{"id":37930,"date":"2025-02-06T18:00:55","date_gmt":"2025-02-06T10:00:55","guid":{"rendered":"https:\/\/17aitech.com\/?p=37930"},"modified":"2025-02-06T18:00:55","modified_gmt":"2025-02-06T10:00:55","slug":"%e5%88%9a%e5%88%9a%ef%bc%81asp-dac-2025%e6%9c%80%e4%bd%b3%e8%ae%ba%e6%96%87%e5%87%ba%e7%82%89%ef%bc%8c%e6%97%a0%e9%97%ae%e8%8a%af%e7%a9%b9%e4%b8%8a%e4%ba%a4%e5%a4%a7%e8%ae%ba%e6%96%87%e8%8e%b7","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37930","title":{"rendered":"\u521a\u521a\uff01ASP-DAC 2025\u6700\u4f73\u8bba\u6587\u51fa\u7089\uff0c\u65e0\u95ee\u82af\u7a79\u4e0a\u4ea4\u5927\u8bba\u6587\u83b7\u5956"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-23-6\" target=\"_blank\">\u521a\u521a\uff01ASP-DAC 2025\u6700\u4f73\u8bba\u6587\u51fa\u7089\uff0c\u65e0\u95ee\u82af\u7a79\u4e0a\u4ea4\u5927\u8bba\u6587\u83b7\u5956<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"12\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u8ba9 AI \u89c6\u9891\u751f\u6210\u66f4\u5feb\u66f4\u7701\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<p>\u5c31\u5728\u521a\u521a\uff0c\u96c6\u6210\u7535\u8def\u8bbe\u8ba1\u81ea\u52a8\u5316\u9886\u57df\u7684\u56fd\u9645\u4f20\u7edf\u9876\u7ea7\u4f1a\u8bae\u4e4b\u4e00\u7684 ASP-DAC\uff08Asia and South Pacific Design Automation Conference, \u4e9a\u6d32\u53ca\u5357\u592a\u5e73\u6d0b\u8bbe\u8ba1\u81ea\u52a8\u5316\u4f1a\u8bae\uff09\u5728\u65e5\u672c\u4e1c\u4eac\u843d\u4e0b\u5e37\u5e55\u3002<strong>\u5728 ASP-DAC \u6210\u7acb 30 \u5468\u5e74\u4e4b\u9645\uff0c\u4eca\u5e74\u7684\u524d\u7aef\u6700\u4f73\u8bba\u6587\u5956\u9881\u53d1\u7ed9\u4e86\u300aViDA: Video Diffusion Transformer Acceleration with Differential Approximation and Adaptive Dataflow\u300b<\/strong>\u2014\u2014 \u7531\u65e0\u95ee\u82af\u7a79\u4e0e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8054\u5408\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u7684\u89c6\u9891\u751f\u6210\u8f6f\u786c\u4e00\u4f53\u52a0\u901f\u5668\uff0c<strong>\u9996\u6b21\u5b9e\u73b0\u901a\u8fc7\u5dee\u5206\u8fd1\u4f3c\u548c\u81ea\u9002\u5e94\u6570\u636e\u6d41\u89e3\u51b3 VDiT \u751f\u6210\u901f\u5ea6\u7f13\u6162\u74f6\u9888\uff0c\u63a8\u7406\u901f\u5ea6\u76f8\u6bd4 A100 \u63d0\u5347\u9ad8\u8fbe 16.44 \u500d\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3097e6757002fb0d16da683491a987eb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3097e6757002fb0d16da683491a987eb.png\"><\/a><\/p>\n<p>\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u4e01\u7acb\u548c\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u5218\u519b\u5747\u6765\u81ea\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\uff0c\u901a\u8baf\u4f5c\u8005\u6234\u56fd\u6d69\u662f\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u526f\u6559\u6388\u3001\u65e0\u95ee\u82af\u7a79\u8054\u5408\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002<strong>\u636e\u6089\uff0c\u8fd9\u662f\u8be5\u56e2\u961f\u7ee7 2019 \u5e74\u4ee5\u7ed3\u6784\u5316\u7a00\u758f\u4e0e\u8f6f\u786c\u4ef6\u8054\u5408\u8bbe\u8ba1\u6253\u7834\u52a0\u901f\u8bb0\u5f55\u4e4b\u540e\uff0c\u518d\u6b21\u4ee5\u5dee\u5206\u7a00\u758f\u5316\u548c\u8f6f\u786c\u534f\u540c\u65b9\u6848\u521b\u9020\u52a0\u901f\u8bb0\u5f55\uff0c\u7b2c\u4e8c\u6b21\u65a9\u83b7 ASP-DAC \u6700\u4f73\u8bba\u6587\u5956\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-528f09f670ae1154ad410b2bfc215378.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-528f09f670ae1154ad410b2bfc215378.png\"><\/a><\/p>\n<p>\u636e Fortune Business Insights \u6570\u636e\uff0c2024 \u5e74\u5168\u7403 AI \u89c6\u9891\u751f\u6210\u5e02\u573a\u89c4\u6a21\u8fbe 6.148 \u4ebf\u7f8e\u5143\uff0c\u9884\u8ba1\u5230 2032 \u5e74\u5c06\u98d9\u5347\u81f3 25.629 \u4ebf\u7f8e\u5143\u3002\u5f53\u4e0b\uff0c\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u89c6\u9891\u957f\u5ea6\u3001\u7ec6\u8282\u903c\u771f\u5ea6\u548c\u8fd0\u955c\u6d41\u7545\u5ea6\u90fd\u5728\u5feb\u901f\u63d0\u5347\uff0c\u5728\u53ef\u4ee5\u9884\u89c1\u7684\u672a\u6765\uff0c\u7edd\u5927\u591a\u6570\u89c6\u9891\u4efb\u52a1\u5c06\u7531 AI \u89c6\u9891\u751f\u6210\u6a21\u578b\u8f85\u52a9\u5b8c\u6210\u3002\u7136\u800c\u8fd9\u4e9b\u6a21\u578b\u9700\u5904\u7406\u9ad8\u7ef4\u5ea6\u65f6\u7a7a\u6570\u636e\uff0c\u8ba1\u7b97\u590d\u6742\u5ea6\u6781\u9ad8\uff0c\u5c24\u5176\u5728\u9ad8\u5206\u8fa8\u7387\u3001\u957f\u65f6\u5e8f\u573a\u666f\u4e0b\uff0c\u5bf9\u8ba1\u7b97\u8d44\u6e90\u7684\u6d88\u8017\u5de8\u5927\uff0c\u7ed9\u5185\u5bb9\u521b\u4f5c\u3001\u865a\u62df\u73b0\u5b9e\u7b49\u4ea7\u4e1a\u5e26\u6765\u4e25\u5cfb\u6311\u6218\u3002<\/p>\n<p><strong>\u5373\u4fbf\u662f\u8d44\u91d1\u96c4\u539a\u3001\u8bbe\u5907\u9ad8\u7aef\u7684\u5de5\u4e1a\u7ea7\u5f71\u89c6\u5236\u4f5c\u56e2\u961f\uff0c\u4e5f\u96be\u4ee5\u627f\u53d7\u5f53\u4e0b