{"id":10851,"date":"2026-08-09T22:42:48","date_gmt":"2026-08-09T14:42:48","guid":{"rendered":"https:\/\/infernews.com\/blog\/spectrum-based-acceleration-for-comfyui-s-native-minimax-h3-audio-video-model-fo\/"},"modified":"2026-08-10T02:22:05","modified_gmt":"2026-08-09T18:22:05","slug":"minimaxh3-spectrum-based-acceleration-for","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/minimaxh3-spectrum-based-acceleration-for\/","title":{"rendered":"ComfyUI-Spectrum-MiniMax-H3\uff1a\u70ba H3 \u52a0\u901f 33%"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-ed2819525d74.jpg\" alt=\"Repository image for xmarre\/ComfyUI-Spectrum-MiniMax-H3\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u6b21\u8dd1 MiniMax H3 \u90fd\u8981\u4ed8\u51fa\u5b8c\u6574 transformer \u8a08\u7b97\u6210\u672c\uff0c\u5c0d\u8981\u53cd\u8986\u8a66 prompt\u3001\u93e1\u982d\u52d5\u4f5c\u540c\u53c3\u8003\u97f3\u8a0a\u7684\u4eba\u4f86\u8aaa\uff0c\u7b49\u5f85\u672c\u8eab\u5c31\u662f\u5de5\u4f5c\u6d41\u74f6\u9838\u3002xmarre\/ComfyUI-Spectrum-MiniMax-H3 \u91dd\u5c0d\u7684\u6b63\u662f\u9019\u4e00\u6b65\uff1a\u5b83\u5c6c\u65bc ComfyUI \u81ea\u8a02\u7bc0\u9ede\u5de5\u5177\uff0c\u6703\u5728\u90e8\u5206 solver steps \u76f4\u63a5\u9810\u6e2c post-transformer hidden features\uff0c\u6e1b\u5c11\u539f\u751f MiniMax H3 audio-video model \u7684\u91cd\u8a08\u7b97\u6b21\u6578\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u6e2c\u751f\u6210 1056&#215;608 \u5f71\u7247\u7531 685 \u79d2\u7e2e\u77ed\u81f3 464 \u79d2\u3002\u52a0\u5165\u9019 Node \u5f8c\u53ef\u60dc\u4ecd\u672a\u80fd\u89e3\u6c7a\u300c\u5ee3\u6771\u8a71\u300d\u554f\u984c\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e0d\u662f\u628a\u6574\u500b\u6a21\u578b shortcut \u6389\uff0c\u800c\u662f\u7528 Chebyshev ridge model \u53bb\u64ec\u5408\u5df2\u7d93\u7b97\u51fa\u7684 hidden features\uff0c\u518d\u5c0d\u672a\u4f86\u6b65\u6578\u4f5c spectral forecasting\uff1b\u4f46\u7576\u524d\u6b65\u7684 output heads\u3001video reconstruction\u3001audio reconstruction\u3001sigma mapping \u540c\u56de\u50b3\u7d50\u69cb\u4ecd\u7136\u7167\u5e38\u57f7\u884c\u3002\u9019\u500b\u53d6\u6368\u5f88\u52d9\u5be6\uff0c\u56e0\u70ba\u5b83\u63db\u5230\u7684\u662f\u62bd\u6a23\u6210\u672c\u4e0b\u964d\uff0c\u4e0d\u662f\u5b8c\u5168\u7121\u640d\u52a0\u901f\uff0c\u6240\u4ee5 README \u5df2\u7d93\u8b1b\u660e\u8f38\u51fa\u4e0d\u6703\u8207\u539f\u751f MiniMax H3 bit-identical\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u5f8c\u4f86\u628a\u9810\u8a2d\u8def\u5f91\u6539\u6210 offline_smoothing_replay\uff0c\u6838\u5fc3\u539f\u56e0\u4e0d\u662f\u8ffd\u6c42\u66f4\u9ad8\u756b\u8cea\uff0c\u800c\u662f\u5148\u6551\u56de\u97f3\u8a0a\u54c1\u8cea\u3002\u65e9\u671f\u55ae\u6b21\u6d41\u7a0b\u6703\u4ee4\u8a9e\u97f3\u6e05\u6670\u5ea6\u3001\u81ea\u7136\u5ea6\u540c\u7a69\u5b9a\u6027\u4e0b\u964d\uff0c\u751a\u81f3\u51fa\u73fe doubled syllables \u540c stuttering\uff1b\u73fe\u6642\u9810\u8a2d\u628a <code>audio_blend_weight<\/code> \u7dad\u6301\u5728 0\uff0c\u4e26\u4ee5\u7b2c\u4e8c\u6b21\u7121 transformer \u7684 replay \u8655\u7406 video blend\uff0c\u76ee\u7684\u5c31\u662f\u5207\u65b7\u5f8c\u6bb5 video-to-audio feedback \u5c0d\u8072\u97f3\u7684\u5e72\u64fe\u3002\u4e0d\u904e\uff0c\u756b\u9762\u8ecc\u8de1\u4ecd\u53ef\u80fd\u6539\u8b8a\uff0c\u52d5\u4f5c\u3001\u8996\u7dda\u3001\u6642\u9593\u9ede\uff0c\u751a\u81f3\u773c\u775b\u3001\u624b\u6307\u3001\u56db\u80a2\u7d30\u7bc0\u90fd\u6709\u6a5f\u6703\u8d70\u6a23\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88dd\u5341\u5206\u7c21\u55ae\uff0c\u9069\u5408\u9858\u610f\u505a