{"id":34786,"date":"2024-12-13T01:57:47","date_gmt":"2024-12-12T17:57:47","guid":{"rendered":"https:\/\/17aitech.com\/?p=34786"},"modified":"2024-12-13T01:57:47","modified_gmt":"2024-12-12T17:57:47","slug":"1890%e7%be%8e%e5%85%83%ef%bc%8c%e5%b0%b1%e8%83%bd%e4%bb%8e%e5%a4%b4%e8%ae%ad%e7%bb%83%e4%b8%80%e4%b8%aa%e8%bf%98%e4%b8%8d%e9%94%99%e7%9a%8412%e4%ba%bf%e5%8f%82%e6%95%b0%e6%89%a9%e6%95%a3%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34786","title":{"rendered":"1890\u7f8e\u5143\uff0c\u5c31\u80fd\u4ece\u5934\u8bad\u7ec3\u4e00\u4e2a\u8fd8\u4e0d\u9519\u768412\u4ebf\u53c2\u6570\u6269\u6563\u6a21\u578b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-29-4\" target=\"_blank\">1890\u7f8e\u5143\uff0c\u5c31\u80fd\u4ece\u5934\u8bad\u7ec3\u4e00\u4e2a\u8fd8\u4e0d\u9519\u768412\u4ebf\u53c2\u6570\u6269\u6563\u6a21\u578b<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"34\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<p>\u53ea\u75281890\u7f8e\u5143\u30013700 \u4e07\u5f20\u56fe\u50cf\uff0c\u5c31\u80fd\u8bad\u7ec3\u4e00\u4e2a\u8fd8\u4e0d\u9519\u7684\u6269\u6563\u6a21\u578b\u3002<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<p>\u73b0\u9636\u6bb5\uff0c\u89c6\u89c9<mark data-type=\"tech_methods\" data-id=\"d92a1cda-8e30-4199-9678-2d8c6c17d736\">\u751f\u6210\u6a21\u578b<\/mark>\u64c5\u957f\u521b\u5efa\u903c\u771f\u7684\u89c6\u89c9\u5185\u5bb9\uff0c\u7136\u800c\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u8fd9\u4e9b\u6a21\u578b\u7684\u6210\u672c\u548c\u5de5\u4f5c\u91cf\u4ecd\u7136\u5f88\u9ad8\u3002\u6bd4\u5982 Stable Diffusion 2.1 \u82b1\u8d39\u4e86 200000 \u4e2a A100 GPU \u5c0f\u65f6\u3002\u5373\u4f7f\u7814\u7a76\u8005\u4f7f\u7528\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\uff0c\u4e5f\u9700\u8981\u5728 8\u00d7H100 GPU \u4e0a\u8bad\u7ec3\u4e00\u4e2a\u591a\u6708\u7684\u65f6\u95f4\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u8bad\u7ec3\u5927\u6a21\u578b\u4e5f\u5bf9\u6570\u636e\u96c6\u63d0\u51fa\u4e86\u6311\u6218\uff0c\u8fd9\u4e9b\u6570\u636e\u57fa\u672c\u4ee5\u4ebf\u4e3a\u5355\u4f4d\uff0c\u540c\u6837\u7ed9\u8bad\u7ec3\u6a21\u578b\u5e26\u6765\u6311\u6218\u3002<\/p>\n<p>\u9ad8\u6602\u7684\u8bad\u7ec3\u6210\u672c\u548c\u5bf9\u6570\u636e\u96c6\u7684\u8981\u6c42\u4e3a\u5927\u89c4\u6a21\u6269\u6563\u6a21\u578b\u7684\u5f00\u53d1\u9020\u6210\u4e86\u96be\u4ee5\u903e\u8d8a\u7684\u969c\u788d\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6765\u81ea Sony AI \u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u4ec5\u4ec5\u82b1\u4e86 1890 \u7f8e\u5143\uff0c\u5c31\u8bad\u7ec3\u4e86\u4e00\u4e2a\u4e0d\u9519\u7684\u6269\u6563\u6a21\u578b\uff0c \u5177\u6709 11.6 \u4ebf<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u7a00\u758f transformer\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-220ec3e955ea65988955955045be6c47.