{"id":12772,"date":"2026-09-30T22:58:27","date_gmt":"2026-09-30T14:58:27","guid":{"rendered":"https:\/\/infernews.com\/blog\/long-video-gen-infrastructure\/"},"modified":"2026-09-30T23:27:22","modified_gmt":"2026-09-30T15:27:22","slug":"long-video-gen-infrastructure","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/long-video-gen-infrastructure\/","title":{"rendered":"NVIDIA LongLive \u628a\u9577\u7247\u751f\u6210\u63a8\u5411\u5373\u6642\u4e92\u52d5"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-358adb55d84e.jpg\" alt=\"LongLive logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">NVIDIA \u958b\u767c\u5718\u968a\u628a\u9577\u7247\u751f\u6210\u5e36\u5165\u5373\u6642\u4e92\u52d5\u3001\u4f4e\u7cbe\u5ea6\u63a8\u7406\u548c\u8de8\u6a21\u578b\u91cd\u7528\u5834\u666f\u3002LongLive \u5c6c\u65bc\u958b\u6e90\u5f71\u7247\u751f\u6210\u7814\u7a76\u9805\u76ee\uff0c\u8655\u7406\u9577\u6642\u9593\u751f\u6210\u5bb9\u6613\u8b8a\u6162\u3001\u4e0b\u6e38\u6a21\u578b\u9700\u8981\u91cd\u8907\u84b8\u993e\uff0c\u4ee5\u53ca\u4e92\u52d5\u63a7\u5236\u6210\u672c\u504f\u9ad8\u7b49\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u5206\u6210\u4e09\u4ee3\uff0c\u4e26\u5404\u81ea\u653e\u5728\u7368\u7acb\u76ee\u9304\uff0c\u9644\u6709\u7a0b\u5f0f\u78bc\u3001\u6587\u4ef6\u548c\u6a21\u578b\u6b0a\u91cd\u3002LongLive 1.0 \u805a\u7126\u5373\u6642\u4e92\u52d5\u9577\u7247\u751f\u6210\uff1bLongLive 2.0 \u4ee5 NVFP4 \u91cf\u5316\u548c sequence parallelism \u52a0\u901f\u8a13\u7df4\u53ca\u670d\u52d9\uff1bLongLive-Plug \u5247\u628a few-step\u3001CFG \u548c long-context \u80fd\u529b\u84b8\u993e\u6210\u53ef\u91cd\u7528 LoRA\uff0c\u8b93\u540c\u4e00\u6a21\u578b\u5bb6\u65cf\u7684\u4e0b\u6e38\u6a21\u578b\u6e1b\u5c11\u91cd\u65b0\u8a13\u7df4\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/cdn-uploads.huggingface.co\\\/production\\\/uploads\\\/noauth\\\/jGcfxGwBaUckv2Ov6Dyw1.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\">LongLive 2.0 \u652f\u63f4 T2V\/I2V AR training\u3001multi-shot \u6216 single-shot videos\uff0c\u4ee5\u53ca NVFP4 inference\u3001NVFP4 KV Cache \u548c TorchAO FP8 PTQ inference\uff0c\u53d6\u6368\u662f\u9700\u8981\u914d\u5408\u91cf\u5316\u53ca\u5e73\u884c\u5316\u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LongLive-Plug<\/strong>\uff1a\u4e00\u6b21\u84b8\u993e\u80fd\u529b\uff0c\u518d\u5728\u540c\u4e00 backbone family \u7684\u4e0b\u6e38\u6a21\u578b\u91cd\u7528<\/li>\n\n\n\n<li><strong>LongLive 2.0<\/strong>\uff1a\u4ee5 NVFP4\u3001BF16 \u548c sequence parallelism \u652f\u63f4\u9577\u7247\u8a13\u7df4\u53ca\u63a8\u7406<\/li>\n\n\n\n<li><strong>LongLive 1.0<\/strong>\uff1a\u8b93\u4f7f\u7528\u8005\u8f38\u5165\u63d0\u793a\u8a5e\u5f8c\u5373\u6642\u89c0\u770b\u4e26\u9010\u6b65\u63a7\u5236\u9577\u7247\u751f\u6210<\/li>\n\n\n\n<li><strong>DreamForge-World 0.1<\/strong>\uff1a\u52a0\u5165 residual action pathway\uff0c\u9762\u5411\u4f4e\u7b97\u529b\u3001\u5373\u6642\u53ef\u63a7 world modeling<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u5c55\u793a\u5305\u62ec\u4e92\u52d5\u793a\u7bc4\u3001\u9577\u7247 rollout \u548c\u4e0d\u540c backbone family \u7684\u914d\u5c0d\u4f8b\u5b50\uff0c\u4f46\u63d0\u4f9b\u8cc7\u6599\u672a\u8f09\u6709\u53ef\u76f4\u63a5\u6bd4\u8f03\u7684\u7d71\u4e00 benchmark \u5206\u6578\u3002\u5177\u5099 NVIDIA GPU\u3001\u9700\u8981\u7814\u7a76\u5f71\u7247\u751f\u6210\u7cfb\u7d71\uff0c\u6216\u5e0c\u671b\u5728 Wan2.1\u3001Wan2.2\u3001MiniMax-H3 \u7b49\u6a21\u578b\u5bb6\u65cf\u4e0a\u91cd\u7528\u84b8\u993e\u80fd\u529b\u7684\u5718\u968a\uff0c\u8f03\u5bb9\u6613\u627e\u5230\u5408\u9069\u5207\u5165\u9ede\uff1b\u4e00\u822c\u4f7f\u7528\u8005\u5247\u8981\u5148\u63a5\u53d7\u5b83\u504f\u7814\u7a76\u9805\u76ee\uff0c\u64cd\u4f5c\u7d30\u7bc0\u4ecd\u53d6\u6c7a\u65bc\u6240\u9078\u76ee\u9304\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/nvlabs.github.io\/LongLive\/LongLive-Plug\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/NVlabs\/LongLive\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/collections\/Efficient-Large-Model\/longlive-plug\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>NVIDIA \u5c07\u4e09\u968e\u6bb5\u9577\u7247\u751f\u6210\u7814\u7a76\u6574\u5408\u5230\u540c\u4e00\u500b\u9805\u76ee\uff0c\u6db5\u84cb\u5373\u6642\u4e92\u52d5\u3001\u91cf\u5316\u63a8\u7406\u53ca\u53ef\u91cd\u7528\u84b8\u993e\u80fd\u529b\u3002<\/p>\n","protected":false},"author":8,"featured_media":12771,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,162,76,127,179,31,161,128,199,203,212],"tags":[],"class_list":["post-12772","post","type-post","status-publish","format-standard","hentry","category-133","category-ai-productions","category-76","category-127","category-nvidia","category-video","category-161","category-128","category-dataset-","category-minimax","category-lora"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12772","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=12772"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12772\/revisions"}],"predecessor-version":[{"id":12774,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12772\/revisions\/12774"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12771"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12772"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12772"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12772"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}