AI \u89c6\u9891\u751f\u6210\u6a21\u578b\u5e26\u6765\u7684\u9ad8\u6602\u65f6\u95f4\u6210\u672c\u3001\u8ba1\u7b97\u6210\u672c\u548c\u7b97\u529b\u6d6a\u8d39\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u89c6\u9891\u751f\u6210\u6a21\u578b\u63a8\u7406\u52a0\u901f\u7b49\u57fa\u7840\u7814\u7a76\u5de5\u4f5c\u5c06\u6709\u671b\u4e3a\u4ea7\u4e1a\u5e26\u6765\u767e\u4ebf\u7ea7\u5e02\u573a\u7684\u6df1\u8fdc\u5f71\u54cd\u3002<\/strong><\/p>\n<p><strong>\u8bba\u6587\u6982\u8ff0<\/strong><\/p>\n<p>\u5982\u4f55\u6709\u6548\u5730\u52a0\u901f\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u4e0d\u4ec5\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u4f18\u5316\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\uff0c\u4e5f\u6210\u4e3a\u63a8\u52a8\u751f\u6210\u6280\u672f\u843d\u5730\u7684\u91cd\u8981\u74f6\u9888\u95ee\u9898\u3002\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0c\u9488\u5bf9\u7279\u5b9a\u751f\u6210\u4efb\u52a1\u8bbe\u8ba1\u9ad8\u6548\u7684\u8ba1\u7b97\u67b6\u6784\u548c\u4f18\u5316\u7b97\u6cd5\u6210\u4e3a\u5f53\u524d\u7684\u7814\u7a76\u91cd\u70b9\u3002\u4ee5 OpenAI \u7684 Sora \u4e3a\u4ee3\u8868\uff0c\u89c6\u9891\u6269\u6563 Transformer\uff08VDiT\uff09\u6a21\u578b\u7684\u6700\u65b0\u8fdb\u5c55\u6781\u5927\u5730\u63a8\u52a8\u4e86\u89c6\u9891\u751f\u6210\u9886\u57df\u7684\u53d1\u5c55\u3002\u7136\u800c\uff0cVDiT \u63a8\u7406\u8fc7\u7a0b\u4e2d\u4ecd\u7136\u5b58\u5728\u5e27\u95f4\u8ba1\u7b97\u5197\u4f59\u548c\u7b97\u5b50\u8ba1\u7b97\u5f3a\u5ea6\u5dee\u5f02\u8f83\u5927\u7684\u95ee\u9898\u3002\u73b0\u6709\u57fa\u4e8e\u6709\u9650\u5e27\u95f4\u76f8\u4f3c\u6027\u7684\u8ba1\u7b97\u65b9\u6cd5\u4ee5\u53ca\u9759\u6001\u786c\u4ef6\u67b6\u6784\u548c\u6570\u636e\u6d41\u8bbe\u8ba1\uff0c\u65e0\u6cd5\u6709\u6548\u89e3\u51b3 VDiT \u63a8\u7406\u901f\u5ea6\u7f13\u6162\u7684\u74f6\u9888\u3002<strong>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u4f5c\u8005\u56e2\u961f\u7ed3\u5408\u5e27\u95f4\u9884\u6d4b\u7684\u5dee\u5206\u8ba1\u7b97\u4e0e\u5e27\u5185\u7a00\u758f\u7279\u6027\u7684\u5206\u6790\uff0c\u63d0\u51fa\u4e86\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u8f6f\u786c\u4e00\u4f53\u52a0\u901f\u5668 ViDA\uff0c\u521b\u9020\u6027\u5730\u901a\u8fc7\u5dee\u5206\u8fd1\u4f3c\u65b9\u6cd5\u548c\u81ea\u9002\u5e94\u6570\u636e\u6d41\u67b6\u6784\uff0c\u5229\u7528\u7a00\u758f\u6027\u5b9e\u73b0\u8f6f\u786c\u4ef6\u534f\u540c\u4f18\u5316\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u5347\u4e86 VDiT \u7684\u63a8\u7406\u6027\u80fd\u3002\u5728\u591a\u79cd\u4e3b\u6d41 VDiT \u6a21\u578b\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e NVIDIA A100 GPU \u548c\u73b0\u6709\u6700\u5148\u8fdb\u52a0\u901f\u5668\u76f8\u6bd4\uff0cViDA \u5206\u522b\u5b9e\u73b0\u4e86\u5e73\u5747 16.44 \u500d \/ 2.18 \u500d\u7684\u52a0\u901f\u6bd4\u548c 18.39 \u500d \/ 2.35 \u500d\u7684\u9762\u79ef\u6548\u7387\u63d0\u5347\u3002<\/strong><\/p>\n<p><strong>\u6838\u5fc3\u601d\u60f3<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6099c7dfd87ef46589f7f33da32cdc74.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6099c7dfd87ef46589f7f33da32cdc74.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 1\uff1a\u4ece\u89c6\u9891\u5904\u7406\u5230\u89c6\u9891\u751f\u6210\u52a0\u901f<\/sup><\/em><\/p>\n<p><strong>ViDA \u7684\u8bbe\u8ba1\u6df1\u53d7\u4f20\u7edf\u89c6\u9891\u5904\u7406\u4e2d\u57fa\u4e8e\u76f8\u4f3c\u6027\u53bb\u9664\u5e27\u95f4\u5197\u4f59\u65b9\u6cd5\u7684\u542f\u53d1\u3002<\/strong>\u5982\u56fe 1 \u6240\u793a\uff0c\u5728\u4f20\u7edf\u89c6\u9891\u5904\u7406\u4e2d\uff0c\u5e27\u95f4\u7684\u9ad8\u76f8\u4f3c\u6027\u88ab\u5145\u5206\u5229\u7528\uff0c\u901a\u8fc7\u5bf9\u76f8\u90bb\u5e27\u8fdb\u884c\u5206\u5757\u6bd4\u8f83\uff0c\u5c06\u5f53\u524d\u5e27\u7684\u5185\u5bb9\u8868\u793a\u4e3a\u53c2\u8003\u5e27\u7684\u57fa\u7840\u4e0a\u53e0\u52a0\u53d8\u5316\u4fe1\u606f\uff0c\u4ece\u800c\u6709\u6548\u53bb\u9664\u5e27\u95f4\u7684\u5197\u4f59\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u51cf\u5c11\u4e86\u5b58\u50a8\u548c\u4f20\u8f93\u4e2d\u91cd\u590d\u6570\u636e\u7684\u5360\u7528\uff0c\u8fd8\u80fd\u901a\u8fc7\u4f18\u5316\u9884\u6d4b\u548c\u8865\u507f\u673a\u5236\uff0c\u5927\u5e45\u63d0\u9ad8\u89c6\u9891\u7f16\u7801\u7684\u6548\u7387\u3002\u8fd9\u79cd\u57fa\u4e8e\u76f8\u4f3c\u6027\u7684\u4f18\u5316\u7b56\u7565\u4e3a\u4f20\u7edf\u89c6\u9891\u5904\u7406\u63d0\u4f9b\u4e86\u663e\u8457\u7684\u5b58\u50a8\u4e0e\u4f20\u8f93\u4f18\u52bf\uff0c\u540c\u65f6\u4e5f\u4e3a\u751f\u6210\u6a21\u578b\u7684\u63a8\u7406\u4f18\u5316\u63d0\u4f9b\u4e86\u91cd\u8981\u53c2\u8003\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e00\u7406\u5ff5\uff0cViDA \u7ed3\u5408\u89c6\u9891\u76f8\u4f3c\u6027\u9884\u6d4b\u7684\u5dee\u5206\u8ba1\u7b97\uff0c\u63d0\u51fa\u4e86\u4e00\u5957\u9762\u5411\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u4f18\u5316\u65b9\u6cd5\u3002\u901a\u8fc7\u6df1\u5ea6\u6316\u6398\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u5e27\u95f4\u6fc0\u6d3b\u76f8\u4f3c\u6027\uff0cViDA \u6709\u6548\u51cf\u5c11\u4e86\u8ba1\u7b97\u5197\u4f59\uff0c\u4e3a\u63a8\u7406\u6548\u7387\u548c\u786c\u4ef6\u6027\u80fd\u7684\u5168\u9762\u63d0\u5347\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n<ul>\n<li>\n<p>\u9996\u5148\uff0c\u5728\u7b97\u6cd5\u5c42\u9762\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u5dee\u5206\u8fd1\u4f3c\u8ba1\u7b97\u65b9\u6cd5\uff0c<strong>\u6210\u529f\u51cf\u5c11\u4e86 Act-Act \u7b97\u5b50 51.67% \u7684\u8ba1\u7b97\u91cf\uff1b<\/strong><\/p>\n<\/li>\n<li>\n<p>\u5176\u6b21\uff0c\u5728\u786c\u4ef6\u5c42\u9762\uff0c\u8bbe\u8ba1\u4e86\u5217\u805a\u96c6\u5904\u7406\u5355\u5143\uff0c\u5229\u7528\u5dee\u5206\u8ba1\u7b97\u4e2d\u7684\u5217\u7a00\u758f\u6a21\u5f0f\uff0c<strong>\u4f7f\u9762\u79ef\u6548\u7387\u63d0\u5347\u4e86 1.47 \u500d\uff1b<\/strong><\/p>\n<\/li>\n<li>\n<p>\u6700\u540e\uff0c\u5728\u6570\u636e\u6d41\u5c42\u9762\uff0c\u6784\u5efa\u4e86\u8ba1\u7b97\u5f3a\u5ea6\u81ea\u9002\u5e94\u6570\u636e\u6d41\u67b6\u6784\uff0c<strong>\u5c06\u8ba1\u7b97\u6548\u7387\u63d0\u5347\u4e86 1.76 \u500d\u3002<\/strong><\/p>\n<\/li>\n<\/ul>\n<p><strong>\u73b0\u6709\u65b9\u6cd5<\/strong><\/p>\n<p>\u5728\u89c6\u9891\u751f\u6210\u9886\u57df\uff08\u5305\u62ec\u56fe\u50cf\u751f\u6210\uff09\uff0c\u5927\u91cf\u7814\u7a76\u5df2\u7ecf\u8bc1\u5b9e\u4e86\u89c6\u9891\u6269\u6563\u53d8\u6362\u5668\uff08VDiT\uff09\u7684\u663e\u8457\u6269\u5c55\u6f5c\u529b\uff0c\u4f8b\u5982 Sora \u6a21\u578b\u3002\u901a\u8fc7 \u201cPatchify\u201d \u65b9\u6cd5\uff0cVDiT \u5c06\u89c6\u9891\u4e2d\u4e0d\u540c\u5e27\u8f6c\u6362\u4e3a\u7edf\u4e00\u7684\u65f6\u7a7a\u5e8f\u5217\uff08\u5373 patch\uff09\uff0c\u4ece\u800c\u83b7\u5f97\u7c7b\u4f3c\u4e8e\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e2d tokens \u7684\u7edf\u4e00\u6570\u636e\u8868\u793a\u3002\u5c3d\u7ba1\u5f53\u524d\u7684\u89c6\u9891\u751f\u6210\u8d28\u91cf\u53d6\u5f97\u4e86\u5de8\u5927\u8fdb\u6b65\uff0c\u4f46\u751f\u6210\u901f\u5ea6\u4ecd\u7136\u8f83\u6162\u3002\u6211\u4eec\u53d1\u73b0\u963b\u788d VDiT \u52a0\u901f\u7684\u4e24\u4e2a\u4e3b\u8981\u6311\u6218\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u6311\u6218 1\uff1aVDiT \u63a8\u7406\u4ecd\u5b58\u5728\u5927\u91cf\u5e27\u95f4\u5197\u4f59\u8ba1\u7b97\u3002<\/strong><\/p>\n<p>VDiT \u91c7\u7528\u591a\u5e27\u5e76\u884c\u63a8\u7406\u7684\u65b9\u6cd5\u751f\u6210\u89c6\u9891\uff0c\u4f46\u7531\u4e8e\u5e27\u95f4\u76f8\u4f3c\u6027\uff0c\u591a\u5e27\u6fc0\u6d3b\u8ba1\u7b97\u4e2d\u5b58\u5728\u5197\u4f59\u3002\u5982\u56fe 2 \u6240\u793a\uff0c\u73b0\u6709\u7814\u7a76\u5305\u62ec ViTCoD [HPCA 2023]\uff0c InterArch [DAC2024] \u548c CMC [ASPLOS 2024] \u4e3b\u8981\u5229\u7528\u5e27\u5185\u76f8\u4f3c\u6027\uff0c\u4f46\u5e27\u95f4\u76f8\u4f3c\u6027\u4ecd\u672a\u88ab\u5145\u5206\u5229\u7528\u3002\u73b0\u6709\u5de5\u4f5c\u4ec5\u8003\u8651\u5bf9 Act-W \u7b97\u5b50\uff08\u5982 QKV \u6295\u5f71\u548c O \u6295\u5f71\uff09\u8fdb\u884c\u5dee\u5206\u8ba1\u7b97\u3002\u7136\u800c\uff0c\u7531\u4e8e\u6fc0\u6d3b &#8211; \u6fc0\u6d3b\uff08Act-Act\uff09\u7b97\u5b50\u7684\u975e\u7ebf\u6027\u8868\u8fbe\uff0cVDiT \u4e2d\u7684 Act-Act \u7b97\u5b50\uff08\u5982 Logit \u548c Attend\uff09\u65e0\u6cd5\u4f7f\u7528\u8fd9\u4e9b\u5dee\u5206\u8ba1\u7b97\u65b9\u6cd5\uff0cVDiT \u4e2d\u4ecd\u6709 56.97% \u7684\u8ba1\u7b97\u65e0\u6cd5\u901a\u8fc7\u73b0\u6709\u5dee\u5206\u8ba1\u7b97\u65b9\u6cd5\u52a0\u901f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0fbe7a5b4ebc9496e16a1060ed1ef4b0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0fbe7a5b4ebc9496e16a1060ed1ef4b0.