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-220ec3e955ea65988955955045be6c47.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2407.15811<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aStretching Each Dollar: Diffusion Training from Scratch on a Micro-Budget<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\uff08\u5373\u5c06\u53d1\u5e03\uff09\uff1ahttps:\/\/github.com\/SonyResearch\/micro_diffusion<\/p>\n<\/li>\n<\/ul>\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u4f5c\u8005\u901a\u8fc7\u5f00\u53d1\u4e00\u79cd\u4f4e\u6210\u672c\u7aef\u5230\u7aef\u7684 pipeline \u7528\u4e8e\u6587\u672c\u5230\u56fe\u50cf\u6269\u6563\u6a21\u578b\uff0c\u4f7f\u5f97\u8bad\u7ec3\u6210\u672c\u6bd4 SOTA \u6a21\u578b\u964d\u4f4e\u4e86\u4e00\u4e2a\u6570\u91cf\u7ea7\u8fd8\u591a\uff0c\u540c\u65f6\u8fd8\u4e0d\u9700\u8981\u8bbf\u95ee\u6570\u5341\u4ebf\u5f20\u8bad\u7ec3\u56fe\u50cf\u6216\u4e13\u6709\u6570\u636e\u96c6\u3002<\/p>\n<p>\u4f5c\u8005\u8003\u8651\u4e86\u57fa\u4e8e\u89c6\u89c9 transformer \u7684\u6f5c\u5728\u6269\u6563\u6a21\u578b\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"7c1e4034-276e-43fe-b87b-5cbf1c497102\">\u6587\u672c\u5230<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark><\/mark>\uff0c\u4e3b\u8981\u539f\u56e0\u662f\u8fd9\u79cd\u65b9\u5f0f\u8bbe\u8ba1\u7b80\u5355\uff0c\u5e76\u4e14\u5e94\u7528\u5e7f\u6cdb\u3002\u4e3a\u4e86\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\uff0c\u4f5c\u8005\u5229\u7528\u4e86 transformer \u8ba1\u7b97\u5f00\u9500\u4e0e\u8f93\u5165\u5e8f\u5217\u5927\u5c0f\uff08\u5373\u6bcf\u5f20\u56fe\u50cf\u7684 patch \u6570\u91cf\uff09\u7684\u5f3a\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n<p>\u672c\u6587\u7684\u4e3b\u8981\u76ee\u6807\u662f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u51cf\u5c11 transformer \u5904\u7406\u6bcf\u5f20\u56fe\u50cf\u7684\u6709\u6548 patch \u6570\u3002\u901a\u8fc7\u5728 transformer \u7684\u8f93\u5165\u5c42\u968f\u673a\u63a9\u853d\uff08mask\uff09\u6389\u90e8\u5206 token\uff0c\u53ef\u4ee5\u8f7b\u677e\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002<\/p>\n<p>\u7136\u800c\uff0c\u73b0\u6709\u7684\u63a9\u853d\u65b9\u6cd5\u65e0\u6cd5\u5728\u4e0d\u5927\u5e45\u964d\u4f4e\u6027\u80fd\u7684\u60c5\u51b5\u4e0b\u5c06\u63a9\u853d\u7387\u6269\u5c55\u5230 