\n<tr>\n<td>\u986f\u793a\u5361<\/td>\n<td>NVIDIA RTX \u986f\u5361<\/td>\n<td>\u672c\u6587\u5be6\u6e2c\u74b0\u5883\u662f RTX 5070 12GB VRAM<\/td>\n<\/tr>\n<tr>\n<td>\u8a18\u61b6\u9ad4<\/td>\n<td>32GB RAM\uff08\u672c\u6587\u74b0\u5883\uff09<\/td>\n<td>H3 \u7684\u6a21\u578b\u52a0\u8d77\u4f86\u8d85\u904e 36GB\uff0c12GB \u986f\u5361\u653e\u4e0d\u4e0b\uff0cComfyUI \u6703\u628a\u4e00\u90e8\u5206\u642c\u5230 RAM\uff1b\u8a18\u61b6\u9ad4\u66f4\u5c11\u6703\u5f88\u5403\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u786c\u789f\u7a7a\u9593<\/td>\n<td>\u5efa\u8b70\u9810\u7559 70GB \u4ee5\u4e0a\uff0c\u6700\u597d\u662f SSD<\/td>\n<td>\u6a21\u578b\u6a94\u7d04 44.5GB\uff0c\u518d\u52a0\u4e0a ComfyUI \u672c\u9ad4\u3001\u66ab\u5b58\u8207\u8f38\u51fa\u5f71\u7247<\/td>\n<\/tr>\n<tr>\n<td><strong>Git\uff08\u5fc5\u88dd\uff09<\/strong><\/td>\n<td>\u514d\u8cbb<\/td>\n<td>\u5230 <a href=\"https:\/\/git-scm.com\/download\/win\" target=\"_blank\" rel=\"noopener\">git-scm.com<\/a> \u4e0b\u8f09\u5b89\u88dd\uff0c\u4e00\u8def\u6309 Next \u5373\u53ef\u3002\u88dd\u5b8c\u958b\u555f\u7d42\u7aef\u6a5f\u8f38\u5165 <code>git --version<\/code>\uff0c\u770b\u5230\u7248\u672c\u865f\u78bc\u5c31\u6210\u529f\u3002\u7b2c\u4e09\u7ae0\u5b89\u88dd Custom Node \u6703\u7528\u5230<\/td>\n<\/tr>\n<tr>\n<td><strong>7-Zip\uff08\u5fc5\u88dd\uff09<\/strong><\/td>\n<td>\u514d\u8cbb<\/td>\n<td>ComfyUI Portable \u662f <code>.7z<\/code> \u58d3\u7e2e\u6a94\uff0cWindows \u5167\u5efa\u7684\u89e3\u58d3\u7e2e\u4e0d\u4e00\u5b9a\u80fd\u958b\uff0c\u8acb\u5230 <a href=\"https:\/\/www.7-zip.org\/\" target=\"_blank\" rel=\"noopener\">7-zip.org<\/a> \u4e0b\u8f09<\/td>\n<\/tr>\n<tr>\n<td>Python\uff08\u9078\u7528\uff09<\/td>\n<td>\u514d\u8cbb<\/td>\n<td>ComfyUI Portable \u81ea\u5df1\u5167\u5efa\u4e00\u5957 Python\uff0c\u6240\u4ee5\u4e0d\u9700\u8981\u53e6\u5916\u5b89\u88dd\u3002\u53ea\u6709\u7b2c\u56db\u7ae0\u60f3\u7528 <code>hf<\/code> \u6307\u4ee4\u4e0b\u8f09\u6a21\u578b\u6642\u624d\u9700\u8981\uff1b\u7528\u700f\u89bd\u5668\u4e0b\u8f09\u5c31\u53ef\u4ee5\u7565\u904e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>\u5b89\u88dd\u6d41\u7a0b\u7e3d\u89bd\uff1a<\/strong><\/p>\n<pre class=\"mh3-code\"><code>1. \u6e96\u5099 Git\u30017-Zip\n2. \u4e0b\u8f09\u4e26\u89e3\u58d3\u7e2e ComfyUI Portable\uff0c\u66f4\u65b0\u5230\u6700\u65b0\u7248\n3. \u5b89\u88dd Custom Node\uff1aMiniMax H3 Director\n4. \u4e0b\u8f09 5 \u500b\u6a21\u578b\u6a94\uff08\u7d04 44.5 GB\uff09\n5. \u628a\u6a21\u578b\u6a94\u653e\u9032 models \u5e95\u4e0b\u5c0d\u61c9\u7684\u8cc7\u6599\u593e\n6. \u8f09\u5165 Workflow\uff0c\u78ba\u8a8d\u5404\u500b\u6a21\u578b\u8f09\u5165\u7bc0\u9ede\uff0c\u8dd1\u7b2c\u4e00\u6b21\u6e2c\u8a66<\/code><\/pre>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"install\">\u4e8c\u3001\u5b89\u88dd\u8207\u66f4\u65b0 ComfyUI\uff08Windows Portable\uff09<\/h2>\n<p>ComfyUI \u5b98\u65b9\u76ee\u524d\u5c0d\u4e00\u822c\u65b0\u624b\u512a\u5148\u63a8\u85a6 Desktop \u7248\uff1b\u4e0d\u904e\u5982\u679c\u4f60\u60f3\u6e05\u695a\u638c\u63e1\u6a21\u578b\u8cc7\u6599\u593e\u3001Python\u3001Custom Nodes \u8207\u5099\u4efd\uff0c\u6211\u4ecd\u7136\u5f88\u559c\u6b61 Windows Portable\uff1a\u6574\u500b\u7a0b\u5f0f\u5c31\u662f\u4e00\u500b\u8cc7\u6599\u593e\uff0c\u60f3\u5099\u4efd\u3001\u642c\u5bb6\u3001\u522a\u9664\u90fd\u5f88\u76f4\u89ba\u3002\u672c\u6587\u4ee5\u4e0b\u7528 Portable \u793a\u7bc4\u3002<\/p>\n<h3>1. \u4e0b\u8f09<\/h3>\n<p>\u5230 <a href=\"https:\/\/github.com\/Comfy-Org\/ComfyUI\/releases\" target=\"_blank\" rel=\"noopener\">ComfyUI Releases<\/a>\uff0c\u5728\u6700\u65b0\u7248\u672c\u7684 Assets \u6e05\u55ae\u4e2d\u4e0b\u8f09 NVIDIA \u986f\u5361\u7528\u7684 Windows Portable\uff0c\u6a94\u540d\u662f <code>ComfyUI_windows_portable_nvidia.7z<\/code>\u3002RTX 50 \u7cfb\u5217\u8acb\u9078\u9019\u500b\u6a19\u6e96\u7248\uff1b\u6a94\u540d\u5e36\u6709 <code>cu126<\/code> \u7684\u662f\u7d66\u8f03\u820a\u74b0\u5883\u7684\u5099\u7528\u7248\u3002<\/p>\n<h3>2. \u89e3\u58d3\u7e2e<\/h3>\n<p>\u7528 7-Zip \u89e3\u58d3\u7e2e\u3002<strong>\u5efa\u8b70\u653e\u5728 <code>C:\\AI\\<\/code> \u9019\u7a2e\u7c21\u77ed\u7684\u4f4d\u7f6e<\/strong>\uff0c\u8def\u5f91\u4e0d\u8981\u6709\u4e2d\u6587\u6216\u7a7a\u683c\uff0c\u4e5f\u4e0d\u8981\u653e\u5728\u684c\u9762\u3001OneDrive \u6216\u300c\u4e0b\u8f09\u300d\u8cc7\u6599\u593e\uff0c\u4e4b\u5f8c\u6bd4\u8f03\u4e0d\u5bb9\u6613\u51fa\u554f\u984c\u3002\u89e3\u58d3\u7e2e\u5f8c\u7684\u7d50\u69cb\u5982\u4e0b\uff1a<\/p>\n<pre class=\"mh3-code\"><code>ComfyUI_windows_portable\\\n\u251c\u2500 ComfyUI\\            \u2190 \u672c\u6587\u8aaa\u7684\u300cComfyUI \u8cc7\u6599\u593e\u300d\uff0c\u6a21\u578b\u3001custom_nodes \u90fd\u653e\u5728\u9019\u88e1\u9762\n\u251c\u2500 python_embeded\\     \u2190 ComfyUI \u81ea\u5e36\u7684 Python\n\u251c\u2500 update\\             \u2190 \u66f4\u65b0\u7528\u7684 bat \u6a94\n\u2514\u2500 run_nvidia_gpu.bat  \u2190 \u555f\u52d5 ComfyUI<\/code><\/pre>\n<p><strong>\u95dc\u65bc\u8def\u5f91\u7684\u8aaa\u660e\uff1a<\/strong>\u4ee5\u4e0b\u7bc4\u4f8b\u5047\u8a2d\u628a\u6574\u500b <code>ComfyUI_windows_portable<\/code> \u8cc7\u6599\u593e\u653e\u5728 <code>C:\\AI\\<\/code>\uff0c\u6240\u4ee5\u6a21\u578b\u8207\u7b2c\u4e09\u65b9\u7bc0\u9ede\u90fd\u5728 <code>C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\<\/code> \u5e95\u4e0b\u3002\u82e5\u4f60\u7684\u89e3\u58d3\u4f4d\u7f6e\u4e0d\u540c\uff0c\u8acb\u66ff\u63db\u8def\u5f91\u524d\u7db4\uff1b\u4e0d\u8981\u628a\u6a21\u578b\u653e\u5728\u5916\u5c64\u8cc7\u6599\u593e\u3002<\/p>\n<h3>3. \u7b2c\u4e00\u6b21\u555f\u52d5<\/h3>\n<p>\u9023\u9ede\u5169\u4e0b <code>run_nvidia_gpu.bat<\/code>\uff0c\u6703\u8df3\u51fa\u9ed1\u8272\u8996\u7a97\u4e26\u958b\u59cb\u8f09\u5165\uff0c\u700f\u89bd\u5668\u901a\u5e38\u6703\u81ea\u52d5\u6253\u958b <code>http:\/\/127.0.0.1:8188<\/code>\u3002\u770b\u5230\u7bc0\u9ede\u756b\u5e03\uff0c\u5c31\u4ee3\u8868 ComfyUI \u672c\u8eab\u53ef\u4ee5\u904b\u4f5c\u3002\u63a5\u8457\u56de\u5230\u9ed1\u8272\u8996\u7a97\u6309 <code>Ctrl + C<\/code>\uff08\u6216\u76f4\u63a5\u95dc\u9589\u8996\u7a97\uff09\u5148\u7d50\u675f\u5b83\uff0c\u6211\u5011\u8981\u5148\u66f4\u65b0\u3002<\/p>\n<h3>4. \u66f4\u65b0 ComfyUI<\/h3>\n<p>MiniMax H3 \u662f 2026 \u5e74\u624d\u52a0\u5165\u7684\u539f\u751f\u529f\u80fd\uff0c\u5b98\u65b9\u652f\u63f4\u5f9e <strong>v0.30.0<\/strong> \u8d77\u52a0\u5165\uff0c\u6240\u4ee5\u820a\u7248 ComfyUI \u4e00\u5b9a\u8dd1\u4e0d\u4e86\u3002\u8acb\u9023\u9ede\u5169\u4e0b <code>update\\update_comfyui.bat<\/code>\uff0c\u7b49\u8996\u7a97\u8dd1\u5b8c\uff08\u6700\u5f8c\u6703\u8981\u4f60\u6309\u4efb\u610f\u9375\uff09\u5c31\u66f4\u65b0\u5b8c\u6210\u4e86\u3002\u66f4\u65b0\u5f8c\u518d\u555f\u52d5\u4e00\u6b21\uff0c\u5f9e\u8a2d\u5b9a\uff08\u9f52\u8f2a\uff09\u2192 About \u53ef\u4ee5\u770b\u5230\u7248\u672c\u865f\u78bc\u3002<\/p>\n<p>\u4e4b\u5f8c\u5982\u679c\u770b\u5230 Workflow \u88e1\u7684 H3 \u7bc0\u9ede\u5168\u90e8\u8b8a\u7d05\uff0c\u7b2c\u4e00\u4ef6\u4e8b\u4e0d\u662f\u4e82\u88dd Custom Node\uff0c\u800c\u662f\u5148\u56de\u4f86\u66f4\u65b0 ComfyUI\u3002<\/p>\n<h3>5. Manager\uff08\u9078\u7528\uff09<\/h3>\n<p>\u65b0\u7248 Desktop \u5df2\u5167\u5efa Manager\uff1bPortable \u7684 Manager \u4e5f\u5df2\u9032\u6838\u5fc3\uff0c\u4f46\u53ef\u80fd\u9700\u8981\u5b89\u88dd manager requirements \u4e26\u7528 <code>--enable-manager<\/code> \u555f\u52d5\u3002Manager \u53ef\u4ee5\u7528\u5716\u5f62\u4ecb\u9762\u5b89\u88dd\u7b2c\u4e09\u65b9\u7bc0\u9ede\uff0c\u4f46\u672c\u6587\u4e0d\u4f9d\u8cf4\u5b83\uff1a\u4e0b\u4e00\u7ae0\u76f4\u63a5\u7528\u6307\u4ee4\u5b89\u88dd\uff0c\u6b65\u9a5f\u6700\u6e05\u695a\uff0c\u4e5f\u6700\u4e0d\u5bb9\u6613\u51fa\u932f\u3002<\/p>\n<p><strong>Desktop \u7248\u4f7f\u7528\u8005\uff1a<\/strong>\u8cc7\u6599\u593e\u540d\u7a31\uff08models\u3001custom_nodes\uff09\u8207\u4e0a\u9762\u76f8\u540c\uff0c\u4f46\u4f4d\u7f6e\u5728\u5b89\u88dd\u6642\u6240\u9078\u7684\u8cc7\u6599\u76ee\u9304\u5e95\u4e0b\uff1b\u4e0b\u4e00\u7ae0\u7684 pip \u6307\u4ee4\u4e5f\u4e0d\u80fd\u7167\u6284\uff0c\u5efa\u8b70\u6539\u7528 Manager \u7684 Install via Git URL \u5b89\u88dd\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"director\">\u4e09\u3001\u5b89\u88dd Custom Node\uff1aMiniMax H3 Director<\/h2>\n<p>Director \u662f ComfyUI \u7684\u300cCustom Node\uff08\u7b2c\u4e09\u65b9\u7bc0\u9ede\uff09\u300d\uff0c\u5f8c\u9762\u7684 Workflow \u9760\u5b83\u505a\u591a\u6bb5\u5f71\u7247\u3002\u5b89\u88dd\u65b9\u5f0f\u5f88\u55ae\u7d14\uff1a\u628a\u5b83\u7684 GitHub \u5c08\u6848\u4e0b\u8f09\u5230 ComfyUI \u7684 <code>custom_nodes<\/code> \u8cc7\u6599\u593e\uff0c\u518d\u5b89\u88dd\u5b83\u9700\u8981\u7684 Python \u5957\u4ef6\u3002<strong>\u591a\u6578 Custom Node \u4e5f\u80fd\u4f9d\u7167\u9019\u500b\u57fa\u672c\u6d41\u7a0b\u5b89\u88dd\uff0c\u4f46\u4ecd\u8981\u770b\u5404\u5c08\u6848\u7684\u5b89\u88dd\u8aaa\u660e\u3002<\/strong>\u524d\u63d0\u662f\u96fb\u8166\u5df2\u7d93\u88dd\u597d Git\uff08\u7b2c\u4e00\u7ae0\uff09\u3002<\/p>\n<ol>\n<li>\u5728\u6a94\u6848\u7e3d\u7ba1\u4e2d\u6253\u958b ComfyUI \u8cc7\u6599\u593e\u88e1\u7684 <code>custom_nodes<\/code>\uff08\u4f8b\u5982 <code>C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\custom_nodes<\/code>\uff09\u3002<\/li>\n<li>\u5728\u8cc7\u6599\u593e\u7684\u7a7a\u767d\u8655\u6309\u6ed1\u9f20\u53f3\u9375\uff0c\u9078\u300c<strong>\u5728\u7d42\u7aef\u6a5f\u958b\u555f<\/strong>\u300d\u3002\u9019\u6a23\u7d42\u7aef\u6a5f\u7684\u76ee\u524d\u4f4d\u7f6e\u5c31\u525b\u597d\u5728 <code>custom_nodes<\/code> \u88e1\u9762\u3002\uff08Windows 10 \u6c92\u6709\u9019\u500b\u9078\u9805\uff1a\u9ede\u4e00\u4e0b\u6a94\u6848\u7e3d\u7ba1\u4e0a\u65b9\u7684\u7db2\u5740\u5217\uff0c\u8f38\u5165 <code>cmd<\/code> \u518d\u6309 Enter\uff0c\u6548\u679c\u4e00\u6a23\u3002\uff09<\/li>\n<li>\u5728\u7d42\u7aef\u6a5f\u5167\u8cbc\u4e0a\u7b2c\u4e00\u884c\u6307\u4ee4\uff0c\u6309 Enter\uff0c\u7b49\u5b83\u8dd1\u5b8c\uff08\u4e0b\u8f09 Director\uff09\uff1a<\/li>\n<\/ol>\n<pre class=\"mh3-code\"><code>git clone https:\/\/github.com\/AIMixer\/ComfyUI_MiniMaxH3_Director.git<\/code><\/pre>\n<ol start=\"4\">\n<li>\u518d\u8cbc\u4e0a\u7b2c\u4e8c\u884c\uff0c\u6309 Enter\uff0c\u5b89\u88dd Director \u9700\u8981\u7684 Python \u5957\u4ef6\uff08\u7b2c\u4e00\u6b21\u53ef\u80fd\u8981\u8dd1\u5e7e\u5206\u9418\uff0c\u8acb\u8010\u5fc3\u7b49\u5b83\u51fa\u73fe\u65b0\u7684\u8f38\u5165\u63d0\u793a\u518d\u7e7c\u7e8c\uff09\uff1a<\/li>\n<\/ol>\n<pre class=\"mh3-code\"><code>..\\..\\python_embeded\\python.exe -m pip install -r ComfyUI_MiniMaxH3_Director\\requirements.txt<\/code><\/pre>\n<ol start=\"5\">\n<li>\u95dc\u9589\u4e26\u91cd\u65b0\u555f\u52d5 ComfyUI\uff08<code>run_nvidia_gpu.bat<\/code>\uff09\u3002\u5728\u756b\u5e03\u7a7a\u767d\u8655\u9023\u9ede\u6ed1\u9f20\u5169\u4e0b\u6253\u958b\u641c\u5c0b\u6846\uff0c\u8f38\u5165 <code>MiniMax H3 Director<\/code>\uff0c\u627e\u5f97\u5230\u7bc0\u9ede\u5c31\u4ee3\u8868\u5b89\u88dd\u6210\u529f\u3002<\/li>\n<\/ol>\n<p><strong>\u70ba\u4ec0\u9ebc\u7b2c\u4e8c\u884c\u4e0d\u662f\u5b98\u65b9\u5beb\u7684 <code>pip install -r ...<\/code>\uff1f<\/strong>\u5b98\u65b9 README \u5beb\u7684\u662f\u4e00\u822c\u7684 <code>pip install -r ComfyUI_MiniMaxH3_Director\/requirements.txt<\/code>\uff0c\u9019\u884c\u53ef\u80fd\u628a\u5957\u4ef6\u88dd\u9032\u7cfb\u7d71 Python\uff0c\u800c\u4e0d\u662f Portable \u5167\u5efa\u7684 Python\u3002\u4f46 Portable \u7684 ComfyUI \u7528\u7684\u662f\u81ea\u5df1\u7684 <code>python_embeded<\/code>\uff0c\u5957\u4ef6\u88dd\u932f\u5730\u65b9\uff0cComfyUI \u5c31\u8b80\u4e0d\u5230\uff0cDirector \u6703\u8f09\u5165\u5931\u6557\u3002\u6240\u4ee5 Portable \u8981\u6539\u7528\u4e0a\u9762\u9019\u884c\uff0c\u6307\u5b9a\u7528 ComfyUI \u81ea\u5e36\u7684 Python \u4f86\u5b89\u88dd\u3002<code>..\\..\\python_embeded<\/code> \u7684\u610f\u601d\u662f\u5f9e <code>custom_nodes<\/code> \u5f80\u4e0a\u5169\u5c64\uff0c\u56de\u5230 <code>ComfyUI_windows_portable<\/code>\u3002\u5982\u679c\u4f60\u4e0d\u662f\u7528 Portable\uff0c\u800c\u662f\u81ea\u5df1\u7528\u865b\u64ec\u74b0\u5883\uff08venv\uff09\u5b89\u88dd\u7684 ComfyUI\uff0c\u624d\u76f4\u63a5\u4f7f\u7528\u5b98\u65b9\u7684 <code>pip install -r<\/code> \u6307\u4ee4\uff08\u8981\u5728\u540c\u4e00\u500b\u865b\u64ec\u74b0\u5883\u88e1\u57f7\u884c\uff09\u3002<\/p>\n<p><strong>\u4ee5\u5f8c\u8981\u88dd\u5176\u4ed6\u7684 Custom Node\uff0c\u505a\u6cd5\u5b8c\u5168\u4e00\u6a23\uff1a<\/strong>\u5207\u5230 <code>custom_nodes<\/code>\u3001\u53f3\u9375\u300c\u5728\u7d42\u7aef\u6a5f\u958b\u555f\u300d\uff0c\u5230\u90a3\u500b\u7bc0\u9ede\u7684 GitHub \u9801\u9762\u8907\u88fd <code>git clone<\/code> \u7db2\u5740\u8cbc\u4e0a\uff1b\u5982\u679c\u5c08\u6848\u88e1\u6709 <code>requirements.txt<\/code>\uff0c\u518d\u7528 <code>..\\..\\python_embeded\\python.exe -m pip install -r \u8cc7\u6599\u593e\u540d\u7a31\\requirements.txt<\/code> \u5b89\u88dd\u5957\u4ef6\uff1b\u6700\u5f8c\u91cd\u65b0\u555f\u52d5 ComfyUI\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"models\">\u56db\u3001\u4e0b\u8f09\u6a21\u578b\u6a94\uff1a\u8981\u6293\u54ea\u5e7e\u9846\u3001\u600e\u9ebc\u6293<\/h2>\n<p>MiniMax H3 \u4e0d\u662f\u300c\u4e00\u9846 checkpoint \u4e1f\u9032\u53bb\u5c31\u597d\u300d\u7684\u6a21\u578b\u3002\u5b83\u81f3\u5c11\u5206\u6210\u4e3b\u6a21\u578b\uff08Diffusion Model\uff09\u3001\u6587\u5b57\u7de8\u78bc\u5668\uff08Text Encoder\uff09\u3001Video VAE\u3001Audio VAE\uff1b\u8981\u52a0\u901f\u518d\u591a\u4e00\u9846 Turbo LoRA\u3002\u9019\u4e9b\u6a94\u6848\u90fd\u653e\u5728 Hugging Face\uff0c\u4f60\u53ef\u4ee5\u628a\u5b83\u7576\u6210\u300c\u6a21\u578b\u7248\u7684 GitHub\u300d\uff1a\u5148\u770b Model Card\uff0c\u518d\u770b Files\uff0c\u9700\u8981\u54ea\u4e00\u9846\u5c31\u4e0b\u8f09\u54ea\u4e00\u9846\u3002<strong>\u4e0d\u8981\u770b\u5230\u6574\u500b Repo \u5c31\u5168\u90e8\u6293\u56de\u4f86<\/strong>\uff0c\u540c\u4e00\u500b Repo \u88e1\u6709\u597d\u5e7e\u7a2e\u7cbe\u5ea6\u7248\u672c\uff0c\u5168\u90e8\u6293\u6703\u662f\u5e7e\u767e GB\u3002<\/p>\n<h3>\u672c\u6587\u4f7f\u7528\u7684 5 \u500b\u6a94\u6848\uff08R2V\uff1a\u53c3\u8003\u5716\u751f\u5f71\u7247\uff09<\/h3>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u6a94\u6848<\/th>\n<th>\u5927\u5c0f<\/th>\n<th>\u653e\u9032\u54ea\u500b\u8cc7\u6599\u593e\uff08<code>ComfyUI\\models\\<\/code> \u5e95\u4e0b\uff09<\/th>\n<th>\u4e0b\u8f09\u4f86\u6e90<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>minimax_h3_ref2va_pruned_int8_convrot.safetensors<\/code><\/td>\n<td>\u7d04 21 GB<\/td>\n<td><code>diffusion_models<\/code><\/td>\n<td><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\/tree\/main\/diffusion_models\" target=\"_blank\" rel=\"noopener\">Comfy-Org \/ MiniMax-H3<\/a><\/td>\n<\/tr>\n<tr>\n<td><code>qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors<\/code><\/td>\n<td>\u7d04 15.7 GB<\/td>\n<td><code>text_encoders<\/code><\/td>\n<td><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\/tree\/main\/text_encoders\" target=\"_blank\" rel=\"noopener\">Comfy-Org \/ MiniMax-H3<\/a><\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_video_vae_fp16.safetensors<\/code><\/td>\n<td>\u7d04 5.2 GB<\/td>\n<td><code>vae<\/code><\/td>\n<td><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\/tree\/main\/vae\" target=\"_blank\" rel=\"noopener\">Comfy-Org \/ MiniMax-H3<\/a><\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_audio_vae_fp32.safetensors<\/code><\/td>\n<td>\u7d04 0.6 GB<\/td>\n<td><code>vae<\/code><\/td>\n<td><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\/tree\/main\/vae\" target=\"_blank\" rel=\"noopener\">Comfy-Org \/ MiniMax-H3<\/a><\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors<\/code><\/td>\n<td>\u7d04 2 GB<\/td>\n<td><code>loras<\/code><\/td>\n<td><a href=\"https:\/\/huggingface.co\/lightx2v\/Minimax-h3-Turbo\/tree\/main\" target=\"_blank\" rel=\"noopener\">lightx2v \/ Minimax-h3-Turbo<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u5408\u8a08\u7d04 <strong>44.5 GB<\/strong>\u3002\u5982\u679c\u4f60\u9084\u60f3\u4f7f\u7528\u300c\u9996\u5c3e\u5e40\u751f\u5f71\u7247\uff08FL2V\uff09\u300d\u6a21\u5f0f\uff0c\u8acb\u518d\u52a0\u4e0b\u8f09\u4e0b\u65b9\u300cFL2V \u8981\u591a\u4e0b\u8f09\u7684 2 \u500b\u6a94\u6848\u300d\uff0c\u5408\u8a08\u518d\u591a\u7d04 23 GB\u3002FL2VA \u8207 Ref2VA \u7684\u5dee\u5225\u3001INT8 \u8207 W4A8 \u600e\u9ebc\u9078\uff0c\u7b2c\u5341\u7ae0\u6709\u8a73\u7d30\u8aaa\u660e\uff1b\u7b2c\u4e00\u6b21\u5b89\u88dd\u5148\u7167\u4e0a\u8868\u4e0b\u8f09\u5c31\u597d\u3002<\/p>\n<h3 id=\"fl2v-files\">FL2V\uff08\u9996\u5c3e\u5e40\u751f\u5f71\u7247\uff09\u8981\u591a\u4e0b\u8f09\u7684 2 \u500b\u6a94\u6848<\/h3>\n<p>FL2V \u7684\u7528\u6cd5\u662f\u6307\u5b9a\u300c\u8d77\u59cb\u5e40\u300d\u8207\u300c\u7d50\u675f\u5e40\u300d\uff0c\u4e2d\u9593\u7684\u52d5\u4f5c\u7531\u6a21\u578b\u88dc\u51fa\u4f86\u3002\u5b83\u548c R2V \u7684\u5dee\u5225\u5728\u65bc<strong>\u4e3b\u6a21\u578b\u8207\u52a0\u901f LoRA \u90fd\u8981\u63db\u6210 FL2V \u5c08\u7528\u7248\u672c<\/strong>\uff0c\u5176\u9918 3 \u500b\u6a94\u6848\uff08\u6587\u5b57\u7de8\u78bc\u5668\u3001Video VAE\u3001Audio VAE\uff09\u5169\u7a2e\u6a21\u5f0f\u5171\u7528\uff0c\u4e0d\u5fc5\u91cd\u8907\u4e0b\u8f09\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u6a94\u6848<\/th>\n<th>\u5927\u5c0f<\/th>\n<th>\u653e\u9032\u54ea\u500b\u8cc7\u6599\u593e\uff08<code>ComfyUI\\models\\<\/code> \u5e95\u4e0b\uff09<\/th>\n<th>\u4e0b\u8f09\u4f86\u6e90<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>minimax_h3_fl2va_pruned_int8_convrot.safetensors<\/code>\uff08FL2V \u4e3b\u6a21\u578b\uff09<\/td>\n<td>\u7d04 21 GB\uff0820.97 GB\uff09<\/td>\n<td><code>diffusion_models<\/code><\/td>\n<td><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\/blob\/main\/diffusion_models\/minimax_h3_fl2va_pruned_int8_convrot.safetensors\" target=\"_blank\" rel=\"noopener\">Comfy-Org \/ MiniMax-H3<\/a><\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_fl2v_turbo_8step_v1.0_comfyui_bf16.safetensors<\/code>\uff08FL2V 8 \u6b65\u52a0\u901f LoRA\uff09<\/td>\n<td>\u7d04 1.96 GB<\/td>\n<td><code>loras<\/code><\/td>\n<td><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\">lightx2v \/ Minimax-h3-Turbo<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>\u914d\u5c0d\u898f\u5247\uff1a<\/strong>FL2VA \u4e3b\u6a21\u578b\u642d\u914d FL2V Turbo LoRA\uff0cRef2VA \u4e3b\u6a21\u578b\u642d\u914d Ref2V Turbo LoRA\uff0c\u4e0d\u8981\u4ea4\u53c9\u4f7f\u7528\u3002\u540c\u4e00\u500b LoRA Repo \u88e1\u9084\u6709 4 \u6b65\u7248\u3001\u5e36 <code>_768p<\/code> \u7684\u7248\u672c\u8207\u975e ComfyUI \u7248\uff08\u6c92\u6709 <code>_comfyui<\/code> \u7684\u6a94\u540d\uff09\uff0c\u6311\u6a94\u6848\u6642\u8acb\u8a8d\u6e96\u4e0a\u8868\u7684\u5b8c\u6574\u6a94\u540d\uff0c\u4ee5\u53ca <code>_comfyui_bf16<\/code> \u7d50\u5c3e\u7684 ComfyUI \u7248\u3002\u8981\u770b\u5168\u90e8\u6a94\u6848\u53ef\u5230 <a href=\"https:\/\/huggingface.co\/lightx2v\/Minimax-h3-Turbo\/tree\/main\" target=\"_blank\" rel=\"noopener\">Files and versions<\/a>\u3002<\/p>\n<p>\u5176\u4ed6\u4f86\u6e90\uff08\u9032\u968e\u7528\uff0c\u7b2c\u4e00\u6b21\u53ef\u4ee5\u4e0d\u770b\uff09\uff1a<a href=\"https:\/\/huggingface.co\/Kijai\/MiniMax-H3-experimental\" target=\"_blank\" rel=\"noopener\">Kijai \/ MiniMax-H3-experimental<\/a> \u63d0\u4f9b\u5be6\u9a57\u6027 W4A8 \u7b49\u4f4e\u8a18\u61b6\u9ad4\u7248\u672c\uff1b<a href=\"https:\/\/github.com\/AIMixer\/ComfyUI_MiniMaxH3_Director\" target=\"_blank\" rel=\"noopener\">AIMixer \/ ComfyUI_MiniMaxH3_Director<\/a> \u5c31\u662f\u7b2c\u4e09\u7ae0\u5b89\u88dd\u7684 Director\u3002<\/p>\n<h3>\u65b9\u6cd5 A\uff1a\u7528\u700f\u89bd\u5668\u4e0b\u8f09\uff08\u6700\u7c21\u55ae\uff0c\u4e0d\u7528\u88dd\u4efb\u4f55\u6771\u897f\uff09<\/h3>\n<ol>\n<li>\u9ede\u4e0a\u8868\u7684\u4e0b\u8f09\u4f86\u6e90\u9023\u7d50\uff0c\u9032\u5165\u8a72 Repo \u7684\u6a94\u6848\u9801\u9762\u3002<\/li>\n<li>\u9ede\u9032\u6a94\u6848\u6240\u5728\u7684\u8cc7\u6599\u593e\uff08\u4f8b\u5982 <code>diffusion_models<\/code>\uff09\uff0c\u518d\u9ede\u4f60\u8981\u7684\u6a94\u540d\u3002<\/li>\n<li>\u5728\u6a94\u6848\u9801\u9762\u6309\u300cdownload\u300d\uff08\u5411\u4e0b\u7bad\u982d\u5716\u793a\uff09\uff0c\u700f\u89bd\u5668\u5c31\u6703\u958b\u59cb\u4e0b\u8f09\u3002<\/li>\n<li>\u4e0b\u8f09\u5b8c\u6210\u5f8c\uff0c\u628a\u6a94\u6848\u642c\u5230\u4e0a\u8868\u6307\u5b9a\u7684\u8cc7\u6599\u593e\uff08\u7b2c\u4e94\u7ae0\u6703\u518d\u78ba\u8a8d\u4e00\u6b21\u4f4d\u7f6e\uff09\u3002<\/li>\n<\/ol>\n<p>\u6ce8\u610f\uff1a\u6a94\u6848\u5f88\u5927\uff0c\u700f\u89bd\u5668\u4e0b\u8f09\u9014\u4e2d\u5982\u679c\u65b7\u7dda\uff0c\u5e38\u5e38\u5f97\u6574\u500b\u91cd\u4f86\u3002\u7db2\u8def\u4e0d\u7a69\u7684\u8a71\uff0c\u5efa\u8b70\u6539\u7528\u65b9\u6cd5 B\u3002<\/p>\n<h3>\u65b9\u6cd5 B\uff1a\u7528 hf \u6307\u4ee4\u4e0b\u8f09\uff08\u53ef\u7e8c\u50b3\uff0c\u53ef\u76f4\u63a5\u4e0b\u8f09\u5230\u6b63\u78ba\u8cc7\u6599\u593e\uff09<\/h3>\n<p>\u9019\u500b\u65b9\u6cd5\u9700\u8981\u7cfb\u7d71\u7248 Python\uff1a\u5230 <a href=\"https:\/\/www.python.org\/downloads\/\" target=\"_blank\" rel=\"noopener\">python.org<\/a> \u4e0b\u8f09\u5b89\u88dd\uff0c<strong>\u5b89\u88dd\u756b\u9762\u6700\u4e0b\u9762\u52d9\u5fc5\u52fe\u9078\u300cAdd python.exe to PATH\u300d<\/strong>\u3002\u88dd\u597d\u5f8c\u958b\u555f\u7d42\u7aef\u6a5f\uff08\u5728\u54ea\u500b\u8cc7\u6599\u593e\u958b\u90fd\u53ef\u4ee5\uff09\uff0c\u5148\u5b89\u88dd Hugging Face \u7684\u547d\u4ee4\u5217\u5de5\u5177\uff1a<\/p>\n<pre class=\"mh3-code\"><code>pip install -U huggingface_hub<\/code><\/pre>\n<p>\u63a5\u8457\u4f9d\u5e8f\u8cbc\u4e0a\u4e0b\u9762\u4e94\u884c\uff0c<strong>\u6bcf\u884c\u4e00\u500b\u6307\u4ee4\uff0c\u8cbc\u4e00\u884c\u3001\u6309\u4e00\u6b21 Enter\u3001\u7b49\u5b83\u4e0b\u8f09\u5b8c\u518d\u8cbc\u4e0b\u4e00\u884c<\/strong>\u3002<code>--local-dir<\/code> \u5f8c\u9762\u8acb\u63db\u6210\u4f60\u81ea\u5df1\u7684 <code>models<\/code> \u8cc7\u6599\u593e\u4f4d\u7f6e\uff1b\u6307\u4ee4\u6703\u81ea\u52d5\u628a\u6a94\u6848\u653e\u9032\u5c0d\u61c9\u7684\u5b50\u8cc7\u6599\u593e\u3002<\/p>\n<pre class=\"mh3-code\"><code>hf download Comfy-Org\/MiniMax-H3 diffusion_models\/minimax_h3_ref2va_pruned_int8_convrot.safetensors --local-dir C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\models<\/code><\/pre>\n<pre class=\"mh3-code\"><code>hf download Comfy-Org\/MiniMax-H3 text_encoders\/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors --local-dir C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\models<\/code><\/pre>\n<pre class=\"mh3-code\"><code>hf download Comfy-Org\/MiniMax-H3 vae\/minimax_h3_video_vae_fp16.safetensors --local-dir C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\models<\/code><\/pre>\n<pre class=\"mh3-code\"><code>hf download Comfy-Org\/MiniMax-H3 vae\/minimax_h3_audio_vae_fp32.safetensors --local-dir C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\models<\/code><\/pre>\n<pre class=\"mh3-code\"><code>hf download lightx2v\/Minimax-h3-Turbo minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors --local-dir C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\models\\loras<\/code><\/pre>\n<p><strong>\u8981\u7528 FL2V\uff08\u9996\u5c3e\u5e40\uff09\u7684\u8a71<\/strong>\uff0c\u518d\u591a\u8cbc\u9019\u5169\u884c\uff08FL2V \u4e3b\u6a21\u578b\u7d04 21 GB\u3001\u52a0\u901f LoRA \u7d04 1.96 GB\uff09\uff1a<\/p>\n<pre class=\"mh3-code\"><code>hf download Comfy-Org\/MiniMax-H3 diffusion_models\/minimax_h3_fl2va_pruned_int8_convrot.safetensors --local-dir C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\models<\/code><\/pre>\n<pre class=\"mh3-code\"><code>hf download lightx2v\/Minimax-h3-Turbo minimax_h3_fl2v_turbo_8step_v1.0_comfyui_bf16.safetensors --local-dir C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\models\\loras<\/code><\/pre>\n<p>\u5982\u679c\u4e0b\u8f09\u4e2d\u65b7\uff0c\u91cd\u65b0\u57f7\u884c\u540c\u4e00\u884c\u6307\u4ee4\u5c31\u6703\u63a5\u7e8c\u4e0b\u8f09\u3002\u5982\u679c\u7d42\u7aef\u6a5f\u8aaa\u627e\u4e0d\u5230 <code>hf<\/code>\uff0c\u5148\u628a\u7d42\u7aef\u6a5f\u95dc\u6389\u91cd\u958b\uff1b\u9084\u662f\u4e0d\u884c\u5c31\u6539\u7528\u65b9\u6cd5 A\u3002<\/p>\n<p><strong>\u9078\u6a94\u6848\u7684\u5c0f\u6280\u5de7\uff1a<\/strong>LoRA \u6a94\u540d\u6709 <code>_comfyui_bf16<\/code> \u6642\uff0c\u512a\u5148\u9078 ComfyUI \u7248\u672c\uff0c\u4e0d\u8981\u628a\u540c\u4e00\u9846 LoRA \u7684 Diffusers \u7248\u548c ComfyUI \u7248\u90fd\u4e0b\u8f09\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"folders\">\u4e94\u3001\u6a21\u578b\u6a94\u8981\u653e\u9032\u54ea\u500b\u8cc7\u6599\u593e\uff1f<\/h2>\n<p>\u4e94\u500b\u6a94\u6848\u4e0b\u8f09\u597d\u4e4b\u5f8c\uff0c\u8acb\u78ba\u8a8d\u5b83\u5011\u4f4d\u5728 ComfyUI \u8cc7\u6599\u593e\u7684\u4e0b\u9762\u9019\u4e9b\u4f4d\u7f6e\u3002\u653e\u932f\u8cc7\u6599\u593e\u662f\u65b0\u624b\u6700\u5e38\u9047\u5230\u7684\u554f\u984c\uff1aComfyUI \u7684\u4e0b\u62c9\u9078\u55ae\u53ea\u6703\u5217\u51fa\u300c\u653e\u5728\u6b63\u78ba\u8cc7\u6599\u593e\u88e1\u300d\u7684\u6a94\u6848\u3002<\/p>\n<pre class=\"mh3-code\"><code>C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\\n\u251c\u2500 models\\\n\u2502  \u251c\u2500 diffusion_models\\\n\u2502  \u2502  \u251c\u2500 minimax_h3_ref2va_pruned_int8_convrot.safetensors   \u2190 R2V \u4e3b\u6a21\u578b\n\u2502  \u2502  \u2514\u2500 minimax_h3_fl2va_pruned_int8_convrot.safetensors    \u2190 FL2V \u4e3b\u6a21\u578b\uff08\u8981\u7528\u9996\u5c3e\u5e40\u624d\u9700\u8981\uff09\n\u2502  \u251c\u2500 text_encoders\\\n\u2502  \u2502  \u2514\u2500 qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors\n\u2502  \u251c\u2500 vae\\\n\u2502  \u2502  \u251c\u2500 minimax_h3_video_vae_fp16.safetensors\n\u2502  \u2502  \u2514\u2500 minimax_h3_audio_vae_fp32.safetensors\n\u2502  \u2514\u2500 loras\\\n\u2502     \u251c\u2500 minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors   \u2190 R2V \u52a0\u901f LoRA\n\u2502     \u2514\u2500 minimax_h3_fl2v_turbo_8step_v1.0_comfyui_bf16.safetensors         \u2190 FL2V \u52a0\u901f LoRA\uff08\u8981\u7528\u9996\u5c3e\u5e40\u624d\u9700\u8981\uff09\n\u251c\u2500 custom_nodes\\\n\u2502  \u2514\u2500 ComfyUI_MiniMaxH3_Director\\      \u2190 \u7b2c\u4e09\u7ae0 git clone \u51fa\u4f86\u7684\n\u251c\u2500 user\\default\\workflows\\             \u2190 \u653e Workflow JSON\uff08\u7b2c\u516d\u7ae0\uff09\n\u251c\u2500 input\\\n\u2514\u2500 output\\                             \u2190 \u751f\u6210\u7684\u5f71\u7247\u6703\u5728\u9019\u88e1<\/code><\/pre>\n<p>Comfy-Org \u7684 MiniMax H3 Model Card \u4e5f\u5217\u51fa\u76f8\u540c\u7684\u8cc7\u6599\u593e\u7d50\u69cb\u3002\u653e\u5b8c\u6a94\u6848\u5f8c\u6709\u4e09\u500b\u91cd\u9ede\uff1a<\/p>\n<ul>\n<li><strong>\u4e0d\u8981\u653e\u9032 <code>checkpoints<\/code>\u3002<\/strong>H3 \u7684\u4e3b\u6a21\u578b\u8981\u653e <code>diffusion_models<\/code>\uff0c\u6587\u5b57\u7de8\u78bc\u5668\u8981\u653e <code>text_encoders<\/code>\uff0c\u9019\u548c\u820a\u5f0f Stable Diffusion \u7684\u7fd2\u6163\u4e0d\u540c\u3002<\/li>\n<li><strong>\u5169\u9846 VAE \u90fd\u653e\u5728 <code>vae<\/code>\u3002<\/strong>Video VAE \u8207 Audio VAE \u7f3a\u4e00\u4e0d\u53ef\uff08\u7b2c\u5341\u4e8c\u7ae0\u8aaa\u660e\uff09\u3002<\/li>\n<li><strong>\u5982\u679c ComfyUI \u5728\u4f60\u653e\u6a94\u6848\u6642\u5df2\u7d93\u958b\u8457\uff0c<\/strong>\u8acb\u91cd\u65b0\u6574\u7406\u700f\u89bd\u5668\u9801\u9762\uff08\u6216\u91cd\u65b0\u555f\u52d5 ComfyUI\uff09\uff0c\u4e0b\u62c9\u9078\u55ae\u624d\u6703\u770b\u5230\u65b0\u6a94\u6848\u3002<\/li>\n<\/ul>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"firstrun\">\u516d\u3001\u8f09\u5165 Workflow\uff0c\u8dd1\u7b2c\u4e00\u6b21\u6e2c\u8a66<\/h2>\n<p>\u524d\u9762\u4e94\u7ae0\u628a\u300c\u74b0\u5883\u300d\u90fd\u88dd\u597d\u4e86\uff0c\u73fe\u5728\u8981\u8f09\u5165 Workflow\uff08\u7bc0\u9ede\u63a5\u7dda\u5716\uff09\uff0c\u8b93 ComfyUI \u77e5\u9053\u8981\u600e\u9ebc\u7528\u9019\u4e9b\u6a21\u578b\u3002\u6211\u6574\u7406\u4e86\u4e00\u4efd Director \u52a0\u901f\u7248\u4fee\u6b63 Workflow\uff0c\u653e\u5728 Google Drive\uff1a<\/p>\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1ygqi9dsXoA464YzsSDMoLRaj_IR1uUV5\" target=\"_blank\" rel=\"noopener\">\u4e0b\u8f09\u8cc7\u6599\u593e\uff1aMiniMax H3 Director \u52a0\u901f\u7248\u4fee\u6b63 Workflow<\/a><\/p>\n<p>\u8cc7\u6599\u593e\u88e1\u6709\u5169\u4efd Workflow\uff0c\u4f9d\u4f60\u8981\u505a\u7684\u4e8b\u9078\u5c0d\u61c9\u7684\u6a94\u6848\uff1a<\/p>\n<ul>\n<li><code>minimax_h3_director_fl2v_\u53ef\u81ea\u9078LoRA.json<\/code> \u2014 \u9996\u5c3e\u5e40\u751f Video\uff08Fl2V\uff1a\u6307\u5b9a\u8d77\u59cb\u5e40\u8207\u7d50\u675f\u5e40\uff0c\u4e2d\u9593\u756b\u9762\u7531\u6a21\u578b\u88dc\u9593\u751f\u6210\uff09<\/li>\n<li><code>minimax_h3_director_r2v_\u53ef\u81ea\u9078LoRA.json<\/code> \u2014 \u53c3\u8003\u5716\u751f Video\uff08R2V\uff1a\u7528\u53c3\u8003\u5716\uff08\u4eba\u7269\u3001\u5834\u666f\uff0c\u4e5f\u53ef\u52a0\u5f71\u7247\u3001\u97f3\u8a0a\uff09\u7dad\u6301\u89d2\u8272\uff0f\u5834\u666f\u4e00\u81f4\u6027\uff09<\/li>\n<\/ul>\n<h3>1. \u8f09\u5165 Workflow<\/h3>\n<p>\u4e0b\u8f09\u5f8c\uff0c\u76f4\u63a5\u628a JSON \u6a94<strong>\u62d6\u9032 ComfyUI \u7684\u756b\u5e03<\/strong>\u5c31\u6703\u8f09\u5165\uff1b\u4e5f\u53ef\u4ee5\u7528 <code>Workflow \u2192 Open<\/code> \u958b\u555f\u3002\u5982\u679c\u5e0c\u671b\u5b83\u6c38\u4e45\u51fa\u73fe\u5728\u5de6\u5074\u7684 Workflow \u6e05\u55ae\uff0c\u628a\u6a94\u6848\u653e\u9032 <code>C:\\AI\\ComfyUI_windows_portable\\ComfyUI\\user\\default\\workflows\\<\/code>\uff08\u8def\u5f91\u8acb\u63db\u6210\u4f60\u81ea\u5df1\u7684 ComfyUI \u8cc7\u6599\u593e\uff09\u3002\u7b2c\u4e00\u6b21\u8f09\u5165\u5982\u679c\u6709\u7bc0\u9ede\u662f\u7d05\u8272\u7684\uff0c\u8acb\u770b\u4e0b\u65b9\u300c\u6392\u67e5\u300d\u3002<\/p>\n<h3>2. \u9010\u4e00\u78ba\u8a8d\u6a21\u578b\u8f09\u5165\u7bc0\u9ede<\/h3>\n<p>Workflow \u6a94\u6848\u53ea\u8a18\u9304\u300c\u6a94\u540d\u300d\uff0c\u6240\u4ee5\u8981\u78ba\u8a8d\u6bcf\u500b\u8f09\u5165\u7bc0\u9ede\u7684\u4e0b\u62c9\u9078\u55ae\u90fd\u9078\u5230\u4f60\u525b\u525b\u4e0b\u8f09\u7684\u6a94\u6848\uff1a<\/p>\n<ul>\n<li><strong>\u4e3b\u6a21\u578b<\/strong>\uff1a<code>minimax_h3_ref2va_pruned_int8_convrot.safetensors<\/code>\uff08R2V Workflow\uff09\uff1bFL2V Workflow \u5247\u9078 <code>minimax_h3_fl2va_pruned_int8_convrot.safetensors<\/code>\u3002<\/li>\n<li><strong>\u6587\u5b57\u7de8\u78bc\u5668\uff08CLIP\uff09<\/strong>\uff1a<code>qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors<\/code>\uff0c\u800c\u4e14\u8f09\u5165\u7bc0\u9ede\u7684 <strong>type \u5fc5\u9808\u9078 <code>minimax<\/code><\/strong>\uff0c\u9078\u932f\u6703\u5831\u932f\u6216\u7d50\u679c\u7570\u5e38\u3002<\/li>\n<li><strong>Video VAE<\/strong>\uff1a<code>minimax_h3_video_vae_fp16.safetensors<\/code>\u3002<\/li>\n<li><strong>Audio VAE<\/strong>\uff1a<code>minimax_h3_audio_vae_fp32.safetensors<\/code>\u3002<\/li>\n<li><strong>Turbo LoRA<\/strong>\uff1a<code>minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors<\/code>\uff08R2V Workflow\uff09\uff1bFL2V Workflow \u5247\u9078 <code>minimax_h3_fl2v_turbo_8step_v1.0_comfyui_bf16.safetensors<\/code>\u3002strength \u90fd\u662f <code>1.0<\/code>\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u67d0\u500b\u4e0b\u62c9\u9078\u55ae\u662f\u7a7a\u7684\uff0c\u6216\u9078\u4e0d\u5230\u6a94\u6848\uff0c\u5c31\u662f\u6a94\u6848\u653e\u932f\u8cc7\u6599\u593e\uff0c\u6216\u662f\u653e\u5b8c\u4e4b\u5f8c\u9084\u6c92\u91cd\u65b0\u6574\u7406\uff08\u56de\u5230\u7b2c\u4e94\u7ae0\u6aa2\u67e5\uff09\u3002<\/p>\n<p><strong>R2V \u8a66\u8dd1\u524d\u518d\u6aa2\u67e5\uff1a<\/strong>\u53c3\u8003\u5716\u7684 <code>Ref image size<\/code> \u4f7f\u7528 <code>match<\/code>\uff0c\u6bcf\u500b Segment \u90fd\u8981\u78ba\u8a8d\uff0c\u4e0d\u8981\u76f4\u63a5\u7528 <code>max<\/code>\u3002\u4f9d\u9019\u6b21\u672c\u6a5f\u88fd\u4f5c\u7684\u89c0\u5bdf\uff0c\u9019\u500b\u9078\u9805\u6703\u5927\u5e45\u5f71\u97ff\u751f\u6210\u6642\u9593\uff1b\u5b8c\u6574\u8aaa\u660e\u898b<a href=\"#reference-match\">\u7b2c\u5341\u56db\u7ae0\u7684\u53c3\u8003\u5716\u5c3a\u5bf8\u8a2d\u5b9a<\/a>\u3002<\/p>\n<h3>3. \u7b2c\u4e00\u6b21\u5148\u8dd1\u4e00\u5c0f\u6bb5<\/h3>\n<p>\u9019\u5169\u4efd\u90fd\u6539\u6210\u53ef\u81ea\u9078 LoRA\uff0c\u4e0d\u518d\u5beb\u6b7b\u55ae\u4e00 Turbo LoRA\uff1bR2V \u9810\u8a2d\u4f7f\u7528 <code>Ref2VA INT8 + Ref2V Turbo 8-step v1.0 768p<\/code>\uff0cFL2V \u9810\u8a2d\u4f7f\u7528 <code>FL2VA INT8 + FL2V Turbo 8-step v1.0<\/code>\uff0cDirector Sampling \u8a2d\u5b9a\u70ba <code>steps = 8<\/code>\u3001<code>sampler = res_multistep<\/code>\u3001<code>scheduler = simple<\/code>\u3001<code>shift_video = 12<\/code>\u3001<code>shift_audio = 3<\/code>\uff0c\u4e26\u555f\u7528\u6bb5\u9593\u6e05\u7406\u986f\u5b58\u3002<strong>\u7b2c\u4e00\u6b21\u4f7f\u7528\u5efa\u8b70\u5148\u53ea\u8dd1\u4e00\u500b 5\u201310 \u79d2\u7684 Segment<\/strong>\uff0c\u78ba\u8a8d\u4e3b\u6a21\u578b\u3001Qwen3-VL\u3001Video VAE\u3001Audio VAE \u8207\u6240\u9078 LoRA \u90fd\u80fd\u6b63\u5e38\u8f09\u5165\uff0c\u518d\u958b\u59cb\u589e\u52a0\u591a\u6bb5\u3002<\/p>\n<p>\u6309\u4e0b Run \u4e4b\u5f8c\uff0c\u7b2c\u4e00\u6b21\u6703\u82b1\u6bd4\u8f03\u4e45\uff1aComfyUI \u8981\u628a\u7d04 40GB \u7684\u6a21\u578b\u5f9e\u786c\u789f\u8b80\u9032\u4f86\uff0c\u4e26\u5728\u986f\u5361\u8207\u8a18\u61b6\u9ad4\u4e4b\u9593\u642c\u52d5\uff0c\u9019\u662f\u6b63\u5e38\u7684\u3002\u751f\u6210\u597d\u7684\u5f71\u7247\u6703\u5b58\u5728 <code>ComfyUI\\output\\<\/code>\u3002<\/p>\n<p><figure id=\"attachment_1945\" aria-describedby=\"caption-attachment-1945\" style=\"width: 1970px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-1945\" src=\"https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui1.webp\" alt=\"ComfyUI MiniMax H3 Director \u8a2d\u5b9a\u756b\u9762\uff0c\u793a\u7bc4\u516c\u5171\u4eba\u7269\u53c3\u8003\u5716\u3001\u666f\u9ede\u53c3\u8003\u5716\u3001Prompt \u63d0\u793a\u8a5e\u8207\u591a\u6bb5\u5f71\u7247\u751f\u6210\u9032\u5ea6\" width=\"1970\" height=\"1179\" srcset=\"https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui1.webp 1970w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui1-300x180.webp 300w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui1-1024x613.webp 1024w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui1-768x460.webp 768w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui1-1536x919.webp 1536w\" sizes=\"auto, (max-width: 1970px) 100vw, 1970px\" \/><figcaption id=\"caption-attachment-1945\" class=\"wp-caption-text\">ComfyUI MiniMax H3 Director \u8a2d\u5b9a\u756b\u9762\uff0c\u793a\u7bc4\u516c\u5171\u4eba\u7269\u53c3\u8003\u5716\u3001\u666f\u9ede\u53c3\u8003\u5716\u3001Prompt \u63d0\u793a\u8a5e\u8207\u591a\u6bb5\u5f71\u7247\u751f\u6210\u9032\u5ea6<\/figcaption><\/figure><br \/>\n<a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"why\">\u4e03\u3001\u70ba\u4ec0\u9ebc\u662f ComfyUI + MiniMax H3\uff1f<\/h2>\n<p>\u5982\u679c\u53ea\u662f\u60f3\u6309\u4e00\u500b\u6309\u9215\u751f\u5f71\u7247\uff0c\u7dda\u4e0a AI \u670d\u52d9\u901a\u5e38\u6bd4\u8f03\u7c21\u55ae\uff1b\u4f46\u4e00\u65e6\u958b\u59cb\u5728\u610f\u4eba\u7269\u4e00\u81f4\u6027\u3001\u6a21\u578b\u7248\u672c\u3001\u89e3\u6790\u5ea6\u3001\u53c3\u8003\u5716\u3001LoRA\u3001\u53d6\u6a23\u6b65\u6578\u3001\u9577\u5f71\u7247\u63a5\u7e8c\uff0c\u6216\u60f3\u8981\u628a\u540c\u4e00\u5957\u6d41\u7a0b\u91cd\u8907\u8dd1\u5f88\u591a\u6b21\uff0cComfyUI \u7684\u512a\u52e2\u5c31\u6703\u51fa\u73fe\u3002<\/p>\n<p>MiniMax H3 \u5247\u525b\u597d\u88dc\u4e0a\u4e86\u672c\u6a5f\u5f71\u7247\u5de5\u4f5c\u6d41\u88e1\u5f88\u91cd\u8981\u7684\u4e00\u584a\uff1a\u5b83\u4e0d\u662f\u55ae\u7d14\u300c\u756b\u9762\u6a21\u578b\u300d\uff0c\u800c\u662f\u80fd\u7406\u89e3\u6587\u5b57\u3001\u5716\u7247\u3001\u5f71\u7247\u8207\u97f3\u8a0a\u53c3\u7167\uff0c\u4e26\u539f\u751f\u751f\u6210\u5e36\u7acb\u9ad4\u8072\u97f3\u8a0a\u7684\u5f71\u7247\u3002\u5b98\u65b9\u958b\u653e\u6b0a\u91cd\u7248\u672c\u652f\u63f4 4\u201315 \u79d2\u300124 FPS\uff0c\u4e2d\u6587\u4e5f\u5217\u5728\u7a69\u5b9a\u652f\u63f4\u7684\u5c0d\u8a71\u8a9e\u8a00\u4e2d\u3002\u5c0d\u9700\u8981\u4e2d\u6587\u65c1\u767d\u3001\u4e3b\u6301\u4eba\u53e3\u64ad\u3001\u89d2\u8272\u8072\u97f3\u8207\u73fe\u5834\u97f3\u6548\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u9ede\u975e\u5e38\u5be6\u7528\u3002<\/p>\n<p>\u53c3\u8003\uff1a<a href=\"https:\/\/www.minimax.io\/news\/minimax-h3-open-source\" target=\"_blank\" rel=\"noopener\">MiniMax H3 Open Source<\/a>\u3001<a href=\"https:\/\/huggingface.co\/MiniMaxAI\/MiniMax-H3\" target=\"_blank\" rel=\"noopener\">MiniMaxAI \/ MiniMax-H3<\/a>\u3002<br \/>\n<a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"comfyui\">\u516b\u3001ComfyUI \u662f\u4ec0\u9ebc\uff1fWorkflow \u53c8\u662f\u4ec0\u9ebc\uff1f<\/h2>\n<p>ComfyUI \u53ef\u4ee5\u628a\u5b83\u60f3\u6210\u300cAI \u6a21\u578b\u7684\u7bc0\u9ede\u5f0f\u5de5\u4f5c\u53f0\u300d\u3002\u4e0d\u50cf\u50b3\u7d71\u8edf\u9ad4\u628a\u6240\u6709\u8a2d\u5b9a\u585e\u5728\u4e00\u500b\u8996\u7a97\u88e1\uff0cComfyUI \u628a\u6bcf\u500b\u5de5\u4f5c\u62c6\u6210\u4e00\u500b\u7bc0\u9ede\uff1a\u8f09\u5165\u4e3b\u6a21\u578b\u3001\u8f09\u5165\u6587\u5b57\u7de8\u78bc\u5668\u3001\u8b80\u53d6\u5716\u7247\u3001\u5efa\u7acb Prompt\u3001Sampling\u3001VAE \u89e3\u78bc\u3001\u5408\u6210\u97f3\u8a0a\u3001\u8f38\u51fa MP4\uff0c\u518d\u7528\u7dda\u628a\u8cc7\u6599\u6d41\u63a5\u8d77\u4f86\u3002<\/p>\n<pre class=\"mh3-code\"><code>\u4e3b\u6a21\u578b\uff08UNET \/ Diffusion Model\uff09\n          \u2193\n\u6587\u5b57\u8207\u53c3\u7167\u7406\u89e3\uff08CLIP \/ Text Encoder\uff09\n          \u2193\nMiniMax H3 conditioning \/ latent\n          \u2193\nSampler\n          \u2193\nVideo VAE \u2500\u2500\u2192 \u5f71\u50cf\nAudio VAE \u2500\u2500\u2192 \u8072\u97f3\n          \u2193\n\u8f38\u51fa MP4<\/code><\/pre>\n<p>\u800c <strong>Workflow<\/strong> \u5c31\u662f\u9019\u5f35\u300c\u7bc0\u9ede\u63a5\u7dda\u5716\u300d\u7684\u8a2d\u5b9a\u6a94\u3002ComfyUI \u53ef\u4ee5\u628a\u7bc0\u9ede\u3001\u53c3\u6578\u3001\u9023\u7dda\u8207\u6a21\u578b\u540d\u7a31\u8a18\u9304\u6210 JSON\u3002\u63db\u53e5\u8a71\u8aaa\uff0cWorkflow \u4e0d\u662f\u6a21\u578b\u672c\u8eab\uff1b\u5b83\u6bd4\u8f03\u50cf\u4e00\u4efd\u53ef\u4ee5\u91cd\u8907\u57f7\u884c\u7684\u88fd\u4f5c\u6d41\u7a0b\u3002<\/p>\n<p>\u9019\u4e5f\u89e3\u91cb\u70ba\u4ec0\u9ebc\u7db2\u8def\u4e0a\u6703\u770b\u5230\u5f88\u591a\u300cMiniMax H3 Workflow\u300d\uff1a\u6709\u4eba\u505a\u6700\u7cbe\u7c21\u7248\uff0c\u6709\u4eba\u505a\u591a\u6bb5 Director\uff0c\u6709\u4eba\u52a0 Prompt Enhancer\uff0c\u6709\u4eba\u52a0\u7b2c\u4e8c\u6b21 Refine\u3001Upscale \u6216 Turbo LoRA\u3002\u771f\u6b63\u7684 H3 \u4e3b\u6a21\u578b\u53ef\u80fd\u4e00\u6a23\uff0c\u4f46\u5de5\u4f5c\u65b9\u5f0f\u5dee\u5f88\u591a\u3002<\/p>\n<p><figure id=\"attachment_1943\" aria-describedby=\"caption-attachment-1943\" style=\"width: 1448px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-1943\" src=\"https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-2026\u5e749\u67089\u65e5-\u4e0a\u534809_15_07.webp\" alt=\"ComfyUI MiniMax H3 Workflow \u67b6\u69cb\u5716\uff0c\u8aaa\u660e Ref2VA\u3001Qwen3-VL\u3001Video Audio VAE\u3001Turbo LoRA \u8207 Director \u591a\u6bb5\u5f71\u7247\u751f\u6210\u6d41\u7a0b\" width=\"1448\" height=\"1086\" srcset=\"https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-2026\u5e749\u67089\u65e5-\u4e0a\u534809_15_07.webp 1448w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-2026\u5e749\u67089\u65e5-\u4e0a\u534809_15_07-300x225.webp 300w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-2026\u5e749\u67089\u65e5-\u4e0a\u534809_15_07-1024x768.webp 1024w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-2026\u5e749\u67089\u65e5-\u4e0a\u534809_15_07-768x576.webp 768w\" sizes=\"auto, (max-width: 1448px) 100vw, 1448px\" \/><figcaption id=\"caption-attachment-1943\" class=\"wp-caption-text\">ComfyUI MiniMax H3 Workflow \u67b6\u69cb\u5716\uff0c\u8aaa\u660e Ref2VA\u3001Qwen3-VL\u3001Video Audio VAE\u3001Turbo LoRA \u8207 Director \u591a\u6bb5\u5f71\u7247\u751f\u6210\u6d41\u7a0b<\/figcaption><\/figure><br \/>\n<a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"h3\">\u4e5d\u3001MiniMax H3 \u5728\u7d05\u4ec0\u9ebc\uff1f<\/h2>\n<p>MiniMax H3 \u7684\u91cd\u9ede\u4e0d\u662f\u53ea\u6709\u756b\u9762\u8b8a\u6f02\u4eae\uff0c\u800c\u662f\u628a\u539f\u672c\u5206\u6563\u7684\u4efb\u52d9\u653e\u9032\u540c\u4e00\u5957\u591a\u6a21\u614b\u751f\u6210\u67b6\u69cb\u3002\u5b98\u65b9\u6a21\u578b\u5206\u6210\u5169\u500b\u6700\u91cd\u8981\u7684\u8def\u5f91\uff1a<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u6a21\u578b\u8def\u5f91<\/th>\n<th>\u4e3b\u8981\u80fd\u529b<\/th>\n<th>\u9069\u5408\u60c5\u5883<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>FL2VA<\/code><\/td>\n<td>\u6587\u5b57\u3001\u9996\u5e40\u3001\u5c3e\u5e40\uff1b\u53ef\u505a T2V\u3001I2V\u3001First\/Last Frame<\/td>\n<td>\u756b\u9762\u5ef6\u4f38\u3001\u5834\u666f\u8f49\u63db\u3001\u9996\u5c3e\u63a7\u5236\u3001\u8f03\u81ea\u7531\u7684\u904b\u93e1<\/td>\n<\/tr>\n<tr>\n<td><code>Ref2VA<\/code><\/td>\n<td>\u591a\u6a21\u614b Reference\uff1a\u5716\u7247\u3001\u5f71\u7247\u3001\u97f3\u8a0a<\/td>\n<td>\u56fa\u5b9a\u4eba\u7269\u3001\u56fa\u5b9a\u670d\u88dd\u3001\u8072\u97f3\u3001\u52d5\u4f5c\u6216\u98a8\u683c\u7684\u8de8\u7247\u6bb5\u4e00\u81f4\u6027<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u5b98\u65b9 Ref2VA \u6700\u591a\u53ef\u63a5\u53d7\u591a\u5f35\u53c3\u8003\u5716\u3001\u53c3\u8003\u5f71\u7247\u8207\u53c3\u8003\u97f3\u8a0a\uff0cPrompt \u5167\u7528 <code>&lt;Picture 1&gt;<\/code>\u3001<code>&lt;Video 1&gt;<\/code>\u3001<code>&lt;Audio 1&gt;<\/code> \u6307\u5b9a\u5404\u500b\u53c3\u7167\u7684\u89d2\u8272\u3002\u9019\u8b93\u300c\u540c\u4e00\u4f4d\u4e3b\u6301\u4eba\u9023\u62cd\u591a\u500b\u5834\u666f\u300d\u8b8a\u5f97\u6bd4\u55ae\u7d14\u7528\u7b2c\u4e00\u5f35\u5716\u786c\u6490 60 \u79d2\u66f4\u5be6\u969b\u3002<\/p>\n<p><strong>\u4e00\u500b\u91cd\u8981\u89c0\u5ff5\uff1a<\/strong>\u672c\u6a5f\u958b\u653e\u6b0a\u91cd\u7684\u4e3b\u529b\u8f38\u51fa\u662f 768p \u7d1a\u5225\uff1b\u5b98\u65b9\u63d0\u5230\u7684 2K \u662f H3-Regenerate-2K \u8def\u5f91\u3002\u505a\u672c\u6a5f Workflow \u6642\uff0c\u4e0d\u8981\u628a\u300c\u6a21\u578b\u6700\u9ad8\u53ef\u5230 2K\u300d\u76f4\u63a5\u7406\u89e3\u6210 RTX 5070 \u53ef\u4ee5\u8212\u670d\u5730\u539f\u751f\u8dd1 2K\u3002<br \/>\n<a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"unet\">\u5341\u3001UNET \/ Diffusion Model\uff1aFL2VA\u3001Ref2VA\u3001bf16 \u8207 INT8 \u5dee\u5728\u54ea\uff1fW4A8 \u600e\u9ebc\u9078\uff1f<\/h2>\n<p>\u5728 H3 Workflow \u88e1\uff0c\u6700\u6838\u5fc3\u7684\u300c\u5f71\u7247\u751f\u6210\u4e3b\u6a21\u578b\u300d\u5c31\u662f Diffusion Model\uff0c\u5f88\u591a\u4eba\u7fd2\u6163\u53e3\u8a9e\u4e0a\u4ecd\u53eb\u5b83 UNET\u3002\u6700\u5bb9\u6613\u6df7\u6dc6\u7684\u662f FL2VA \u548c Ref2VA \u4e0d\u662f\u7cbe\u5ea6\u7248\u672c\uff0c\u800c\u662f\u4e0d\u540c\u4efb\u52d9\u8def\u5f91\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u6a94\u6848<\/th>\n<th>\u5927\u7d04\u5927\u5c0f<\/th>\n<th>\u7279\u8272<\/th>\n<th>\u6211\u6703\u7528\u5728\u54ea\u88e1<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>minimax_h3_fl2va_pruned_int8_convrot.safetensors<\/code><\/td>\n<td>\u7d04 21 GB<\/td>\n<td>ComfyUI \u5b98\u65b9\u512a\u5316\u7248\uff1bT2V \/ I2V \/ \u9996\u5c3e\u5e40<\/td>\n<td>\u666f\u89c0\u3001\u904b\u93e1\u3001\u9996\u5c3e\u756b\u9762\u63a7\u5236<\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_ref2va_pruned_int8_convrot.safetensors<\/code><\/td>\n<td>\u7d04 21 GB<\/td>\n<td>ComfyUI \u5b98\u65b9\u512a\u5316\u7248\uff1bReference-to-Video<\/td>\n<td>\u56fa\u5b9a\u771f\u4eba\u4e3b\u6301\u4eba\u3001\u591a\u6a21\u614b Reference<\/td>\n<\/tr>\n<tr>\n<td style=\"background:#fff4d6 !important;color:#4a3b00 !important;\"><span style=\"display:inline-block;padding:1px 8px;margin-right:6px;border-radius:4px;background:#e0a100;color:#fff;font-size:.8em;font-weight:bold;\">NVFP4<\/span><code>minimax_h3_fl2va_pruned_nvfp4.safetensors<\/code><\/td>\n<td style=\"background:#fff4d6 !important;color:#4a3b00 !important;\">\u7d04 12.5 GB<\/td>\n<td style=\"background:#fff4d6 !important;color:#4a3b00 !important;\">NVFP4 \u4f4e\u4f4d\u5143\u91cf\u5316\uff08\u793e\u7fa4\u7248\uff0c\u975e Comfy-Org \u5b98\u65b9\u6a94\uff09\uff1b\u7406\u8ad6\u4e0a\u53ef\u52a0\u901f\uff0c\u4f46\u5feb\u52d5\u4f5c\u6642\u756b\u8cea\u6703\u8b8a\u5dee<\/td>\n<td style=\"background:#fff4d6 !important;color:#4a3b00 !important;\"><strong>\u4e0d\u5927\u63a8\u85a6<\/strong>\uff1b\u756b\u9762\u52d5\u4f5c\u5c11\u7684\u5834\u666f\u53ef\u81ea\u884c\u6e2c\u8a66<\/td>\n<\/tr>\n<tr>\n<td style=\"background:#fff4d6 !important;color:#4a3b00 !important;\"><span style=\"display:inline-block;padding:1px 8px;margin-right:6px;border-radius:4px;background:#e0a100;color:#fff;font-size:.8em;font-weight:bold;\">NVFP4<\/span><code>minimax_h3_ref2va_pruned_nvfp4.safetensors<\/code><\/td>\n<td style=\"background:#fff4d6 !important;color:#4a3b00 !important;\">\u7d04 12.5 GB<\/td>\n<td style=\"background:#fff4d6 !important;color:#4a3b00 !important;\">NVFP4 \u4f4e\u4f4d\u5143\u91cf\u5316\uff08\u793e\u7fa4\u7248\uff0c\u975e Comfy-Org \u5b98\u65b9\u6a94\uff09\uff1b\u7406\u8ad6\u4e0a\u53ef\u52a0\u901f\uff0c\u4f46\u5feb\u52d5\u4f5c\u6642\u756b\u8cea\u6703\u8b8a\u5dee<\/td>\n<td style=\"background:#fff4d6 !important;color:#4a3b00 !important;\"><strong>\u4e0d\u5927\u63a8\u85a6<\/strong>\uff1b\u4eba\u7269\u5927\u52d5\u4f5c\u3001\u904b\u93e1\u5feb\u6642\u756b\u8cea\u660e\u986f\u8b8a\u5dee<\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_fl2va_pruned_w4a8_mixed.safetensors<\/code><\/td>\n<td>\u7d04 12 GB \u7d1a<\/td>\n<td>\u5be6\u9a57\u6027 W4A8\uff0c\u986f\u8457\u964d\u4f4e\u6b0a\u91cd\u9ad4\u7a4d<\/td>\n<td>12GB VRAM \u6a5f\u5668\u7684\u9032\u968e\u7701\u8a18\u61b6\u9ad4\u65b9\u6848<\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_ref2va_pruned_w4a8_mixed.safetensors<\/code><\/td>\n<td>\u7d04 12 GB \u7d1a<\/td>\n<td>Ref2VA \u7684 W4A8 \u7248\u672c<\/td>\n<td>RTX 5070 + \u56fa\u5b9a\u4eba\u7269 Reference<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p style=\"background:#fff4d6;color:#4a3b00;padding:10px 14px;border-left:4px solid #e0a100;border-radius:4px;\"><strong>\u95dc\u65bc NVFP4\uff08\u8868\u4e2d\u9ec3\u5e95\u5217\uff09\uff1a<\/strong>NVFP4 \u662f\u66f4\u4f4e\u4f4d\u5143\u7684\u91cf\u5316\u683c\u5f0f\uff0c\u6a94\u6848\u53ea\u6709\u7d04 12.5 GB\uff0c\u7406\u8ad6\u4e0a\u53ef\u4ee5\u52a0\u901f\u3002\u4f46\u5be6\u6e2c\u5728\u5feb\u52d5\u4f5c\uff08\u4eba\u7269\u5927\u5e45\u79fb\u52d5\u3001\u5feb\u901f\u904b\u93e1\uff09\u6642\u756b\u8cea\u6703\u8b8a\u5dee\uff0c\u6240\u4ee5\u6211\u4e0d\u5927\u63a8\u85a6\uff0c\u4ecd\u4ee5\u5b98\u65b9 INT8 \u70ba\u4e3b\u3002\u9019\u5169\u500b\u6a94\u6848\u76ee\u524d\u662f\u793e\u7fa4\u4e0a\u50b3\uff0c\u4e0d\u5728 Comfy-Org \u5b98\u65b9 Repo\uff08\u4f8b\u5982\u53ef\u5728 Hugging Face \u7684 <code>lilcheaty\/MiniMax-H3-NVFP4<\/code> \u627e\u5230\uff09\uff0c\u653e\u9032 <code>diffusion_models<\/code> \u7684\u65b9\u5f0f\u76f8\u540c\u3002\u6ce8\u610f\u4e0d\u8981\u8ddf\u7b2c\u5341\u4e00\u7ae0\u7684 <code>qwen3vl_32b_minimax_h3_nvfp4_awq<\/code> \u641e\u6df7\uff1a\u90a3\u662f\u6587\u5b57\u7de8\u78bc\u5668\uff0c\u6211\u4ecd\u7136\u63a8\u85a6\u4f7f\u7528\u3002<\/p>\n<p>\u5b98\u65b9 INT8 ConvRot \u6bd4\u8f03\u7701\u4e8b\uff0c\u6a19\u6e96 Loader \u5c31\u80fd\u8d70\uff1bW4A8 \u7684\u512a\u9ede\u662f\u6a21\u578b\u5c0f\u5f88\u591a\uff0c\u4f46\u5b83\u5c6c\u65bc\u5be6\u9a57\u6027\u683c\u5f0f\uff0c\u4f9d\u4f60\u4e0b\u8f09\u7684\u4f86\u6e90\u53ef\u80fd\u9700\u8981\u7279\u5b9a W4A8 Loader \/ comfy-kitchen build\u3002\u4e0d\u8981\u770b\u5230\u6a94\u6848\u53ea\u6709 12 GB \u5c31\u76f4\u63a5\u62ff\u6a19\u6e96 <code>Load Diffusion Model<\/code> \u786c\u8b80\u3002<\/p>\n<p><strong>RTX 5070 12GB \u7684\u9078\u64c7\uff1a<\/strong>\u6211\u76ee\u524d\u5be6\u969b\u4f7f\u7528\u7684\u662f\u5b98\u65b9 <code>minimax_h3_ref2va_pruned_int8_convrot.safetensors<\/code>\uff0c\u642d\u914d ComfyUI \u52d5\u614b offload\u3002\u76f8\u8f03 W4A8\uff0cINT8 \u6a94\u6848\u8f03\u5927\u3001\u642c\u904b\u91cf\u4e5f\u8f03\u9ad8\uff0c\u4f46 Loader \u76f8\u5bb9\u6027\u8207\u6574\u9ad4\u7a69\u5b9a\u6027\u8f03\u7701\u4e8b\uff1b\u5c0d\u6211\u76ee\u524d RTX 5070 12GB + 32GB RAM \u7684\u74b0\u5883\uff0c\u9019\u662f\u5be6\u969b\u63a1\u7528\u7684\u4e3b\u6a21\u578b\u3002W4A8 \u5247\u4fdd\u7559\u4f5c\u70ba\u9032\u4e00\u6b65\u7bc0\u7701\u8a18\u61b6\u9ad4\u7684\u5be6\u9a57\u6027\u9078\u9805\u3002<\/p>\n<h3 id=\"bf16-int8\">\u5b98\u65b9 bf16 \u8207 int8_convrot\uff1a\u5927\u5c0f\u3001\u6548\u679c\u5dee\u5728\u54ea\uff1f\u70ba\u4ec0\u9ebc\u9078 