{"id":10461,"date":"2026-07-26T20:51:04","date_gmt":"2026-07-26T12:51:04","guid":{"rendered":"https:\/\/infernews.com\/blog\/efficient-high-resolution-image-synthesis-with-linear-diffusion-transformer\/"},"modified":"2026-07-26T20:59:38","modified_gmt":"2026-07-26T12:59:38","slug":"efficient-high-resolution-image-synthesis-with-linear-diffusion-transformer","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/efficient-high-resolution-image-synthesis-with-linear-diffusion-transformer\/","title":{"rendered":"Sana \u628a\u9ad8\u89e3\u50cf\u751f\u6210\u58d3\u5230\u5feb 100 \u500d"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-c796bc20f9ae.jpg\" alt=\"logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ad8\u89e3\u50cf\u5716\u7247\u540c\u5f71\u7247\u751f\u6210\u6700\u5e38\u898b\u7684\u5361\u4f4d\uff0c\u4e0d\u662f\u6548\u679c\u505a\u4e0d\u5230\uff0c\u800c\u662f\u7b97\u529b\u3001\u5ef6\u9072\u540c\u90e8\u7f72\u6210\u672c\u592a\u96e3\u63a5\u53d7\u3002NVlabs\/Sana \u5c6c\u65bc<strong>\u751f\u6210\u6a21\u578b\u4ee3\u78bc\u5eab<\/strong>\uff0c\u96c6\u4e2d\u8655\u7406\u9019\u500b\u77db\u76fe\uff1a\u5728\u7dad\u6301\u9ad8\u89e3\u6790\u8f38\u51fa\u7684\u524d\u63d0\u4e0b\uff0c\u628a\u8a13\u7df4\u8207\u63a8\u7406\u505a\u5f97\u66f4\u7701\u3001\u66f4\u5feb\uff0c\u4e26\u4e14\u4e00\u8def\u5ef6\u4f38\u5230\u5716\u7247\u3001\u5f71\u7247\u3001\u4e16\u754c\u6a21\u578b\u7b49\u591a\u689d\u5206\u652f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u5514\u4fc2\u55ae\u4e00\u6a21\u578b\uff0c\u800c\u662f\u4e00\u500b\u5bb6\u65cf\u3002SANA \u4e3b\u6253\u6700\u9ad8\u5230 4K \u7684 text-to-image\uff0cREADME \u76f4\u63a5\u7d66\u51fa\u300c\u6bd4 Flux-12B \u7d30 20 \u500d\u3001\u5feb 100 \u500d\u300d\u7684\u5b9a\u4f4d\uff1bSANA-1.5 \u9032\u4e00\u6b65\u8655\u7406\u8a13\u7df4\u671f\u8207\u63a8\u7406\u671f\u7684 compute scaling\uff1bSANA-Sprint \u5247\u628a\u91cd\u9ede\u653e\u5728 one\/few-step \u751f\u6210\uff0c\u5b98\u65b9\u6578\u5b57\u63d0\u5230 H100 \u4e0a 1024px \u5716\u7247\u53ef\u505a\u5230 0.1 \u79d2\u7d1a\u3002\u53d6\u5411\u5f88\u6e05\u695a\uff1a\u4e0d\u662f\u4e00\u5473\u8ffd\u6700\u5927\u6a21\u578b\uff0c\u800c\u662f\u7528\u6548\u7387\u63db\u53d6\u66f4\u53ef\u90e8\u7f72\u7684\u751f\u6210\u6d41\u7a0b\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/nvlabs.github.io\\\/Sana\\\/Video2\\\/assets\\\/mp4\\\/motion-01.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\">\u5f71\u7247\u90e8\u5206\u540c\u6a23\u503c\u5f97\u7559\u610f\u3002SANA-Video \u8207 SANA-Video 2.0 \u628a\u7126\u9ede\u653e\u5728 720p \u9577\u5e8f\u5217\u751f\u6210\uff0c\u505a\u6cd5\u4e0a\u7528 hybrid linear attention \u914d\u5408 Attention Residuals\uff0c\u76ee\u7684\u662f\u6e1b\u5c11 full-softmax attention \u7684\u6210\u672c\uff0c\u540c\u6642\u76e1\u91cf\u4fdd\u4f4f\u756b\u8cea\u8207\u9577\u5e8f\u5217\u8868\u9054\u80fd\u529b\u3002\u516c\u958b\u8cc7\u6599\u63d0\u5230 SANA-Video 2.0 \u5728\u55ae\u5f35 H100 \u4e0a\uff0c720p\/5 \u79d2\u5f71\u7247\u53ef\u505a\u5230 13.06 \u79d2\uff0cVBench \u7e3d\u5206 84.30\uff0c\u4e5f\u5f37\u8abf\u6bd4 Wan 2.2 14B \u6709\u5927\u5e45\u901f\u5ea6\u512a\u52e2\uff0c\u4f46\u9019\u985e\u6578\u5b57\u4ecd\u8981\u9023\u540c\u786c\u4ef6\u3001\u6b65\u6578\u8207\u8a2d\u5b9a\u4e00\u9f4a\u7406\u89e3\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u540c\u4e00\u5eab\u5167\u542b