50% \u4ee5\u4e0a\uff0c\u7279\u522b\u662f\u5728\u9ad8\u63a9\u853d\u7387\u4e0b\uff0c\u5f88\u5927\u4e00\u90e8\u5206\u8f93\u5165 patch \u5b8c\u5168\u4e0d\u4f1a\u88ab\u6269\u6563 transformer \u89c2\u5bdf\u5230\u3002<\/p>\n<p>\u4e3a\u4e86\u51cf\u8f7b\u63a9\u853d\u9020\u6210\u7684\u6027\u80fd\u5927\u5e45\u4e0b\u964d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u5ef6\u8fdf\u63a9\u853d\uff08deferred masking\uff09\u7b56\u7565\uff0c\u5176\u4e2d\u6240\u6709 patch \u90fd\u7531\u8f7b\u91cf\u7ea7 patch \u6df7\u5408\u5668\uff08patch-mixer\uff09\u8fdb\u884c\u9884\u5904\u7406\uff0c\u7136\u540e\u518d\u4f20\u8f93\u5230\u6269\u6563 transformer\u3002Patch \u6df7\u5408\u5668\u5305\u542b\u6269\u6563 transformer \u4e2d<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6570\u91cf\u7684\u4e00\u5c0f\u90e8\u5206\u3002<\/p>\n<p>\u4e0e naive \u63a9\u853d\u65b9\u6cd5\u76f8\u6bd4\uff0c\u5728 patch mixing \u5904\u7406\u4e4b\u540e\u8fdb\u884c\u63a9\u853d\u5141\u8bb8\u672a\u63a9\u853d\u7684 patch \u4fdd\u7559\u6709\u5173\u6574\u4e2a\u56fe\u50cf\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u5e76\u80fd\u591f\u5728\u975e\u5e38\u9ad8\u7684\u63a9\u853d\u7387\u4e0b\u53ef\u9760\u5730\u8bad\u7ec3\u6269\u6563 transformer\uff0c\u540c\u65f6\u4e0e\u73b0\u6709\u7684\u6700\u5148\u8fdb\u63a9\u853d\u76f8\u6bd4\u4e0d\u4f1a\u4ea7\u751f\u989d\u5916\u7684\u8ba1\u7b97\u6210\u672c\u3002\u00a0<\/p>\n<p>\u4f5c\u8005\u8fd8\u8bc1\u660e\u4e86\u5728\u76f8\u540c\u7684\u8ba1\u7b97\u9884\u7b97\u4e0b\uff0c\u5ef6\u8fdf\u63a9\u853d\u7b56\u7565\u6bd4\u7f29\u5c0f\u6a21\u578b\u89c4\u6a21\uff08\u5373\u51cf\u5c0f\u6a21\u578b\u5927\u5c0f\uff09\u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u6027\u80fd\u3002\u6700\u540e\uff0c\u4f5c\u8005\u7ed3\u5408 Transformer \u67b6\u6784\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u4f8b\u5982\u9010\u5c42\u7f29\u653e\u3001\u4f7f\u7528 MoE \u7684\u7a00\u758f Transformer\uff0c\u4ee5\u63d0\u9ad8\u5927\u89c4\u6a21\u8bad\u7ec3\u7684\u6027\u80fd\u3002<\/p>\n<p>\u4f5c\u8005\u63d0\u51fa\u7684\u4f4e\u6210\u672c\u8bad\u7ec3 pipeline \u51cf\u5c11\u4e86\u5b9e\u9a8c\u5f00\u9500\u3002\u9664\u4e86\u4f7f\u7528\u771f\u5b9e\u56fe\u50cf\uff0c\u4f5c\u8005\u8fd8\u8003\u8651\u5728\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u7ec4\u5408\u5176\u4ed6\u5408\u6210\u56fe\u50cf\u3002\u7ec4\u5408\u6570\u636e\u96c6\u4ec5\u5305\u542b 3700 \u4e07\u5f20\u56fe\u50cf\uff0c\u6bd4\u5927\u591a\u6570\u73b0\u6709\u7684\u5927\u578b\u6a21\u578b\u6240\u9700\u7684\u6570\u636e\u91cf\u5c11\u5f97\u591a\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u7ec4\u5408\u6570\u636e\u96c6\u4e0a\uff0c\u4f5c\u8005\u4ee5 