{"id":12432,"date":"2026-09-20T17:09:10","date_gmt":"2026-09-20T09:09:10","guid":{"rendered":"https:\/\/infernews.com\/blog\/hyperflow-39-s-8-step-lora-for-minimax-h3-on-the-diffusers-modular-pipeline\/"},"modified":"2026-09-20T17:12:46","modified_gmt":"2026-09-20T09:12:46","slug":"hyperflow-39-s-8-step-lora-for-minimax-h3-on-the-diffusers-modular-pipeline","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/hyperflow-39-s-8-step-lora-for-minimax-h3-on-the-diffusers-modular-pipeline\/","title":{"rendered":"HyperFlow \u81ea\u84b8\u993e\u5f71\u7247\u751f\u6210\u7701\u516d\u6210\u63a8\u8ad6\u6210\u672c &#8211; MiniMax-H3 \u516b\u6b65\u51fa\u7247"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-0a85cc7ae001.jpg\" alt=\"Repository image for Video-Rebirth\/hyperflow\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f71\u7247\u751f\u6210\u6a21\u578b\u4e00\u76f4\u9762\u5c0d\u4e00\u500b\u73fe\u5be6\u6a3d\u9838\uff1a\u60f3\u8981\u66f4\u9ad8\u54c1\u8cea\uff0c\u5c31\u8981\u66f4\u591a sampling steps\uff0c\u4ea6\u610f\u5473\u4f4f\u66f4\u9577\u5605\u7b49\u5f85\u540c\u66f4\u9ad8\u5605\u904b\u7b97\u6210\u672c\u3002Video Rebirth \u63a8\u51fa\u5605 <strong>HyperFlow<\/strong> \u5c31\u76f4\u63a5\u91dd\u5c0d\u5462\u500b\u53d6\u6368\u843d\u624b\uff0c\u55ba MiniMax-H3 \u5b98\u65b9\u6b0a\u91cd\u4e4b\u4e0a\u52a0\u4e00\u500b 8 \u6b65 LoRA\uff08PEFT\uff0crank\/alpha 256\uff0c\u8986\u84cb attention\u3001feed-forward \u540c\u5169\u7d44 time embedder\uff09\uff0c\u5c07\u5b98\u65b9 50 \u9ede sigma schedule \u5605 49 \u6b21\u524d\u5411\u63a8\u8ad6\u58d3\u5230 8 \u6b21\uff0c\u800c\u4e14\u5514\u9700\u8981\u984d\u5916\u8a13\u7df4\u8cc7\u6599\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u500b\u300c\u52a0\u901f\u5c64\u300d\uff1abase weights\u3001VAE\u3001conditioner \u540c <code>t2va<\/code>\u3001<code>fl2va<\/code>\u3001<code>ref2va<\/code> \u4e09\u7a2e workflow\uff08\u5168\u90e8\u5c0d\u61c9\u5f71\u7247\u52a0\u97f3\u8a0a\uff09\u90fd\u7dad\u6301\u5b98\u65b9\u7248\u672c\uff0c\u5462\u500b\u9805\u76ee\u53ea\u8ca0\u8cac\u8f09\u5165 LoRA\u3001\u5169\u500b time embedder \u540c\u56fa\u5b9a\u5605 8 \u6b65 sigma grid\u3002\u5b98\u65b9\u4fee\u8a02\u865f\u3001\u6b0a\u91cd\u8def\u5f91\u3001\u9069\u7528\u7bc4\u570d\u7b49\u8cc7\u6599\u90fd\u6536\u9304\u55ba <code>hyperflow.json<\/code> manifest \u5165\u9762\u3002LoRA \u55ba Hugging Face \u958b\u6e90\uff0c\u6388\u6b0a\u6cbf\u7528 MiniMax H3 Community License\uff0c\u5462\u500b\u5009\u5eab\u5c31\u63d0\u4f9b loader \u540c example scripts\uff0c\u900f\u904e <code>hyperflow_blocks(\"fl2va\")<\/code> \u7b49 API \u76f4\u63a5\u63a5\u5165 diffusers Modular Pipeline\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/static.bach.art\\\/offical\\\/images\\\/video-rebirth\\\/landing\\\/hyperflow\\\/cate3_2.mp4&quot;,&quot;repeat&quot;:true,&quot;autoplay&quot;:true,&quot;muted&quot;:true,&quot;align&quot;:&quot;&quot;,&quot;poster&quot;:&quot;&quot;,&quot;controls&quot;:{&quot;play-large&quot;:true,&quot;restart&quot;:false,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;duration&quot;:false,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;pip&quot;:false,&quot;airplay&quot;:false,&quot;captions&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;captions&quot;:[],&quot;ratio&quot;:&quot;16:9&quot;,&quot;accentColor&quot;:&quot;&quot;,&quot;lazyLoad&quot;:false,&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true,&quot;isSetup&quot;:false}'\n><\/div>\n\n\n<p