{"id":15915,"date":"2023-10-30T11:09:36","date_gmt":"2023-10-30T03:09:36","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=15915"},"modified":"2023-10-30T11:09:36","modified_gmt":"2023-10-30T03:09:36","slug":"%e6%af%94transformer%e6%9b%b4%e5%a5%bd%ef%bc%8c%e6%97%a0attention%e3%80%81mlps%e7%9a%84bert%e3%80%81gpt%e5%8f%8d%e8%80%8c%e6%9b%b4%e5%bc%ba%e4%ba%86","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/10\/30\/15915\/","title":{"rendered":"\u6bd4Transformer\u66f4\u597d\uff0c\u65e0Attention\u3001MLPs\u7684BERT\u3001GPT\u53cd\u800c\u66f4\u5f3a\u4e86"},"content":{"rendered":"<div class=\"article-desc\">\u672c\u6587\u63a2\u7d22\u4e86 Monarch Mixer (M2) \uff0c\u8fd9\u662f\u4e00\u79cd\u5728\u5e8f\u5217\u957f\u5ea6\u548c\u6a21\u578b\u7ef4\u5ea6\u4e0a\u90fd\u662f\u6b21\u4e8c\u6b21\u7684\u65b0\u67b6\u6784\uff0c\u5e76\u4e14\u5728\u73b0\u4ee3\u52a0\u901f\u5668\u4e0a\u5177\u6709\u5f88\u9ad8\u7684\u786c\u4ef6\u6548\u7387\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p>\u4ece BERT\u3001GPT \u548c Flan-T5 \u7b49\u8bed\u8a00\u6a21\u578b\u5230 SAM \u548c Stable Diffusion \u7b49\u56fe\u50cf\u6a21\u578b\uff0cTransformer \u6b63\u4ee5\u9510\u4e0d\u53ef\u5f53\u4e4b\u52bf\u5e2d\u5377\u8fd9\u4e2a\u4e16\u754c\uff0c\u4f46\u4eba\u4eec\u4e5f\u4e0d\u7981\u4f1a\u95ee\uff1aTransformer \u662f\u552f\u4e00\u9009\u62e9\u5417\uff1f<\/p>\n<p>\u65af\u5766\u798f\u5927\u5b66\u548c\u7ebd\u7ea6\u5dde\u7acb\u5927\u5b66\u5e03\u6cd5\u7f57\u5206\u6821\u7684\u4e00\u4e2a\u7814\u7a76\u56e2\u961f\u4e0d\u4ec5\u4e3a\u8fd9\u4e00\u95ee\u9898\u7ed9\u51fa\u4e86\u5426\u5b9a\u7b54\u6848\uff0c\u800c\u4e14\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u66ff\u4ee3\u6280\u672f\uff1aMonarch Mixer\u3002\u8fd1\u65e5\uff0c\u8be5\u56e2\u961f\u5728 arXiv \u516c\u5e03\u4e86\u76f8\u5173\u8bba\u6587\u548c\u4e00\u4e9b\u68c0\u67e5\u70b9\u6a21\u578b\u53ca\u8bad\u7ec3\u4ee3\u7801\u3002\u987a\u5e26\u4e00\u63d0\uff0c\u8be5\u8bba\u6587\u5df2\u5165\u9009 NeurIPS 2023 \u5e76\u83b7\u5f97 Oral Presentation \u8d44\u683c\u3002<\/p>\n<p><img data-dominant-color=\"f1f1f0\" data-has-transparency=\"false\" style=\"--dominant-color: #f1f1f0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15916\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f79e6361554a2bc5434551ad7fdba71eaff826.png\" width=\"1080\" height=\"346\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f79e6361554a2bc5434551ad7fdba71eaff826.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f79e6361554a2bc5434551ad7fdba71eaff826-300x96.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f79e6361554a2bc5434551ad7fdba71eaff826-1024x328.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f79e6361554a2bc5434551ad7fdba71eaff826-150x48.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f79e6361554a2bc5434551ad7fdba71eaff826-768x246.