1890 \u7f8e\u5143\u7684\u6210\u672c\u8bad\u7ec3\u4e86\u4e00\u4e2a 11.6 \u4ebf<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u7a00\u758f transformer\uff0c\u5e76\u5728 COCO \u6570\u636e\u96c6\u4e0a\u7684\u96f6\u6837\u672c\u751f\u6210\u4e2d\u5b9e\u73b0\u4e86 12.7 FID\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u672c\u6587\u8bad\u7ec3\u7684\u6a21\u578b\u5b9e\u73b0\u4e86\u5177\u6709\u7ade\u4e89\u529b\u7684 FID \u548c\u9ad8\u8d28\u91cf\u751f\u6210\uff0c\u540c\u65f6\u6210\u672c\u4ec5\u4e3a stable diffusion \u6a21\u578b\u7684 1\/118 \uff0c\u662f\u76ee\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\uff08\u6210\u672c\u4e3a 28,400 \u7f8e\u5143\uff09\u7684 1\/15\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-bfd5ee781c98a22db079b2ccf13573b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-bfd5ee781c98a22db079b2ccf13573b6.png\"><\/a><\/section>\n<p><strong>\u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/p>\n<p>\u4e3a\u4e86\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\uff0cpatch \u63a9\u853d\u8981\u6c42\u5728\u8f93\u5165\u4e3b\u5e72 transformer \u4e4b\u524d\u4e22\u5f03\u5927\u90e8\u5206\u8f93\u5165 patch\uff0c\u4ece\u800c\u4f7f transformer \u65e0\u6cd5\u83b7\u5f97\u88ab\u63a9\u853d patch \u7684\u4fe1\u606f\u3002\u9ad8\u63a9\u853d\u7387\uff08\u4f8b\u5982 75% \u7684\u63a9\u853d\u7387\uff09\u4f1a\u663e\u8457\u964d\u4f4e transformer \u7684\u6574\u4f53\u6027\u80fd\u3002\u5373\u4f7f\u4f7f\u7528 MaskDiT\uff0c\u4e5f\u53ea\u80fd\u89c2\u5bdf\u5230\u5b83\u6bd4 naive \u63a9\u853d\u6709\u5fae\u5f31\u7684\u6539\u5584\uff0c\u56e0\u4e3a\u8fd9\u79cd\u65b9\u6cd5\u4e5f\u4f1a\u5728\u8f93\u5165\u5c42\u672c\u8eab\u4e22\u5f03\u5927\u90e8\u5206\u56fe\u50cf patch\u3002<\/p>\n<p><strong>\u5ef6\u8fdf\u63a9\u853d\uff0c\u4fdd\u7559\u6240\u6709 patch \u7684\u8bed\u4e49\u4fe1\u606f<\/strong><\/p>\n<p>\u7531\u4e8e\u9ad8\u63a9\u853d\u7387\u4f1a\u53bb\u9664\u56fe\u50cf\u4e2d\u5927\u90e8\u5206\u6709\u4ef7\u503c\u7684\u5b66\u4e60\u4fe1\u53f7\uff0c\u4f5c\u8005\u4e0d\u7981\u8981\u95ee\uff0c\u662f\u5426\u6709\u5fc5\u8981\u5728\u8f93\u5165\u5c42\u8fdb\u884c\u63a9\u853d\uff1f\u53ea\u8981\u8ba1\u7b97\u6210\u672c\u4e0d\u53d8\uff0c\u8fd9\u5c31\u53ea\u662f\u4e00\u79cd\u8bbe\u8ba1\u9009\u62e9\uff0c\u800c\u4e0d\u662f\u6839\u672c\u9650\u5236\u3002\u4e8b\u5b9e\u4e0a\uff0c\u4f5c\u8005\u53d1\u73b0\u4e86\u4e00\u79cd\u660e\u663e\u66f4\u597d\u7684\u63a9\u853d\u7b56\u7565\uff0c\u5176\u6210\u672c\u4e0e\u73b0\u6709\u7684 MaskDiT \u65b9\u6cd5\u51e0\u4e4e\u76f8\u540c\u3002\u7531\u4e8e patch \u6765\u81ea\u6269\u6563 Transformer \u4e2d\u7684\u975e\u91cd\u53e0\u56fe\u50cf\u533a\u57df\uff0c\u6bcf\u4e2a patch \u5d4c\u5165\u90fd\u4e0d\u4f1a\u5d4c\u5165\u56fe\u50cf\u4e2d\u5176\u4ed6 patch \u7684\u4efb\u4f55\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u4f5c\u8005\u7684\u76ee\u6807\u662f\u5728\u63a9\u853d\u4e4b\u524d\u5bf9 patch \u5d4c\u5165\u8fdb\u884c\u9884\u5904\u7406\uff0c\u4f7f\u672a\u88ab\u63a9\u853d\u7684 patch \u80fd\u591f\u5d4c\u5165\u6574\u4e2a\u56fe\u50cf\u7684\u4fe1\u606f\u3002\u4ed6\u4eec\u5c06\u9884\u5904\u7406\u6a21\u5757\u79f0\u4e3a patch-mixer\u3002<\/p>\n<p><strong>\u4f7f\u7528 patch-mixer \u8bad\u7ec3\u6269\u6563 transformer<\/strong><\/p>\n<p>\u4f5c\u8005\u8ba4\u4e3a\uff0cpatch-mixer \u662f\u4efb\u4f55\u4e00\u79cd\u80fd\u591f\u878d\u5408\u5355\u4e2a patch \u5d4c\u5165\u7684\u795e\u7ecf\u67b6\u6784\u3002\u5728 transformer \u6a21\u578b\u4e2d\uff0c\u8fd9\u4e00\u76ee\u6807\u81ea\u7136\u53ef\u4ee5\u901a\u8fc7\u6ce8\u610f\u529b\u5c42\u548c\u524d\u9988\u5c42\u7684\u7ec4\u5408\u6765\u5b9e\u73b0\u3002\u56e0\u6b64\uff0c\u4f5c\u8005\u4f7f\u7528\u4e00\u4e2a\u4ec5\u7531\u51e0\u4e2a\u5c42\u7ec4\u6210\u7684\u8f7b\u91cf\u7ea7 transformer \u4f5c\u4e3a patch-mixer\u3002\u8f93\u5165\u5e8f\u5217 token \u7ecf patch-mixer \u5904\u7406\u540e\uff0c\u4ed6\u4eec\u5c06\u5bf9\u5176\u8fdb\u884c\u63a9\u853d\uff08\u56fe 2e\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a4495b5c6ccb2862b165423bad552337.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a4495b5c6ccb2862b165423bad552337.png\"><\/a><\/p>\n<p><em><sup>\u56fe 2\uff1a\u538b\u7f29 patch \u5e8f\u5217\u4ee5\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3002\u7531\u4e8e\u6269\u6563 transformer \u7684\u8bad\u7ec3\u6210\u672c\u4e0e\u5e8f\u5217\u5927\u5c0f\uff08\u5373 patch \u6570\u91cf\uff09\u6210\u6b63\u6bd4\uff0c\u56e0\u6b64\u6700\u597d\u80fd\u5728\u4e0d\u964d\u4f4e\u6027\u80fd\u7684\u60c5\u51b5\u4e0b\u7f29\u51cf\u5e8f\u5217\u5927\u5c0f\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u6cd5\u5b9e\u73b0\uff1ab) \u4f7f\u7528\u66f4\u5927\u7684 patch\uff1bc) \u968f\u673a\u7b80\u5355\uff08naive\uff09\u63a9\u853d\u4e00\u90e8\u5206 patch\uff1b\u6216\u8005 d) \u4f7f\u7528 MaskDiT\uff0c\u8be5\u65b9\u6cd5\u7ed3\u5408\u4e86 naive \u63a9\u853d\u548c\u989d\u5916\u7684\u81ea\u52a8\u7f16\u7801\u76ee\u6807\u3002\u4f5c\u8005\u53d1\u73b0\u8fd9\u4e09\u79cd\u65b9\u6cd5\u90fd\u4f1a\u5bfc\u81f4<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u6027\u80fd\u663e\u8457\u4e0b\u964d\uff0c\u5c24\u5176\u662f\u5728\u9ad8\u63a9\u853d\u7387\u7684\u60c5\u51b5\u4e0b\u3002\u4e3a\u4e86\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u76f4\u63a5\u7684\u5ef6\u8fdf\u63a9\u853d\u7b56\u7565\uff0c\u5373\u5728 