INT8\uff1f<\/h3>\n<p>Comfy-Org \u5b98\u65b9 Repo \u5c0d\u540c\u4e00\u500b\u4efb\u52d9\u8def\u5f91\uff08\u4f8b\u5982 Ref2VA\uff09\u63d0\u4f9b\u597d\u5e7e\u7a2e\u7cbe\u5ea6\u7248\u672c\u3002bf16 \u662f\u63a5\u8fd1\u539f\u59cb\u7cbe\u5ea6\u7684\u7248\u672c\uff0cINT8 \u662f\u628a\u6b0a\u91cd\u58d3\u6210 8 \u4f4d\u5143\u6574\u6578\u7684\u91cf\u5316\u7248\u672c\uff08<code>int8_convrot<\/code> \u662f\u5b98\u65b9\u63a1\u7528\u7684\u505a\u6cd5\uff09\u3002\u53e6\u5916\u9084\u5206\u300cpruned\u300d\u8207\u5b8c\u6574\u7248\uff1a\u5b98\u65b9\u8aaa\u660e pruned \u7248\u628a\u7d04\u4f54 40% \u53c3\u6578\u7684 modulation \u6b0a\u91cd\uff0c\u63db\u6210\u529f\u80fd\u7b49\u50f9\u7684\u67e5\u8868\uff0c\u8a18\u61b6\u9ad4\u5927\u5e45\u7e2e\u5c0f\u3001\u8f38\u51fa\u54c1\u8cea\u4e0d\u53d7\u5f71\u97ff\uff0c\u800c\u4e14\u5b98\u65b9\u7bc4\u672c\u8f09\u5165\u7684\u90fd\u662f pruned \u7248\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u6a94\u6848\uff08\u4ee5 Ref2VA \u70ba\u4f8b\uff09<\/th>\n<th>\u5927\u5c0f<\/th>\n<th>\u8aaa\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>minimax_h3_ref2va_bf16.safetensors<\/code><\/td>\n<td>\u7d04 66.3 GB<\/td>\n<td>\u5b8c\u6574\u7248\u3001bf16\uff0c\u6700\u5927\uff0c\u672c\u6a5f\u5e7e\u4e4e\u4e0d\u5be6\u7528<\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_ref2va_pruned_bf16.safetensors<\/code><\/td>\n<td>\u7d04 40.2 GB<\/td>\n<td>pruned\u3001bf16\uff1b\u9700\u8981\u8f03\u591a VRAM \/ RAM<\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_ref2va_int8_convrot.safetensors<\/code><\/td>\n<td>\u7d04 34.0 GB<\/td>\n<td>\u5b8c\u6574\u7248\u3001INT8<\/td>\n<\/tr>\n<tr>\n<td><strong><code>minimax_h3_ref2va_pruned_int8_convrot.safetensors<\/code><\/strong><\/td>\n<td><strong>\u7d04 21.0 GB<\/strong><\/td>\n<td><strong>\u672c\u6587\u4f7f\u7528<\/strong>\uff1apruned + INT8\uff0c\u4e5f\u662f\u5b98\u65b9\u7bc4\u672c\u63a1\u7528\u7684\u7248\u672c<\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_ref2va_pruned_fp8_scaled.safetensors<\/code><\/td>\n<td>\u7d04 21.0 GB<\/td>\n<td>\u5b98\u65b9\u8aaa\u660e\uff1a\u53ea\u6709\u7528\u4e0d\u4e86 int8_convrot \u6642\u624d\u7528<\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_ref2va_pruned_w6a8.safetensors<\/code><\/td>\n<td>\u7d04 16.0 GB<\/td>\n<td>\u66f4\u5c0f\u7684\u5b98\u65b9\u91cf\u5316\u7248<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u5927\u5c0f\u4ee5 Comfy-Org \/ MiniMax-H3 \u7684\u6a94\u6848\u5217\u8868\u70ba\u6e96\uff08FL2VA \u7248\u672c\u5927\u5c0f\u76f8\u540c\uff09\u3002\u5b98\u65b9 ComfyUI \u90e8\u843d\u683c\u4e5f\u63d0\u5230\uff0c\u5168\u7cbe\u5ea6\u7684\u6574\u9ad4\u8a18\u61b6\u9ad4\u7d04 123.6 GB\uff0c\u7528\u6700\u5c0f\u7248\u672c\u53ef\u964d\u5230 42.5 GB\u3002<\/p>\n<p><strong>\u6548\u679c\u5dee\u5728\u54ea\uff1f<\/strong>pruned INT8 \u53ea\u6709 bf16 \u7684\u7d04\u4e00\u534a\u5927\u5c0f\uff0c\u5b98\u65b9\u7a31\u9019\u500b INT8 \u91cf\u5316\u662f\u300caccurate\u300d\u3002\u4e0d\u904e\u5b98\u65b9\u6c92\u6709\u516c\u958b bf16 \u8207 int8 \u7684\u9010\u9805\u756b\u8cea\u5c0d\u7167\u6578\u64da\uff0c\u6240\u4ee5\u4e0d\u80fd\u4e0b\u300c\u5b8c\u5168\u770b\u4e0d\u51fa\u5dee\u5225\u300d\u7684\u7d50\u8ad6\u3002\u80af\u5b9a\u7684\u5dee\u5225\u5728\u8cc7\u6e90\u4e0a\uff1abf16 \u6a94\u6848\u5927\u4e00\u500d\uff0c\u80fd\u5e38\u99d0\u986f\u5361\u7684\u6bd4\u4f8b\u66f4\u4f4e\uff0c\u6bcf\u6b21\u90fd\u8981\u5728 VRAM \u8207 RAM \u4e4b\u9593\u642c\u66f4\u591a\u8cc7\u6599\uff1b\u52a0\u4e0a\u7d04 15.7 GB \u7684 Text Encoder\uff0c32GB RAM \u6703\u66f4\u5403\u7dca\uff0c\u66f4\u5bb9\u6613\u7528\u5230 Page File\u3002<\/p>\n<p><strong>\u70ba\u4ec0\u9ebc\u672c\u6587\u9078 INT8\uff1f<\/strong><\/p>\n<ol>\n<li>\u5b98\u65b9 Repo \u8aaa\u660e\uff1a\u80fd\u4f7f\u7528 PyTorch cu130 \u6642\uff0cDiffusion Model \u512a\u5148\u9078 <code>int8_convrot<\/code>\u3002<\/li>\n<li>\u5b98\u65b9\u7bc4\u672c\u8f09\u5165\u7684\u5c31\u662f <code>pruned_int8_convrot<\/code>\uff0cWorkflow \u8207 Turbo LoRA \u7684\u76f8\u5bb9\u6027\u6700\u6709\u4fdd\u969c\u3002<\/li>\n<li>RTX 5070 12GB + 32GB RAM \u8981\u9760 offload\uff0c\u6a94\u6848\u5c0f\u4e00\u534a\uff0c\u642c\u904b\u91cf\u8207 RAM \u58d3\u529b\u90fd\u4f4e\u5f88\u591a\u3002<\/li>\n<\/ol>\n<p><strong>\u4ec0\u9ebc\u6642\u5019\u8003\u616e bf16\uff1f<\/strong>RAM \u5920\u5927\uff08\u4f8b\u5982 64GB \u4ee5\u4e0a\uff09\u3001VRAM \u4e5f\u5920\uff0c\u60f3\u81ea\u5df1\u505a\u756b\u8cea\u5c0d\u7167\u6642\uff1b\u6216\u9700\u8981 Comfy Kitchen attention \u7684\u6642\u5019\u3002\u5b98\u65b9\u6587\u4ef6\u6307\u51fa\uff0cint8_convrot \u6a94\u6848\u4e0d\u652f\u63f4 Comfy Kitchen attention\uff08\u53d6\u6a23\u6703\u5831\u5c0d\u9f4a\u932f\u8aa4\uff09\uff0c\u8981\u7528\u5b83\u5f97\u63db bf16 \u6a94\u6848\u3002\u53e6\u5916\uff0c\u82e5\u642d\u914d SageAttention \u6642\u7247\u5c3e\u51fa\u73fe\u756b\u9762\u8b8a\u5f62\uff08morphing\uff09\u6216\u756b\u9762\u6587\u5b57\u4e82\u6389\uff0c\u5b98\u65b9\u8a8d\u70ba\u591a\u534a\u662f INT8 attention \u9020\u6210\u7684\uff0c\u9019\u662f attention \u7684\u91cf\u5316\uff0c\u8207\u6b0a\u91cd\u91cf\u5316\u662f\u5169\u4ef6\u4e8b\uff1b\u672c\u6587\u4e0d\u5efa\u8b70\u4e00\u958b\u59cb\u5c31\u88dd SageAttention\uff08\u898b\u7b2c\u5341\u4e5d\u7ae0\uff09\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"clip\">\u5341\u4e00\u3001CLIP \/ Text Encoder\uff1aQwen3-VL \u8a72\u9078\u54ea\u4e00\u9846\uff1f<\/h2>\n<p>MiniMax H3 \u7684\u6587\u5b57\u8207\u591a\u6a21\u614b\u7406\u89e3\u4f7f\u7528 Qwen3-VL \u7cfb\u5217\u3002\u9019\u4e00\u5c64\uff08Text Encoder\uff0cComfyUI \u88e1\u5e38\u53e3\u8a9e\u53eb\u5b83 CLIP\uff09\u6703\u8b80\u4f60\u7684 Prompt\uff0c\u4e5f\u6703\u770b\u61c2\u4f60\u653e\u9032\u53bb\u7684 Reference \u5716\u7247\u8207\u5f71\u7247\uff0c\u518d\u628a\u7d50\u679c\u4ea4\u7d66\u5f8c\u9762\u7684 H3 \u4e3b\u6a21\u578b\u3002\u5b83<strong>\u4e0d\u662f\u62ff\u4f86\u300c\u756b\u5f71\u7247\u300d\u7684<\/strong>\uff0c\u4f46\u5982\u679c\u5b83\u6c92\u7406\u89e3\u4f60\u8981\u8ab0\u505a\u4ec0\u9ebc\uff0c\u5f8c\u9762\u7684\u4e3b\u6a21\u578b\u4e5f\u6551\u4e0d\u56de\u4f86\u3002<\/p>\n<p><strong>\u5148\u8b1b\u7d50\u8ad6\uff1a<\/strong>\u7b2c\u4e00\u6b21\u5b89\u88dd\u3001\u65e5\u5e38\u4f7f\u7528\uff0c\u53ea\u8981\u7b2c\u56db\u7ae0\u4e0b\u8f09\u7684 <code>qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors<\/code>\uff08\u5b98\u65b9\u7248\uff0c\u7d04 15.7 GB\uff09\u5c31\u5920\u4e86\uff0c\u4e0b\u9762\u53e6\u5916\u5169\u9846\u90fd\u662f\u9078\u7528\u3002\u9019\u985e\u6a94\u6848\u4e00\u5f8b\u653e\u5728 <code>models\\text_encoders\\<\/code>\uff0c\u8f09\u5165\u7bc0\u9ede\u7684 type \u9078 <code>minimax<\/code>\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u6a94\u6848<\/th>\n<th>\u5927\u5c0f<\/th>\n<th>\u89d2\u8272<\/th>\n<th>\u662f\u5426\u5fc5\u9700<\/th>\n<th>5070 + 32GB RAM \u5efa\u8b70<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors<\/code><\/td>\n<td>\u7d04 15.7 GB<\/td>\n<td>ComfyUI \u5b98\u65b9 H3 Text Encoder<\/td>\n<td><strong>\u662f\uff08\u4e8c\u9078\u4e00\uff09<\/strong><\/td>\n<td><strong>\u9996\u9078<\/strong>\uff1b\u76ee\u524d\u6700\u5be6\u969b<\/td>\n<\/tr>\n<tr>\n<td><code>qwen3vl_32b_h3_ultra_uncensored_heretic_int8_convrot.safetensors<\/code><\/td>\n<td>\u7d04 24.55 GiB<\/td>\n<td>\u793e\u7fa4\u7248 uncensored\uff08\u4fd7\u7a31\u300c\u8d8a\u7344\u300d\uff09Text Encoder\uff0c\u53d6\u4ee3\u5b98\u65b9\u7248\u4f7f\u7528<\/td>\n<td>\u9078\u7528\uff08\u4e8c\u9078\u4e00\uff09<\/td>\n<td>\u60f3\u964d\u4f4e Prompt \u88ab\u524d\u7f6e\u8a9e\u8a00\u5c64\u62d2\u7d55\uff0f\u5f31\u5316\u6642\u624d\u7528\uff1b32GB RAM \u58d3\u529b\u660e\u986f\u8f03\u5927<\/td>\n<\/tr>\n<tr>\n<td><code>qwen3vl_32b_h3_generation_tail_50_63_int8_convrot.safetensors<\/code><\/td>\n<td>\u7d04 7.6 GB<\/td>\n<td>\u88dc\u4e0a\u5f8c\u6bb5\u8a9e\u8a00\u5c64\uff0c\u8b93 Prompt Enhancer \u80fd\u300c\u6539\u5beb\u6587\u5b57\u300d<\/td>\n<td>\u9078\u7528<\/td>\n<td>\u4e0d\u7528 Prompt Enhancer \u5c31\u4e0d\u8981\u8f09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u6ce8\u610f\uff1a\u524d\u5169\u9846\u662f\u300c\u4e8c\u9078\u4e00\u300d\uff0cWorkflow \u88e1\u4e00\u6b21\u53ea\u6703\u8f09\u5165\u5176\u4e2d\u4e00\u9846\uff0c\u4e0d\u662f\u5169\u9846\u90fd\u653e\u9032\u53bb\u5c31\u6703\u4e00\u8d77\u7528\u3002\u7b2c\u4e09\u9846 generation tail \u4e0d\u80fd\u55ae\u7368\u4f7f\u7528\uff0c\u4e5f\u4e0d\u80fd\u53d6\u4ee3\u524d\u5169\u9846\u3002<\/p>\n<h3>Ultra Uncensored Heretic \u5230\u5e95\u300c\u89e3\u7981\u300d\u4e86\u4ec0\u9ebc\uff1f<\/h3>\n<p>\u9019\u9846\u53ef\u4ee5\u7406\u89e3\u6210\u300c<strong>\u8a9e\u8a00\uff0fPrompt \u7406\u89e3\u7aef\u7684\u89e3\u7981\u7248<\/strong>\u300d\uff1a\u5b83\u662f\u7531\u7d93\u904e abliteration\uff0fheretic \u8655\u7406\u3001\u5c08\u9580\u964d\u4f4e\u62d2\u7b54\u50be\u5411\u7684 Qwen3-VL-32B \u884d\u751f\u800c\u4f86\uff0c\u793e\u7fa4\u4e0a\u5e38\u4fd7\u7a31\u300c\u8d8a\u7344\u6a21\u578b\u300d\u3002\u4f46\u5b83<strong>\u4e0d\u662f MiniMax H3 \u5f71\u7247\u4e3b\u6a21\u578b\u672c\u8eab\u7684\u89e3\u7981\u7248<\/strong>\u3002\u771f\u6b63\u751f\u6210\u5f71\u7247\u7684\u4ecd\u7136\u662f <code>minimax_h3_fl2va...<\/code> \u6216 <code>minimax_h3_ref2va...<\/code> \u9019\u985e Diffusion Model\uff1bQwen3-VL \u53ea\u8ca0\u8cac\u524d\u9762\u7684\u300c\u7406\u89e3\u300d\u3002<\/p>\n<p>\u5be6\u969b\u5dee\u5225\u662f\uff1a\u7576 Prompt \u542b\u6709\u4e00\u822c Instruct \u6a21\u578b\u53ef\u80fd\u81ea\u884c\u62d2\u7d55\u3001\u6de1\u5316\u3001\u6539\u5beb\u6216\u8ff4\u907f\u7684\u63cf\u8ff0\u6642\uff0c\u9019\u500b\u7248\u672c\u50be\u5411\u66f4\u76f4\u63a5\u5730\u628a\u539f\u59cb\u8a9e\u610f\u7de8\u78bc\u7d66 H3\u3002\u5b83\u6539\u8b8a\u7684\u662f<strong>\u300c\u6a21\u578b\u600e\u9ebc\u7406\u89e3\u4f60\u7684\u8981\u6c42\u300d<\/strong>\uff0c\u4e26\u4e0d\u6703\u66ff H3 \u6191\u7a7a\u589e\u52a0\u65b0\u7684\u751f\u6210\u80fd\u529b\u3002\u6700\u5f8c\u756b\u9762\u80fd\u4e0d\u80fd\u505a\u51fa\u4f86\u3001\u505a\u5230\u4ec0\u9ebc\u7a0b\u5ea6\uff0c\u4ecd\u53d6\u6c7a\u65bc H3 \u4e3b\u6a21\u578b\u3001Reference\u3001Sampling\u3001LoRA \u8207 Workflow\u3002<\/p>\n<p>\u4ee3\u50f9\u662f\u8a18\u61b6\u9ad4\uff1a\u5b83\u7d04 24.55 GiB\uff0c\u6bd4\u5b98\u65b9 NVFP4 \u7248\u591a\u51fa\u5c07\u8fd1 9 GB\u3002\u4ee5 RTX 5070 12GB + 32GB RAM \u4f86\u8aaa\uff0c\u6211\u4ecd\u628a\u5b98\u65b9 NVFP4 \u7576\u6210\u65e5\u5e38\u9996\u9078\uff0cUltra Heretic \u8996 Prompt \u9700\u6c42\u518d\u5207\u63db\u3002\u6a21\u578b\u8aaa\u660e\uff1a<a href=\"https:\/\/huggingface.co\/ethanfel\/Qwen3-VL-32B-Ultra-Heretic-H3-ComfyUI-INT8-ConvRot\" target=\"_blank\" rel=\"noopener\">Qwen3-VL-32B Ultra Uncensored Heretic \u2014 H3 ComfyUI INT8 ConvRot<\/a>\u3002<\/p>\n<h3>generation_tail_50_63 \u662f\u4ec0\u9ebc\uff1f<\/h3>\n<p>H3 \u53ea\u9700\u8981 Qwen3-VL \u524d\u534a\u6bb5\u7684\u8f38\u51fa\uff0c\u6240\u4ee5\u4e0a\u9762\u5169\u9846 Text Encoder \u53ea\u5305\u542b token embedding\u3001language layers 0\u201349 \u8207\u5b8c\u6574\u7684 vision tower\uff08H3 \u53d6\u7528\u7b2c 49 \u5c64\u4e4b\u5f8c\u7684 hidden state\uff09\u3002\u5f8c\u9762\u7684 language layers 50\u201363\u3001final norm \u8207 LM head \u88ab\u53e6\u5916\u62c6\u6210 <code>generation_tail_50_63<\/code>\u3002<\/p>\n<p>\u5b83\u53ea\u6709\u4e00\u500b\u7528\u9014\uff1a\u8b93\u76f8\u5bb9\u7684 Prompt Enhancer \u628a Qwen \u7576\u6210\u300c\u6587\u5b57\u751f\u6210\u5668\u300d\u4f86\u6539\u5beb Prompt\u3002\u6240\u4ee5\u5b83\u4e0d\u662f\u7b2c\u4e09\u7a2e\u5b8c\u6574\u7684 CLIP\uff0c\u4e5f\u7121\u6cd5\u81ea\u5df1\u53d6\u4ee3\u524d\u9762\u7684 Text Encoder\u3002\u5982\u679c\u4f60\u5df2\u7d93\u7528 ChatGPT\u3001Claude \u6216\u5176\u4ed6 AI \u628a\u6bcf\u4e00\u6bb5\u5b8c\u6574\u7684 H3 Prompt \u5beb\u597d\uff0c\u6211\u53cd\u800c\u5efa\u8b70<strong>\u628a Prompt Enhancer \u95dc\u6389\u3001\u4e5f\u4e0d\u8981\u8f09\u9019\u9846<\/strong>\uff1a15 \u79d2\u5f88\u77ed\uff0cPrompt \u5df2\u7d93\u5305\u542b\u93e1\u982d\u3001\u52d5\u4f5c\u3001\u53f0\u8a5e\u8207\u97f3\u6548\u6642\uff0c\u518d\u4e8c\u6b21\u64f4\u5beb\u5f88\u5bb9\u6613\u628a\u4e00\u6bb5\u585e\u5f97\u592a\u6eff\uff0c\u9084\u767d\u767d\u591a\u5403\u7d04 7.6 GB\u3002<\/p>\n<h3>\u600e\u9ebc\u9078\uff1f<\/h3>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u4f60\u7684\u60c5\u6cc1<\/th>\n<th>\u5efa\u8b70<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7b2c\u4e00\u6b21\u4f7f\u7528\u3001\u4e00\u822c H3 \u5f71\u7247\u751f\u6210\u3001RAM \u53ea\u6709 32GB<\/td>\n<td>\u5b98\u65b9 <code>qwen3vl_32b_minimax_h3_nvfp4_awq<\/code>\uff0c\u4e0d\u9700\u8981\u5176\u4ed6\u4efb\u4f55 Qwen \u6a94\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u5e0c\u671b Prompt \u4e0d\u5bb9\u6613\u88ab\u524d\u7f6e\u8a9e\u8a00\u6a21\u578b\u5f31\u5316\u6216\u8ff4\u907f\uff0c\u4e14\u80fd\u63a5\u53d7\u8f03\u5927\u7684\u8a18\u61b6\u9ad4\u58d3\u529b<\/td>\n<td>\u63db\u6210 <code>ultra_uncensored_heretic_int8_convrot<\/code>\uff08\u53d6\u4ee3\u5b98\u65b9\u7248\uff0c\u4e0d\u662f\u52a0\u88dd\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u5df2\u7d93\u7528\u5916\u90e8 AI \u5beb\u597d\u5b8c\u6574 Prompt<\/td>\n<td>\u4e0d\u9700\u8981 generation tail\uff1b\u628a Prompt \u76f4\u63a5\u9001\u9032 H3 \u5373\u53ef<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u6700\u5f8c\u4e00\u500b\u5bb9\u6613\u6df7\u6dc6\u7684\u5730\u65b9\uff1a<code>nvfp4<\/code> \u51fa\u73fe\u5728\u5169\u7a2e\u6a94\u6848\u88e1\u3002<code>qwen3vl_..._nvfp4_awq<\/code> \u662f\u300c\u6587\u5b57\u7de8\u78bc\u5668\u300d\uff0c\u6211\u63a8\u85a6\u4f7f\u7528\uff1b\u7b2c\u5341\u7ae0\u8868\u683c\u88e1\u9ec3\u5e95\u7684 <code>minimax_h3_..._pruned_nvfp4<\/code> \u662f\u300c\u4e3b\u6a21\u578b\u300d\uff0c\u6211\u4e0d\u5927\u63a8\u85a6\u3002\u5169\u8005\u653e\u7684\u8cc7\u6599\u593e\u4e5f\u4e0d\u540c\uff08<code>text_encoders<\/code> \u8207 <code>diffusion_models<\/code>\uff09\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"vae\">\u5341\u4e8c\u3001Video VAE \u8207 Audio VAE\uff1a\u5169\u9846\u90fd\u8981<\/h2>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u6a94\u6848<\/th>\n<th>\u5927\u5c0f<\/th>\n<th>\u529f\u80fd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>minimax_h3_video_vae_fp16.safetensors<\/code><\/td>\n<td>\u7d04 5.21 GB<\/td>\n<td>\u628a\u5f71\u7247 latent \u89e3\u78bc\u6210\u5be6\u969b\u5f71\u50cf<\/td>\n<\/tr>\n<tr>\n<td><code>minimax_h3_audio_vae_fp32.safetensors<\/code><\/td>\n<td>\u7d04 605 MB<\/td>\n<td>\u628a\u97f3\u8a0a latent \u89e3\u78bc\u6210 H3 \u539f\u751f\u8072\u97f3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u9019\u5169\u9846\u4e0d\u662f\u300c\u756b\u8cea\u7248 vs \u97f3\u8cea\u7248\u300d\u4e8c\u9078\u4e00\u3002H3 \u662f\u5f71\u97f3\u5171\u540c\u751f\u6210\uff0c\u6240\u4ee5\u8981\u8f38\u51fa\u6709\u8072\u5f71\u7247\u6642\u5169\u9846\u90fd\u8981\u63a5\u4e0a\u3002Video VAE \u4e5f\u4e0d\u662f\u4e3b\u8981\u7528\u4f86\u4fdd\u6301\u4eba\u7269\u81c9\u90e8\u4e00\u81f4\u6027\uff1b\u4eba\u7269\u8eab\u4efd\u4ecd\u4e3b\u8981\u7531 Ref2VA\u3001Reference\u3001Prompt \u8207 Sampling \u5171\u540c\u6c7a\u5b9a\u3002<br \/>\n<a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"lora\">\u5341\u4e09\u3001Turbo LoRA\uff1a\u70ba\u4ec0\u9ebc\u8981\u52a0\u901f\u3001\u4ee3\u50f9\u662f\u4ec0\u9ebc\uff1f\u672c\u6587\u4f7f\u7528 8-step Ref2V\uff0fFL2V Turbo<\/h2>\n<p>LoRA \u5728\u9019\u88e1\u4e0d\u662f\u62ff\u4f86\u63db\u756b\u98a8\uff0c\u800c\u662f\u7528\u4f86\u52a0\u901f MiniMax H3 \u7684 Sampling\u3002\u672c\u6587\u5206\u4eab\u7684\u5169\u4efd Workflow\uff0cR2V \u63a1\u7528 <strong>Ref2V 8-step Turbo<\/strong>\uff0cFL2V\uff08\u9996\u5c3e\u5e40\uff09\u63a1\u7528 <strong>FL2V 8-step Turbo<\/strong>\uff0c\u5169\u8005\u90fd\u662f 8 \u6b65\u3002\u4e0b\u9762\u7684\u8868\u683c\u4ee5 R2V \u70ba\u4f8b\uff0cFL2V \u7684\u5c0d\u61c9\u6a94\u6848\u5728\u8868\u683c\u5f8c\u9762\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u672c\u6587\u5be6\u969b\u8a2d\u5b9a<\/th>\n<th>\u7528\u9014<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4e3b\u6a21\u578b<\/td>\n<td><code>minimax_h3_ref2va_pruned_int8_convrot.safetensors<\/code><\/td>\n<td>Ref2VA \/ Reference-to-Video \u4e3b\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>Turbo LoRA<\/td>\n<td><code>minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors<\/code><\/td>\n<td>Ref2V 