{"id":12758,"date":"2026-09-30T19:51:13","date_gmt":"2026-09-30T11:51:13","guid":{"rendered":"https:\/\/infernews.com\/blog\/comfyui-minimaxh3mod-no-training-refmod-reference-adapters\/"},"modified":"2026-09-30T19:52:48","modified_gmt":"2026-09-30T11:52:48","slug":"comfyui-minimaxh3mod-no-training-refmod-reference-adapters","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/comfyui-minimaxh3mod-no-training-refmod-reference-adapters\/","title":{"rendered":"ComfyUI-MiniMaxH3Mod\uff1a\u53ef\u91cd\u7528\u53c3\u8003\u6a21\u7d44"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-e123efd07b80.jpg\" alt=\"ko-fi\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u5728 ComfyUI \u7684 MiniMax H3 \u5de5\u4f5c\u6d41\u4e2d\u91cd\u7528\u540c\u4e00\u7d44\u4eba\u7269\u3001\u5834\u666f\u6216\u8072\u97f3\u53c3\u8003\uff0c\u4e0d\u5fc5\u6bcf\u6b21\u91cd\u65b0\u7de8\u78bc\u539f\u7d20\u6750\u3002ComfyUI-MiniMaxH3Mod \u662f\u4e00\u500b\u958b\u6e90 custom node \u9805\u76ee\uff0c\u8655\u7406 RefMod \u7684\u5efa\u7acb\u3001\u5132\u5b58\u3001\u8f09\u5165\u3001\u7d44\u5408\u53ca\u5957\u7528\uff0c\u8b93\u5716\u50cf\u3001\u5f71\u7247\u548c\u97f3\u8a0a\u53c3\u8003\u53ef\u4ee5\u4fdd\u5b58\u6210 <code>.safetensors<\/code>\uff0c\u518d\u4ea4\u7d66 Apply H3 RefMod \u4f7f\u7528\u3002\u5b83\u4e0d\u6703\u8a13\u7df4 H3 \u6b0a\u91cd\uff0c\u4e5f\u4e0d\u662f LoRA \u6216\u76e3\u7763\u5f0f\u6982\u5ff5\u5b78\u7fd2\u5de5\u5177\uff0c\u800c\u662f\u63a5\u5165 H3 \u539f\u751f reference-token \u8def\u5f91\u7684\u5132\u5b58\u8207\u9078\u64c7\u5c64\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u6642\u9700\u8981\u5c07\u9805\u76ee\u653e\u5165 <code>custom_nodes<\/code> \u5f8c\u91cd\u65b0\u555f\u52d5\uff0c\u4e26\u628a\u6a19\u6e96 H3 video VAE\u3001audio VAE \u53ca\u539f\u751f CONDITIONING \u63a5\u5230\u76f8\u61c9\u7bc0\u9ede\u3002\u9805\u76ee\u5df2\u63d0\u4f9b <code>Create H3 RefMod<\/code>\u3001<code>Create H3 RefMod Master<\/code>\u3001<code>Load H3 RefMods<\/code>\u3001<code>Apply H3 RefMod<\/code> \u7b49\u7bc0\u9ede\uff1bMaster \u53ef\u4ee5\u4e00\u6b21\u8655\u7406\u8996\u89ba\u548c\u97f3\u8a0a\uff0c<code>save=False<\/code> \u5247\u53ef\u53ea\u7522\u751f\u8a18\u61b6\u9ad4\u4e2d\u7684 bundle\uff0c\u4e0d\u5beb\u5165\u6a94\u6848\u3002ComfyUI Manager \u53ef\u8655\u7406 <code>safetensors<\/code>\u3001<code>numpy<\/code> \u548c <code>Pillow<\/code> \u7b49 Python \u4f9d\u8cf4\uff0c\u5f71\u7247\u8cc7\u6599\u593e\u8f09\u5165\u5247\u53ef\u6309\u9700\u8981\u52a0\u5165 <code>opencv-python<\/code> \u6216 <code>imageio<\/code>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4\u5716\u50cf\u3001\u5f71\u7247\u3001\u97f3\u8a0a RefMod\uff0c\u4e26\u53ef\u5728\u540c\u4e00\u500b <code>.safetensors<\/code> bundle \u5132\u5b58\u8996\u89ba\u8207\u8072\u97f3\u3002<\/li>\n<li><code>encode<\/code> \u4fdd\u7559\u8f03\u591a\u7d30\u7bc0\u4f46\u6d88\u8017\u66f4\u591a reference tokens\uff1b<code>training<\/code> \u5148\u58d3\u7e2e latent\uff0c\u964d\u4f4e token \u6210\u672c\uff0c\u4ea6\u53ef\u80fd\u640d\u5931\u7d30\u7bc0\u548c\u52d5\u614b\u3002<\/li>\n<li><code>Collect H3 RefMod Masks<\/code> \u53ef\u8655\u7406\u4e0d\u540c\u5c3a\u5bf8\u7684 MASK\uff0c\u4e26\u6309\u5c0d\u61c9\u53c3\u8003\u7d20\u6750\u4fdd\u7559\u5c3a\u5bf8\uff1b\u4e0a\u6e38\u88c1\u8d70\u7684\u50cf\u7d20\u5247\u7121\u6cd5\u6062\u5fa9\u3002<\/li>\n<li>Full Reference video sampling \u6703\u5148\u6c7a\u5b9a\u56e0\u679c frame \u6578\uff0c\u907f\u514d 16 \u7b49\u9650\u5236\u76f4\u63a5\u622a\u6389\u5f71\u7247\u5c3e\u6bb5\u3002<\/li>\n<li>Loader \u548c Axis \u63a1\u7528\u6309\u9700\u589e\u52a0\u7684\u53c3\u8003\u69fd\u4f4d\uff0c\u4e26\u53ef\u5206\u958b\u9078\u64c7 All\u3001Visual \u6216 Audio\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u548c\u55ae\u7d14\u628a\u7d20\u6750\u653e\u5728\u5de5\u4f5c\u6d41\u5167\u7684\u505a\u6cd5\u4e0d\u540c\uff0cRefMod \u6703\u628a\u7de8\u78bc\u7d50\u679c\u4fdd\u5b58\u4e0b\u4f86\uff0c\u4e4b\u5f8c\u91cd\u7528\u6642\u53ef\u907f\u514d\u91cd\u8907\u8655\u7406\u4f86\u6e90\u6a94\u6848\u3002\u58d3\u7e2e\u6a21\u5f0f\u9069\u5408\u63a7\u5236 token \u548c\u751f\u6210\u6210\u672c\uff0c\u5b8c\u6574 encode \u5247\u8f03\u9069\u5408\u4f5c\u70ba\u8eab\u4efd\u6216\u7d30\u7bc0\u6bd4\u8f03\u7684\u57fa\u7dda\uff1b\u5169\u8005\u90fd\u4e0d\u80fd\u4fdd\u8b49\u53ea\u8f49\u79fb\u6307\u5b9a\u5c6c\u6027\uff0c\u8eab\u4efd\u3001\u670d\u88dd\u3001\u80cc\u666f\u548c\u69cb\u5716\u4ecd\u53ef\u80fd\u4e92\u76f8\u6df7\u5408\u3002\u9805\u76ee\u652f\u63f4\u6700\u591a\u516b\u500b\u53c3\u8003\u69fd\u4f4d\u3001\u5b50\u8cc7\u6599\u593e\u3001\u5916\u7f6e\u78c1\u789f\u53ca <code>extra_model_paths.yaml<\/code> \u767b\u8a18\u7684 RefMod \u6839\u76ee\u9304\uff0cLibrary \u548c Config \u4ea6\u80fd\u641c\u5c0b\u53ca\u6aa2\u8996\u5df2\u4fdd\u5b58\u5167\u5bb9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u8abf\u6574\u7684 <code>max_tokens<\/code>\u3001frame limit\u3001\u8996\u89ba budget policy \u548c Refinement Steps\uff0c\u4ee4\u9805\u76ee\u8f03\u9069\u5408\u9700\u8981\u53cd\u8986\u6e2c\u8a66\u53c3\u8003\u7d44\u5408\u7684\u5275\u4f5c\u8005\u3001ComfyUI \u5de5\u4f5c\u6d41\u4f5c\u8005\uff0c\u4ee5\u53ca\u8981\u7ba1\u7406\u5927\u91cf\u4eba\u7269\u6216\u5834\u666f\u7d20\u6750\u7684\u5718\u968a\u3002<code>truncate<\/code> \u6703\u524a\u6e1b\u756b\u9762\u5167\u5bb9\u4ee5\u7b26\u5408 token \u9810\u7b97\uff0c<code>error<\/code> \u5247\u5728\u8d85\u51fa\u9810\u7b97\u6642\u505c\u6b62\u4fdd\u5b58\uff1b\u9019\u4e9b\u9078\u64c7\u76f4\u63a5\u5f71\u97ff\u7d30\u7bc0\u4fdd\u7559\u548c\u5de5\u4f5c\u6d41\u662f\u5426\u7e7c\u7e8c\u3002\u9805\u76ee\u76ee\u524d\u6c92\u6709\u63d0\u4f9b\u53ef\u8207\u539f\u751f\u5b8c\u6574 