patch-mixer \u5904\u7406\u5b8c patch \u540e\u518d\u5bf9\u5176\u8fdb\u884c\u63a9\u853d\u3002\u9664\u4e86\u4f7f\u7528 patch-mixer \u4e4b\u5916\uff0c\u4ed6\u4eec\u7684\u65b9\u6cd5\u5728\u6240\u6709\u65b9\u9762\u90fd\u7c7b\u4f3c\u4e8e naive \u63a9\u853d\u3002\u4e0e MaskDiT \u76f8\u6bd4\uff0c\u4ed6\u4eec\u7684\u65b9\u6cd5\u65e0\u9700\u4f18\u5316\u4efb\u4f55\u66ff\u4ee3\u76ee\u6807\uff0c\u8ba1\u7b97\u6210\u672c\u51e0\u4e4e\u76f8\u540c\u3002<\/sup><\/em><\/p>\n<p>\u5047\u5b9a\u63a9\u7801\u4e3a\u4e8c\u8fdb\u5236\u63a9\u7801 m\uff0c\u4f5c\u8005\u4f7f\u7528\u4ee5\u4e0b<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u6765\u8bad\u7ec3\u6a21\u578b\uff1a \u00a0 \u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8bb5f478749fffa7575a3fcf0706d665.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8bb5f478749fffa7575a3fcf0706d665.png\"><\/a><\/p>\n<p>\u5176\u4e2d\uff0cM_\u03d5 \u662f patch-mixer \u6a21\u578b\uff0cF_\u03b8 \u662f\u4e3b\u5e72 transformer\u3002\u8bf7\u6ce8\u610f\uff0c\u4e0e MaskDiT \u76f8\u6bd4\uff0c\u672c\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u8fd8\u7b80\u5316\u4e86\u6574\u4f53\u8bbe\u8ba1\uff0c\u4e0d\u9700\u8981\u989d\u5916\u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff0c\u4e5f\u4e0d\u9700\u8981\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5728\u4e24\u4e2a\u635f\u5931\u4e4b\u95f4\u8fdb\u884c\u76f8\u5e94\u7684\u8d85<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u8c03\u4f18\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u8be5\u65b9\u6cd5\u4e0d\u63a9\u853d\u4efb\u4f55 patch\u3002<\/p>\n<p><strong>\u672a\u63a9\u853d\u5fae\u8c03<\/strong><\/p>\n<p>\u7531\u4e8e\u6781\u9ad8\u7684\u63a9\u853d\u7387\u4f1a\u5927\u5927\u964d\u4f4e\u6269\u6563\u6a21\u578b\u5b66\u4e60\u56fe\u50cf\u5168\u5c40\u7ed3\u6784\u7684\u80fd\u529b\uff0c\u5e76\u5728\u5e8f\u5217\u5927\u5c0f\u4e0a\u5f15\u5165\u8bad\u7ec3 &#8211; \u6d4b\u8bd5\u5206\u5e03\u504f\u79fb\uff0c\u56e0\u6b64\u4f5c\u8005\u8003\u8651\u5728\u63a9\u853d\u9884\u8bad\u7ec3\u540e\u8fdb\u884c\u5c11\u91cf\u7684\u672a\u63a9\u853d\u5fae\u8c03\u3002\u5fae\u8c03\u8fd8\u53ef\u4ee5\u51cf\u8f7b\u7531\u4e8e\u4f7f\u7528 patch \u63a9\u853d\u800c\u4ea7\u751f\u7684\u4efb\u4f55\u751f\u6210\u7455\u75b5\u3002\u56e0\u6b64\uff0c\u5728\u4ee5\u524d\u7684\u5de5\u4f5c\u4e2d\uff0c\u6062\u590d\u56e0\u63a9\u853d\u800c\u6025\u5267\u4e0b\u964d\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u5728\u91c7\u6837\u4e2d\u4f7f\u7528\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u65f6\u3002\u7136\u800c\uff0c\u4f5c\u8005\u8ba4\u4e3a\u8fd9\u5e76\u4e0d\u662f\u5b8c\u5168\u5fc5\u8981\u7684\uff0c\u56e0\u4e3a\u5373\u4f7f\u5728\u63a9\u853d\u9884\u8bad\u7ec3\u4e2d\uff0c\u4ed6\u4eec\u7684\u65b9\u6cd5\u4e5f\u80fd\u8fbe\u5230\u4e0e\u57fa\u7ebf\u672a\u63a9\u853d\u9884\u8bad\u7ec3\u76f8\u5f53\u7684\u6027\u80fd\u3002\u4f5c\u8005\u53ea\u5728\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\uff0c\u4ee5\u51cf\u8f7b\u7531\u4e8e\u9ad8\u5ea6 patch \u63a9\u853d\u800c\u4ea7\u751f\u7684\u4efb\u4f55\u672a\u77e5 &#8211; \u672a\u77e5\u751f\u6210\u7455\u75b5\u3002<\/p>\n<p><strong>\u5229\u7528 MoE \u548c layer-wise scaling \u6539\u8fdb\u4e3b\u5e72 transformer \u67b6\u6784<\/strong><\/p>\n<p>\u4f5c\u8005\u8fd8\u5229\u7528 transformer \u67b6\u6784\u8bbe\u8ba1\u65b9\u9762\u7684\u521b\u65b0\uff0c\u5728\u8ba1\u7b97\u9650\u5236\u6761\u4ef6\u4e0b\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p>\u4ed6\u4eec\u4f7f\u7528\u6df7\u5408\u4e13\u5bb6\u5c42\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u4e0d\u663e\u8457\u589e\u52a0\u8bad\u7ec3\u6210\u672c\u7684\u60c5\u51b5\u4e0b\u589e\u52a0\u4e86\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u548c\u8868\u73b0\u529b\u3002\u4ed6\u4eec\u4f7f\u7528\u57fa\u4e8e\u4e13\u5bb6\u9009\u62e9\u8def\u7531\u7684\u7b80\u5316 MoE \u5c42\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u51b3\u5b9a\u8def\u7531\u7ed9\u5b83\u7684 token\uff0c\u56e0\u4e3a\u5b83\u4e0d\u9700\u8981\u4efb\u4f55\u989d\u5916\u7684\u8f85\u52a9<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u6765\u5e73\u8861\u4e13\u5bb6\u95f4\u7684\u8d1f\u8f7d\u3002\u4ed6\u4eec\u8fd8\u8003\u8651\u4e86 layer-wise scaling\uff0c\u8be5\u65b9\u6cd5\u6700\u8fd1\u88ab\u8bc1\u660e\u5728\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4e2d\u4f18\u4e8e\u5178\u578b transformer\u3002\u8be5\u65b9\u6cd5\u7ebf\u6027\u589e\u52a0 transformer \u5757\u7684\u5bbd\u5ea6\uff0c\u5373\u6ce8\u610f\u529b\u5c42\u548c\u524d\u9988\u5c42\u7684\u9690\u85cf\u5c42\u7ef4\u5ea6\u3002\u56e0\u6b64\uff0c\u7f51\u7edc\u4e2d\u8f83\u6df1\u7684\u5c42\u6bd4\u8f83\u65e9\u7684\u5c42\u88ab\u5206\u914d\u4e86\u66f4\u591a\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002\u4f5c\u8005\u8ba4\u4e3a\uff0c\u7531\u4e8e\u89c6\u89c9\u6a21\u578b\u4e2d\u7684\u8f83\u6df1\u5c42\u5f80\u5f80\u80fd\u5b66\u4e60\u5230\u66f4\u590d\u6742\u7684\u7279\u5f81\uff0c\u56e0\u6b64\u5728\u8f83\u6df1\u5c42\u4f7f\u7528\u66f4\u9ad8\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u4f1a\u5e26\u6765\u66f4\u597d\u7684\u6027\u80fd\u3002\u4f5c\u8005\u5728\u56fe 3 \u4e2d\u63cf\u8ff0\u4e86\u4ed6\u4eec\u63d0\u51fa\u7684\u6269\u6563 Transformer \u7684\u6574\u4f53\u67b6\u6784\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5aed85db33f7028436c9b27a7d81bc63.