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2\uff1a\u4ece\u76f8\u4f3c\u6027\u7684\u89d2\u5ea6\u4e0e\u73b0\u6709\u65b9\u6cd5\u7684\u6bd4\u8f83<\/sup><\/em><\/p>\n<p><strong>\u6311\u6218 2\uff1aVDiT \u7b97\u5b50\u7684\u8ba1\u7b97\u5f3a\u5ea6\u5dee\u5f02\u8f83\u5927\uff0c\u5bfc\u81f4\u5229\u7528\u7387\u4f4e\u4e0b\u3002<\/strong><\/p>\n<p>\u5728\u6587\u672c\u751f\u6210\u4e2d\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63a8\u7406\u7684\u4e3b\u8981\u8017\u65f6\u8fc7\u7a0b\u662f\u751f\u6210\u5355\u4e00 token \u7684\u5411\u91cf\u3002\u7531\u4e8e KV \u7f13\u5b58\u7684\u5b58\u5728\uff0cLLM \u63a8\u7406\u4e2d\u7684\u7b97\u5b50\u8868\u73b0\u51fa\u8f83\u4f4e\u7684\u8ba1\u7b97\u5f3a\u5ea6\uff0c\u4e0d\u540c\u7b97\u5b50\u4e4b\u95f4\u7684\u5dee\u5f02\u4e5f\u8f83\u5c0f\u3002\u5728\u56fe\u50cf\u5206\u7c7b\u4e2d\uff0c\u89c6\u89c9 Transformer\uff08ViT\uff09\u540c\u65f6\u5bf9\u6240\u6709 tokens \u8fdb\u884c\u8ba1\u7b97\u3002\u7531\u4e8e\u56fe\u50cf\u5927\u5c0f\u76f8\u8fd1\uff0cViT \u4e2d\u4e0d\u540c\u7b97\u5b50\u7684\u8ba1\u7b97\u5f3a\u5ea6\u5dee\u5f02\u4e5f\u8f83\u5c0f\u3002\u7136\u800c\uff0c\u5728\u89c6\u9891\u751f\u6210\u4e2d\uff0c\u968f\u7740\u5e27\u6570\u589e\u52a0\uff0cAct-W \u64cd\u4f5c\u4e0e Act-Act \u64cd\u4f5c\u7684\u8ba1\u7b97\u5f3a\u5ea6\u5dee\u5f02\u8d85\u8fc7 10 \u500d\u3002VDiT \u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u8d44\u6e90\u9700\u6c42\u4e0d\u65ad\u53d8\u5316\uff0c\u56e0\u6b64\u73b0\u6709\u4e3a\u6587\u672c\u548c\u89c6\u89c9\u4efb\u52a1\u8bbe\u8ba1\u7684\u9759\u6001\u67b6\u6784\u548c\u6570\u636e\u6d41\u65e0\u6cd5\u5145\u5206\u5e94\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u5bfc\u81f4\u786c\u4ef6\u5229\u7528\u7387\u5c0f\u4e8e 40%\u3002<\/p>\n<p><strong>\u672c\u6587\u65b9\u6cd5<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-27f4a907d03dbaabeb2a5035052c9dcd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-27f4a907d03dbaabeb2a5035052c9dcd.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3\uff1aViDA\uff08\u4e00\u79cd\u57fa\u4e8e\u5dee\u5206\u8fd1\u4f3c\u548c\u81ea\u9002\u5e94\u6570\u636e\u6d41\u7684 VDiT \u52a0\u901f\u5668\uff09 \u6982\u8ff0\uff0c\u63a2\u7d22\u4e86\u5dee\u5206\u8fd1\u4f3c\u65b9\u6cd5\u548c\u81ea\u9002\u5e94\u6570\u636e\u6d41\u67b6\u6784\u3002<\/sup><\/em><\/p>\n<p>\u9488\u5bf9\u6311\u6218 1\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u5dee\u5206\u8fd1\u4f3c\u65b9\u6cd5\uff0c\u53ef\u5728 Act-W \u548c Act-Act \u7b97\u5b50\u4e2d\u6d88\u9664\u5197\u4f59\u8ba1\u7b97\u3002\u901a\u8fc7\u5229\u7528\u5e27\u95f4\u76f8\u4f3c\u6027\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5c06 Act-Act \u64cd\u4f5c\u7684\u5197\u4f59\u8ba1\u7b97\u51cf\u5c11\u4e86 51.67%\u3002<\/p>\n<p>\u57fa\u4e8e\u5dee\u5206\u8fd1\u4f3c\u65b9\u6cd5\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u5217\u805a\u96c6\u5904\u7406\u5355\u5143\uff0c\u4ee5\u5229\u7528\u5217\u7a00\u758f\u6a21\u5f0f\u3002\u76f8\u6bd4\u4ec5\u652f\u6301\u7a20\u5bc6\u6216\u7a00\u758f\u7684 PE\uff0c\u8be5\u65b9\u6cd5\u5728\u9762\u79ef\u6548\u7387\u4e0a\u5206\u522b\u63d0\u9ad8\u4e86 1.56 \u500d\u548c 1.42 \u500d\u3002<\/p>\n<p>\u9488\u5bf9\u6311\u6218 2\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u8ba1\u7b97\u5f3a\u5ea6\u81ea\u9002\u5e94\u6570\u636e\u6d41\u67b6\u6784\uff0c\u53ef\u52a8\u6001\u5206\u914d\u8d44\u6e90\u4ee5\u9002\u914d\u4e0d\u540c\u7b97\u5b50\u7684\u6267\u884c\u9700\u6c42\u3002\u901a\u8fc7\u8bbe\u8ba1\u8def\u7531\u63a7\u5236\u5668\u5e73\u8861\u64cd\u4f5c\u7684\u6267\u884c\uff0c\u6027\u80fd\u76f8\u6bd4\u9759\u6001\u6570\u636e\u6d41\u67b6\u6784\u63d0\u9ad8\u4e86 1.76 \u500d\u3002<\/p>\n<p>\u6211\u4eec\u5728\u591a\u4e2a VDiT \u6a21\u578b\u4e0a\u9a8c\u8bc1\u4e86 ViDA \u7684\u52a0\u901f\u6027\u80fd\u3002\u4e0e NVIDIA A100 GPU \u548c SOTA \u89c6\u89c9\u52a0\u901f\u5668\u76f8\u6bd4\uff0cViDA \u5206\u522b\u5b9e\u73b0\u4e86\u5e73\u5747 16.44 \u500d \/ 2.18 \u500d\u7684\u52a0\u901f\u6bd4\u548c 18.39 \u500d \/ 2.35 \u500d\u7684\u9762\u79ef\u6548\u7387\u63d0\u5347\u3002<\/p>\n<p><strong>\u7814\u7a76\u80cc\u666f\u4ee5\u53ca\u52a8\u673a<\/strong><\/p>\n<p><strong>\u89c6\u9891\u6269\u6563 Transformer\uff08VDiT\uff09<\/strong><\/p>\n<p>\u901a\u8fc7\u5c06\u89c6\u89c9\u53d8\u6362\u5668\uff08ViT\uff09\u5f15\u5165\u6269\u6563\u6a21\u578b\uff0cVDiT \u5728 Sora \u7b49\u89c6\u9891\u751f\u6210\u5de5\u4f5c\u4e2d\u53d6\u5f97\u4e86\u524d\u6cbf\u6027\u80fd\u3002\u751f\u6210\u89c6\u9891\u7684\u4e3b\u8981\u8017\u65f6\u9636\u6bb5\u662f\u901a\u8fc7 VDiT \u5728\u591a\u65f6\u95f4\u6b65\u4e2d\u9884\u6d4b\u9700\u8981\u53bb\u9664\u7684\u566a\u58f0\uff0c\u56e0\u6b64\u52a0\u901f VDiT \u7684\u8ba1\u7b97\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-23263b47231b8ea3dafeefe315ac2e95.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-23263b47231b8ea3dafeefe315ac2e95.