class=\"wp-block-paragraph\">HyperFlow \u5605\u7279\u9ede\u4fc2 data-free\uff1a\u6a21\u578b\u81ea\u5df1\u7522\u751f\u5019\u9078\u5f71\u7247\u3001\u7be9\u8d70\u4e0d\u5408\u683c\u5605\u3001\u7136\u5f8c\u7528\u901a\u904e\u5605\u6a23\u672c\u505a self-distillation\uff0c\u5c6c\u65bc\u4f62\u54cb RSI\uff08Recursive Self-Improvement\uff09\u8a13\u7df4\u7bc4\u5f0f\u5605 self-distillation \u90e8\u5206\u3002\u5c0d\u6bd4\u4e00\u822c\u5f71\u7247\u751f\u6210\u6d41\u7a0b\uff0c\u5462\u7a2e\u505a\u6cd5\u5514\u9700\u8981\u984d\u5916\u6536\u96c6\u6a19\u8a3b\u8cc7\u6599\uff0c\u4ea6\u5514\u9700\u8981\u4eba\u624b\u6a19\u7c64\u3002\u5be6\u969b\u904b\u884c\u6642\u4ef2\u53ef\u4ee5\u9078\u64c7\u52a0\u88dd NVIDIA Sol-Attn sparse attention\uff08PyTorch \u2265 2.10\u3001CUDA \u2265 12.8\u3001Triton \u2265 3.6\uff0c\u652f\u63f4 SM80\u2013SM120\uff09\uff0c\u5b98\u65b9\u8072\u7a31\u55ba H200 \u4e0a\u6bd4 dense attention \u5feb\u7d04 13%\uff0c\u4e26\u53ef\u900f\u904e Ulysses context parallel \u64f4\u5c55\u81f3\u6700\u591a 4 \u5f35 GPU\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u60f3\u7528 MiniMax-H3 \u51fa\u7247\u3001\u53c8\u5e0c\u671b\u58d3\u4f4e\u63a8\u8ad6\u6642\u9593\u5605\u5718\u968a\u6216\u7368\u7acb\u958b\u767c\u8005\u569f\u8b1b\uff0cHyperFlow \u63d0\u4f9b\u5497\u4e00\u500b\u76f4\u63a5\u639b\u8f09\u5605\u65b9\u6848\uff1b\u5c0d\u7814\u7a76\u81ea\u84b8\u993e\u6216\u81ea\u6539\u9032\u8def\u7dda\u5605\u5f9e\u696d\u8005\u569f\u8b1b\uff0c\u4f62\u4ea6\u4fc2\u4e00\u500b\u5177\u9ad4\u5605\u958b\u6e90\u53c3\u8003\u3002\u9700\u8981\u6ce8\u610f\u5605\u4fc2 <code>num_inference_steps<\/code> \u5514\u61c9\u8a72\u624b\u52d5\u6307\u5b9a\uff0c\u6b65\u6578\u540c sigma grid \u90fd\u7531\u6b0a\u91cd\u6a94\u6848\u5167\u7f6e\u6c7a\u5b9a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.videorebirth.com\/lp\/hyperflow\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/Video-Rebirth\/hyperflow\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/videorebirth\/hyperflow\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Video Rebirth \u63a8\u51fa\u5605 HyperFlow \u4fc2\u4e00\u500b\u91dd\u5c0d MiniMax-H3 \u5605 8 \u6b65 LoRA \u9069\u914d\u5668\uff0c\u900f\u904e data-free flow self-distillation \u5c07 50 \u6b65\u63a8\u8ad6\u58d3\u5230 8 \u6b65\uff0c\u4ef2\u884c\u5f97\u55ba\u5b98\u65b9 diffusers Modular Pipeline \u4e4b\u4e0a\u3002<\/p>\n","protected":false},"author":8,"featured_media":12431,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,162,76,141,179,31,29,152,150,203],"tags":[],"class_list":["post-12432","post","type-post","status-publish","format-standard","hentry","category-133","category-ai-productions","category-76","category-141","category-nvidia","category-video","category-audio","category-python","category-150","category-minimax"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12432","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=12432"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12432\/revisions"}],"predecessor-version":[{"id":12433,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12432\/revisions\/12433"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12431"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12432"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12432"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12432"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}