{"id":13360,"date":"2026-10-14T18:42:03","date_gmt":"2026-10-14T10:42:03","guid":{"rendered":"https:\/\/infernews.com\/blog\/multics\/"},"modified":"2026-10-14T18:43:48","modified_gmt":"2026-10-14T10:43:48","slug":"multics","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/multics\/","title":{"rendered":"Multics\uff1a\u958b\u6e90\u591a\u73a9\u5bb6\u4e16\u754c\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/Multics.jpg\" alt=\"Repository image for TencentARC\/Multics\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6253\u6a5f\u6642\u5982\u679c\u6709 4 \u500b\u30016 \u500b\u751a\u81f3 10 \u500b\u73a9\u5bb6\u8d70\u5728\u4e00\u8d77\uff0c\u756b\u9762\u8981\u4fdd\u6301\u9023\u8cab\uff0c\u53c8\u8981\u8b93\u6bcf\u500b\u4eba\u5404\u81ea\u63a7\u5236\u93e1\u982d\u8207\u52d5\u4f5c\uff0c\u820a\u505a\u6cd5\u5f80\u5f80\u4e00\u52a0\u4eba\u5c31 O(N\u00b2) \u7206\u8a08\uff0c\u6216\u51fa\u73fe\u4e92\u76f8\u5e72\u64fe\u3002Multics \u6b63\u662f\u91dd\u5c0d\u9019\u500b\u5361\u4f4d\uff1a\u4f86\u81ea\u9a30\u8a0a ARC Lab \u8207\u9999\u6e2f\u5927\u5b78\u7684\u958b\u6e90\u4e16\u754c\u6a21\u578b\uff0c\u63a1\u7528 Player \u2192 Group \u2192 Global \u7684\u5206\u5c64\u901a\u8a0a\uff0c\u52d5\u614b\u6839\u64da\u6700\u8fd1\u93e1\u982d\u8ecc\u8de1\u5206\u7d44\uff0c\u9650\u5236\u7121\u95dc\u4e8b\u4ef6\u76f4\u63a5\u6df7\u5408\u3002\u5171\u4eab\u7684 group-token \u53c3\u6578\u4ee4\u7528 4 \u4eba\u6578\u64da\u8a13\u7df4\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u76f4\u63a5\u63a8\u5ee3\u5230 6\u30018\u300110 \u4eba\u800c\u6bcb\u9808\u91cd\u65b0\u8a13\u7df4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u505a\u591a\u4eba\u904a\u6232\u539f\u578b\u3001\u6a21\u64ec\u8a13\u7df4\u74b0\u5883\u6216\u6558\u4e8b\u5f71\u7247\u7684\u5718\u968a\uff0c\u9019\u500b\u9805\u76ee\u76f4\u63a5\u7701\u6389\u300c\u4eba\u6578\u4e00\u8b8a\u5c31\u8981\u91cd\u8a13\u6a21\u578b\u300d\u7684\u9ebb\u7169\uff0c\u540c\u6642\u964d\u4f4e\u81ea\u6ce8\u610f\u529b\u8a08\u7b97\u91cf\uff0cGPU \u958b\u92b7\u58d3\u5f97\u8f03\u4f4e\u3002\u5b83\u7684\u4ee3\u50f9\u662f\u4f9d\u8cf4 NVIDIA GPU\u3001CUDA 12.8 \u8207 Linux \u74b0\u5883\uff0c\u5b89\u88dd\u9700\u7528 uv \u540c\u6b65\u4f9d\u8cf4\uff0c\u4e26\u5f9e Hugging Face \u4e0b\u8f09\u5305\u542b VAE\u3001tokenizer \u8207 4-player checkpoint \u7684\u5b8c\u6574\u63a8\u7406\u5305\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/karine-huang.github.io\\\/Multics\\\/assets\\\/videos\\\/consistency-103-v3.