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4\uff1aVDiT \u6a21\u578b\u67b6\u6784\u56fe<\/sup><\/em><\/p>\n<p>\u56fe 4 \u5c55\u793a\u4e86 VDiT \u7684\u57fa\u672c\u67b6\u6784\u56fe\u3002\u5728\u67d0\u4e2a\u53bb\u566a\u65f6\u95f4\u6b65 t\uff0c\u7ecf\u8fc7\u5206\u5757\u53ca\u4f4d\u7f6e\u5d4c\u5165\u540e\uff0c\u566a\u58f0\u5e27\u88ab\u8f6c\u6362\u4e3a\u6fc0\u6d3b\u6570\u636e\uff0c\u4f5c\u4e3a Transformer \u5757\u7684\u8f93\u5165\u3002\u6bcf\u4e2a\u5757\u7531\u56db\u90e8\u5206\u7ec4\u6210\uff1a\u7a7a\u95f4\u6ce8\u610f\u529b\uff08S-A\uff09\u3001\u65f6\u95f4\u6ce8\u610f\u529b\uff08T-A\uff09\u3001\u4ea4\u53c9\u6ce8\u610f\u529b\uff08C-A\uff09\u548c\u591a\u5c42\u611f\u77e5\u5668\uff08MLP\uff09\u3002\u6a21\u578b\u901a\u8fc7 S-A \u548c T-A \u5b66\u4e60\u89c6\u9891\u7684\u7a7a\u95f4\u548c\u65f6\u95f4\u4fe1\u606f\uff0c\u901a\u8fc7 C-A \u5b66\u4e60\u6587\u672c\u6216\u56fe\u50cf\u6761\u4ef6\u4fe1\u606f\u3002\u7ecf\u8fc7 L \u5c42\u53d8\u6362\u5668\u5757\u540e\uff0c\u6a21\u578b\u9884\u6d4b\u566a\u58f0\u5e76\u53bb\u566a\u56fe\u50cf\uff0c\u5e76\u8fdb\u5165\u4e0b\u4e00\u65f6\u95f4\u6b65 t+1\u3002<\/p>\n<p><strong>\u5dee\u5206\u8ba1\u7b97<\/strong><\/p>\n<p>\u5dee\u5206\u8ba1\u7b97\u901a\u8fc7\u5229\u7528\u6fc0\u6d3b\u503c\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u6765\u51cf\u5c11\u8ba1\u7b97\u91cf\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4e0b\u4e00\u5e27 F+1 \u7684\u6fc0\u6d3b\u503c <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-38073faf9ab5995a9cfa9e2ffca15079.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-38073faf9ab5995a9cfa9e2ffca15079.png\"><\/a>\u53ef\u4ee5\u8868\u793a\u4e3a\u5f53\u524d\u5e27 F \u7684\u6fc0\u6d3b\u503c <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-41c611d94dda64d3ac68931d3b095e7e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-41c611d94dda64d3ac68931d3b095e7e.png\"><\/a>\u52a0\u4e0a\u4e00\u4e2a\u589e\u91cf\u90e8\u5206 \u0394X\u3002\u7531\u4e8e\u5f53\u524d\u5e27\u548c\u4e0b\u4e00\u5e27\u4e4b\u95f4\u7684\u6fc0\u6d3b\u503c\u901a\u5e38\u5177\u6709\u5f88\u9ad8\u7684\u76f8\u4f3c\u6027\uff0c\u56e0\u6b64 \u0394X \u4e2d\u7684\u8bb8\u591a\u5143\u7d20\u975e\u5e38\u63a5\u8fd1\u4e8e\u96f6\u3002\u53ef\u4ee5\u8bbe\u7f6e\u4e00\u4e2a\u5bf9\u6a21\u578b\u7cbe\u5ea6\u5f71\u54cd\u53ef\u63a5\u53d7\u7684\u9608\u503c\uff0c\u5c06\u5c0f\u4e8e\u8be5\u9608\u503c\u7684\u589e\u91cf\u90e8\u5206\u5143\u7d20\u89c6\u4e3a\u96f6\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5b9e\u73b0\u6570\u636e\u7684\u7a00\u758f\u5316\uff0c\u56e0\u4e3a\u5728\u6570\u5b66\u8ba1\u7b97\u4e2d\uff0c\u96f6\u503c\u4e0e\u4efb\u4f55\u503c\u76f8\u4e58\u7684\u7ed3\u679c\u4ecd\u7136\u662f\u96f6\uff0c\u4ece\u800c\u6709\u6548\u51cf\u5c11\u8ba1\u7b97\u91cf\u3002\u5c3d\u7ba1\u5dee\u5206\u8ba1\u7b97\u5728\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u4e2d\u5df2\u53d6\u5f97\u6210\u529f\uff0c\u4f8b\u5982 Cambricon-D [ISCA 2024] \u5728 ReLU \u6fc0\u6d3b\u51fd\u6570\u4e2d\u5f15\u5165\u4e86\u8fd9\u4e00\u6280\u672f\uff0c\u4f46\u5728 VDiT \u6a21\u578b\u4e2d\uff0c\u4e3b\u8981\u7684\u6ce8\u610f\u529b\u673a\u5236\u5305\u542b\u4e86\u5927\u91cf\u6fc0\u6d3b &#8211; \u6fc0\u6d3b\uff08Act-Act\uff09\u7b97\u5b50\u3002\u8fd9\u4e9b\u7b97\u5b50\u5177\u6709\u975e\u7ebf\u6027\u7279\u6027\uff0c\u73b0\u6709\u7684\u5dee\u5206\u8ba1\u7b97\u65b9\u6cd5\u65e0\u6cd5\u76f4\u63a5\u9002\u7528\uff0c\u56e0\u6b64\u5728 VDiT \u4e2d\u7684\u52a0\u901f\u6548\u679c\u8f83\u4e3a\u6709\u9650\u3002<\/p>\n<p><strong>\u6280\u672f\u8981\u70b9<\/strong><\/p>\n<p><strong>\u5dee\u5206\u8fd1\u4f3c\u65b9\u6cd5<\/strong><\/p>\n<p>\u73b0\u6709\u5de5\u4f5c\u4e2d\u8003\u8651\u5e27\u95f4\u76f8\u4f3c\u6027\u7684\u65b9\u6cd5\u672a\u80fd\u5bf9 Act-Act \u7b97\u5b50\u8fdb\u884c\u52a0\u901f\uff0c\u4e3b\u8981\u539f\u56e0\u5728\u4e8e\u5dee\u5206\u8ba1\u7b97\u65e0\u6cd5\u5904\u7406\u5176\u975e\u7ebf\u6027\u7279\u6027\u3002\u7136\u800c\uff0cAct-Act \u8ba1\u7b97\u5728 VDiT \u4e2d\u5360\u636e\u4e86\u663e\u8457\u6bd4\u4f8b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6a524ef118024b999f1a1005dc62895b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6a524ef118024b999f1a1005dc62895b.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 5\uff1aAct-Act \u7b97\u5b50\u7684\uff08a\uff09\u65e0\u4f18\u5316\u7684\u5dee\u5206\u8ba1\u7b97\u4e0e\uff08b\uff09\u5dee\u5206\u8fd1\u4f3c\u8ba1\u7b97\u7684\u6bd4\u8f83<\/sup><\/em><\/p>\n<p>\u5982\u56fe 5\uff08a\uff09\u6240\u793a\uff0c\u6211\u4eec\u9009\u53d6\u4e00\u4e2a\u7279\u5b9a\u7684\u6fc0\u6d3b\u4f5c\u4e3a\u53c2\u8003\u6fc0\u6d3b\uff0c\u5bf9\u5197\u4f59\u6fc0\u6d3b\u6267\u884c\u5dee\u5206\u526a\u679d\u64cd\u4f5c\u540e\uff0c\u5197\u4f59\u6fc0\u6d3b\u7684 Act-Act \u8ba1\u7b97\u53ef\u4ee5\u62c6\u89e3\u4e3a 4 \u4e2a\u90e8\u5206\uff0c\u9700\u8981\u8fdb\u884c\u4e09\u6b21\u7a00\u758f\u77e9\u9635 &#8211; \u77e9\u9635\u4e58\u6cd5\uff08SpMM\uff09\u8ba1\u7b97\uff0c\u4e0d\u80fd\u5b9e\u73b0\u8ba1\u7b97\u6548\u7387\u63d0\u5347\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ffccad06f9ad0675d3a7c4da0a20b868.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ffccad06f9ad0675d3a7c4da0a20b868.