{"id":35269,"date":"2024-12-22T00:59:57","date_gmt":"2024-12-21T16:59:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=35269"},"modified":"2024-12-22T00:59:57","modified_gmt":"2024-12-21T16:59:57","slug":"%e7%bb%9f%e4%b8%80transformer%e4%b8%8ediffusion%ef%bc%81meta%e8%9e%8d%e5%90%88%e6%96%b0%e6%96%b9%e6%b3%95%e5%89%91%e6%8c%87%e4%b8%8b%e4%b8%80%e4%bb%a3%e5%a4%9a%e6%a8%a1%e6%80%81%e7%8e%8b%e8%80%85","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35269","title":{"rendered":"\u7edf\u4e00transformer\u4e0ediffusion\uff01Meta\u878d\u5408\u65b0\u65b9\u6cd5\u5251\u6307\u4e0b\u4e00\u4ee3\u591a\u6a21\u6001\u738b\u8005"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-26-8\" target=\"_blank\">\u7edf\u4e00transformer\u4e0ediffusion\uff01Meta\u878d\u5408\u65b0\u65b9\u6cd5\u5251\u6307\u4e0b\u4e00\u4ee3\u591a\u6a21\u6001\u738b\u8005<\/a><\/p>\n<section>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"43\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u672c\u6587\u5f15\u5165\u4e86 Transfusion\uff0c\u8fd9\u662f\u4e00\u79cd\u53ef\u4ee5\u5728\u79bb\u6563\u548c\u8fde\u7eed\u6570\u636e\u4e0a\u8bad\u7ec3\u591a\u6a21\u6001\u6a21\u578b\u7684\u65b9\u6cd5\u3002<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<section><\/section>\n<section>\u4e00\u822c\u6765\u8bf4\uff0c\u591a\u6a21\u6001<mark data-type=\"tech_methods\" data-id=\"d92a1cda-8e30-4199-9678-2d8c6c17d736\">\u751f\u6210\u6a21\u578b<\/mark>\u9700\u8981\u80fd\u591f<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u3001\u5904\u7406\u548c\u751f\u6210\u79bb\u6563\u5143\u7d20\uff08\u5982\u6587\u672c\u6216\u4ee3\u7801\uff09\u548c\u8fde\u7eed\u5143\u7d20\uff08\u5982\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u6570\u636e\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5728\u79bb\u6563\u6a21\u6001\u9886\u57df\uff0c\u4ee5\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u4e3a\u76ee\u6807\u7684<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\uff0c\u800c\u5728\u751f\u6210\u8fde\u7eed\u6a21\u6001\u65b9\u9762\uff0c\u6269\u6563\u6a21\u578b\u53ca\u5176\u6cdb\u5316\u5f62\u5f0f\u5219\u662f\u5f53\u524d\u6700\u5148\u8fdb\u6280\u672f\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u4e00\u76f4\u8bd5\u56fe\u5c06<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4e0e\u6269\u6563\u6a21\u578b\u7ed3\u5408\uff0c\u4e00\u79cd\u65b9\u6cd5\u662f\u76f4\u63a5\u6269\u5c55<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u4f7f\u5176\u80fd\u591f\u5229\u7528\u6269\u6563\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u5de5\u5177\uff0c\u6216\u8005\u5c06\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\u5ac1\u63a5\u5230<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4e0a\u3002\u53e6\u4e00\u79cd\u66ff\u4ee3\u65b9\u6848\u662f\u5bf9\u8fde\u7eed\u6a21\u6001\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u5904\u7406\uff0c\u7136\u540e\u5728\u79bb\u6563\u7684 token \u4e0a\u8bad\u7ec3\u4e00\u4e2a\u6807\u51c6\u7684<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u8fd9\u79cd\u65b9\u6cd5\u867d\u7136\u7b80\u5316\u4e86\u6a21\u578b\u67b6\u6784\uff0c\u4f46\u4e5f\u4f1a\u9020\u6210\u4fe1\u606f\u7684\u4e22\u5931\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c<strong>\u6765\u81ea Meta \u3001 <mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark> \u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u5c55\u793a\u4e86\u901a\u8fc7\u8bad\u7ec3\u5355\u4e2a\u6a21\u578b\u6765\u9884\u6d4b\u79bb\u6563\u6587\u672c token \u548c\u6269\u6563\u8fde\u7eed\u56fe\u50cf\uff0c\u4ece\u800c\u5b9e\u73b0\u4e24\u79cd\u6a21\u6001\u7684\u5b8c\u5168\u96c6\u6210\uff0c\u4e14\u4e0d\u4f1a\u4e22\u5931\u4efb\u4f55\u4fe1\u606f<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0c\u672c\u6587\u5f15\u5165\u4e86\u4e00\u4e2a\u8bad\u7ec3\u6a21\u578b\u7684\u65b0\u65b9\u6cd5 Transfusion\uff0c\u80fd\u591f\u65e0\u7f1d\u5730\u751f\u6210\u79bb\u6563\u548c\u8fde\u7eed\u7684\u6a21\u6001\u3002Transfusion \u5c06<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark><mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u4e0e\u6269\u6563\u76f8\u7ed3\u5408\uff0c\u5728\u6df7\u5408\u6a21\u6001\u5e8f\u5217\u4e0a\u8bad\u7ec3\u5355\u4e2a transformer\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u8fd8\u5728\u6587\u672c\u548c\u56fe\u50cf\u6570\u636e\u6df7\u5408\u57fa\u7840\u4e0a\u4ece\u5934\u5f00\u59cb\u9884\u8bad\u7ec3\u591a\u4e2a Transfusion \u6a21\u578b\uff0c\u6700\u591a\u53ef\u8fbe\u5230 7B <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\uff0c\u5e76\u9488\u5bf9\u5404\u79cd\u5355\u6a21\u6001\u548c\u8de8\u6a21\u6001<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u5efa\u7acb\u6269\u5c55\u5b9a\u5f8b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-71c54484e024c1d10e319b34f91cdcb2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-71c54484e024c1d10e319b34f91cdcb2.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2408.11039<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aTransfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5b9e\u9a8c\u8868\u660e\uff0cTransfusion \u7684\u6269\u5c55\u80fd\u529b\u663e\u8457\u4f18\u4e8e\u5c06\u56fe\u50cf<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u5e76\u5728\u79bb\u6563\u56fe\u50cf token \u4e0a\u8bad\u7ec3<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u65b9\u6cd5\u3002\u901a\u8fc7\u5f15\u5165\u7279\u5b9a\u4e8e\u6a21\u6001\u7684\u7f16\u7801\u548c\u89e3\u7801\u5c42\uff0c\u8be5\u7814\u7a76\u8bc1\u660e\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8 Transfusion \u6a21\u578b\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u751a\u81f3\u53ef\u4ee5\u5c06\u6bcf\u5f20<mark data-type=\"tech_tasks\" data-id=\"08b2b25e-21a0-48e1-9de8-f91d424adfe1\">\u56fe\u50cf\u538b\u7f29<\/mark>\u5230\u4ec5 16 \u4e2a patch\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\u5c06 Transfusion \u65b9\u6cd5\u6269\u5c55\u5230 70 \u4ebf<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u548c 2 \u4e07\u4ebf\u591a\u6a21\u6001 token\uff0c\u80fd\u591f\u751f\u6210\u4e0e\u76f8\u4f3c\u89c4\u6a21\u7684\u6269\u6563\u6a21\u578b\u548c<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u76f8\u5ab2\u7f8e\u7684\u56fe\u50cf\u548c\u6587\u672c\uff0c\u4ece\u800c\u83b7\u5f97\u4e24\u4e2a\u9886\u57df\u7684\u4f18\u52bf\u3002\u8fd9\u610f\u5473\u7740 Transfusion \u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c\u7684\u751f\u6210\uff0c\u8fd8\u80fd\u5728\u8fd9\u4e24\u79cd\u7c7b\u578b\u7684\u751f\u6210\u4e0a\u8fbe\u5230\u9886\u5148\u6c34\u5e73\uff0c\u6709\u6548\u5730\u7ed3\u5408\u4e86\u56fe\u50cf\u548c<mark data-type=\"tech_tasks\" data-id=\"f02bb483-1c90-4010-849a-f2d7e3f0ad59\">\u6587\u672c\u751f\u6210<\/mark>\u7684\u4f18\u70b9\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u5728 GenEval <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\uff0c<strong>\u672c\u6587\u6a21\u578b\uff087B\uff09\u4f18\u4e8e\u5176\u4ed6\u6d41\u884c\u6a21\u578b\uff0c\u4f8b\u5982 DALL-E 2 \u548c SDXL\uff1b\u4e0e\u90a3\u4e9b\u56fe\u50cf<mark data-type=\"tech_methods\" data-id=\"d92a1cda-8e30-4199-9678-2d8c6c17d736\">\u751f\u6210\u6a21\u578b<\/mark>\u4e0d\u540c\uff0c\u5b83\u53ef\u4ee5\u751f\u6210\u6587\u672c\uff0c\u5728\u6587\u672c<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u4e0e Llama 1 \u76f8\u540c\u7684\u6027\u80fd\u6c34\u5e73<\/strong>\u3002\u56e0\u6b64\uff0cTransfusion \u662f\u4e00\u79cd\u5f88\u6709\u524d\u9014\u7684\u8bad\u7ec3\u771f\u6b63\u591a\u6a21\u6001\u6a21\u578b\u7684\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section><strong>Transfusion \u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>Transfusion \u662f\u4e00\u79cd\u8bad\u7ec3\u5355\u4e00\u7edf\u4e00\u6a21\u578b\u6765\u7406\u89e3\u548c\u751f\u6210\u79bb\u6563\u548c\u8fde\u7eed\u6a21\u6001\u7684\u65b9\u6cd5\u3002\u672c\u6587\u7684\u4e3b\u8981\u521b\u65b0\u662f\u8bc1\u660e\u4e86\u53ef\u4ee5\u5728\u5171\u4eab\u6570\u636e\u548c<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u4e0a\u5bf9\u4e0d\u540c\u6a21\u6001\u4f7f\u7528\u5355\u72ec\u7684\u635f\u5931\uff08\u9488\u5bf9\u6587\u672c\u4f7f\u7528\u8bed\u8a00\u5efa\u6a21\uff0c\u9488\u5bf9\u56fe\u50cf\u4f7f\u7528\u6269\u6563\uff09\u3002\u56fe 1 \u8bf4\u660e\u4e86 Transfusion\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-768cbbdd422f02d1a3fbc4a2f75a1c07.