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2310.12109<\/p>\n<p>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/HazyResearch\/m2<\/p>\n<p>\u8be5\u65b9\u6cd5\u53bb\u6389\u4e86 Transformer \u4e2d\u9ad8\u6210\u672c\u7684\u6ce8\u610f\u529b\u548c MLP\uff0c\u4ee3\u4e4b\u4ee5\u5bcc\u6709\u8868\u73b0\u529b\u7684 Monarch \u77e9\u9635\uff0c\u4f7f\u4e4b\u5728\u8bed\u8a00\u548c\u56fe\u50cf\u5b9e\u9a8c\u4e2d\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u53d6\u5f97\u4e86\u66f4\u4f18\u7684\u8868\u73b0\u3002<\/p>\n<p>\u8fd9\u5e76\u4e0d\u662f\u65af\u5766\u798f\u5927\u5b66\u7b2c\u4e00\u6b21\u63d0\u51fa Transformer \u7684\u66ff\u4ee3\u6280\u672f\u3002\u4eca\u5e74\u516d\u6708\u8be5\u6821\u7684\u53e6\u4e00\u4e2a\u56e2\u961f\u8fd8\u66fe\u63d0\u51fa\u8fc7\u4e00\u79cd\u540d\u4e3a Backpack \u7684\u6280\u672f\uff0c\u53c2\u9605\u673a\u5668\u4e4b\u5fc3\u6587\u7ae0\u300a\u65af\u5766\u798f\u8bad\u7ec3 Transformer \u66ff\u4ee3\u6a21\u578b\uff1a1.7 \u4ebf\u53c2\u6570\uff0c\u80fd\u9664\u504f\u3001\u53ef\u63a7\u53ef\u89e3\u91ca\u6027\u5f3a\u300b\u3002\u5f53\u7136\uff0c\u8fd9\u4e9b\u6280\u672f\u8981\u53d6\u5f97\u771f\u6b63\u7684\u6210\u529f\uff0c\u8fd8\u9700\u8981\u7814\u7a76\u793e\u533a\u7684\u8fdb\u4e00\u6b65\u68c0\u9a8c\u5e76\u5728\u5e94\u7528\u5f00\u53d1\u8005\u624b\u4e2d\u53d8\u6210\u5207\u5b9e\u597d\u7528\u7684\u4ea7\u54c1\u3002<\/p>\n<p>\u4e0b\u9762\u6211\u4eec\u770b\u770b\u8fd9\u7bc7\u8bba\u6587\u4e2d\u5bf9 Monarch Mixer \u7684\u4ecb\u7ecd\u4ee5\u53ca\u4e00\u4e9b\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p>\n<h4>\u8bba\u6587\u4ecb\u7ecd<\/h4>\n<p>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\uff0c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5df2\u80fd\u5904\u7406\u66f4\u957f\u7684\u5e8f\u5217\u548c\u66f4\u9ad8\u7ef4\u5ea6\u7684\u8868\u5f81\uff0c\u4ece\u800c\u652f\u6301\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u548c\u66f4\u9ad8\u7684\u8d28\u91cf\u3002\u7136\u800c\uff0c\u73b0\u6709\u67b6\u6784\u7684\u65f6\u95f4\u548c\u7a7a\u95f4\u590d\u6742\u6027\u5728\u5e8f\u5217\u957f\u5ea6\u548c \/ \u6216\u6a21\u578b\u7ef4\u5ea6\u4e0a\u5448\u4e8c\u6b21\u589e\u957f\u6a21\u5f0f\uff0c\u8fd9\u4f1a\u9650\u5236\u4e0a\u4e0b\u6587\u957f\u5ea6\u5e76\u63d0\u5347\u6269\u5c55\u6210\u672c\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0cTransformer \u4e2d\u7684\u6ce8\u610f\u529b\u548c MLP \u4f1a\u968f\u5e8f\u5217\u957f\u5ea6\u548c\u6a21\u578b\u7ef4\u5ea6\u5448\u4e8c\u6b21\u6269\u5c55\u6a21\u5f0f\u3002<\/p>\n<p>\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u65af\u5766\u798f\u5927\u5b66\u548c\u7ebd\u7ea6\u5dde\u7acb\u5927\u5b66\u5e03\u6cd5\u7f57\u5206\u6821\u7684\u8fd9\u4e2a\u7814\u7a76\u56e2\u961f\u58f0\u79f0\u627e\u5230\u4e86\u4e00\u79cd\u9ad8\u6027\u80fd\u7684\u67b6\u6784\uff0c\u5176\u590d\u6742\u5ea6\u968f\u5e8f\u5217\u957f\u5ea6\u548c\u6a21\u578b\u7ef4\u5ea6\u7684\u589e\u957f\u662f\u6b21\u4e8c\u6b21\u7684\uff08sub-quadratic\uff09\u3002<\/p>\n<p>\u4ed6\u4eec\u7684\u7814\u7a76\u7075\u611f\u6765\u81ea