exact-seed A\/B \u6bd4\u5c0d\u7684\u5275\u4f5c\u8005\u3001\u5de5\u4f5c\u6d41\u8abf\u6821\u8005\uff0c\u6216\u8005\u5df2\u7d93\u5728 ComfyUI \u5167\u4f7f\u7528 MiniMax H3 \u7684\u5718\u968a\u3002README \u4e5f\u63d0\u5230\u820a\u7248 workflow \u53ef\u80fd\u8981\u624b\u52d5\u958b\u555f <code>offline_smoothing_replay<\/code>\uff0c\u800c\u4e14 broader checkpoints\u3001prompts\u3001samplers \u540c reference inputs \u4ecd\u672a\u5b8c\u6210\u8db3\u5920\u9a57\u8b49\uff0c\u73fe\u968e\u6bb5\u66f4\u50cf\u662f\u4e00\u500b\u6709\u65b9\u5411\u3001\u6709\u660e\u78ba\u4fee\u6b63\u7b56\u7565\uff0c\u4f46\u4ecd\u9700\u6309\u7d20\u6750\u985e\u578b\u9010\u6b65\u78ba\u8a8d\u7684\u52a0\u901f\u65b9\u6848\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee5 spectral forecasting \u9810\u6e2c\u90e8\u5206 future solver steps\uff0c\u91cd\u9ede\u662f\u6e1b\u5c11 MiniMax H3 \u6700\u6602\u8cb4\u7684 transformer evaluations\u3002<\/li>\n\n\n\n<li>\u4fdd\u7559\u7576\u524d\u6b65\u7684\u539f\u751f\u8f38\u51fa\u982d\u8207\u97f3\u756b\u91cd\u5efa\u6d41\u7a0b\uff0c\u56e0\u6b64\u5c6c\u65bc\u8fd1\u4f3c\u52a0\u901f\uff0c\u4e0d\u662f\u7121\u640d\u8907\u88fd\u539f\u751f\u7d50\u679c\u3002<\/li>\n\n\n\n<li>\u9810\u8a2d\u6539\u7528 offline_smoothing_replay\uff0c\u4e3b\u8981\u662f\u4fee\u6b63\u65e9\u671f\u7248\u672c\u5c0d\u8a9e\u97f3\u81ea\u7136\u5ea6\u8207\u7a69\u5b9a\u6027\u7684\u7834\u58de\u3002<\/li>\n\n\n\n<li>\u97f3\u8a0a\u8def\u7dda\u66ab\u6642\u8f03\u4fdd\u5b88\uff0c\u4f46\u8996\u89ba\u7d50\u679c\u4ecd\u53ef\u80fd\u51fa\u73fe motion\u3001pose \u8207\u7d30\u7bc0\u7d50\u69cb\u504f\u79fb\u3002<\/li>\n\n\n\n<li>\u8f03\u9069\u5408\u5df2\u5728 ComfyUI \u5de5\u4f5c\u6d41\u5167\u505a\u53cd\u8986\u6e2c\u8a66\u3001\u9858\u610f\u63a5\u53d7 A\/B \u9a57\u8b49\u6210\u672c\u7684\u4f7f\u7528\u60c5\u5883\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/xmarre\/ComfyUI-Spectrum-MiniMax-H3\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5c07 1056&#215;608 \u5f71\u7247\u751f\u6210\u7531 685 \u79d2\u7e2e\u77ed\u81f3 464 \u79d2\uff0c\u907f\u958b\u6602\u8cb4\u7684 transformer \u91cd\u7b97\u3002\u5b83\u5c6c\u8fd1\u4f3c\u52a0\u901f\uff0c\u4f46\u5f71\u7247\u7d30\u7bc0\u53ef\u80fd\u8d70\u6a23\u3002<\/p>\n","protected":false},"author":8,"featured_media":10850,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,125,31,29,141,203],"tags":[],"class_list":["post-10851","post","type-post","status-publish","format-standard","hentry","category-133","category-comfyui","category-video","category-audio","category-141","category-minimax"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10851","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=10851"}],"version-history":[{"count":3,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10851\/revisions"}],"predecessor-version":[{"id":10860,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10851\/revisions\/10860"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10850"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10851"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10851"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10851"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}