{"id":11531,"date":"2026-08-27T07:44:42","date_gmt":"2026-08-26T23:44:42","guid":{"rendered":"https:\/\/infernews.com\/blog\/pai-pdd-minimax-h3\/"},"modified":"2026-08-27T07:44:42","modified_gmt":"2026-08-26T23:44:42","slug":"pai-pdd-minimax-h3","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/pai-pdd-minimax-h3\/","title":{"rendered":"\u963f\u91cc\u5df4\u5df4 PAI \u4ee5 PDD \u52a0\u901f MiniMax-H3 \u5f71\u7247\u751f\u6210"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-b1f754a5065f.jpg\" alt=\"Og image\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u963f\u91cc\u5df4\u5df4 PAI \u5718\u968a\u91dd\u5c0d MiniMax-H3 \u505a\u4e86 Parallel Decoding Distillation\uff08PDD\uff09\uff0c\u76ee\u6a19\u662f\u7528\u66f4\u5c11\u63a8\u7406\u6b65\u6578\u5b8c\u6210\u5f71\u7247\u751f\u6210\u3002\u9019\u4efd\u9805\u76ee\u540c\u6642\u4fdd\u7559 MiniMax-H3 \u7684\u5169\u689d\u8def\u7dda\uff0c\u5206\u5225\u5c0d\u61c9 FL2VA \u548c Ref2VA\uff0c\u65b9\u4fbf\u6309\u4e0d\u540c\u57fa\u790e\u7248\u672c\u5957\u7528\u52a0\u901f LoRA\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5169\u500b\u5b98\u65b9 8-step Acc LoRA\uff0c\u6a94\u540d\u5206\u5225\u662f <code>MiniMax-H3-FL2VA-Acc-8Step.safetensors<\/code> \u548c <code>MiniMax-H3-Ref2VA-Acc-8Step.safetensors<\/code>\uff0c\u5169\u8005\u90fd\u6a19\u793a <code>rank=64<\/code>\u3001<code>network_alpha=64<\/code>\uff0c\u4e26\u4ee5 BF16 \u5f62\u5f0f\u63d0\u4f9b\u3002\u9019\u8868\u793a\u5b83\u5011\u4e0d\u662f\u5b8c\u6574\u5e95\u6a21\uff0c\u800c\u662f\u639b\u5728\u5c0d\u61c9 base model \u4e0a\u7684\u52a0\u901f\u9069\u914d\u5668\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">8-step Acc LoRA \u53ef\u914d\u5408 768p \u751f\u6210\u6d41\u7a0b\uff0c\u4e26\u5c0d\u6bd4 baseline\u3001Turbo 4-step \u7248\u672c\u548c 8-step Acc LoRA\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u52d9\u4e0a\uff0c8-step Acc LoRA \u4ee3\u8868\u5728\u901f\u5ea6\u548c\u756b\u9762\u7a69\u5b9a\u5ea6\u4e4b\u9593\u505a\u53d6\u6368\uff0c\u91cd\u9ede\u662f\u628a\u5f71\u7247\u751f\u6210\u7684\u63a8\u7406\u6210\u672c\u58d3\u4f4e\uff0c\u800c\u4e0d\u662f\u8ffd\u6c42\u6700\u9577\u6d41\u7a0b\u3002\u76f8\u8f03\u539f\u59cb MiniMax-H3\uff0c\u9019\u985e LoRA \u7684\u7528\u9014\u66f4\u504f\u5411\u5feb\u901f\u51fa\u6a23\u548c\u8fed\u4ee3\uff0c\u9069\u5408\u9700\u8981\u8f03\u77ed\u7b49\u5f85\u6642\u9593\u7684\u5f71\u7247\u751f\u6210\u5de5\u4f5c\u6d41\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u958b\u767c\u5718\u968a\u662f Alibaba-PAI\uff0c\u4e26\u4ee5 MiniMax-H3 \u505a PDD \u52a0\u901f<\/li>\n<li>\u63d0\u4f9b\u5169\u500b 8-step \u5b98\u65b9 Acc LoRA\uff0c\u5206\u5225\u5c0d\u61c9 FL2VA \u548c Ref2VA<\/li>\n<li>\u6a94\u6848\u4ee5 BF16\u3001<code>rank=64<\/code>\u3001<code>network_alpha=64<\/code> \u65b9\u5f0f\u767c\u5e03<\/li>\n<li>\u9801\u9762\u6709 768p Demo\uff0c\u4f46\u672a\u4ea4\u4ee3 GGUF\u3001mmproj \u6216\u786c\u9ad4\u9700\u6c42<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/alibaba-pai\/MiniMax-H3-Acc-LoRAs\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/alibaba-pai\/MiniMax-H3-Acc-LoRAs\/tree\/main\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u963f\u91cc\u5df4\u5df4 PAI \u5718\u968a\u628a MiniMax-H3 \u8b8a\u6210\u5c11\u6b65\u6578\u5c31\u80fd\u51fa\u7247\u7684\u7248\u672c\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u91dd\u5c0d\u5f71\u7247\u751f\u6210\u901f\u5ea6\u505a\u52a0\u901f\u7684 LoRA\u3002<\/p>\n","protected":false},"author":8,"featured_media":11530,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,171,31,162,119,141,203],"tags":[],"class_list":["post-11531","post","type-post","status-publish","format-standard","hentry","category-133","category-171","category-video","category-ai-productions","category-119","category-141","category-minimax"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11531","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=11531"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11531\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11530"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11531"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11531"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11531"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}