reference workflow \u5c0d\u9f4a\u7684\u6b63\u5f0f\u57fa\u6e96\u6e2c\u8a66\uff0cWindows \u662f\u539f\u5148\u6e2c\u8a66\u74b0\u5883\uff0cApple Silicon \u53ea\u8986\u84cb\u90e8\u5206\u9810\u8655\u7406\u548c H3 VAE \u6aa2\u67e5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u97f3\u8a0a\u652f\u63f4\u4ecd\u662f\u6700\u5927\u9650\u5236\u3002\u9805\u76ee\u53ef\u4ee5\u4fdd\u5b58\u53ca\u6df7\u5408\u8996\u89ba\u3001\u97f3\u8a0a\u53c3\u8003\uff0c\u4ea6\u66fe\u6210\u529f\u8655\u7406\u97f3\u6a02\u53c3\u8003\uff0c\u4f46\u76ee\u524d\u6e2c\u8a66\u672a\u80fd\u5b8c\u6210 speaker-identity transfer\uff0c\u56e0\u6b64\u4e0d\u80fd\u7576\u4f5c\u5df2\u9a57\u8b49\u7684 voice cloning \u89e3\u6c7a\u65b9\u6848\uff1b\u5b83\u4ea6\u4e0d\u6703\u81ea\u52d5\u4fee\u6b63\u5f71\u97f3\u540c\u6b65\u3002API \u548c node schema \u4ecd\u5728\u6f14\u8b8a\uff0c\u7bc0\u9ede\u540d\u7a31\u53ca\u8f38\u5165\u6b04\u4f4d\u53ef\u80fd\u96a8\u7248\u672c\u8abf\u6574\uff0c\u9069\u5408\u63a5\u53d7\u5de5\u4f5c\u6d41\u9700\u8981\u7dad\u8b77\u3001\u4e26\u9858\u610f\u81ea\u884c\u6e2c\u8a66\u53c3\u8003\u5f37\u5ea6\u8207 token \u53d6\u6368\u7684\u4f7f\u7528\u8005\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/Luisacaotica\/ComfyUI-MiniMaxH3Mod\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210 MiniMax H3 \u7684\u53c3\u8003\u7d20\u6750\u7ba1\u7406\u5c64\uff0c\u628a\u5716\u50cf\u3001\u5f71\u7247\u548c\u8072\u97f3\u6574\u7406\u6210\u53ef\u91cd\u7528\u7684 RefMod\u3002<\/p>\n","protected":false},"author":8,"featured_media":12757,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,125,162,127,137,31,30,120,29,38,32,114,150,128,148,187,203,212],"tags":[],"class_list":["post-12758","post","type-post","status-publish","format-standard","hentry","category-133","category-comfyui","category-ai-productions","category-127","category-api","category-video","category-image","category-120","category-audio","category-38","category-contentcreator","category-clone","category-150","category-128","category-148","category-187","category-minimax","category-lora"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12758","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=12758"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12758\/revisions"}],"predecessor-version":[{"id":12760,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12758\/revisions\/12760"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12757"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12758"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12758"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12758"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}