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-768cbbdd422f02d1a3fbc4a2f75a1c07.png\"><\/a><\/p>\n<section>\u6a21\u578b\u67b6\u6784\uff1a\u6a21\u578b\u4e2d\u7684\u5927\u90e8\u5206<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6765\u81ea\u5355\u4e2a transformer\uff0c\u7528\u6765\u5904\u7406\u6bcf\u4e00\u4e2a\u5e8f\u5217\uff0c\u4e0d\u8bba\u5176\u6a21\u6001\u5982\u4f55\u3002Transformer \u63a5\u6536\u4e00\u7cfb\u5217\u9ad8\u7ef4\u5411\u91cf\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u4ea7\u751f\u76f8\u4f3c\u7684\u5411\u91cf\u4f5c\u4e3a\u8f93\u51fa\u3002\u7814\u7a76\u8005\u4e3a\u4e86\u5c06\u6570\u636e\u8f6c\u6362\u6210\u8fd9\u79cd\u7a7a\u95f4\uff0c\u4ed6\u4eec\u4f7f\u7528\u4e86\u5177\u6709\u975e\u5171\u4eab<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u8f7b\u91cf\u7ea7\u7279\u5b9a\u4e8e\u6a21\u6001\u7684\u7ec4\u4ef6\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u6587\u672c\uff0c\u8fd9\u4e9b\u662f\u5d4c\u5165\u77e9\u9635\uff0cTransformer \u5c06\u6bcf\u4e2a\u8f93\u5165\u7684\u6574\u6570\u8f6c\u6362\u6210\u5411\u91cf\u7a7a\u95f4\uff0c\u6bcf\u4e2a\u8f93\u51fa\u5411\u91cf\u8f6c\u6362\u6210\u4e00\u4e2a\u5173\u4e8e\u8bcd\u6c47\u8868\u7684\u79bb\u6563\u5206\u5e03\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u56fe\u50cf\uff0c\u7814\u7a76\u8005\u5c1d\u8bd5\u4e86\u4e24\u79cd\u65b9\u6cd5\u6765\u538b\u7f29 k\u00d7k patch \u5411\u91cf\u7684\u5c40\u90e8\u7a97\u53e3\u5230\u4e00\u4e2a\u5355\u4e00 transformer \u5411\u91cf\uff08\u4ee5\u53ca\u53cd\u5411\u64cd\u4f5c\uff09\uff1a\uff081\uff09\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u5c42\uff1b\uff082\uff09U-Net \u7684 up \u548c down \u5757\u3002\u56fe 3 \u5c55\u793a\u4e86\u6574\u4f53\u67b6\u6784\u3002\u00a0<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-494d5b218f6cdec3150323ddc8693de4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-494d5b218f6cdec3150323ddc8693de4.png\"><\/a><\/p>\n<section>Transfusion \u6ce8\u610f\u529b\uff1a<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u901a\u5e38\u4f7f\u7528\u56e0\u679c\u63a9\u7801\u6765\u6709\u6548\u5730\u8ba1\u7b97\u5355\u4e2a\u524d\u5411 &#8211; \u540e\u5411\u4f20\u64ad\u4e2d\u6574\u4e2a\u5e8f\u5217\u7684\u635f\u5931\u548c\u68af\u5ea6\uff0c\u800c\u4e0d\u4f1a\u6cc4\u9732\u672a\u6765 token 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data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a887c211920d78a78f2733f5e8508ef9.png\"><\/a><\/p>\n<section>\u8be5\u7814\u7a76\u5728 2T token \u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u4e86\u4e00\u4e2a 7B <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6a21\u578b\uff0c\u751f\u6210\u7684\u56fe\u50cf\u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cb3a31bfa4c12d700065e6bb810a969f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cb3a31bfa4c12d700065e6bb810a969f.png\"><\/a><\/p>\n<section>\u8868 9 \u663e\u793a\uff0cTransfusion \u5b9e\u73b0\u4e86\u4e0e DeepFloyd \u7b49\u9ad8\u6027\u80fd\u56fe\u50cf<mark data-type=\"tech_methods\" 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cabe4a27182e7d861efa79a4d24a9c65.png\"><\/a><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-26-8\" target=\"_blank\">\u7edf\u4e00transformer\u4e0ediffusion\uff01Meta\u878d\u5408\u65b0\u65b9\u6cd5\u5251\u6307\u4e0b\u4e00\u4ee3\u591a\u6a21\u6001\u738b\u8005<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u7edf\u4e00transform 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