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u7b80\u5316\u8ba1\u7b97\uff0c\u5982\u56fe 5\uff08b\uff09\uff0c\u6211\u4eec\u5bf9\u591a\u79cd Act-Act \u64cd\u4f5c\u7684\u503c\u8fdb\u884c\u4e86\u6570\u503c\u5206\u6790\u3002\u7ed3\u679c\u8868\u660e\uff0c\u7b2c\u4e8c\u9879\u548c\u7b2c\u4e09\u9879\u7684\u6570\u503c\u6bd4\u7b2c\u4e00\u9879\u5c0f\u4e24\u4e2a\u6570\u91cf\u7ea7\u4ee5\u4e0a\uff0c\u5e76\u4e14\u6ca1\u6709\u663e\u8457\u7684\u5f02\u5e38\u503c\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u5ffd\u7565\u7b2c\u4e8c\u9879\u6216\u7b2c\u4e09\u9879\u4ee5\u7b80\u5316\u8ba1\u7b97\uff0c\u4ece\u800c\u51cf\u5c11 SpMM \u6570\u91cf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c9fd190ded1295ae93e71ded45b1bc40.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c9fd190ded1295ae93e71ded45b1bc40.png\"><\/a><\/p>\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u7684\u8fd1\u4f3c\u8ba1\u7b97\u5728\u4f59\u5f26\u76f8\u4f3c\u5ea6\u4e0a\u7684\u4e00\u81f4\u6027\u5e73\u5747\u8d85\u8fc7 98%\uff0c\u5bf9 Act-Act \u64cd\u4f5c\u7684\u7cbe\u5ea6\u5f71\u54cd\u53ef\u4ee5\u5ffd\u7565\u3002\u901a\u8fc7\u6b64\u65b9\u6cd5\uff0c\u4e0e\u7a20\u5bc6\u8ba1\u7b97\u76f8\u6bd4\uff0cAct-Act \u64cd\u4f5c\u7684\u8ba1\u7b97\u5f00\u9500\u51cf\u5c11\u4e86 51.67%\u3002<\/p>\n<p><strong>\u5217\u805a\u96c6\u5904\u7406\u5355\u5143<\/strong><\/p>\n<p>\u6211\u4eec\u89c2\u5bdf\u5230\u8fd9\u4e9b\u6fc0\u6d3b\u5448\u73b0\u51fa\u5217\u7a00\u758f\u6027\u6a21\u5f0f\uff0c\u8fd9\u662f\u56e0\u4e3a patch \u5411\u91cf\u4e4b\u95f4\u7684\u7f16\u7801\u683c\u5f0f\u5177\u6709\u4e00\u81f4\u6027\u3002\u5b9e\u9a8c\u53d1\u73b0\uff0c\u6fc0\u6d3b\u77e9\u9635\u4e2d 87.94% \u7684\u975e\u96f6\u503c\u805a\u96c6\u5728\u4e0d\u5230 23.50% \u7684\u5217\u4e2d\u3002\u5229\u7528\u8fd9\u4e00\u7a00\u758f\u6027\u6a21\u5f0f\uff0c\u53ef\u4ee5\u5c06\u7a00\u758f\u5217\u548c\u7a20\u5bc6\u5217\u8fdb\u884c\u7ec6\u7c92\u5ea6\u62c6\u5206\u8ba1\u7b97\uff0c\u4ece\u800c\u5b9e\u73b0\u9762\u79ef\u6548\u7387\u7684\u63d0\u5347\u3002\u5982\u56fe 6 \u6240\u793a\uff0c\u4e3a\u4e86\u5229\u7528\u7a20\u5bc6\u786c\u4ef6\u4f4e\u9762\u79ef\u6d88\u8017\u548c\u7a00\u758f\u786c\u4ef6\u4f4e\u8ba1\u7b97\u5f00\u9500\u7684\u4f18\u52bf\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u5217\u805a\u96c6\u5904\u7406\u5355\u5143\uff08PE\uff09\uff0c\u5176\u786c\u4ef6\u8bbe\u8ba1\u5305\u62ec\u5206\u914d\u5355\u5143\u3001\u5408\u5e76\u5355\u5143\u3001\u7a20\u5bc6\u8ba1\u7b97\u9635\u5217\u548c\u7a00\u758f\u8ba1\u7b97\u9635\u5217\u3002<\/p>\n<p>\u5982\u56fe 6\uff08c\uff09\u6240\u793a\uff0c\u7a20\u5bc6\u8ba1\u7b97\u4f7f\u7528\u666e\u901a\u8109\u52a8\u9635\u5217\u683c\u5f0f\uff0c\u7a00\u758f\u8ba1\u7b97\u5219\u901a\u8fc7\u961f\u5217\u5f62\u5f0f\u8f93\u5165\u975e\u96f6\u503c\uff0c\u4ece\u800c\u5728\u7a20\u5bc6\u4e0e\u7a00\u758f\u8ba1\u7b97\u4e4b\u95f4\u5b9e\u73b0\u786c\u4ef6\u5229\u7528\u7387\u7684\u5e73\u8861\u3002\u5982\u56fe 6\uff08d\uff09\u6240\u793a\uff0c\u5bf9\u4e8e CSC \u683c\u5f0f\u7684\u7a00\u758f\u6fc0\u6d3b\uff0c\u5206\u914d\u5355\u5143\u6839\u636e\u975e\u96f6\u503c\u6bd4\u4f8b\u52a8\u6001\u5206\u914d\u5217\u5230\u7a20\u5bc6\u6216\u7a00\u758f\u6570\u7ec4\u6267\u884c\u8ba1\u7b97\uff0c\u4f18\u5316\u4efb\u52a1\u5206\u914d\u5e76\u63d0\u9ad8\u786c\u4ef6\u5229\u7528\u7387\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-29ab4560e719b29d27f5e6dc2669ccea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-29ab4560e719b29d27f5e6dc2669ccea.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 6\uff1a\u786c\u4ef6\u67b6\u6784\u6982\u8981<\/sup><\/em><\/p>\n<p><strong>\u8ba1\u7b97\u5f3a\u5ea6\u81ea\u9002\u5e94\u6570\u636e\u6d41\u67b6\u6784<\/strong><\/p>\n<p>VDiT \u7684\u7b97\u5b50\u8ba1\u7b97\u5f3a\u5ea6\u5dee\u5f02\u660e\u663e\uff0c\u7279\u522b\u662f Act-W \u4e0e Act-Act \u64cd\u4f5c\u4e4b\u95f4\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u53ef\u91cd\u914d\u7f6e\u8ba1\u7b97\u67b6\u6784\uff0c\u901a\u8fc7\u52a8\u6001\u5206\u914d\u8ba1\u7b97\u548c\u5b58\u50a8\u8d44\u6e90\uff0c\u5b9e\u73b0\u786c\u4ef6\u5229\u7528\u7387\u6700\u5927\u5316\u3002<\/p>\n<p>\u8ba1\u7b97\u5f3a\u5ea6\u81ea\u9002\u5e94\u6570\u636e\u6d41\uff1a<\/p>\n<ol>\n<li>\n<p>\u8d44\u6e90\u5e73\u8861\uff1a\u9488\u5bf9\u6ce8\u610f\u529b\u8ba1\u7b97\u4e2d\u8ba1\u7b97\u5f3a\u5ea6\u5dee\u5f02\u5927\uff08\u5982\u56fe 7 (a)\uff09\uff0c\u5bf9 Logit \u548c Attend \u64cd\u4f5c\u4f18\u5316\u5185\u5b58\u8bbf\u95ee\u538b\u529b\uff0c\u5bf9 QKV \u548c O \u6295\u5f71\u64cd\u4f5c\u4f18\u5316\u8ba1\u7b97\u5bc6\u96c6\u5ea6\uff0c\u63d0\u5347\u5904\u7406\u5355\u5143\uff08PE\uff09\u548c\u5185\u5b58\u5e26\u5bbd\u7684\u5229\u7528\u7387\u3002 \u00a0<\/p>\n<\/li>\n<li>\n<p>\u8de8\u5e27\u4f18\u5316\uff1a\u5229\u7528\u4e0d\u540c\u5e27\u8ba1\u7b97\u7684\u72ec\u7acb\u6027\uff08\u5982\u7a7a\u95f4\u6ce8\u610f\u529b\uff09\uff0c\u91cd\u7ec4\u76f8\u90bb\u5e27\u7684\u64cd\u4f5c\u6267\u884c\u987a\u5e8f\uff08\u5982\u56fe 7 (b)\uff09\uff0c\u540c\u65f6\u7ed3\u5408\u8ba1\u7b97\u5bc6\u96c6\u578b\u548c\u5185\u5b58\u5bc6\u96c6\u578b\u64cd\u4f5c\uff0c\u4f18\u5316\u6d41\u6c34\u7ebf\u4ee5\u63d0\u9ad8\u786c\u4ef6\u6548\u7387\u5e76\u51cf\u5c11\u5ef6\u8fdf\u3002 \u00a0<\/p>\n<\/li>\n<\/ol>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-dbe9cea047f840d0c099782290e99e03.