8-step Turbo\uff0c\u52a0\u901f\u6b63\u5f0f\u751f\u6210<\/td>\n<\/tr>\n<tr>\n<td>LoRA strength<\/td>\n<td><code>1.0<\/code><\/td>\n<td>\u5b8c\u6574\u5957\u7528 Turbo LoRA<\/td>\n<\/tr>\n<tr>\n<td>Steps<\/td>\n<td><code>8<\/code><\/td>\n<td>\u8207 8-step Turbo \u5c0d\u61c9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>\u6700\u91cd\u8981\u7684\u914d\u5c0d\u539f\u5247\uff1a<\/strong><code>Ref2VA<\/code> \u4e3b\u6a21\u578b\u642d\u914d <code>Ref2V Turbo<\/code>\uff0c<code>FL2VA<\/code> \u4e3b\u6a21\u578b\u642d\u914d <code>FL2V Turbo<\/code>\uff1b\u672c\u6587\u5206\u4eab\u7248\u56fa\u5b9a\u4f7f\u7528 8-step v1.0\uff0cDirector \u7684 <code>steps<\/code> \u4e5f\u8a2d\u5b9a\u70ba 8\u3002\u4e0d\u8981\u53ea\u6539 Steps \u800c\u6c92\u6709\u78ba\u8a8d LoRA\uff0c\u4e5f\u4e0d\u8981\u628a FL2V Turbo \u5957\u5230 Ref2VA\u3002<\/p>\n<p>\u672c\u6587\u5be6\u969b\u4f7f\u7528\u7684 Turbo \u6a94\u6848\u662f\uff1a<\/p>\n<pre class=\"mh3-code\"><code>minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors<\/code><\/pre>\n<p>\u9019\u9846 LoRA \u653e\u5728\uff1a<\/p>\n<pre class=\"mh3-code\"><code>ComfyUI\\models\\loras\\<\/code><\/pre>\n<p><strong>\u9996\u5c3e\u5e40\uff08FL2V\uff09\u6a21\u5f0f\u7684\u52a0\u901f LoRA\uff1a<\/strong>\u4e3b\u6a21\u578b\u63db\u6210 <code>minimax_h3_fl2va_pruned_int8_convrot.safetensors<\/code> \u6642\uff0c\u52a0\u901f LoRA \u4e5f\u8981\u63db\u6210 FL2V \u7248\uff0c\u6a94\u6848\u540c\u6a23\u653e\u9032 <code>ComfyUI\\models\\loras\\<\/code>\uff0cstrength <code>1.0<\/code>\u3001Steps <code>8<\/code>\uff1a<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u6a21\u5f0f<\/th>\n<th>\u52a0\u901f LoRA \u6a94\u540d<\/th>\n<th>\u5927\u5c0f<\/th>\n<th>\u4e0b\u8f09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>R2V\uff08\u53c3\u8003\u5716\uff09<\/td>\n<td><code>minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors<\/code><\/td>\n<td>\u7d04 1.96 GB<\/td>\n<td><a href=\"https:\/\/huggingface.co\/lightx2v\/Minimax-h3-Turbo\/blob\/main\/minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors\" target=\"_blank\" rel=\"noopener\">lightx2v \/ Minimax-h3-Turbo<\/a><\/td>\n<\/tr>\n<tr>\n<td>FL2V\uff08\u9996\u5c3e\u5e40\uff09<\/td>\n<td><code>minimax_h3_fl2v_turbo_8step_v1.0_comfyui_bf16.safetensors<\/code><\/td>\n<td>\u7d04 1.96 GB<\/td>\n<td><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\">lightx2v \/ Minimax-h3-Turbo<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3 id=\"turbo-why\">\u70ba\u4ec0\u9ebc\u8981\u52a0\u901f LoRA\uff1f\u5927\u5c0f\u3001\u901f\u5ea6\u8207\u4ee3\u50f9<\/h3>\n<p><strong>\u5b83\u662f\u4ec0\u9ebc\uff1f<\/strong>Turbo LoRA \u662f\u300c\u84b8\u993e\uff08distillation\uff09\u300d\u51fa\u4f86\u7684\u52a0\u901f\u88dc\u4e01\uff1a\u4e0d\u63db\u4e3b\u6a21\u578b\uff0c\u800c\u662f\u5728\u4e3b\u6a21\u578b\u4e0a\u758a\u4e00\u500b\u5c0f\u6a94\uff0c\u8b93\u6a21\u578b\u7528\u8f03\u5c11\u7684 Sampling \u6b65\u6578\u5c31\u80fd\u5f97\u5230\u63a5\u8fd1\u7684\u7d50\u679c\u3002ComfyUI \u7248\u6a94\u6848\u7d04 1.96 GB\uff0c\u76f8\u5c0d\u65bc 21 GB \u7684\u4e3b\u6a21\u578b\u5f88\u5c0f\u3002\u5b98\u65b9\u7bc4\u672c\u9810\u8a2d\u4e0d\u555f\u7528\u52a0\u901f\uff08Enable Lightning LoRA \u95dc\u9589\uff09\u6642\u8dd1 20 \u6b65\uff0c\u6253\u958b\u5f8c T2V \/ I2V \u7bc4\u672c\u964d\u70ba 8 \u6b65\uff0c\u4f7f\u7528 Reference \u52a0\u901f LoRA \u7684\u7bc4\u672c\uff08Reference to Video \u7b49\uff09\u964d\u70ba 4 \u6b65\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u4e0d\u7528\u52a0\u901f\uff08\u5b98\u65b9 base\uff09<\/th>\n<th>8-step Turbo\uff08\u672c\u6587\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Steps<\/td>\n<td>20\uff08\u5b98\u65b9\u9810\u8a2d\uff09<\/td>\n<td>8<\/td>\n<\/tr>\n<tr>\n<td>\u984d\u5916\u6a94\u6848<\/td>\n<td>\u4e0d\u9700\u8981<\/td>\n<td>\u7d04 1.96 GB LoRA\uff08ComfyUI \u7248\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u901f\u5ea6<\/td>\n<td>\u57fa\u6e96<\/td>\n<td>Sampling \u6b65\u6578\u5c11\u7d04 6 \u6210\uff1b\u7e3d\u6642\u9593\u9084\u5305\u542b\u6587\u5b57\u7de8\u78bc\u3001offload \u8207 VAE \u89e3\u78bc\uff0c\u4e0d\u6703\u525b\u597d\u5feb 2.5 \u500d<\/td>\n<\/tr>\n<tr>\n<td>Reference \u8207\u81c9<\/td>\n<td>\u5b98\u65b9\u5efa\u8b70\u9700\u8981\u7dca\u8cbc\u53c3\u8003\u5716\u6642\uff0c\u95dc\u9589\u52a0\u901f\u3001\u8dd1 20 \u6b65<\/td>\n<td>\u6b65\u6578\u5c11\u6642\uff0cReference \u4f5c\u7528\u7684\u6a5f\u6703\u6e1b\u5c11\uff0c\u5b98\u65b9\u6307\u51fa\u4eba\u7269\u59ff\u614b\u6216\u81c9\u89d2\u5ea6\u53ef\u80fd\u96a8\u7247\u9577\u6f38\u6f38\u504f\u96e2<\/td>\n<\/tr>\n<tr>\n<td>\u8a9e\u97f3<\/td>\n<td>\u8f03\u7a69<\/td>\n<td>\u5b98\u65b9\u6307\u51fa 8 \u6b65\u6642\uff0c\u8a9e\u97f3\u8207\u8072\u97f3\u97f3\u8272\u662f\u6700\u5f31\u7684\u90e8\u5206\uff0c12 \u6b65\u4ee5\u4e0a\u624d\u7b97\u582a\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u8868\u4e2d\u300cReference \u8207\u81c9\u300d\u548c\u300c\u8a9e\u97f3\u300d\u662f\u5b98\u65b9\u6587\u4ef6\u7684\u8aaa\u6cd5\uff0c\u4e3b\u8981\u91dd\u5c0d\u5b98\u65b9\u7bc4\u672c\u7684\u6b65\u6578\u8a2d\u5b9a\uff1b\u672c\u6587\u4f7f\u7528\u7684\u662f LightX2V \u7684 Ref2V 8-step v1.0\uff0c\u4e0d\u662f 4-step \u7248\u672c\uff0c\u5be6\u969b\u504f\u96e2\u7a0b\u5ea6\u9700\u8981\u81ea\u5df1\u7684\u7d20\u6750\u9a57\u8b49\u3002<\/p>\n<p><strong>\u70ba\u4ec0\u9ebc\u672c\u6587\u4ecd\u7136\u7528 Turbo\uff1f<\/strong>RTX 5070 12GB \u8981\u9760 offload\uff0c\u6bcf\u591a\u4e00\u6b65\u90fd\u5f88\u82b1\u6642\u9593\uff1b\u56fa\u5b9a\u4e3b\u6301\u4eba\u7684\u53e3\u64ad\u7247\u6bb5\u53c8\u6703\u4e00\u6bb5\u4e00\u6bb5\u91cd\u65b0\u5e36 Reference\uff08\u898b\u7b2c\u5341\u516d\u7ae0\uff09\uff0c\u6211\u9078\u64c7\u7528\u901f\u5ea6\u63db\u6389\u4e00\u90e8\u5206\u7a69\u5b9a\u5ea6\u3002\u5982\u679c\u4f60\u767c\u73fe\u4eba\u7269\u9010\u6f38\u4e0d\u50cf\u3001\u6216\u53f0\u8a5e\u8072\u97f3\u4e0d\u6e05\u695a\uff0c\u53ef\u4ee5\u6539\u6210\uff1a\u628a Turbo LoRA \u95dc\u6389\uff08\u6216\u5728 Workflow \u4e2d bypass\uff09\uff0cSteps \u56de\u5230 20\uff0c\u4ecd\u7136\u504f\u96e2\u518d\u8a66 25\uff1b\u6642\u9593\u6703\u660e\u986f\u62c9\u9577\u3002<\/p>\n<p><strong>\u914d\u5c0d\u63d0\u9192\uff1a<\/strong>LoRA \u8981\u5c0d\u61c9\u5b83\u84b8\u993e\u6642\u7684 checkpoint \u7248\u672c\u3002\u5b98\u65b9\u8aaa\u660e Turbo LoRA \u4e0d\u542b adaln \u6b0a\u91cd\uff0cpruned \u8207\u5b8c\u6574\u7248\u4e3b\u6a21\u578b\u90fd\u80fd\u8f09\u5165\uff1b\u672c\u6587\u7528\u7684 pruned INT8 \u4e3b\u6a21\u578b\u53ef\u76f4\u63a5\u642d\u914d Ref2V Turbo\u3002Steps \u8981\u8207 LoRA \u4e00\u8d77\u6539\uff1a\u958b Turbo \u5c31\u7528 8\uff0c\u95dc\u6389 Turbo \u624d\u7528 20\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"workflow\">\u5341\u56db\u3001Director \u6709\u4ec0\u9ebc\u7279\u8272\uff1fWorkflow \u4f7f\u7528\u91cd\u9ede<\/h2>\n<h3>MiniMax H3 Director \u662f\u505a\u4ec0\u9ebc\u7684\uff1f<\/h3>\n<p>\uff08\u5b89\u88dd\u65b9\u5f0f\u8acb\u770b\u7b2c\u4e09\u7ae0\uff0cWorkflow \u8f09\u5165\u65b9\u5f0f\u8acb\u770b\u7b2c\u516d\u7ae0\u3002\uff09\u4e00\u822c H3 Workflow \u662f\u300c\u4e00\u6bb5\u5f71\u7247\u4e00\u5f35 graph\u300d\u3002Director \u5247\u628a H3 \u5305\u6210\u4e00\u500b\u591a\u6bb5 Timeline \u4e3b\u63a7\u53f0\uff1a\u4f60\u53ef\u4ee5\u65b0\u589e Clip\u3001\u522a\u9664 Clip\u3001\u62d6\u66f3\u9806\u5e8f\u3001\u6307\u5b9a\u6bcf\u6bb5\u79d2\u6578\u3001\u9078\u64c7 T2V \/ I2V \/ FL2V \/ R2V\uff0c\u4e26\u6c7a\u5b9a\u7247\u6bb5\u4e4b\u9593\u8981\u4e0d\u8981\u9023\u7e8c\u3002<\/p>\n<p>\u516c\u958b\u7248 Director \u76ee\u524d\u652f\u63f4\u591a\u6bb5 Timeline\u3001FL2V\u3001R2V\u3001V2V \/ RV2V\u3001Reference Groups\u3001\u539f\u751f Stereo Audio\u3001Run Select\u3001Refine \/ Upscale \u8207 Segment Continuity\u3002\u4ee5 Reference \u6a21\u5f0f\u4f86\u8aaa\uff0cCommon Params \u53ef\u4ee5\u653e\u5171\u7528\u7684\u4eba\u7269 Reference\uff0c\u500b\u5225\u6bb5\u843d\u518d\u984d\u5916\u52a0\u5165\u5716\u7247\u3001\u5f71\u7247\u6216\u97f3\u8a0a\uff1b\u6bcf\u6bb5 Prompt \u53ef\u4ee5\u5404\u81ea\u7368\u7acb\u3002<\/p>\n<h3>\u6211\u5206\u4eab\u7684\u300c\u52a0\u901f\u7248\u4fee\u6b63\u300dWorkflow \u4f7f\u7528\u91cd\u9ede<\/h3>\n<p>\u6587\u672b\u5206\u4eab\u7684 Workflow \u4e3b\u8981\u4e0d\u662f\u8981\u628a H3 \u6539\u6210\u53e6\u4e00\u500b\u6a21\u578b\uff0c\u800c\u662f\u628a\u300c\u6a21\u578b Loader + Turbo LoRA + Director Timeline + \u5f71\u97f3\u8f38\u51fa\u300d\u6574\u7406\u6210\u9069\u5408\u591a\u6bb5\u751f\u6210\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u5be6\u969b\u4f7f\u7528\u6642\uff0c\u6211\u6703\u628a\u5b83\u62c6\u6210\u4e09\u5c64\u7406\u89e3\uff1a<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u5c64\u7d1a<\/th>\n<th>\u4f60\u4e3b\u8981\u8981\u6539\u4ec0\u9ebc<\/th>\n<th>\u901a\u5e38\u4e0d\u7528\u4e00\u76f4\u52d5\u7684\u6771\u897f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6a21\u578b\u5c64<\/td>\n<td>FL2VA \/ Ref2VA\u3001Turbo LoRA<\/td>\n<td>Video \/ Audio VAE\u3001Qwen Encoder<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u63a7\u53f0\u5c64<\/td>\n<td>\u89e3\u6790\u5ea6\u3001Steps\u3001Shift\u3001Segment Continuity\u3001Run Select<\/td>\n<td>\u7bc0\u9ede\u63a5\u7dda\u672c\u8eab<\/td>\n<\/tr>\n<tr>\n<td>\u5167\u5bb9\u5c64<\/td>\n<td>\u6bcf\u4e00\u6bb5\u7684 Reference\u3001Prompt\u3001Dialogue\u3001Camera\u3001Soundscape<\/td>\n<td>\u6a21\u578b Loader<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u9019\u6a23\u505a\u7684\u597d\u8655\u662f\uff1a\u8981\u6539\u5287\u60c5\u6642\uff0c\u4e0d\u7528\u91cd\u65b0\u62c9\u6574\u5f35 ComfyUI Graph\uff1b\u53ea\u9700\u8981\u5728 Director Timeline \u88e1\u589e\u6e1b\u7247\u6bb5\uff0c\u6216\u8b93 AI \u91cd\u65b0\u7522\u751f\u5176\u4e2d\u4e00\u6bb5 Prompt\u3002<br \/>\n<a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h3 id=\"reference-match\">\u53c3\u8003\u5716\u751f\u5f71\u7247\uff1aRef image size \u7528 match\uff0c\u4e0d\u8981\u76f4\u63a5\u7528 max<\/h3>\n<p><strong>\u4f9d\u6211\u9019\u6b21\u672c\u6a5f R2V\uff0fRef2VA \u88fd\u4f5c\u7684\u89c0\u5bdf\uff0c\u53c3\u8003\u5716\u5c3a\u5bf8\u9078\u9805\u6703\u5927\u5e45\u5f71\u97ff\u751f\u6210\u6642\u9593\u3002\u65e5\u5e38\u8a66\u7247\u8207\u591a\u6bb5\u77ed\u5287\uff0c\u6211\u6703\u628a\u6bcf\u4e00\u500b Segment \u7684 <code>Ref image size<\/code> \u8a2d\u6210 <code>match<\/code>\uff0c\u4e0d\u8981\u76f4\u63a5\u7528 <code>max<\/code>\u3002<\/strong>\u6392\u67e5\u300c\u660e\u660e\u4e00\u6a23\u7684\u7247\u9577\u8207 Steps\uff0c\u9019\u6b21\u537b\u7279\u5225\u6162\u300d\u6642\uff0c\u9019\u662f\u61c9\u8a72\u512a\u5148\u6aa2\u67e5\u7684\u8a2d\u5b9a\u4e4b\u4e00\u3002<\/p>\n<p><code>match<\/code> \u662f\u8b93\u53c3\u8003\u5716\u7684\u8655\u7406\u5c3a\u5bf8\u914d\u5408\u7576\u524d\u751f\u6210\u756b\u5e03\uff1b<code>max<\/code> \u5247\u8d70\u7bc0\u9ede\u6240\u8a2d\u5b9a\u7684\u8f03\u5927\u53c3\u8003\u5c3a\u5bf8\u7b56\u7565\u3002\u5be6\u969b\u7e2e\u653e\u65b9\u5f0f\u8207\u4e0a\u9650\u4f9d Director\uff0f\u53c3\u8003\u751f\u6210\u7bc0\u9ede\u7248\u672c\u800c\u5b9a\uff0c<strong>\u4e0d\u662f\u628a\u5716\u7247\u786c\u62c9\u4f38\u6210\u5f71\u7247\u6bd4\u4f8b\uff0c\u4e5f\u4e0d\u7b49\u65bc\u4e00\u5b9a\u4fdd\u7559\u539f\u5716\u6700\u9ad8\u89e3\u6790\u5ea6\u3002<\/strong>\u7576 <code>max<\/code> \u8b93\u6a21\u578b\u8655\u7406\u7684\u53c3\u8003\u5716\u66f4\u5927\u6642\uff0c\u53c3\u8003\u7de8\u78bc\u8207\u5f8c\u7e8c\u53c3\u8003\u689d\u4ef6\u904b\u7b97\u7684\u8ca0\u64d4\u4e5f\u53ef\u80fd\u589e\u52a0\uff1b\u591a\u5f35 Reference\u3001\u591a\u6bb5\u751f\u6210\u8207\u986f\u5b58\u5403\u7dca\u6642\uff0c\u6642\u9593\u5dee\u6703\u66f4\u660e\u986f\u3002\u9019\u662f\u672c\u6a5f\u88fd\u4f5c\u5fc3\u5f97\uff0c\u6c92\u6709\u5728\u9019\u88e1\u5ba3\u7a31\u56fa\u5b9a\u52a0\u901f\u500d\u6578\uff0c\u4e5f\u4e0d\u662f\u6240\u6709\u5716\u7247\u90fd\u4e00\u5b9a\u6709\u76f8\u540c\u5dee\u8ddd\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u8a2d\u5b9a<\/th>\n<th>\u9019\u7bc7\u7684\u4f7f\u7528\u539f\u5247<\/th>\n<th>\u6ce8\u610f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>match<\/code><\/td>\n<td><strong>R2V \u65e5\u5e38\u9810\u8a2d\uff1b\u5168\u7247\u6bcf\u4e00\u6bb5\u90fd\u78ba\u8a8d<\/strong><\/td>\n<td>\u63a7\u5236\u53c3\u8003\u5716\u8655\u7406\u8ca0\u64d4\uff0c\u5148\u8dd1\u51fa\u6bdb\u7247\u518d\u9a57\u6536\u81c9\u90e8\u8207\u7d30\u7bc0<\/td>\n<\/tr>\n<tr>\n<td><code>max<\/code><\/td>\n<td>\u4e0d\u76f4\u63a5\u7528\u4f5c\u6574\u90e8\u7247\u9810\u8a2d<\/td>\n<td>\u53ea\u6709\u523b\u610f\u6bd4\u8f03\u8f03\u5927\u53c3\u8003\u5c3a\u5bf8\u6642\uff0c\u624d\u5728\u5c11\u91cf\u7247\u6bb5\u6e2c\u8a66\u6642\u9593\u3001\u986f\u5b58\u8207\u756b\u9762\u6539\u5584<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>\u4e3b\u63a7\u53f0\u7684 <code>Ref Max Size<\/code> \u6578\u5b57\uff0c\u548c\u6bcf\u6bb5\u7684 <code>Ref image size = match\uff0fmax<\/code> \u662f\u4e0d\u540c\u8a2d\u5b9a\u3002<\/strong>\u53ea\u770b\u5230 <code>Ref Max Size = 864<\/code>\uff0c\u4e0d\u80fd\u64da\u6b64\u5224\u65b7\u6240\u6709\u6bb5\u843d\u5df2\u7d93\u662f <code>match<\/code>\uff1b\u4e5f\u4e0d\u8981\u628a\u8f38\u51fa\u5f71\u7247\u89e3\u6790\u5ea6\u7576\u6210\u53c3\u8003\u5716\u8655\u7406\u5c3a\u5bf8\u3002\u4e8c\u63a1\u8f38\u51fa 720p\uff0c\u4e0d\u4ee3\u8868\u4e00\u63a1\u6240\u6709\u53c3\u8003\u5716\u90fd\u5fc5\u9808\u7528 <code>max<\/code>\u3002<\/p>\n<ol>\n<li>\u5148\u78ba\u8a8d\u5168\u5c40\uff0fOutput \u7684\u53c3\u8003\u5716\u5c3a\u5bf8\u70ba <code>match<\/code>\u3002<\/li>\n<li>\u9010\u6bb5\u6aa2\u67e5 Segment \u7684\u5c3a\u5bf8\u9078\u9805\uff0c\u907f\u514d\u90e8\u5206\u6bb5\u843d\u4ecd\u8986\u5beb\u6210 <code>max<\/code>\u3002<\/li>\n<li>\u4fee\u6539 JSON \u6642\uff0c\u540c\u6b65 Director \u4e3b\u6642\u9593\u8ef8\u3001\u5177\u540d\u6642\u9593\u8ef8\u8207 R2V \u5de5\u4f5c\u5340\u526f\u672c\uff1b\u91cd\u65b0\u8f09\u5165\u5f8c\uff0c\u5728\u4e3b\u63a7\u53f0\u518d\u78ba\u8a8d\u4e00\u6b21\u3002<\/li>\n<li>\u6bd4\u8f03\u901f\u5ea6\u6642\uff0c\u4fdd\u6301\u540c\u4e00\u6bb5 Prompt\u3001Seed\u3001\u7247\u9577\u3001\u53c3\u8003\u5716\u6578\u91cf\u8207\u63a1\u6a23\u8a2d\u5b9a\uff1b\u7b2c\u4e00\u6b21\u6a21\u578b\u8f09\u5165\u548c\u5f8c\u7e8c\u6696\u6a5f\u7684\u8017\u6642\u5206\u958b\u8a18\u9304\u3002<\/li>\n<\/ol>\n<pre class=\"mh3-code\"><code>R2V \/ Ref2VA \u65e5\u5e38\u8a2d\u5b9a\uff1a\nOutput \/ \u5168\u5c40\u53c3\u8003\u5716\u5c3a\u5bf8 = match\n\u6bcf\u500b Segment \u7684 Ref image size = match\n\nJSON \u6b04\u4f4d\uff08\u672c\u6587\u4f7f\u7528\u7684 Director \u7248\u672c\uff09\uff1a\noutput.refImageSize = \"match\"\nsegments[*].refImageSize = \"match\"\nbatchWorkspaces.r2v.segments[*].refImageSize = \"match\"<\/code><\/pre>\n<p>\u4ee5\u4e0a JSON \u6b04\u4f4d\u5c6c\u65bc\u672c\u6587\u4f7f\u7528\u7684 Director \u5132\u5b58\u7d50\u69cb\uff0c\u4e0d\u662f MiniMax H3 \u5b98\u65b9 Prompt \u8a9e\u6cd5\u3002\u53c3\u8003\u539f\u5716\u4ecd\u4fdd\u7559\u6e05\u695a\u3001\u4e7e\u6de8\u7684\u7248\u672c\uff0c<code>match<\/code> \u8abf\u6574\u7684\u662f\u9032\u5165\u751f\u6210\u6d41\u7a0b\u6642\u7684\u8655\u7406\u65b9\u5f0f\uff0c\u4e0d\u9700\u8981\u628a\u552f\u4e00\u7684\u539f\u59cb\u7167\u7247\u8986\u5beb\u6210\u4f4e\u89e3\u6790\u5ea6\u3002<\/p>\n<h2 id=\"sampling\">\u5341\u4e94\u3001Director \u7684 Sampling \u8a2d\u5b9a\uff1aSteps\u3001Sampler\u3001Scheduler\u3001Shift \u662f\u4ec0\u9ebc\uff1f<\/h2>\n<p>Director \u7684\u9032\u968e Sampling \u5340\u770b\u8d77\u4f86\u5f88\u8907\u96dc\uff0c\u4f46\u672c\u6587\u5206\u4eab\u7684 Workflow \u5df2\u7d93\u628a\u4e3b\u8981\u53c3\u6578\u914d\u597d\u3002\u9664\u975e\u66f4\u63db\u4e3b\u6a21\u578b\u3001Turbo LoRA\uff0c\u6216\u523b\u610f\u505a\u53c3\u6578\u6bd4\u8f03\uff0c\u65e5\u5e38\u4f7f\u7528\u6642\u901a\u5e38\u4e0d\u9700\u8981\u4e00\u76f4\u4fee\u6539\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u8a2d\u5b9a<\/th>\n<th>\u672c\u6587 Workflow \u5be6\u969b\u503c<\/th>\n<th>\u4f5c\u7528<\/th>\n<th>\u5e73\u5e38\u662f\u5426\u8981\u6539<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>Steps<\/code><\/td>\n<td><code>8<\/code><\/td>\n<td>Sampling \u7684\u4e3b\u8981\u8fed\u4ee3\u6b21\u6578\uff0c\u4e5f\u5c31\u662f H3 \u4e3b\u6a21\u578b\u53cd\u8986\u66f4\u65b0 Video \/ Audio latent \u7684\u8f2a\u6578<\/td>\n<td><strong>\u901a\u5e38\u4e0d\u6539<\/strong>\uff1b\u672c\u6587\u4f7f\u7528 