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5aed85db33f7028436c9b27a7d81bc63.png\"><\/a><\/p>\n<p><em><sup>\u56fe 3\uff1a\u672c\u6587\u63d0\u51fa\u7684\u6269\u6563 transformer \u7684\u6574\u4f53\u67b6\u6784\u3002\u4f5c\u8005\u5728\u9aa8\u5e72 transformer \u6a21\u578b\u4e2d\u52a0\u5165\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684 patch-mixer\uff0c\u5b83\u53ef\u4ee5\u5728\u8f93\u5165\u56fe\u50cf\u4e2d\u7684\u6240\u6709 patch \u88ab\u63a9\u853d\u4e4b\u524d\u5bf9\u5176\u8fdb\u884c\u5904\u7406\u3002\u6839\u636e\u5f53\u524d\u7684\u7814\u7a76\u6210\u679c\uff0c\u4f5c\u8005\u4f7f\u7528\u6ce8\u610f\u529b\u5c42\u5904\u7406 caption \u5d4c\u5165\uff0c\u7136\u540e\u518d\u5c06\u5176\u7528\u4e8e\u8c03\u8282\u3002\u4ed6\u4eec\u4f7f\u7528\u6b63\u5f26\u5d4c\u5165\u6765\u8868\u793a\u65f6\u95f4\u6b65\u957f\u3002\u4ed6\u4eec\u7684\u6a21\u578b\u53ea\u5bf9\u672a\u63a9\u853d\u7684 patch \u8fdb\u884c\u53bb\u566a\u5904\u7406\uff0c\u56e0\u6b64\u53ea\u5bf9\u8fd9\u4e9b patch \u8ba1\u7b97\u6269\u6563\u635f\u5931\uff08\u8bba\u6587\u4e2d\u7684\u516c\u5f0f 3\uff09\u3002\u4ed6\u4eec\u5bf9\u4e3b\u5e72 transformer \u8fdb\u884c\u4e86\u4fee\u6539\uff0c\u5728\u5355\u4e2a\u5c42\u4e0a\u4f7f\u7528\u4e86 layer-wise scaling\uff0c\u5e76\u5728\u4ea4\u66ff transformer \u5757\u4e2d\u4f7f\u7528\u4e86\u6df7\u5408\u4e13\u5bb6\u5c42\u3002<br \/><\/sup><\/em><\/p>\n<p><strong>\u5b9e\u9a8c<\/strong><\/p>\n<p>\u5b9e\u9a8c\u91c7\u7528\u6269\u6563 Transformer\uff08DiT\uff09\u4e24\u4e2a\u53d8\u4f53 DiT-Tiny\/2 \u548c DiT-Xl\/2\u3002<\/p>\n<p>\u5982\u56fe 4 \u6240\u793a\uff0c\u5ef6\u8fdf\u63a9\u853d\u65b9\u6cd5\u5728\u591a\u4e2a\u6307\u6807\u4e2d\u90fd\u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u968f\u7740\u63a9\u853d\u7387\u7684\u589e\u52a0\uff0c\u6027\u80fd\u5dee\u8ddd\u4f1a\u6269\u5927\u3002\u4f8b\u5982\uff0c\u5728 75% \u7684\u63a9\u853d\u7387\u4e0b\uff0cnaive \u63a9\u853d\u4f1a\u5c06 FID \u5f97\u5206\u964d\u4f4e\u5230 16.5\uff08\u8d8a\u4f4e\u8d8a\u597d\uff09\uff0c\u800c\u672c\u6587\u65b9\u6cd5\u53ef\u4ee5\u8fbe\u5230 5.03\uff0c\u66f4\u63a5\u8fd1\u6ca1\u6709\u63a9\u853d\u7684 FID \u5f97\u5206 3.79\u3002<\/p>\n<p><a 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