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-dbe9cea047f840d0c099782290e99e03.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 7\uff1a\u57fa\u4e8e\u53ef\u91cd\u6784\u67b6\u6784\u7684\u8ba1\u7b97\u5f3a\u5ea6\u81ea\u9002\u5e94\u6570\u636e\u6d41\u3002<\/sup><\/em><\/p>\n<p>\u8ba1\u7b97\u5f3a\u5ea6\u81ea\u9002\u5e94\u67b6\u6784\uff1a<\/p>\n<p>\u4e3a\u652f\u6301\u5f3a\u5ea6\u81ea\u9002\u5e94\u6570\u636e\u6d41\u4f18\u5316\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u53ef\u91cd\u914d\u7f6e\u786c\u4ef6\u67b6\u6784\uff0c\u5176\u4e2d\u8def\u7531\u63a7\u5236\u5668\u4f5c\u4e3a\u6838\u5fc3\u7ec4\u4ef6\uff0c\u7528\u4e8e\u52a8\u6001\u8c03\u6574\u5904\u7406\u5355\u5143\uff08PE\uff09\u4e0e\u5185\u5b58\u5355\u5143\uff08ME\uff09\u4e4b\u95f4\u7684\u6570\u636e\u8def\u5f84\uff08\u5982\u56fe 6 (b) \u548c 6 (e) \u6240\u793a\uff09\u3002\u8def\u7531\u63a7\u5236\u5668\u901a\u8fc7\u6620\u5c04\u63a7\u5236\u5668\u52a8\u6001\u5206\u914d\u8d44\u6e90\uff0c\u7ed3\u5408\u8def\u7531\u5f00\u5173\u8c03\u6574\u8fde\u63a5\u8def\u5f84\uff0c\u5e76\u5229\u7528 FIFO \u961f\u5217\u4e34\u65f6\u5b58\u50a8\u6570\u636e\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u7b97\u5b50\u7684\u8d44\u6e90\u9700\u6c42\u3002\u00a0<\/p>\n<p><strong>\u8bc4\u4f30<\/strong><\/p>\n<p><strong>\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/p>\n<p>\u57fa\u7ebf<\/p>\n<ul>\n<li>\n<p>\u901a\u7528\u67b6\u6784\uff1aIntel Xeon 8358P CPU \u548c NVIDIA A100 GPU\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9a\u5236\u52a0\u901f\u5668\uff1aViTCoD\u3001InterArch \u548c CMC \u4e09\u4e2a SOTA \u89c6\u89c9\u52a0\u901f\u5668\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7b97\u6cd5\u8bbe\u7f6e<\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u591a\u4e2a\u5f00\u6e90 VDiT \u6a21\u578b\uff08\u5305\u62ec Open-Sora\u3001Latte \u7b49\u6a21\u578b\uff09\u6765\u9a8c\u8bc1 ViDA \u7684\u6709\u6548\u6027\uff0c\u9009\u62e9 FVD, FID \u548c CLIPSIM \u4f5c\u4e3a\u8bc4\u4ef7\u6307\u6807\uff0c\u5728 UCF-101 \u548c MSR-VTT \u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002<\/p>\n<p><strong>\u7b97\u6cd5\u8bc4\u4f30<\/strong><\/p>\n<p>\u6211\u4eec\u5c06 ViDA \u7684\u5dee\u5206\u65b9\u6cd5\u4e0e InterArch \u548c CMC \u4e24\u79cd\u4ee3\u8868\u6027\u65b9\u6cd5\u7684\u51c6\u786e\u6027\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u4e3a\u786e\u4fdd\u5b9e\u9a8c\u7684\u516c\u5e73\u6027\uff0c\u6211\u4eec\u5bf9 InterArch \u8fdb\u884c\u4e86\u8c03\u6574\uff0c\u4f7f\u5176\u540c\u6837\u8003\u8651\u5e27\u5185\u76f8\u4f3c\u6027\u3002\u6211\u4eec\u9996\u5148\u57fa\u4e8e OpenSora \u7684\u57fa\u51c6 MSR-VTT \u53ca UCF-101 \u793a\u4f8b\u8fdb\u884c\u4e86\u7cbe\u5ea6\u6d4b\u8bd5\uff0c\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5728\u4e09\u4e2a\u8bc4\u4ef7\u6307\u6807\u4e0b ViDA \u7684<strong>\u7b97\u6cd5\u7cbe\u5ea6\u635f\u5931\u5e73\u5747\u4ec5\u4e3a 0.40%\uff0c\u4f4e\u4e8e InterArch \u7684 0.57% \u548c CMC \u7684 0.78%<\/strong>\u3002\u901a\u8fc7\u8fdb\u4e00\u6b65\u57fa\u4e8e UCF-101 \u6570\u636e\u96c6\u5bf9 OpenSora \u53ca Latte \u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\uff0c<strong>ViDA \u7684\u5e73\u5747\u7cbe\u5ea6\u635f\u5931\u4e3a 0.81%\uff0c\u4f4e\u4e8e\u76ee\u524d SOTA \u7684\u5de5\u4f5c CMC \u7684 1.11%\u3002<\/strong><\/p>\n<p><strong>\u6027\u80fd\u8bc4\u4f30<\/strong><\/p>\n<p>\u56fe 8 \u5c55\u793a\u4e86 ViDA \u4e0e\u4e0d\u540c\u57fa\u7ebf\u7684\u6027\u80fd\u8868\u73b0\u3002\u4e0e A100 GPU \u76f8\u6bd4\uff0cViDA \u5b9e\u73b0\u4e86 16.44 \u500d\u7684\u6027\u80fd\u63d0\u5347\uff1b\u76f8\u8f83\u4e8e ViTCoD\u3001InterArch \u548c CMC\uff0c\u52a0\u901f\u6bd4\u5206\u522b\u63d0\u5347\u4e86 2.48 \u500d\u30012.39 \u500d\u548c 2.18 \u500d\u3002\u8fd9\u4e00\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u4e3b\u8981\u5f97\u76ca\u4e8e\u901a\u8fc7\u5dee\u5206\u8ba1\u7b97\u6765\u540c\u65f6\u8ba1\u7b97 Act-W \u548c Act-Act \u7b97\u5b50\uff0c\u540c\u65f6\u901a\u8fc7\u5f3a\u5ea6\u81ea\u9002\u5e94\u6570\u636e\u6d41\u8bbe\u8ba1\u6ee1\u8db3\u4e86\u957f\u89c6\u9891\u751f\u6210\u573a\u666f\u4e0b\u5bf9\u8ba1\u7b97\u548c\u5b58\u50a8\u8d44\u6e90\u7684\u590d\u6742\u9700\u6c42\u3002<\/p>\n<p><strong>\u6b64\u5916\uff0cViDA \u5728\u9762\u79ef\u6548\u7387\u65b9\u9762\u7684\u8868\u73b0\u540c\u6837\u7a81\u51fa\uff0c\u5176\u76f8\u8f83\u4e8e A100 GPU \u63d0\u9ad8\u4e86 18.39 \u500d\uff1b\u76f8\u8f83\u4e8e ViTCoD\u3001InterArch \u548c CMC\uff0c\u51e0\u4f55\u5e73\u5747\u6548\u7387\u5206\u522b\u63d0\u5347\u4e86 2.39 \u500d\u30012.43 \u500d\u548c 2.35 \u500d\u3002<\/strong>\u8fd9\u4e3b\u8981\u5f97\u76ca\u4e8e\u5217\u805a\u96c6\u5904\u7406\u5355\u5143\u5728\u5217\u7a20\u5bc6\u6a21\u5f0f\u4e0b\u5bf9\u7a20\u5bc6\u5904\u7406\u5355\u5143\u548c\u7a00\u758f\u5904\u7406\u5355\u5143\u7684\u9ad8\u6548\u5229\u7528\uff0c\u4ee5\u53ca\u7cbe\u7ec6\u5316\u7684\u4efb\u52a1\u5206\u914d\u7b56\u7565\u5728\u76f8\u540c\u786c\u4ef6\u9762\u79ef\u4e0b\u5b9e\u73b0\u4e86\u66f4\u4f18\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3eaf3db29069fc2d74a0cb6490865e2a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3eaf3db29069fc2d74a0cb6490865e2a.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 8\uff1aViDA \u4e0e CPU\u3001GPU \u53ca SOTA \u52a0\u901f\u5668\u5728\u4e09\u4e2a VDiT \u6a21\u578b\u4e0a\u7684\u52a0\u901f\u548c\u9762\u79ef\u6548\u7387\u6bd4\u8f83\u3002<\/sup><\/em><\/p>\n<p><strong>\u654f\u611f\u6027\u8bc4\u4f30<\/strong><\/p>\n<p>\u53c2\u8003\u5e27\u9009\u62e9\u7684\u5f71\u54cd<\/p>\n<p>\u5982\u56fe 9 (a) \u6240\u793a\uff0c\u6211\u4eec\u5206\u6790\u4e86\u53c2\u8003\u5e27\u9009\u62e9\u5bf9\u51c6\u786e\u6027\u548c\u63a8\u7406\u901f\u5ea6\u7684\u5f71\u54cd\u3002\u901a\u8fc7\u5206\u6790\u5e27\u95f4\u4f59\u5f26\u76f8\u4f3c\u6027\uff0c\u6211\u4eec\u5c06\u6bcf 8 \u5e27\u5206\u4e3a\u4e00\u7ec4\u3002\u7ed3\u679c\u8868\u660e\uff0c\u53c2\u8003\u5e27\u9009\u62e9\u5bf9\u6a21\u578b\u7684 CLIPSIM \u51c6\u786e\u6027\u51e0\u4e4e\u6ca1\u6709\u5f71\u54cd\uff0c\u540c\u65f6\u52a0\u901f\u6bd4\u7684\u53d8\u5316\u4e5f\u5728\u53ef\u5ffd\u7565\u8303\u56f4\u5185\u3002<\/p>\n<p>\u9608\u503c\u9009\u62e9\u7684\u5f71\u54cd<\/p>\n<p>\u5982\u56fe 9 (b) \u6240\u793a\uff0c\u6211\u4eec\u5206\u6790\u4e86\u4e0d\u540c\u5206\u914d\u9608\u503c\u5bf9\u5904\u7406\u5355\u5143\u6570\u7ec4\u8d1f\u8f7d\u548c\u5229\u7528\u7387\u7684\u5f71\u54cd\u3002\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u9608\u503c\u8bbe\u4e3a 50% \u65f6\uff0c\u53ef\u4ee5\u5b9e\u73b0\u6700\u4f4e\u7684\u8d1f\u8f7d\u548c\u6700\u9ad8\u7684\u786c\u4ef6\u5229\u7528\u7387\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-920964f3a368a015453b071b339e9e8b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-920964f3a368a015453b071b339e9e8b.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 9\uff1a\u53c2\u8003\u5e27\u53ca\u9608\u503c\u7684\u9009\u62e9\u5bf9\u5b9e\u9a8c\u7ed3\u679c\u7684\u5f71\u54cd<\/sup><\/em><\/p>\n<p><strong>ViDA \u5728\u591a\u79cd\u4e3b\u6d41 VDiT \u6a21\u578b\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e NVIDIA A100 GPU \u548c\u73b0\u6709\u6700\u5148\u8fdb\u52a0\u901f\u5668\u76f8\u6bd4\uff0c\u5b83\u5206\u522b\u5b9e\u73b0\u4e86\u5e73\u5747 16.44 \u500d \/ 2.18 \u500d\u7684\u52a0\u901f\u6bd4\u548c 18.39 \u500d \/ 2.35 \u500d\u7684\u9762\u79ef\u6548\u7387\u63d0\u5347\uff0c\u53ef\u6709\u6548\u964d\u4f4e\u89c6\u9891\u751f\u6210\u6a21\u578b\u5bf9\u8ba1\u7b97\u8d44\u6e90\u7684\u6d88\u8017\uff0c\u52a0\u901f\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u63a8\u52a8\u89c6\u9891\u751f\u6210\u6280\u672f\u66f4\u597d\u3001\u66f4\u5feb\u3001\u66f4\u5927\u8303\u56f4\u4ea7\u4e1a\u5316\u843d\u5730\u3002<\/strong><\/p>\n<p>\u5982\u679c\u4f60\u5bf9\u6587\u7ae0\u611f\u5174\u8da3\uff0c\u6b22\u8fce\u70b9\u51fb\u5b66\u672f\u4f5c\u8005\u56e2\u961f\u5b9e\u9a8c\u5ba4\u4e3b\u9875\u4e86\u89e3\u66f4\u591a https:\/\/dai.sjtu.edu.cn\/<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-23-6\" target=\"_blank\">\u521a\u521a\uff01ASP-DAC 2025\u6700\u4f73\u8bba\u6587\u51fa\u7089\uff0c\u65e0\u95ee\u82af\u7a79\u4e0a\u4ea4\u5927\u8bba\u6587\u83b7\u5956<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u521a\u521a\uff01ASP-DAC  [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[65],"class_list":["post-37930","post","type-post","status-publish","format-standard","hentry","category-news","tag-65"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u521a\u521a\uff01ASP-DAC 2025\u6700\u4f73\u8bba\u6587\u51fa\u7089\uff0c\u65e0\u95ee\u82af\u7a79\u4e0a\u4ea4\u5927\u8bba\u6587\u83b7\u5956 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=37930\" \/>\n<script type=\"application\/ld+json\" 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