8-step Turbo\uff0c\u56e0\u6b64\u7dad\u6301 8<\/td>\n<\/tr>\n<tr>\n<td><code>Sampler<\/code><\/td>\n<td><code>res_multistep<\/code><\/td>\n<td>\u6c7a\u5b9a\u6bcf\u4e00\u500b Sampling step \u5982\u4f55\u5229\u7528\u6a21\u578b\u9810\u6e2c\u4f86\u66f4\u65b0 latent<\/td>\n<td>\u901a\u5e38\u4e0d\u6539<\/td>\n<\/tr>\n<tr>\n<td><code>Scheduler<\/code><\/td>\n<td><code>simple<\/code><\/td>\n<td>\u6c7a\u5b9a\u5404\u500b step \u5c0d\u61c9\u7684 noise \/ sigma \u5206\u5e03<\/td>\n<td>\u901a\u5e38\u4e0d\u6539<\/td>\n<\/tr>\n<tr>\n<td><code>Shift Video<\/code><\/td>\n<td><code>12<\/code><\/td>\n<td>\u8abf\u6574 Video latent \u7684 Sampling \/ noise schedule \u5206\u5e03<\/td>\n<td>\u901a\u5e38\u4e0d\u6539<\/td>\n<\/tr>\n<tr>\n<td><code>Shift Audio<\/code><\/td>\n<td><code>3<\/code><\/td>\n<td>\u8abf\u6574 Audio latent \u7684 Sampling \/ noise schedule \u5206\u5e03<\/td>\n<td>\u901a\u5e38\u4e0d\u6539<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>Steps\uff1a\u6700\u91cd\u8981\uff0c\u4e5f\u6700\u5bb9\u6613\u88ab\u8aa4\u89e3<\/h3>\n<p><code>Steps<\/code> \u4e0d\u662f\u5f71\u7247\u79d2\u6578\uff0c\u4e5f\u4e0d\u662f FPS\u3002\u5b83\u4ee3\u8868\u4e00\u6b21\u5f71\u7247\u751f\u6210\u904e\u7a0b\u4e2d\uff0cSampler \u8b93 H3 \u4e3b\u6a21\u578b\u9032\u884c\u5e7e\u8f2a\u4e3b\u8981 Sampling \u66f4\u65b0\u3002\u672c\u6587 Workflow \u4f7f\u7528 <code>steps = 8<\/code>\uff0c\u4e5f\u5c31\u662f\u6a21\u578b\u6703\u4f9d\u7167 Scheduler \u5b89\u6392\u7684\u53d6\u6a23\u4f4d\u7f6e\uff0c\u53cd\u8986\u66f4\u65b0 latent \u516b\u6b21\uff0c\u518d\u4ea4\u7d66 Video VAE \u8207 Audio VAE \u89e3\u78bc\u6210\u771f\u6b63\u7684\u5f71\u7247\u8207\u8072\u97f3\u3002<\/p>\n<pre class=\"mh3-code\"><code>\u4e00\u5718\u96dc\u8a0a\n        \u2193\nStep 1 \u958b\u59cb\u51fa\u73fe\u5927\u6982\u69cb\u5716\n        \u2193\nStep 2 \u4eba\u7269\u9010\u6f38\u5f62\u6210\n        \u2193\nStep 3 \u52d5\u4f5c\u3001\u80cc\u666f\u66f4\u660e\u78ba\n        \u2193\nStep 4\n        \u2193\nStep 5\n        \u2193\nStep 6\n        \u2193\nStep 7\n        \u2193\nStep 8\n        \u2193\nVideo \/ Audio latent\n        \u2193\nVAE Decode\n        \u2193\n\u5f71\u7247 + \u8072\u97f3<\/code><\/pre>\n<p>Steps \u6703\u76f4\u63a5\u5f71\u97ff\u751f\u6210\u6642\u9593\u3002\u5176\u4ed6\u689d\u4ef6\u76f8\u8fd1\u6642\uff0cStep \u6578\u8d8a\u9ad8\uff0c\u4e3b Sampling \u8a08\u7b97\u901a\u5e38\u8d8a\u4e45\uff1b\u4f46\u6574\u9ad4 Workflow \u9084\u5305\u542b Qwen3-VL \u7de8\u78bc\u3001Reference \u8655\u7406\u3001\u6a21\u578b\u5728 RAM \/ VRAM \u4e4b\u9593\u7684 offload\uff0c\u4ee5\u53ca Video \/ Audio VAE \u89e3\u78bc\uff0c\u56e0\u6b64\u7e3d\u6642\u9593\u4e0d\u6703\u55ae\u7d14\u53ea\u7531 Steps \u6c7a\u5b9a\u3002<\/p>\n<p><strong>\u672c\u6587\u4e0d\u5efa\u8b70\u628a 8 \u518d\u4efb\u610f\u62c9\u9ad8\u3002<\/strong>\u76ee\u524d R2V Workflow \u5df2\u7d93\u642d\u914d <code>minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors<\/code>\uff0cFL2V Workflow \u5247\u642d\u914d <code>minimax_h3_fl2v_turbo_8step_v1.0_comfyui_bf16.safetensors<\/code>\u3002Turbo LoRA \u8207 Steps \u61c9\u8996\u70ba\u540c\u4e00\u7d44\u8a2d\u5b9a\uff1b\u986f\u5361\u63db\u5f97\u66f4\u5feb\uff0c\u901a\u5e38\u53ea\u662f\u8b93\u76f8\u540c 8 steps \u8dd1\u5f97\u66f4\u5feb\uff0c\u4e26\u4e0d\u4ee3\u8868\u61c9\u8a72\u81ea\u52d5\u589e\u52a0 Steps\u3002<\/p>\n<h3>Sampler\uff1a\u6bcf\u4e00\u6b65\u600e\u9ebc\u8d70<\/h3>\n<p>H3 \u5728\u6bcf\u500b Sampling step \u90fd\u6703\u9810\u6e2c\u76ee\u524d latent \u61c9\u8a72\u5f80\u54ea\u500b\u65b9\u5411\u4fee\u6b63\uff1b<code>Sampler<\/code> \u5247\u6c7a\u5b9a\u5982\u4f55\u5229\u7528\u9019\u500b\u9810\u6e2c\u5f97\u5230\u4e0b\u4e00\u6b65\u3002\u672c\u6587\u5206\u4eab Workflow \u7684\u5be6\u969b\u8a2d\u5b9a\u662f <code>res_multistep<\/code>\uff0c\u56e0\u6b64\u6587\u7ae0\u8207\u4e0b\u8f09\u7684 JSON \u90fd\u4ee5\u9019\u500b\u503c\u70ba\u6e96\u3002<\/p>\n<h3>Scheduler\uff1a\u9019 8 \u6b65\u5206\u5e03\u5728\u54ea\u4e9b noise level<\/h3>\n<p>\u5982\u679c\u628a Sampler \u7406\u89e3\u6210\u300c\u6bcf\u4e00\u6b65\u600e\u9ebc\u8d70\u300d\uff0c\u90a3 Scheduler \u5c31\u662f\u300c\u6bcf\u4e00\u6b65\u5b89\u6392\u5728\u54ea\u500b noise \/ sigma \u4f4d\u7f6e\u300d\u3002\u672c\u6587\u4f7f\u7528 <code>simple<\/code>\u3002<\/p>\n<pre class=\"mh3-code\"><code>Sampler   = \u6bcf\u4e00\u6b65\u5982\u4f55\u66f4\u65b0 latent\nScheduler = \u9019\u4e9b step \u5982\u4f55\u5206\u5e03\u5728 noise \/ sigma schedule \u4e0a<\/code><\/pre>\n<h3>Shift Video \/ Shift Audio<\/h3>\n<p><code>Shift Video<\/code> \u8207 <code>Shift Audio<\/code> \u4e0d\u662f\u5f71\u7247\u4f4d\u79fb\u3001\u4e5f\u4e0d\u662f\u8072\u97f3\u5ef6\u9072\u5e7e\u79d2\uff0c\u800c\u662f\u5206\u5225\u8abf\u6574 Video latent \u8207 Audio latent \u7684 Sampling schedule\u3002MiniMax H3 \u662f\u5f71\u97f3\u5171\u540c\u751f\u6210\uff0c\u56e0\u6b64\u5f71\u7247\u8207\u97f3\u8a0a\u6709\u5404\u81ea\u7684 shift \u8a2d\u5b9a\u3002<\/p>\n<p>\u672c\u6587\u5206\u4eab Workflow \u5be6\u969b\u4f7f\u7528\uff1a<\/p>\n<pre class=\"mh3-code\"><code>Steps       = 8\nSampler     = res_multistep\nScheduler   = simple\nShift Video = 12\nShift Audio = 3<\/code><\/pre>\n<p><strong>\u5be6\u52d9\u4e0a\u6700\u91cd\u8981\u7684\u7d50\u8ad6\uff1a<\/strong>\u9019\u4e94\u500b\u503c\u5728\u672c\u6587 Workflow \u4e2d\u662f\u4e00\u6574\u7d44\u5df2\u7d93\u914d\u597d\u7684 Sampling \u8a2d\u5b9a\u3002\u4e00\u822c\u4f7f\u7528\u8005\u771f\u6b63\u6bd4\u8f03\u5e38\u8abf\u6574\u7684\u662f\u89e3\u6790\u5ea6\u3001\u7247\u9577\u3001Reference\u3001Prompt\u3001Segment Continuity \u8207\u8981\u8dd1\u54ea\u4e9b Segment\uff1bSampling \u53c3\u6578\u672c\u8eab\u53cd\u800c\u4e0d\u7528\u4e00\u76f4\u52d5\u3002<br \/>\n<a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"long\">\u5341\u516d\u3001\u5982\u4f55\u7a81\u7834 MiniMax H3 \u55ae\u6b21 15 \u79d2\u9650\u5236\uff1fFL2VA vs Ref2VA \u600e\u9ebc\u7528\uff1f<\/h2>\n<p>\u5148\u8b1b\u6e05\u695a\uff1aDirector \u4e26\u6c92\u6709\u628a MiniMax H3 \u7684\u300c\u55ae\u6b21\u751f\u6210\u4e0a\u9650\u300d\u7834\u89e3\u6389\u3002H3 \u6bcf\u500b Sample \u4ecd\u7136\u662f\u6700\u591a\u7d04 15 \u79d2\u3002\u6240\u8b02\u7a81\u7834 15 \u79d2\uff0c\u662f\u5728 Workflow \u5c64\u628a\u9577\u5f71\u7247\u62c6\u6210\u591a\u500b\u5408\u6cd5\u7247\u6bb5\uff0c\u5206\u6bb5\u751f\u6210\u5f8c\u518d\u63a5\u8d77\u4f86\u3002<\/p>\n<pre class=\"mh3-code\"><code>Segment 1\uff1a12 \u79d2\n       \u2193 \u53d6\u524d\u4e00\u6bb5\u5c3e\u7aef\u4f5c\u70ba continuity context\nSegment 2\uff1a12 \u79d2\n       \u2193\nSegment 3\uff1a15 \u79d2\n       \u2193\nSegment 4\uff1a10 \u79d2\n       \u2193\nDirector \u5408\u4f75\u8f38\u51fa \u2192 49 \u79d2\u5f71\u7247<\/code><\/pre>\n<p>Director \u7684 Segment Continuity \u53ef\u4ee5\u628a\u4e0a\u4e00\u6bb5\u751f\u6210\u5c3e\u7aef\u7684\u52d5\u4f5c\uff0f\u5f71\u97f3 context \u5e36\u9032\u4e0b\u4e00\u6bb5\uff0c\u518d\u628a\u91cd\u8907\u7684 prefix trim \u6389\uff0c\u56e0\u6b64\u8996\u89ba\u4e0a\u6bd4\u55ae\u7d14\u300c\u56db\u652f MP4 \u786c\u63a5\u300d\u81ea\u7136\u5f88\u591a\u3002\u516c\u958b\u7248 Director \u4e5f\u5141\u8a31\u81ea\u5df1\u589e\u6e1b Clip\uff0c\u6240\u4ee5\u5f71\u7247\u4e0d\u5fc5\u56fa\u5b9a\u56db\u6bb5\uff1b\u5169\u6bb5\u3001\u516d\u6bb5\u3001\u5341\u6bb5\u90fd\u53ef\u4ee5\uff0c\u771f\u6b63\u9650\u5236\u6703\u8b8a\u6210\u4f60\u7684\u751f\u6210\u6642\u9593\u8207\u4e00\u81f4\u6027\uff0c\u800c\u4e0d\u662f Timeline \u9577\u5ea6\u3002<\/p>\n<h3>\u9577\u5f71\u7247\u8981\u7528 FL2VA \u9084\u662f Ref2VA\uff1f<\/h3>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u60c5\u5883<\/th>\n<th>\u8f03\u9069\u5408<\/th>\n<th>\u539f\u56e0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u540c\u4e00\u5834\u666f\u9023\u7e8c\u8d70\u52d5\uff0c\u91cd\u8996\u4e0a\u4e00\u6bb5\u5c3e\u5e40\u63a5\u4e0b\u4e00\u6bb5<\/td>\n<td>FL2VA<\/td>\n<td>\u9996\u5e40\uff0f\u5c3e\u5e40\u63a7\u5236\u76f4\u89ba\uff0c\u756b\u9762\u5ef6\u4f38\u81ea\u7531\u5ea6\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u540c\u4e00\u500b\u771f\u4eba\u4e3b\u6301\u4eba\u8de8\u4e0d\u540c\u57ce\u5e02\uff0f\u4e0d\u540c\u5834\u666f<\/td>\n<td>Ref2VA<\/td>\n<td>\u6bcf\u6bb5\u90fd\u53ef\u4ee5\u91cd\u65b0\u7528\u4eba\u7269 Reference \u9396\u8eab\u4efd<\/td>\n<\/tr>\n<tr>\n<td>\u8981\u540c\u6642\u53c3\u7167\u4eba\u7269\u3001\u8072\u97f3\u3001\u67d0\u7a2e\u904b\u93e1\u5f71\u7247<\/td>\n<td>Ref2VA<\/td>\n<td>\u539f\u751f\u5c31\u662f Omni-reference \u8def\u5f91<\/td>\n<\/tr>\n<tr>\n<td>\u523b\u610f\u786c\u5207\u5230\u5168\u65b0\u5834\u666f<\/td>\n<td>T2V \/ \u95dc\u9589 Continuity<\/td>\n<td>\u4e0d\u8981\u8b93\u4e0a\u4e00\u6bb5\u5c3e\u7aef\u9650\u5236\u65b0\u93e1\u982d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4ee5\u300c\u540c\u4e00\u4f4d\u65c5\u904a\u7bc0\u76ee\u4e3b\u6301\u4eba\uff0c\u5728\u7f85\u99ac\u9023\u7e8c\u56db\u6bb5\u4ecb\u7d39\u4e0d\u540c\u666f\u9ede\u300d\u70ba\u4f8b\uff0c\u6211\u6703\u504f\u5411 Ref2VA\uff1a\u6bcf\u500b Segment \u90fd\u5171\u7528\u540c\u4e00\u5f35\u4e3b\u6301\u4eba Reference\uff0c\u518d\u8b93 Director \u7dad\u6301\u5fc5\u8981\u7684 continuity\u3002\u9019\u6bd4\u53ea\u9760\u7b2c\u4e00\u6bb5\u5c3e\u5e40\u4e00\u8def\u50b3\u4e0b\u53bb\uff0c\u66f4\u80fd\u964d\u4f4e\u4eba\u7269\u81c9\u90e8\u96a8\u7247\u6bb5\u6162\u6162\u6f02\u79fb\u3002<br \/>\n<a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"prompt\">\u5341\u4e03\u3001\u6700\u5be6\u7528\u7684\u4e00\u62db\uff1a\u8b93 AI \u5e6b\u6bcf\u4e00\u6bb5\u5beb MiniMax H3 Prompt<\/h2>\n<p>Director \u6700\u5927\u7684\u50f9\u503c\u4e4b\u4e00\uff0c\u662f\u300c\u5206\u93e1\u300d\u548c\u300c\u6a21\u578b\u300d\u5206\u958b\u3002\u4f60\u4e0d\u9700\u8981\u81ea\u5df1\u5728 ComfyUI \u88e1\u4e00\u53e5\u4e00\u53e5\u60f3\u53f0\u8a5e\uff1b\u53ef\u4ee5\u5148\u628a\u6574\u652f\u5f71\u7247\u7684\u76ee\u7684\u4ea4\u7d66 ChatGPT \u6216\u5176\u4ed6 AI\uff0c\u8acb\u5b83\u898f\u5283 N \u6bb5\uff0c\u518d\u628a\u6bcf\u6bb5 Prompt \u8cbc\u9032 Timeline\u3002<\/p>\n<p>\u6211\u73fe\u5728\u6703\u7528\u4e0b\u9762\u9019\u7a2e\u6307\u4ee4\uff1a<\/p>\n<pre class=\"mh3-code\"><code>\u4f60\u662f MiniMax H3 Director \u7684\u5206\u93e1\u898f\u5283\u52a9\u624b\u3002\n\u8acb\u628a\u4e3b\u984c\u62c6\u6210 4 \u500b Segment\uff0c\u6bcf\u6bb5 10\u201315 \u79d2\u3002\n\u540c\u4e00\u4f4d\u4e3b\u6301\u4eba\u5fc5\u9808\u7dad\u6301\u4eba\u7269\u4e00\u81f4\u6027\uff0cReference \u4f7f\u7528 &lt;Picture 1&gt;\u3002\n\u6bcf\u6bb5\u53ea\u5b89\u6392 1 \u500b\u4e3b\u8981\u4eba\u7269\u52d5\u4f5c\u8207 1\u20132 \u500b\u4e3b\u8981\u904b\u93e1\uff0c\u907f\u514d 15 \u79d2\u5167\u904e\u5ea6\u64c1\u64e0\u3002\n\u5c0d\u8a71\u4f7f\u7528\u81ea\u7136\u53f0\u7063\u83ef\u8a9e\uff0c\u53f0\u8a5e\u9577\u5ea6\u5fc5\u9808\u80fd\u5728\u8a72\u6bb5\u6642\u9593\u5167\u81ea\u7136\u8aaa\u5b8c\u3002\nPrompt \u672c\u9ad4\u7528\u82f1\u6587\uff0c\u4f46\u5c0d\u8a71\u4fdd\u7559\u7e41\u9ad4\u4e2d\u6587\u3002\n\u6bcf\u6bb5\u8f38\u51fa\uff1a\n1. duration\n2. integrated_multimodal_description\n3. overall_soundscape\n4. non_diegetic_music\n5. continuity note\n\u82e5\u9019\u4e00\u6bb5\u662f\u65b0\u7684\u786c\u5207\u5834\u666f\uff0c\u4e5f\u8acb\u6a19\u8a3b hard cut\u3002<\/code><\/pre>\n<p>MiniMax H3 \u7684 Prompt \u53ef\u4ee5\u628a\u756b\u9762\u3001\u53f0\u8a5e\u8207\u8072\u97f3\u4e00\u8d77\u63cf\u8ff0\u3002\u4f8b\u5982\uff1a<\/p>\n<pre class=\"mh3-code\"><code>integrated_multimodal_description:\nAt 0.00 seconds, fully reference &lt;Picture 1&gt;.\nThe same female travel presenter walks slowly through a Roman street,\nthen stops and looks up at the Pantheon. Begin with a side tracking shot,\nthen reveal the building around the corner.\nShe says: &lt;d&gt;[Chinese] \u6211\u5f88\u559c\u6b61\u7f85\u99ac\u7684\u4e00\u9ede\uff0c\u5c31\u662f\u4e0d\u7528\u7279\u5225\u627e\u666f\u9ede\uff0c\u8d70\u5728\u5df7\u5b50\u88e1\u5c31\u5230\u8655\u90fd\u662f\u6b77\u53f2\u3002&lt;\/d&gt;\noverall_soundscape:\nNatural Rome street ambience, footsteps, distant conversation,\nclear synchronized Mandarin dialogue.\nnon_diegetic_music:\nSoft elegant European travel-documentary music, low volume.<\/code><\/pre>\n<p><strong>\u5be6\u52d9\u5fc3\u5f97\uff1a<\/strong>\u6bcf\u6bb5 15 \u79d2\u4e0d\u8981\u585e\u56db\u500b\u5834\u666f\u3001\u4e94\u500b\u52d5\u4f5c\u3001\u4e09\u53e5\u9577\u53f0\u8a5e\u3002\u9577\u5f71\u7247\u7684\u6b63\u78ba\u505a\u6cd5\u4e0d\u662f\u628a\u6bcf\u6bb5\u58d3\u5230\u6975\u9650\uff0c\u800c\u662f\u591a\u52a0\u4e00\u500b Segment\u3002<\/p>\n<p><figure id=\"attachment_1946\" aria-describedby=\"caption-attachment-1946\" style=\"width: 1475px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-1946\" src=\"https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui2.webp\" alt=\"ComfyUI MiniMax H3 Director Workflow \u64cd\u4f5c\u4ecb\u9762\uff0c\u4f7f\u7528 Ref2VA INT8\u3001Qwen3-VL\u3001Video VAE\u3001Audio VAE \u8207 Turbo LoRA\uff0c\u5c07\u56db\u500b\u666f\u9ede\u7247\u6bb5\u4e32\u63a5\u751f\u6210\u9577\u5f71\u7247\" width=\"1475\" height=\"923\" srcset=\"https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui2.webp 1475w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui2-300x188.webp 300w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui2-1024x641.webp 1024w, https:\/\/skypray.synology.me\/blog\/wp-content\/uploads\/2026\/09\/comfyui2-768x481.webp 768w\" sizes=\"auto, (max-width: 1475px) 100vw, 1475px\" \/><figcaption id=\"caption-attachment-1946\" class=\"wp-caption-text\">ComfyUI MiniMax H3 Director Workflow \u64cd\u4f5c\u4ecb\u9762\uff0c\u4f7f\u7528 Ref2VA INT8\u3001Qwen3-VL\u3001Video VAE\u3001Audio VAE \u8207 Turbo LoRA\uff0c\u5c07\u56db\u500b\u666f\u9ede\u7247\u6bb5\u4e32\u63a5\u751f\u6210\u9577\u5f71\u7247<\/figcaption><\/figure><br \/>\n<a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"face\">\u5341\u516b\u3001\u4eba\u7269\u81c9\u90e8\u4e00\u81f4\u6027\u600e\u9ebc\u6539\u5584\uff1f\u591a\u89d2\u5ea6 Reference\u3001\u69cb\u5716\u3001\u89e3\u6790\u5ea6\u8207\u5f8c\u88fd<\/h2>\n<p>MiniMax H3 \u7684 <code>Ref2VA<\/code> \u5f88\u9069\u5408\u56fa\u5b9a\u771f\u4eba\u4e3b\u6301\u4eba\uff0c\u4f46\u5b83\u672c\u8cea\u4e0a\u4ecd\u662f Reference conditioning\uff0c\u4e0d\u662f\u9010\u5e40\u786c\u9396\u81c9\u3002\u5be6\u969b\u751f\u6210 10\u201315 \u79d2\u53e3\u64ad\u5f71\u7247\u6642\uff0c\u5982\u679c\u4eba\u7269\u8f49\u982d\u3001\u8d70\u52d5\u3001\u5634\u578b\u8b8a\u5316\u5f88\u591a\uff0c\u6216\u93e1\u982d\u62c9\u5f97\u592a\u9060\uff0c\u81c9\u90e8\u4ecd\u53ef\u80fd\u9010\u6f38\u8b8a\u8edf\u3001\u8b8a\u7cca\u6216\u51fa\u73fe identity drift\u3002\u9019\u6642\u5019\u6700\u6709\u6548\u7684\u6539\u5584\u65b9\u5f0f\uff0c\u901a\u5e38\u4e0d\u662f\u5148\u628a Steps \u5f80\u4e0a\u52a0\uff0c\u800c\u662f\u5148\u628a <strong>Reference \u54c1\u8cea\u3001\u4eba\u7269\u5728\u756b\u9762\u4e2d\u7684\u6bd4\u4f8b\u3001\u89e3\u6790\u5ea6\u8207\u55ae\u6bb5\u52d5\u4f5c\u8907\u96dc\u5ea6<\/strong>\u8655\u7406\u597d\u3002<\/p>\n<h3>1. \u4e0d\u8981\u53ea\u653e\u4e00\u5f35\u6b63\u9762\u7167\uff1a\u7528 3 \u5f35\u4e0d\u540c\u89d2\u5ea6 Reference<\/h3>\n<p>\u5982\u679c\u662f\u56fa\u5b9a\u65c5\u904a\u7bc0\u76ee\u4e3b\u6301\u4eba\uff0c\u6211\u6703\u6e96\u5099\u4e09\u5f35\u540c\u4e00\u4eba\u7269\u7684\u4e7e\u6de8\u53c3\u8003\u5716\uff0c\u653e\u9032 Common \/ Global References\uff1a<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>Reference<\/th>\n<th>\u5efa\u8b70\u89d2\u5ea6<\/th>\n<th>\u4e3b\u8981\u7528\u9014<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>Reference 1<\/code><\/td>\n<td>\u6b63\u9762\u5168\u8eab<\/td>\n<td>\u5efa\u7acb\u6574\u9ad4\u8eab\u5f62\u3001\u670d\u88dd\u3001\u9aee\u578b\u8207\u6b63\u9762\u81c9\u90e8\u57fa\u6e96<\/td>\n<\/tr>\n<tr>\n<td><code>Reference 2<\/code><\/td>\n<td>\u5fae\u5074 30\u201345\u00b0 \u5168\u8eab<\/td>\n<td>\u88dc\u8db3\u8f49\u982d\u3001\u5074\u81c9\u8207\u884c\u8d70\u93e1\u982d\u6642\u7684\u4e94\u5b98\u8cc7\u8a0a<\/td>\n<\/tr>\n<tr>\n<td><code>Reference 3<\/code><\/td>\n<td>\u53e6\u4e00\u5074 