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\">Repository \u63d0\u4f9b <code>inference.py<\/code> \u914d\u5408 YAML \u914d\u7f6e\uff0c\u53ef\u9078\u64c7 4-player \u7bc4\u4f8b\u6216\u64f4\u5c55\u5230\u591a\u4eba\u6578\u6e2c\u8a66\uff0c\u539f\u59cb\u8cc7\u6599\u672a\u5217\u51fa\u5177\u9ad4\u7684\u73a9\u5bb6\u6578\u4e0a\u9650\u9a57\u8b49\u7d50\u679c\uff0c\u53ea\u8aaa\u660e\u540c\u4e00\u500b 4 \u4eba checkpoint \u80fd\u652f\u63f4 10 \u4eba\u8f38\u51fa\u3002\u4ee3\u78bc\u4ee5 Apache 2.0 \u6388\u6b0a\uff0c\u7814\u7a76\u8207\u5546\u696d\u61c9\u7528\u7686\u53ef\u6539\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u9ede\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9a30\u8a0a ARC Lab \u8207\u9999\u6e2f\u5927\u5b78\u5171\u540c\u958b\u767c\u7684\u591a\u73a9\u5bb6\u5f71\u7247\u751f\u6210\u4e16\u754c\u6a21\u578b<\/li>\n\n\n\n<li>\u5206\u5c64\u901a\u8a0a\u6a5f\u5236\u964d\u4f4e\u6ce8\u610f\u529b\u8a08\u7b97\u6210\u672c\uff0c\u907f\u514d\u7121\u95dc\u73a9\u5bb6\u4e92\u76f8\u5e72\u64fe<\/li>\n\n\n\n<li>\u5171\u4eab\u53c3\u6578\u8a2d\u8a08\u8b93 4 \u4eba\u8a13\u7df4\u7248\u672c\u76f4\u63a5\u652f\u63f4 6\u30018\u300110 \u4eba\uff0c\u6bcb\u9808\u91cd\u65b0\u8a13\u7df4<\/li>\n\n\n\n<li>\u63a8\u7406\u9700 Linux + CUDA 12.8 + NVIDIA GPU\uff0c\u6a21\u578b\u6b0a\u91cd\u7d93 Hugging Face \u767c\u4f48<\/li>\n\n\n\n<li>\u9069\u5408\u591a\u4eba\u904a\u6232\u756b\u9762\u5408\u6210\u3001\u6a21\u64ec\u8a13\u7df4\u3001\u4e92\u52d5\u6558\u4e8b\u7b49\u9700\u8981\u53ef\u64f4\u5c55\u591a\u8996\u89d2\u7684\u5de5\u4f5c\u5834\u666f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/karine-huang.github.io\/Multics\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/TencentARC\/Multics\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/TencentARC\/Multics\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Multics \u662f\u9a30\u8a0a ARC Lab \u8207\u6e2f\u5927\u5408\u4f5c\u7684\u591a\u73a9\u5bb6\u5f71\u7247\u751f\u6210\u4e16\u754c\u6a21\u578b\uff0c\u9760\u5206\u5c64\u901a\u8a0a\u6a5f\u5236\u8b93\u540c\u4e00\u500b\u8a13\u7df4\u7248\u672c\u76f4\u63a5\u63a8\u5ee3\u5230 6\u30018\u300110 \u4eba\uff0c\u73a9\u5bb6\u8207\u93e1\u982d\u63a7\u5236\u4e92\u4e0d\u5e72\u64fe\u3002<\/p>\n","protected":false},"author":8,"featured_media":13359,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,169,172,76,186,127,179,31,163,168,213],"tags":[],"class_list":["post-13360","post","type-post","status-publish","format-standard","hentry","category-133","category-169","category-172","category-76","category-186","category-127","category-nvidia","category-video","category-163","category-linux","category-tokenize"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13360","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=13360"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13360\/revisions"}],"predecessor-version":[{"id":13363,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13360\/revisions\/13363"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13359"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13360"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13360"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13360"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}