SANA\u3001SANA-1.5\u3001SANA-Sprint\u3001SANA-Video\u3001SANA-WM\u3001SANA-Streaming\u3001Sol-RL<\/li>\n\n\n\n<li>\u63d0\u4f9b\u5b8c\u6574 training \u8207 inference pipeline\uff0c\u5514\u6b62\u5c55\u793a\u6a21\u578b\u6548\u679c<\/li>\n\n\n\n<li>\u53ef\u900f\u904e\u5b98\u65b9 demo\u3001Hugging Face\u3001ComfyUI \u6574\u5408\u53bb\u7406\u89e3\u751f\u6210\u8868\u73fe\u8207\u90e8\u7f72\u65b9\u5411<\/li>\n\n\n\n<li>\u91cd\u9ede\u4e0d\u662f\u6975\u9650\u53c3\u6578\u91cf\uff0c\u800c\u662f\u9ad8\u89e3\u50cf\u751f\u6210\u7684\u901f\u5ea6\u3001\u6210\u672c\u540c\u53ef\u64f4\u5c55\u6027<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u8207\u6e2c\u8a66\u8def\u7dda\u76f8\u5c0d\u6e05\u6670\uff1a\u5df2\u6709\u5b98\u65b9\u6587\u4ef6\u3001\u7db2\u9801 demo\u3001Hugging Face \u96c6\u5408\uff0c\u4ea6\u898b\u5230 ComfyUI\u3001SGLang\u3001Replicate \u7b49\u63a5\u9ede\uff0c\u4ee3\u8868\u5b83\u8f03\u9069\u5408\u7814\u7a76\u5718\u968a\u3001\u5f71\u50cf\u5de5\u4f5c\u6d41\u958b\u767c\u8005\uff0c\u4ee5\u53ca\u60f3\u628a\u9ad8\u89e3\u50cf\u751f\u6210\u653e\u9032\u7522\u54c1\u6d41\u7a0b\u7684\u4eba\u3002 SANA-WM \u7684 2.6B controllable world model\u30016-DoF camera control\uff0c\u540c Sol-RL \u7684\u52a0\u901f\u6536\u6582\u80fd\u529b\uff0c\u5247\u986f\u793a\u9019\u500b\u9805\u76ee\u4e0d\u53ea\u505a\u975c\u614b\u51fa\u5716\uff0c\u800c\u662f\u671d\u66f4\u5b8c\u6574\u7684\u751f\u6210\u7cfb\u7d71\u63a8\u9032\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/nvlabs.github.io\/Sana\/Video2\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/NVlabs\/Sana\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u505a\u9ad8\u89e3\u50cf\u5716\u7247\u6216\u5f71\u7247\u751f\u6210\uff0c\u53c8\u5514\u60f3\u8a08\u7b97\u6210\u672c\u9ad8\u5f97\u96e3\u4ee5\u843d\u5730\uff0cSana \u63d0\u4f9b\u4e86\u4e00\u689d\u5e7e\u5be6\u969b\u7684\u8def\u3002\u5b83\u628a\u8a13\u7df4\u3001\u63a8\u7406\u5230\u4e0d\u540c\u8b8a\u9ad4\u653e\u5728\u540c\u4e00\u5957\u4ee3\u78bc\u5eab\uff0c\u91cd\u9ede\u653e\u5728\u901f\u5ea6\u8207\u756b\u8cea\u4e4b\u9593\u7684\u5e73\u8861\u3002<\/p>\n","protected":false},"author":8,"featured_media":10460,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,179,125,33,31,30,162,129,127,186],"tags":[],"class_list":["post-10461","post","type-post","status-publish","format-standard","hentry","category-133","category-nvidia","category-comfyui","category-stablediffusion","category-video","category-image","category-ai-productions","category-txt2img","category-127","category-186"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10461","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=10461"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10461\/revisions"}],"predecessor-version":[{"id":10463,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10461\/revisions\/10463"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10460"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10461"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10461"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10461"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}