30\u201345\u00b0\uff0c\u6216\u6e05\u695a\u534a\u8eab\u7167<\/td>\n<td>\u88dc\u53e6\u4e00\u5074\u8f2a\u5ed3\uff1b\u534a\u8eab\u7167\u4e5f\u80fd\u63d0\u4f9b\u66f4\u591a\u773c\u775b\u3001\u9f3b\u5b50\u3001\u5634\u578b\u7d30\u7bc0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4e09\u5f35\u5716\u6700\u597d\u7dad\u6301\u540c\u4e00\u9aee\u578b\u3001\u76f8\u8fd1\u599d\u611f\u3001\u63a5\u8fd1\u7684\u5e74\u9f61\u611f\u8207\u670d\u88dd\u98a8\u683c\u3002\u81c9\u90e8\u8981\u6e05\u695a\uff0c\u4e0d\u8981\u88ab\u982d\u9aee\u3001\u58a8\u93e1\u6216\u5e3d\u6cbf\u906e\u4f4f\uff0c\u5149\u7dda\u4e5f\u76e1\u91cf\u5747\u52fb\u3002\u5c0d\u4e3b\u6301\u4eba\u985e\u578b\u5f71\u7247\u4f86\u8aaa\uff0c<strong>\u5176\u4e2d\u4e00\u5f35\u4f7f\u7528\u8f03\u8fd1\u7684\u534a\u8eab Reference\uff0c\u901a\u5e38\u6bd4\u4e09\u5f35\u90fd\u662f\u9060\u8ddd\u5168\u8eab\u7167\u66f4\u6709\u50f9\u503c<\/strong>\uff0c\u56e0\u70ba\u6a21\u578b\u53ef\u4ee5\u53d6\u5f97\u66f4\u591a\u771f\u6b63\u7684\u81c9\u90e8\u50cf\u7d20\u3002<\/p>\n<h3>2. Reference \u7684\u81c9\u8981\u4eae\u3001\u4e7e\u6de8\u3001\u89d2\u5ea6\u4e92\u88dc<\/h3>\n<ul>\n<li>\u81c9\u90e8\u6b63\u78ba\u66dd\u5149\uff0c\u773c\u775b\u3001\u9f3b\u7ffc\u3001\u5634\u89d2\u8207\u4e0b\u984e\u8f2a\u5ed3\u6e05\u695a\u3002<\/li>\n<li>\u907f\u514d\u904e\u5f37\u5074\u5149\u3001\u9006\u5149\u3001\u58a8\u93e1\u3001\u5e3d\u6cbf\u906e\u81c9\u3002<\/li>\n<li>\u6b63\u9762\u8207\u5de6\u53f3 30\u201345\u00b0 \u89d2\u5ea6\u4e92\u88dc\uff0c\u4e0d\u8981\u4e09\u5f35\u90fd\u662f\u5e7e\u4e4e\u76f8\u540c\u59ff\u52e2\u3002<\/li>\n<li>\u5982\u679c\u89d2\u8272\u8a2d\u5b9a\u662f\u7626\u9ad8\u65c5\u904a\u4e3b\u6301\u4eba\uff0c\u4e09\u5f35\u5716\u7684\u8eab\u5f62\u6bd4\u4f8b\u4e5f\u76e1\u91cf\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<h3>3. \u8aaa\u8a71\u6642\u8b93\u81c9\u4f54\u756b\u9762\u66f4\u591a\uff1aMedium shot \/ Medium close-up<\/h3>\n<p>\u5f71\u7247\u89e3\u6790\u5ea6\u56fa\u5b9a\u6642\uff0c\u4eba\u7269\u96e2\u93e1\u982d\u8d8a\u9060\uff0c\u81c9\u5be6\u969b\u5206\u5230\u7684\u50cf\u7d20\u5c31\u8d8a\u5c11\u3002\u5373\u4f7f\u6574\u5f35\u756b\u9762\u770b\u8d77\u4f86\u9084\u4e0d\u932f\uff0c\u9060\u666f\u4e2d\u7684\u81c9\u4ecd\u53ef\u80fd\u53ea\u6709\u5f88\u5c0f\u4e00\u584a\uff0c\u56e0\u6b64 H3 \u5f88\u96e3\u5728\u6bcf\u4e00\u5e40\u90fd\u7dad\u6301\u7cbe\u7d30\u4e94\u5b98\u3002<\/p>\n<pre class=\"mh3-code\"><code>\u53e3\u64ad\u3001\u4ecb\u7d39\u666f\u9ede\uff1a\n\u512a\u5148 \u2192 medium shot \/ medium close-up\n\n\u7d14\u770b\u98a8\u666f\uff1a\n\u53ef\u4ee5 \u2192 wide shot\n\n\u9577\u6642\u9593\u908a\u8d70\u908a\u8aaa\uff1a\n\u4e0d\u8981\u8b93\u4eba\u7269\u4e00\u76f4\u7dad\u6301\u5728\u5f88\u5c0f\u7684\u9060\u666f\u6bd4\u4f8b<\/code><\/pre>\n<p>\u5c24\u5176\u662f\u6709\u4e2d\u6587\u5634\u578b\u7684\u4e3b\u6301\u4eba\u7247\u6bb5\uff0c\u5634\u5df4\u6bcf\u4e00\u5e40\u90fd\u5728\u8b8a\uff0c\u5982\u679c\u540c\u6642\u518d\u505a\u5927\u5e45\u8f49\u982d\u3001\u5feb\u901f\u884c\u8d70\u8207\u5f37\u70c8\u904b\u93e1\uff0cidentity drift \u6703\u66f4\u5bb9\u6613\u767c\u751f\u3002<\/p>\n<h3>4. RTX 5070\uff1a\u5efa\u8b70\u8dd1 0.4 MP\uff0c0.5 MP \u5c31\u6709\u6a5f\u6703 OOM<\/h3>\n<p>\u672c\u6587\u5206\u4eab\u7684\u76f4\u5f0f\u756b\u5e03\u70ba <code>480\u00d7864<\/code>\uff0c\u7d04 <code>0.4 MP<\/code>\uff0c\u4e5f\u662f\u6211\u5c0d RTX 5070 12GB \u7684\u5efa\u8b70\u89e3\u6790\u5ea6\u3002\u5be6\u969b\u6e2c\u8a66\u4e2d\uff0c\u5347\u5230 <code>544\u00d7960<\/code>\uff08\u7d04 0.5 MP\uff09\u5c31\u6709\u6a5f\u6703 OOM\uff08\u8a18\u61b6\u9ad4\u4e0d\u8db3\uff0c\u8aaa\u660e\u898b\u7b2c\u5341\u4e5d\u7ae0\uff09\u3002\u4eba\u81c9\u4e0d\u5920\u6e05\u695a\u6642\uff0c\u4e0d\u8981\u5148\u9760\u52a0\u89e3\u6790\u5ea6\u89e3\u6c7a\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u7d1a\u8ddd<\/th>\n<th>9:16 \u53ef\u7528\u5c3a\u5bf8\u4f8b<\/th>\n<th>\u76f8\u5c0d\u50cf\u7d20\u91cf<\/th>\n<th>RTX 5070 12GB \u5efa\u8b70<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7d04 0.4 MP<\/td>\n<td><code>480\u00d7864<\/code><\/td>\n<td>1.00\u00d7<\/td>\n<td><strong>\u5efa\u8b70\u7684\u65e5\u5e38\u8a2d\u5b9a<\/strong>\uff1a\u672c\u6587 Workflow \u7684\u9810\u8a2d\u503c<\/td>\n<\/tr>\n<tr>\n<td>\u7d04 0.5 MP<\/td>\n<td><code>544\u00d7960<\/code>\uff08\u7d04 0.52 MP\uff09<\/td>\n<td>\u7d04 1.25\u20131.30\u00d7<\/td>\n<td><strong>\u6709\u6a5f\u6703 OOM\uff0c\u4e0d\u5efa\u8b70<\/strong>\uff1b\u662f\u5426\u7206\u6389\u4e5f\u6703\u53d7\u7247\u9577\u3001Reference \u6578\u91cf\u8207\u5176\u4ed6\u7a0b\u5f0f\u4f54\u7528\u5f71\u97ff<\/td>\n<\/tr>\n<tr>\n<td>0.6 MP \u4ee5\u4e0a<\/td>\n<td>\u4f9d\u7bc0\u9ede\u5141\u8a31\u5c3a\u5bf8\u9010\u6b65\u5f80\u4e0a<\/td>\n<td>\u7d04 1.5\u00d7 \u4ee5\u4e0a<\/td>\n<td>\u66f4\u5bb9\u6613 OOM\uff0c12GB \u4e0d\u5efa\u8b70<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4eba\u81c9\u7cca\u7684\u6642\u5019\uff0c\u6211\u6703\u4f9d\u9019\u500b\u9806\u5e8f\u8655\u7406\uff1a<strong>\u4e09\u5f35\u4e92\u88dc\u89d2\u5ea6 Reference \u2192 \u8aaa\u8a71\u6642\u62c9\u8fd1\u4eba\u7269\uff08medium shot \/ medium close-up\uff09\u2192 \u7e2e\u77ed\u6bcf\u6bb5\u9577\u5ea6 \u2192 \u8f15\u5ea6\u5f8c\u88fd<\/strong>\uff0c\u89e3\u6790\u5ea6\u7dad\u6301 <code>480\u00d7864<\/code>\u3002\u5c0d\u76ee\u524d\u9019\u5957 <code>Ref2VA INT8 + Ref2V Turbo 8-step<\/code> \u800c\u8a00\uff0c\u9019\u6bd4\u5347\u89e3\u6790\u5ea6\u6216\u628a <code>Steps 8<\/code> \u786c\u6539\u6210 12 \u6216 16 \u66f4\u7a69\u3002<\/p>\n<p>\u5982\u679c\u771f\u7684\u60f3\u8a66 0.5 MP\uff0c\u5148\u5099\u4efd Workflow\uff0c\u5728\u555f\u52d5\u53c3\u6578\u52a0\u4e0a <code>--reserve-vram 2.0<\/code>\uff08\u898b\u7b2c\u5341\u4e5d\u7ae0\uff09\uff0c\u4e26\u5148\u7528\u77ed\u7247\u6bb5\u6e2c\u8a66\uff0c\u505a\u597d OOM \u7684\u5fc3\u7406\u6e96\u5099\u3002<\/p>\n<h3>5. \u81c9\u5f88\u91cd\u8981\u7684\u7247\u6bb5\uff0c\u4e0d\u4e00\u5b9a\u8981\u786c\u6490\u6eff 15 \u79d2<\/h3>\n<p>15 \u79d2\u4e0d\u662f\u4e00\u5b9a\u8981\u7528\u6eff\u3002\u4eba\u7269\u9700\u8981\u9577\u6642\u9593\u8aaa\u8a71\u3001\u8f49\u982d\u3001\u8d70\u52d5\u6642\uff0c\u81c9\u90e8 drift \u6703\u96a8\u6642\u9593\u7d2f\u7a4d\u3002\u82e5\u67d0\u4e00\u6bb5\u7279\u5225\u91cd\u8996\u4e3b\u6301\u4eba\u8868\u60c5\u8207\u5634\u578b\uff0c\u53ef\u4ee5\u8003\u616e\u62c6\u6210 <strong>8\u201310 \u79d2<\/strong>\uff0c\u518d\u65b0\u589e\u4e0b\u4e00\u500b Segment\u3002Director \u672c\u4f86\u5c31\u9069\u5408\u7528\u591a\u6bb5 Timeline \u63db\u53d6\u7a69\u5b9a\u5ea6\u3002<\/p>\n<h3>6. Prompt \u88e1\u660e\u78ba\u5beb\u300c\u8eab\u4efd\u4e0d\u8b8a\u300d\uff0c\u4f46\u4e0d\u8981\u53ea\u9760 Prompt<\/h3>\n<pre class=\"mh3-code\"><code>Preserve exact facial identity in every frame.\nKeep facial proportions, eye shape, nose shape, mouth shape,\njawline, hairstyle, and apparent age unchanged.\nAvoid facial drift during head turns and speech.\nFavor medium close-up framing while speaking.\nKeep the face sharp, well-focused, and evenly lit.<\/code><\/pre>\n<p>\u9019\u985e\u6587\u5b57\u53ef\u4ee5\u5e6b\u52a9\u6a21\u578b\u7406\u89e3\u512a\u5148\u7d1a\uff0c\u4f46\u4e0d\u80fd\u53d6\u4ee3\u597d\u7684 Reference \u8207\u89e3\u6790\u5ea6\u3002<\/p>\n<h3>7. \u751f\u6210\u5f8c\u9084\u80fd\u505a\u4ec0\u9ebc\uff1fFace consistency \u8207 Face restoration \u8981\u5206\u958b\u770b<\/h3>\n<p><strong>Face consistency \/ identity pass<\/strong> \u7684\u76ee\u7684\u662f\u8b93\u6bcf\u4e00\u5e40\u7684\u81c9\u66f4\u63a5\u8fd1\u540c\u4e00\u4f4d Reference\uff1b<strong>Face restoration<\/strong> \u5247\u4e3b\u8981\u6539\u5584\u5df2\u7d93\u751f\u6210\u4f46\u504f\u7cca\u7684\u773c\u775b\u3001\u9f3b\u5b50\u3001\u5634\u5df4\u8207\u76ae\u819a\u7d30\u7bc0\u3002\u5169\u8005\u4e0d\u662f\u540c\u4e00\u4ef6\u4e8b\u3002<\/p>\n<p>ComfyUI \u5e38\u898b\u5de5\u5177\u5305\u542b FaceDetailer\u3001ReActor\u3001InstantID\u3001IPAdapter FaceID\u3001PuLID\uff0c\u4ee5\u53ca GFPGAN \/ CodeFormer \u985e restoration\u3002\u7528\u5728\u5f71\u7247\u6642\u8981\u7279\u5225\u6ce8\u610f temporal consistency\uff1a\u5982\u679c\u6bcf\u4e00\u5e40\u7368\u7acb\u4fee\u81c9\uff0c\u53cd\u800c\u53ef\u80fd\u7522\u751f\u9583\u720d\u3002<\/p>\n<p>\u5c0d\u6709\u4e2d\u6587\u53e3\u64ad\u8207\u5634\u578b\u7684\u4e3b\u6301\u4eba\uff0c\u4e0d\u5efa\u8b70\u4e00\u958b\u59cb\u5c31\u505a\u5f88\u91cd\u7684 face swap \u6216 restoration\uff0c\u56e0\u70ba\u53ef\u80fd\u628a\u8868\u60c5\u8207 lip sync \u4fee\u58de\u3002\u6bd4\u8f03\u7a69\u59a5\u7684\u9806\u5e8f\u662f\uff1a<\/p>\n<pre class=\"mh3-code\"><code>MiniMax H3 Ref2VA 8-step\n        \u2193\n\u8f15\u5ea6 face consistency \/ identity correction\n        \u2193\n\u8f15\u5ea6 face restoration\n        \u2193\n\u6aa2\u67e5 flicker\u3001\u5634\u578b\u8207\u8868\u60c5\n        \u2193\n\u6700\u5f8c\u518d\u526a\u8f2f\u8f38\u51fa<\/code><\/pre>\n<p><strong>\u7c21\u55ae\u7d50\u8ad6\uff1a<\/strong>\u5982\u679c\u53ea\u662f\u89ba\u5f97\u81c9\u7a0d\u5fae\u7cca\uff0c\u512a\u5148\u9806\u5e8f\u5efa\u8b70\u662f\uff1a<strong>\u4e09\u5f35\u4e92\u88dc\u89d2\u5ea6 Reference \u2192 \u8aaa\u8a71\u6642\u62c9\u8fd1\u4eba\u7269 \u2192 \u7dad\u6301 0.4 MP\uff080.5 MP \u6709\u6a5f\u6703 OOM\uff09\u2192 \u5fc5\u8981\u6642\u628a 15 \u79d2\u62c6\u77ed \u2192 \u6700\u5f8c\u624d\u505a\u8f15\u5ea6 face consistency \/ restoration<\/strong>\u3002<\/p>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"5070\">\u5341\u4e5d\u3001RTX 5070 12GB + 32GB RAM\uff1a\u6211\u6703\u600e\u9ebc\u914d\uff1fOOM \u8207 &#8211;reserve-vram \u600e\u9ebc\u8655\u7406\uff1f<\/h2>\n<p>RTX 5070 \u4e0d\u662f\u4e0d\u80fd\u8dd1 MiniMax H3\uff0c\u4f46\u8981\u63a5\u53d7\u4e00\u4ef6\u4e8b\uff1a12GB VRAM \u4e0d\u53ef\u80fd\u628a\u6240\u6709 H3 \u7d44\u4ef6\u90fd\u5e38\u99d0\u986f\u5361\u3002ComfyUI \u6703\u52d5\u614b\u628a\u6b0a\u91cd\u5728 GPU \/ RAM \u4e4b\u9593\u642c\u52d5\uff1b\u771f\u6b63\u5f71\u97ff\u9ad4\u611f\u7684\u4e0d\u53ea\u662f\u7b97\u529b\uff0c\u4e5f\u5305\u62ec\u300c\u6bcf\u6b21\u642c\u591a\u5c11\u8cc7\u6599\u300d\u3002\u56e0\u6b64\u4f4e\u4f4d\u5143\u6a21\u578b\u8207 Turbo LoRA \u5f88\u6709\u50f9\u503c\u3002<\/p>\n<h3>\u672c\u6587\u5206\u4eab Workflow \u7684 Ref2V \u7d44\u5408<\/h3>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u89d2\u8272<\/th>\n<th>\u63a8\u85a6\u6a94\u6848<\/th>\n<th>\u7406\u7531<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4e3b\u6a21\u578b<\/td>\n<td><code>minimax_h3_ref2va_pruned_int8_convrot.safetensors<\/code><\/td>\n<td>\u6211\u76ee\u524d\u5be6\u969b\u4f7f\u7528\u7684\u4e3b\u6a21\u578b\u3002\u5b98\u65b9 INT8 ConvRot \u76f8\u5bb9\u6027\u8207\u7a69\u5b9a\u6027\u8f03\u597d\uff0c\u642d\u914d ComfyUI \u52d5\u614b offload\uff0c\u5728 RTX 5070 12GB + 32GB RAM \u4e0a\u8f03\u7701\u4e8b<\/td>\n<\/tr>\n<tr>\n<td>Text Encoder<\/td>\n<td><code>qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors<\/code><\/td>\n<td>\u65e5\u5e38\u9996\u9078\uff1a\u5b98\u65b9 H3 \u4f4e\u8a18\u61b6\u9ad4 Qwen\uff0c\u7d04 15.7 GB\uff1b\u6bd4 24.55 GiB Ultra Uncensored INT8 \u66f4\u9069\u5408 32GB RAM\u3002\u82e5\u7279\u5b9a Prompt \u5bb9\u6613\u88ab\u524d\u7f6e\u8a9e\u8a00\u5c64\u5f31\u5316\uff0c\u518d\u5207\u63db Ultra Heretic<\/td>\n<\/tr>\n<tr>\n<td>Video VAE<\/td>\n<td><code>minimax_h3_video_vae_fp16.safetensors<\/code><\/td>\n<td>\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td>Audio VAE<\/td>\n<td><code>minimax_h3_audio_vae_fp32.safetensors<\/code><\/td>\n<td>\u5fc5\u8981\uff1b\u4fdd\u7559 H3 \u539f\u751f\u8072\u97f3<\/td>\n<\/tr>\n<tr>\n<td>Turbo LoRA<\/td>\n<td><code>minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors<\/code><\/td>\n<td>\u5fc5\u8981\uff1bRef2V 8-step Turbo\uff0cstrength 1.0\uff0c\u642d\u914d Steps = 8<\/td>\n<\/tr>\n<tr>\n<td>Prompt Tail<\/td>\n<td>\u4e0d\u8f09<\/td>\n<td>\u7528\u5916\u90e8 AI \u5beb\u597d Prompt \u6642\u6c92\u6709\u5fc5\u8981\u591a\u5403\u7d04 7 GB<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u89e3\u6790\u5ea6\u8207\u7247\u9577<\/h3>\n<p>\u672c\u6587\u76ee\u524d\u5206\u4eab\u7684 Workflow \u662f\u76f4\u5f0f <code>9:16<\/code>\u3001\u7d04 <code>0.4 MP<\/code>\uff0c\u5be6\u969b\u8f38\u51fa\u70ba <code>480\u00d7864<\/code>\u3001<code>24 FPS<\/code>\u3002\u9019\u662f RTX 5070 12GB \u4e0a\u5f88\u5be6\u969b\u7684\u8d77\u9ede\u3002RTX 5070 12GB \u6211\u5efa\u8b70\u5c31\u505c\u5728 0.4 MP\uff1a\u50cf\u7d20\u91cf\u7d04\u6bd4 0.5 MP\uff08<code>544\u00d7960<\/code>\uff0c\u7d04 <code>0.52 MP<\/code>\uff09\u5c11 20\u201325%\uff0c\u5be6\u6e2c 0.5 MP \u5c31\u6709\u6a5f\u6703 OOM\u3002\u8de8\u904e 12GB VRAM \u7684\u81e8\u754c\u9ede\u5f8c\uff0c\u8981\u561b\u56e0 RAM \/ VRAM \u642c\u904b\u800c\u7a81\u7136\u8b8a\u6162\uff0c\u8981\u561b\u76f4\u63a5 OOM\u3002\u60f3\u770b\u81c9\u66f4\u6e05\u695a\uff0c\u8acb\u512a\u5148\u7528 Reference \u8207\u69cb\u5716\u8655\u7406\uff08\u898b\u7b2c\u5341\u516b\u7ae0\uff09\u3002<\/p>\n<h3>Steps<\/h3>\n<p>\u672c\u6587\u5206\u4eab\u7248 R2V \u4f7f\u7528 <code>Ref2V 8-step v1.0 768p<\/code> Turbo LoRA\u3001FL2V \u4f7f\u7528 <code>FL2V 8-step v1.0<\/code> Turbo LoRA\uff0c\u56e0\u6b64 Director \u7684 <code>steps = 8<\/code>\u3002\u5c0d RTX 5070 12GB \u800c\u8a00\uff0c\u82e5\u8981\u6539\u5584\u901f\u5ea6\uff0c\u512a\u5148\u8003\u616e\u89e3\u6790\u5ea6\u3001\u7247\u9577\u3001Reference \u6578\u91cf\u8207 VRAM offload\uff0c\u800c\u4e0d\u662f\u4efb\u610f\u628a Steps \u6539\u4f4e\u6216\u6539\u9ad8\u3002<\/p>\n<h3>\u76ee\u524d\u5206\u4eab Workflow \u7684\u5b8c\u6574\u6838\u5fc3\u7d44\u5408<\/h3>\n<pre class=\"mh3-code\"><code>\u4e3b\u6a21\u578b\uff1a\nminimax_h3_ref2va_pruned_int8_convrot.safetensors\n\nText Encoder\uff1a\nqwen3vl_32b_minimax_h3_nvfp4_awq.safetensors\n\nVideo VAE\uff1a\nminimax_h3_video_vae_fp16.safetensors\n\nAudio VAE\uff1a\nminimax_h3_audio_vae_fp32.safetensors\n\nTurbo LoRA\uff1a\nminimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors\nstrength = 1.0\n\nTask\uff1a\nR2V\n\nSteps       = 8\nSampler     = res_multistep\nScheduler   = simple\nShift Video = 12\nShift Audio = 3\n\nFPS          = 24\n\u756b\u5e03         = 480\u00d7864\uff089:16\uff0c\u7d04 0.4 MP\uff09\nRef Max Size = 864\nRef image size = match\uff08\u6bcf\u500b Segment \u90fd\u78ba\u8a8d\uff1b\u4e0d\u8981\u76f4\u63a5\u7528 max\uff09\n\nClear VRAM between segments = true<\/code><\/pre>\n<h3>32GB RAM \u7684\u73fe\u5be6<\/h3>\n<p>\u5b98\u65b9 21GB UNET + 15.7GB NVFP4 Text Encoder + 5.21GB Video VAE \u5df2\u7d93\u8d85\u904e 32GB \u7684\u300c\u5168\u90e8\u540c\u6642\u5e38\u99d0\u300d\u7a7a\u9593\uff0c\u66f4\u5225\u8aaa Windows\u3001ComfyUI \u8207\u66ab\u5b58\u3002\u56e0\u6b64 32GB \u53ef\u4ee5\u8dd1\uff0c\u4f46\u52d5\u614b offload \u548c Page File \u5e7e\u4e4e\u662f\u5fc5\u7136\u3002\u82e5 H3 \u6703\u8b8a\u6210\u56fa\u5b9a\u5de5\u5177\uff0c\u5347\u5230 64GB RAM \u5c0d\u7a69\u5b9a\u6027\u8207\u6e1b\u5c11\u78c1\u789f\u63db\u9801\u6703\u5f88\u6709\u611f\u3002<\/p>\n<p><strong>SageAttention \u8981\u4e0d\u8981\u88dd\uff1f<\/strong>\u6211\u4e0d\u6703\u628a\u5b83\u5217\u70ba RTX 5070 \u7684\u7b2c\u4e00\u500b\u512a\u5316\u9805\u76ee\u300250 \u7cfb\u5217 Blackwell \u7684 SageAttention Wheel \u8207 Python \/ Torch \/ CUDA \/ sm_120 \u5fc5\u9808\u5b8c\u5168\u5339\u914d\uff0c\u88dd\u932f\u53cd\u800c\u8b93\u74b0\u5883\u58de\u6389\u3002\u5148\u628a\u300cTurbo LoRA\u3001NVFP4\u3001INT8 \u4e3b\u6a21\u578b\u3001\u5408\u7406\u89e3\u6790\u5ea6\u300d\u505a\u597d\uff0c\u901a\u5e38\u6bd4\u5192\u96aa\u585e\u4e00\u9846\u4e0d\u5408\u7248\u672c\u7684 SageAttention \u66f4\u5be6\u969b\u3002<\/p>\n<h3 id=\"oom\">\u4f4e VRAM\uff0fAMD \u986f\u5361\uff1aOOM\u3001\u76f4\u63a5\u5d29\u6f70\u8207 &#8211;reserve-vram<\/h3>\n<p><strong>OOM \u662f\u4ec0\u9ebc\uff1f<\/strong>OOM \u662f Out Of Memory\uff0c\u4e5f\u5c31\u662f\u8a18\u61b6\u9ad4\u4e0d\u8db3\u3002\u751f\u6210\u5f71\u7247\u6642\uff0c\u6a21\u578b\u6b0a\u91cd\u3001\u904b\u7b97\u4e2d\u9593\u7d50\u679c\u8207\u6700\u5f8c\u89e3\u78bc\u6210\u5f71\u7247\u7684\u756b\u9762\uff0c\u90fd\u8981\u653e\u9032\u986f\u793a\u5361\u7684 VRAM\u3002\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 \u901a\u5e38\u6703\u628a\u7576\u4e0b\u7684\u7bc0\u9ede\u6a19\u6210\u7d05\u8272\uff0c\u4e26\u986f\u793a\u985e\u4f3c <code>OutOfMemoryError<\/code> \u6216 <code>CUDA out of memory<\/code> \u7684\u8a0a\u606f\uff08\u6587\u5b57\u4f9d\u986f\u5361\u8207\u7248\u672c\u800c\u7570\uff09\u3002\u9019\u6642 ComfyUI \u9084\u6d3b\u8457\uff0c\u6539\u8a2d\u5b9a\u5f8c\u53ef\u4ee5\u518d\u6309\u4e00\u6b21 Queue\u3002<\/p>\n<p><strong>\u70ba\u4ec0\u9ebc\u8d85\u904e 0.4 MP \u5c31\u5bb9\u6613 OOM\uff0c\u9023 NVIDIA \u4e5f\u4e00\u6a23\uff1f<\/strong>VRAM \u4e3b\u8981\u88ab\u4e09\u4ef6\u4e8b\u5403\u6389\uff1a\u6a21\u578b\u6b0a\u91cd\uff08\u672c\u6587 21GB \u7684\u4e3b\u6a21\u578b\u672c\u4f86\u5c31\u6bd4 12GB VRAM \u5927\uff0c\u5fc5\u9808\u9760 offload\uff09\u3001\u96a8\u300c\u50cf\u7d20\u6578 \u00d7 \u5f71\u683c\u6578\u300d\u653e\u5927\u7684\u904b\u7b97\u7a7a\u9593\uff0c\u4ee5\u53ca\u6700\u5f8c Video VAE \u89e3\u78bc\u7684\u77ac\u9593\u5c16\u5cf0\u300215 \u79d2 \u00d7 24 FPS \u7684\u5f71\u683c\u5f88\u591a\uff0c0.5 MP \u53c8\u6bd4 0.4 MP \u591a 25\u201330% \u50cf\u7d20\uff0cReference \u5716\u8d8a\u591a\u901a\u5e38\u4e5f\u4f54\u8d8a\u591a\u7a7a\u9593\u3002\u52a0\u8d77\u4f86\u4e00\u65e6\u8de8\u904e 12GB \u7684\u81e8\u754c\u9ede\uff0c\u72c0\u6cc1\u5c31\u6703\u5f9e\u300c\u6162\u4e00\u9ede\u300d\u76f4\u63a5\u8b8a\u6210 OOM\uff0c\u800c\u4e0d\u662f\u6162\u6162\u8b8a\u5dee\u3002\u6240\u4ee5 0.4 MP \u8dd1\u5f97\u52d5\u30010.5 MP \u537b\u7a81\u7136\u7206\u6389\u4e26\u4e0d\u5947\u602a\u3002<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>OOM<\/th>\n<th>\u76f4\u63a5\u5d29\u6f70<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u756b\u9762\u8868\u73fe<\/td>\n<td>\u7bc0\u9ede\u8b8a\u7d05\u4e26\u8df3\u51fa\u932f\u8aa4\u8a0a\u606f\uff0c\u9ed1\u8272\u8996\u7a97\u9084\u5728<\/td>\n<td>\u9ed1\u8272\u8996\u7a97\u7a81\u7136\u6d88\u5931\u3001\u9ed1\u5c4f\u6216\u9583\u720d\u3001\u9a45\u52d5\u7a0b\u5f0f\u91cd\u7f6e\uff0c\u56b4\u91cd\u6642\u6574\u53f0\u96fb\u8166\u7576\u4f4f<\/td>\n<\/tr>\n<tr>\n<td>\u6709\u6c92\u6709\u932f\u8aa4\u8a0a\u606f<\/td>\n<td>\u6709\uff0clog \u4e2d\u6703\u770b\u5230 out of memory \u4e4b\u985e\u7684\u5b57\u6a23<\/td>\n<td>\u901a\u5e38\u6c92\u6709\uff0c\u6216 log \u5728\u4e2d\u9014\u5c31\u65b7\u6389<\/td>\n<\/tr>\n<tr>\n<td>\u600e\u9ebc\u8655\u7406<\/td>\n<td>\u964d\u4f4e\u89e3\u6790\u5ea6\u3001\u7247\u9577\u8207 Reference \u6578\u91cf\uff0c\u518d\u52a0 <code>--reserve-vram<\/code><\/td>\n<td>\u5148\u7528\u540c\u6a23\u65b9\u6cd5\u964d\u4f4e VRAM \u58d3\u529b\uff0c\u4ecd\u5d29\u6f70\u518d\u6aa2\u67e5\u9a45\u52d5\u3001ROCm \/ PyTorch \u7248\u672c\u3001\u6563\u71b1\u8207\u96fb\u6e90<\/td>\n<\/tr>\n<tr>\n<td>\u5e38\u898b\u65bc<\/td>\n<td>NVIDIA\u3001AMD \u90fd\u6703\u9047\u5230<\/td>\n<td>\u4f9d\u6211\u7684\u7d93\u9a57\u8207\u793e\u7fa4\u56de\u5831\uff0cAMD \u986f\u5361\u8f03\u5e38\u9047\u5230\uff08\u9019\u662f\u7d93\u9a57\u8aaa\u660e\uff0c\u4e0d\u662f\u5b98\u65b9\u7d71\u8a08\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong><code>--reserve-vram<\/code> \u662f\u4ec0\u9ebc\uff1f<\/strong>\u9019\u662f ComfyUI \u7684\u555f\u52d5\u53c3\u6578\uff0c\u55ae\u4f4d\u662f GB\u3002\u5b98\u65b9\u8aaa\u660e\u662f\u300c\u4fdd\u7559\u7d66\u4f5c\u696d\u7cfb\u7d71\u8207\u5176\u4ed6\u8edf\u9ad4\u4f7f\u7528\u7684 VRAM\u300d\uff0c\u9810\u8a2d\u6703\u4f9d\u4f5c\u696d\u7cfb\u7d71\u4fdd\u7559\u4e00\u4e9b\uff08\u5be6\u969b\u6578\u503c\u5b98\u65b9\u672a\u6a19\u660e\uff09\u3002\u8a2d\u5f97\u8d8a\u5927\uff0cComfyUI \u80fd\u7528\u7684 VRAM \u5c31\u8d8a\u5c11\uff0c\u6703\u8f03\u65e9\u628a\u6a21\u578b\u642c\u5230 RAM\uff0c\u63db\u4f86\u4e00\u6bb5\u7559\u7d66 Windows\u3001\u700f\u89bd\u5668\u8207\u66ab\u6642\u5c16\u5cf0\u7684\u7de9\u885d\u3002\u4ee3\u50f9\u662f\u642c\u904b\u8b8a\u591a\u3001\u901f\u5ea6\u8b8a\u6162\uff0c\u7b49\u65bc\u7528\u901f\u5ea6\u63db\u7a69\u5b9a\u3002<\/p>\n<p><strong>\u600e\u9ebc\u52a0\uff1f<\/strong>\u5148\u628a\u555f\u52d5\u6a94\uff08NVIDIA \u662f <code>run_nvidia_gpu.bat<\/code>\uff0cAMD \u7248 Portable \u662f <code>run_amd_gpu.bat<\/code>\uff09\u8907\u88fd\u4e00\u4efd\u5099\u4efd\uff0c\u518d\u7528\u8a18\u4e8b\u672c\u958b\u555f\uff0c\u628a\u53c3\u6578\u63a5\u5728 <code>main.py<\/code> \u90a3\u4e00\u884c\u7684\u6700\u5f8c\u9762\u3002\u5404\u7248\u672c\u5167\u5bb9\u7565\u6709\u4e0d\u540c\uff0c\u539f\u5247\u662f\u53c3\u6578\u653e\u5728\u540c\u4e00\u884c\u5c3e\u7aef\uff1a<\/p>\n<pre class=\"mh3-code\"><code>.\\python_embeded\\python.exe -s ComfyUI\\main.py --windows-standalone-build --reserve-vram 2.0<\/code><\/pre>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u8a2d\u5b9a<\/th>\n<th>\u4ec0\u9ebc\u6642\u5019\u7528<\/th>\n<th>\u4ee3\u50f9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--reserve-vram 2.0<\/code><\/td>\n<td>\u7b2c\u4e00\u500b\u8a66\u3002AMD \u986f\u5361\u5d29\u6f70\u3001\u6216 NVIDIA \u5076\u723e OOM<\/td>\n<td>\u8f03\u65e9 offload\uff0c\u901f\u5ea6\u7565\u6162<\/td>\n<\/tr>\n<tr>\n<td><code>--reserve-vram 3.0<\/code><\/td>\n<td>2.0 \u4ecd OOM \u6216\u5d29\u6f70\u6642<\/td>\n<td>offload \u66f4\u591a\uff0c\u751f\u6210\u6642\u9593\u66f4\u9577<\/td>\n<\/tr>\n<tr>\n<td>\u518d\u5f80\u4e0a\u52a0<\/td>\n<td>\u4e0d\u5efa\u8b70\u3002\u7559\u592a\u591a VRAM \u6703\u8b93\u6a21\u578b\u983b\u7e41\u642c\u904b\uff0c\u6642\u9593\u66b4\u589e<\/td>\n<td>\u6b64\u6642\u61c9\u5148\u964d\u89e3\u6790\u5ea6\u3001\u7247\u9577\u8207 Reference<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4e00\u6b21\u53ea\u6539\u4e00\u500b\u6578\u5b57\uff0c\u4e26\u7528\u540c\u4e00\u500b Seed\u3001\u540c\u4e00\u6bb5 Prompt \u6bd4\u8f03\u662f\u5426\u9084\u6703 OOM\uff0c\u4ee5\u53ca\u751f\u6210\u6642\u9593\u589e\u52a0\u591a\u5c11\u3002AMD \u986f\u5361\u8acb\u4f7f\u7528 ComfyUI \u5b98\u65b9\u7684 AMD \u7248 Portable\uff08<code>ComfyUI_windows_portable_amd.7z<\/code>\uff09\uff1b\u672c\u6587 Workflow \u8207\u5be6\u6e2c\u662f\u4ee5 RTX 5070 \u70ba\u6e96\uff0cAMD \u7684\u6578\u503c\u662f\u4f9d\u5b98\u65b9\u53c3\u6578\u8aaa\u660e\u8a2d\u5b9a\u7684\u8d77\u9ede\uff0c\u8acb\u4f9d\u81ea\u5df1\u7684\u986f\u5361\u518d\u5fae\u8abf\u3002<\/p>\n<p>\u9084\u6709\u5e7e\u500b\u76f8\u95dc\u53c3\u6578\uff0c\u5b98\u65b9\u8aaa\u660e\u5982\u4e0b\uff0c\u9700\u8981\u6642\u518d\u52a0\uff1a<\/p>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u53c3\u6578<\/th>\n<th>\u4f5c\u7528<\/th>\n<th>\u6ce8\u610f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--disable-smart-memory<\/code><\/td>\n<td>\u7a4d\u6975\u628a\u6a21\u578b\u5378\u5230 RAM\uff0c\u91cb\u653e VRAM<\/td>\n<td>\u8f03\u6162\uff1bRAM \u4e0d\u5920\u6642\u6703\u66f4\u5e38\u7528\u5230 Page File<\/td>\n<\/tr>\n<tr>\n<td><code>--cache-none<\/code><\/td>\n<td>\u4e0d\u5feb\u53d6\u7bc0\u9ede\u7d50\u679c\uff0c\u964d\u4f4e RAM \/ VRAM \u4f54\u7528<\/td>\n<td>\u6bcf\u6b21\u90fd\u8981\u628a\u6240\u6709\u7bc0\u9ede\u91cd\u8dd1\u4e00\u904d<\/td>\n<\/tr>\n<tr>\n<td><code>--lowvram<\/code> \/ <code>--novram<\/code><\/td>\n<td><code>--novram<\/code> \u662f lowvram \u9084\u4e0d\u5920\u6642\u624d\u7528<\/td>\n<td>\u555f\u7528\u52d5\u614b VRAM \u7ba1\u7406\u6642\uff0c<code>--lowvram<\/code> \u4e0d\u6703\u6709\u4f5c\u7528\uff1b\u8acb\u5148\u7528 <code>--reserve-vram<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>\u9047\u5230 OOM \u6216\u5d29\u6f70\u6642\u7684\u8655\u7406\u9806\u5e8f\uff1a<\/strong><\/p>\n<ol>\n<li>\u89e3\u6790\u5ea6\u56de\u5230 <code>480\u00d7864<\/code>\uff080.4 MP\uff09\u3002<\/li>\n<li>\u7e2e\u77ed\u7247\u6bb5\u3001\u6e1b\u5c11 Reference \u6578\u91cf\u3002<\/li>\n<li>\u52a0 <code>--reserve-vram 2.0<\/code>\uff0c\u4e0d\u884c\u518d\u6539 <code>3.0<\/code>\u3002<\/li>\n<li>\u95dc\u6389\u700f\u89bd\u5668\u5f71\u7247\u3001\u904a\u6232\u7b49\u4e5f\u6703\u5403 VRAM \u7684\u8edf\u9ad4\u3002<\/li>\n<li>\u4ecd\u7136\u76f4\u63a5\u5d29\u6f70\uff1a\u66f4\u65b0\u986f\u5361\u9a45\u52d5\u8207 ComfyUI\uff08AMD \u8acb\u7528\u5b98\u65b9 AMD \u7248\uff09\u3002<\/li>\n<\/ol>\n<p><a href=\"#toc\">\u2191 \u56de\u5230\u76ee\u9304<\/a><\/p>\n<h2 id=\"trouble\">\u4e8c\u5341\u3001\u5e38\u898b\u554f\u984c\u8207\u6392\u67e5<\/h2>\n<div class=\"mh3-table-scroll\">\n<table>\n<thead>\n<tr>\n<th>\u75c7\u72c0<\/th>\n<th>\u512a\u5148\u6aa2\u67e5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Workflow \u6253\u958b\u6574\u6392\u7d05\u8272 Missing Nodes<\/td>\n<td>\u5148\u66f4\u65b0 ComfyUI\uff08\u7b2c\u4e8c\u7ae0\uff0c\u9700 v0.30.0 \u4ee5\u4e0a\uff09\uff1b\u53ea\u6709 Director \u7684\u7bc0\u9ede\u662f\u7d05\u8272\uff0c\u518d\u78ba\u8a8d Director \u662f\u5426\u5b89\u88dd\u6210\u529f\uff08\u7b2c\u4e09\u7ae0\uff09<\/td>\n<\/tr>\n<tr>\n<td>Director \u7bc0\u9ede\u641c\u5c0b\u4e0d\u5230\u3001\u6216\u555f\u52d5\u6642 console \u51fa\u73fe Director \u7684 import error<\/td>\n<td>\u78ba\u8a8d <code>custom_nodes\\ComfyUI_MiniMaxH3_Director<\/code> \u8cc7\u6599\u593e\u5b58\u5728\uff1b\u5957\u4ef6\u8981\u7528 <code>..\\..\\python_embeded\\python.exe -m pip install -r ...<\/code> \u91cd\u65b0\u5b89\u88dd\uff08\u88dd\u5230\u7cfb\u7d71 Python \u662f\u6700\u5e38\u898b\u7684\u932f\u8aa4\uff09\uff1b\u88dd\u5b8c\u8981\u91cd\u65b0\u555f\u52d5 ComfyUI<\/td>\n<\/tr>\n<tr>\n<td>\u7d42\u7aef\u6a5f\u986f\u793a\u300cgit \u4e0d\u662f\u5167\u90e8\u6216\u5916\u90e8\u547d\u4ee4\u300d<\/td>\n<td>Git \u9084\u6c92\u5b89\u88dd\uff0c\u6216\u525b\u88dd\u5b8c\u9084\u6c92\u91cd\u958b\u7d42\u7aef\u6a5f\uff08\u7b2c\u4e00\u7ae0\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u627e\u4e0d\u5230\u6a21\u578b\u3001\u4e0b\u62c9\u9078\u55ae\u662f\u7a7a\u7684<\/td>\n<td>\u6aa2\u67e5 <code>diffusion_models \/ text_encoders \/ vae \/ loras<\/code> \u662f\u5426\u653e\u932f\uff08\u7b2c\u4e94\u7ae0\uff09\uff1b\u653e\u5b8c\u6a94\u6848\u5f8c\u8981\u91cd\u65b0\u6574\u7406\u9801\u9762\u6216\u91cd\u555f ComfyUI\uff1b\u4e5f\u78ba\u8a8d\u6a94\u540d\u6c92\u6709\u88ab\u700f\u89bd\u5668\u52a0\u4e0a <code>(1)<\/code> \u4e4b\u985e\u7684\u5b57\u5c3e<\/td>\n<\/tr>\n<tr>\n<td>\u8f09\u5165 Qwen3-VL \u6642\u5831\u932f\uff0c\u6216\u6587\u5b57\u7406\u89e3\u7d50\u679c\u7570\u5e38<\/td>\n<td>CLIP \u8f09\u5165\u7bc0\u9ede\u7684 type \u5fc5\u9808\u9078 <code>minimax<\/code><\/td>\n<\/tr>\n<tr>\n<td>Ref2V \u537b\u5957 FL2V LoRA<\/td>\n<td>\u6a21\u578b\u8def\u5f91\u8207 LoRA \u5fc5\u9808\u4e00\u81f4<\/td>\n<\/tr>\n<tr>\n<td>8-step Turbo \u751f\u6210\u7d50\u679c\u7570\u5e38<\/td>\n<td>\u5148\u6838\u5c0d LoRA \u662f\u5426\u8207\u6a21\u5f0f\u5c0d\u61c9\uff08R2V \u7528 Ref2V 8-step v1.0\uff0cFL2V \u7528 FL2V 8-step v1.0\uff09\uff0c\u4e26\u78ba\u8a8d Steps=8\u3001Sampler=res_multistep\u3001Scheduler=simple\u3001Shift Video=12\u3001Shift Audio=3<\/td>\n<\/tr>\n<tr>\n<td>\u4eba\u7269\u6bcf\u6bb5\u6108\u4f86\u6108\u4e0d\u50cf<\/td>\n<td>\u9577\u7247\u6539 Ref2VA\uff0c\u6bcf\u6bb5\u91cd\u65b0\u5e36\u540c\u4e00\u4efd Reference\uff1b\u4e0d\u8981\u53ea\u9760\u5c3e\u5e40\u4e00\u8def\u50b3<\/td>\n<\/tr>\n<tr>\n<td>\u4eba\u7269\u81c9\u90e8\u504f\u7cca<\/td>\n<td>\u5148\u628a\u53e3\u64ad\u93e1\u982d\u6539\u6210 medium shot \/ medium close-up\uff1bRTX 5070 \u7dad\u6301 480\u00d7864\uff08\u7d04 0.4 MP\uff09\uff0c\u4e0d\u8981\u5347\u5230 544\u00d7960\uff0c\u8a72\u5c3a\u5bf8\u6709\u6a5f\u6703 OOM<\/td>\n<\/tr>\n<tr>\n<td>\u4eba\u7269\u8f49\u982d\u5f8c\u8b8a\u5f97\u4e0d\u50cf<\/td>\n<td>Common References \u6539\u7528\u6b63\u9762 + \u5de6\u53f3 30\u201345\u00b0 \u591a\u89d2\u5ea6\u540c\u4eba\u7269\u53c3\u8003\u5716\uff1b\u5fc5\u8981\u6642\u52a0\u5165\u6e05\u695a\u534a\u8eab\u7167\u88dc\u81c9\u90e8\u7d30\u7bc0<\/td>\n<\/tr>\n<tr>\n<td>\u53f0\u8a5e\u4f86\u4e0d\u53ca\u8b1b\u5b8c<\/td>\n<td>\u7e2e\u77ed\u53f0\u8a5e\uff0c\u6216\u591a\u65b0\u589e\u4e00\u500b Segment\uff0c\u4e0d\u8981\u786c\u585e<\/td>\n<\/tr>\n<tr>\n<td>\u7bc0\u9ede\u8b8a\u7d05\uff0c\u51fa\u73fe <code>OutOfMemoryError<\/code> \/ <code>out of memory<\/code>\uff08OOM\uff09<\/td>\n<td>ComfyUI \u9084\u6d3b\u8457\uff0c\u9019\u662f VRAM \u4e0d\u5920\uff1a\u5148\u56de\u5230 0.4 MP\u3001\u7e2e\u77ed\u7247\u6bb5\u3001\u6e1b\u5c11 Reference\uff0c\u518d\u52a0 <code>--reserve-vram 2.0<\/code>\uff0c\u898b\u7b2c\u5341\u4e5d\u7ae0<\/td>\n<\/tr>\n<tr>\n<td>\u9ed1\u8272\u8996\u7a97\u7a81\u7136\u6d88\u5931\u3001\u9ed1\u5c4f\u3001\u9a45\u52d5\u91cd\u7f6e\u6216\u6574\u53f0\u7576\u4f4f\uff08\u76f4\u63a5\u5d29\u6f70\uff09<\/td>\n<td>\u591a\u534a\u4e5f\u662f VRAM \u58d3\u529b\u904e\u5927\uff0cAMD \u986f\u5361\u8f03\u5e38\u898b\uff1a\u540c\u6a23\u5148\u964d\u4f4e VRAM \u58d3\u529b\u3001\u52a0 <code>--reserve-vram 2.0<\/code>\uff5e<code>3.0<\/code>\uff0c\u4ecd\u5d29\u6f70\u518d\u66f4\u65b0\u9a45\u52d5\u8207 ComfyUI AMD \u7248\uff0c\u898b\u7b2c\u5341\u4e5d\u7ae0<\/td>\n<\/tr>\n<tr>\n<td>R2V \u76f8\u540c\u7247\u9577\u8207 Steps\uff0c\u751f\u6210\u6642\u9593\u7a81\u7136\u5927\u589e<\/td>\n<td>\u5148\u6aa2\u67e5\u6bcf\u6bb5 <code>Ref image size<\/code> \u662f\u5426\u4ecd\u70ba <code>max<\/code>\uff1b\u65e5\u5e38\u4f7f\u7528 <code>match<\/code>\uff0c\u4e26\u6838\u5c0d\u5168\u5c40\u8207\u5206\u6bb5\u8986\u5beb\uff0c\u898b<a href=\"#reference-match\">\u7b2c\u5341\u56db\u7ae0<\/a>\u3002\u518d\u6aa2\u67e5\u6a21\u578b\u8f09\u5165\u3001Reference \u6578\u91cf\u548c RAM\uff0fVRAM \u642c\u904b\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u8a18\u61b6\u9ad4\u7206\u6389\u3001Windows \u958b\u59cb\u72c2\u8b80\u786c\u789f<\/td>\n<td>\u964d\u89e3\u6790\u5ea6\uff0fRef image size\u3001\u6539\u4f4e\u4f4d\u5143\u6a21\u578b\u3001\u95dc Prompt Enhancer\u3001\u78ba\u8a8d Page File<\/td>\n<\/tr>\n<tr>\n<td><code>WinError 10054<\/code><\/td>\n<td>\u5148\u770b ComfyUI log \u662f\u5426 Sampling \u4ecd\u6301\u7e8c\uff1b\u5f88\u591a\u60c5\u6cc1\u53ea\u662f\u700f\u89bd\u5668 WebSocket \u65b7\u7dda\uff0c\u4e0d\u4e00\u5b9a\u7b49\u65bc\u6a21\u578b\u5d29\u6f70<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\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:\/\/www.minimax.io\/news\/minimax-h3-open-source\" target=\"_blank\" rel=\"noopener\">MiniMax\uff1aOpen General Intelligence \u2014 MiniMax H3 Is Now Open Source<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/MiniMaxAI\/MiniMax-H3\" target=\"_blank\" rel=\"noopener\">MiniMaxAI \/ MiniMax-H3 Model Card<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\" target=\"_blank\" rel=\"noopener\">Comfy-Org \/ MiniMax-H3\uff1aComfyUI \u6a21\u578b\u6a94\u8207\u8cc7\u6599\u593e\u914d\u7f6e<\/a><\/li>\n<li><a href=\"https:\/\/blog.comfy.org\/p\/minimax-h3-day-0-support-in-comfyui\" target=\"_blank\" rel=\"noopener\">ComfyUI\uff1aMiniMax H3 Day-0 Support<\/a><\/li>\n<li><a href=\"https:\/\/docs.comfy.org\/interface\/features\/template\" target=\"_blank\" rel=\"noopener\">ComfyUI Workflow Templates<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/AIMixer\/ComfyUI_MiniMaxH3_Director\" target=\"_blank\" rel=\"noopener\">ComfyUI MiniMax H3 Director<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/lightx2v\/Minimax-h3-Turbo\" target=\"_blank\" rel=\"noopener\">LightX2V \/ MiniMax-H3 Turbo<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/lightx2v\/Minimax-h3-Turbo\/discussions\/48\" target=\"_blank\" rel=\"noopener\">LightX2V\uff1a8-step 768p v1.0 release notes<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/Kijai\/MiniMax-H3-experimental\" target=\"_blank\" rel=\"noopener\">Kijai \/ MiniMax-H3-experimental<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/ethanfel\/Qwen3-VL-32B-Ultra-Heretic-H3-ComfyUI-INT8-ConvRot\" target=\"_blank\" rel=\"noopener\">Qwen3-VL H3 Ultra Heretic \/ Generation Tail \u8aaa\u660e<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/docs\/huggingface_hub\/guides\/cli\" target=\"_blank\" rel=\"noopener\">Hugging Face CLI Documentation<\/a><\/li>\n<\/ol>\n<\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>MiniMax H3 \u642d\u914d ComfyUI Director\uff0c\u53ef\u7528 Ref2VA\u30018-step Turbo\u3001Reference \u8207 Timeline \u751f\u6210\u591a\u6bb5\u9577\u5f71\u7247\uff0c\u4e26\u6574\u7406\u6a21\u578b\u4e0b\u8f09\u3001Sampling \u8207 RTX 5070 \u5be6\u7528\u8a2d\u5b9a\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[31],"class_list":["post-1931","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\/1931","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=1931"}],"version-history":[{"count":5,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/posts\/1931\/revisions"}],"predecessor-version":[{"id":2017,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/posts\/1931\/revisions\/2017"}],"wp:attachment":[{"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/media?parent=1931"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/categories?post=1931"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/skypray.synology.me\/blog\/wp-json\/wp\/v2\/tags?post=1931"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}