MLP-mixer \u548c ConvMixer\uff1b\u8fd9\u4e24\u9879\u7814\u7a76\u89c2\u5bdf\u5230\uff1a\u8bb8\u591a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u8fd0\u4f5c\u65b9\u5f0f\u90fd\u662f\u6cbf\u5e8f\u5217\u548c\u6a21\u578b\u7ef4\u5ea6\u8f74\u5bf9\u4fe1\u606f\u8fdb\u884c\u6df7\u5408\uff0c\u5e76\u4e14\u5b83\u4eec\u5f80\u5f80\u5bf9\u4e24\u4e2a\u8f74\u4f7f\u7528\u4e86\u5355\u4e2a\u7b97\u5b50\u3002<\/p>\n<p>\u5bfb\u627e\u8868\u73b0\u529b\u5f3a\u3001\u6b21\u4e8c\u6b21\u4e14\u786c\u4ef6\u6548\u7387\u9ad8\u7684\u6df7\u5408\u7b97\u5b50\u7684\u96be\u5ea6\u5f88\u5927\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0cMLP-mixer \u4e2d\u7684 MLP \u548c ConvMixer \u4e2d\u7684\u5377\u79ef\u90fd\u9887\u5177\u8868\u73b0\u529b\uff0c\u4f46\u5b83\u4eec\u90fd\u4f1a\u968f\u8f93\u5165\u7ef4\u5ea6\u4e8c\u6b21\u6269\u5c55\u3002\u8fd1\u671f\u6709\u4e00\u4e9b\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u4e9b\u6b21\u4e8c\u6b21\u7684\u5e8f\u5217\u6df7\u5408\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u4f7f\u7528\u4e86\u8f83\u957f\u7684\u5377\u79ef\u6216\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff0c\u800c\u4e14\u5b83\u4eec\u90fd\u4f1a\u7528\u5230 FFT\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u7684 FLOP \u5229\u7528\u7387\u5f88\u4f4e\u5e76\u4e14\u5728\u6a21\u578b\u7ef4\u5ea6\u65b9\u9762\u4f9d\u7136\u662f\u4e8c\u6b21\u6269\u5c55\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4e0d\u635f\u8d28\u91cf\u7684\u7a00\u758f\u5bc6\u96c6 MLP \u5c42\u65b9\u9762\u4e5f\u6709\u4e00\u4e9b\u9887\u5177\u6f5c\u529b\u7684\u8fdb\u5c55\uff0c\u4f46\u7531\u4e8e\u786c\u4ef6\u5229\u7528\u7387\u8f83\u4f4e\uff0c\u67d0\u4e9b\u6a21\u578b\u5b9e\u9645\u4e0a\u53ef\u80fd\u8fd8\u6bd4\u5bc6\u96c6\u6a21\u578b\u66f4\u6162\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u7075\u611f\uff0c\u8fd9\u4e2a\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 Monarch Mixer (M2)\uff0c\u5176\u4f7f\u7528\u5230\u4e86\u4e00\u7c7b\u5bcc\u6709\u8868\u73b0\u529b\u7684\u6b21\u4e8c\u6b21\u7ed3\u6784\u5316\u77e9\u9635\uff1aMonarch \u77e9\u9635\u3002<\/p>\n<p>Monarch \u77e9\u9635\u662f\u4e00\u7c7b\u6cdb\u5316\u4e86\u5feb\u901f\u5085\u7acb\u53f6\u53d8\u6362\uff08FFT\uff09\u7684\u7ed3\u6784\u5316\u77e9\u9635\uff0c\u5e76\u4e14\u7814\u7a76\u8868\u660e\u5176\u6db5\u76d6\u4e86\u8303\u56f4\u5e7f\u6cdb\u7684\u7ebf\u6027\u53d8\u6362\uff0c\u5305\u62ec\u54c8\u8fbe\u739b\u53d8\u6362\u3001\u6258\u666e\u5229\u5179\u77e9\u9635\u3001AFDF \u77e9\u9635\u548c\u5377\u79ef\u3002\u5b83\u4eec\u53ef\u901a\u8fc7\u5206\u5757\u5bf9\u89d2\u77e9\u9635\u7684\u79ef\u8fdb\u884c\u53c2\u6570\u5316\uff0c\u8fd9\u4e9b\u53c2\u6570\u88ab\u79f0\u4e3a Monarch \u56e0\u5b50\uff0c\u4e0e\u6392\u5217\u4ea4\u7ec7\u3002<\/p>\n<p>\u5b83\u4eec\u7684\u8ba1\u7b97\u662f\u6b21\u4e8c\u6b21\u6269\u5c55\u7684\uff1a\u5982\u679c\u5c06\u56e0\u5b50\u7684\u6570\u91cf\u8bbe\u4e3a p\uff0c\u5219\u5f53\u8f93\u5165\u957f\u5ea6\u4e3a N \u65f6\uff0c\u8ba1\u7b97\u590d\u6742\u5ea6\u4e3a\u00a0<img data-dominant-color=\"eaeaea\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeaea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15917\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b6ecc04044db672be6e731baf00b4c61a8d38c.png\" width=\"238\" height=\"55\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b6ecc04044db672be6e731baf00b4c61a8d38c.png 238w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b6ecc04044db672be6e731baf00b4c61a8d38c-150x35.png 150w\" sizes=\"auto, (max-width: 238px) 100vw, 238px\" \/>\uff0c\u4ece\u800c\u8ba9\u8ba1\u7b97\u590d\u6742\u5ea6\u53ef\u4ee5\u4f4d\u4e8e p = log N \u65f6\u7684 O (N log N) \u4e0e p = 2 \u65f6\u7684\u00a0\u4e4b\u95f4\u3002<\/p>\n<p>M2 \u4f7f\u7528\u4e86 Monarch \u77e9\u9635\u6765\u6cbf\u5e8f\u5217\u548c\u6a21\u578b\u7ef4\u5ea6\u8f74\u6df7\u5408\u4fe1\u606f\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u6613\u4e8e\u5b9e\u73b0\uff0c\u800c\u4e14\u786c\u4ef6\u6548\u7387\u4e5f\u5f88\u9ad8\uff1a\u4f7f\u7528\u652f\u6301 GEMM\uff08\u5e7f\u4e49\u77e9\u9635\u4e58\u6cd5\u7b97\u6cd5\uff09\u7684\u73b0\u4ee3\u786c\u4ef6\u5c31\u80fd\u9ad8\u6548\u5730\u8ba1\u7b97\u5206\u5757\u5bf9\u89d2 Monarch \u56e0\u5b50\u3002<\/p>\n<p><img data-dominant-color=\"dee1e4\" data-has-transparency=\"false\" style=\"--dominant-color: #dee1e4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15918\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/830154e31ab0f7b82717921b94fcac666ca81f.png\" width=\"1080\" height=\"444\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/830154e31ab0f7b82717921b94fcac666ca81f.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/830154e31ab0f7b82717921b94fcac666ca81f-300x123.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/830154e31ab0f7b82717921b94fcac666ca81f-1024x421.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/830154e31ab0f7b82717921b94fcac666ca81f-150x62.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/830154e31ab0f7b82717921b94fcac666ca81f-768x316.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8be5\u7814\u7a76\u56e2\u961f\u5b9e\u73b0\u4e86\u4e00\u4e2a M2 \u5c42\u6765\u8fdb\u884c\u6982\u5ff5\u9a8c\u8bc1 \u2014\u2014 \u5b8c\u5168\u4f7f\u7528 PyTorch \u7f16\u5199\uff0c\u4ee3\u7801\u884c\u6570\u4e0d\u5230 40\uff08\u5305\u62ec import \u8f6f\u4ef6\u5305\uff09\uff0c\u800c\u4e14\u5176\u53ea\u9700\u4f9d\u8d56\u77e9\u9635\u4e58\u6cd5\u3001\u8f6c\u7f6e\u3001reshape \u548c\u9010\u5143\u7d20\u4e58\u79ef\uff08\u89c1\u56fe 1 \u4e2d\u90e8\u7684\u4f2a\u4ee3\u7801\uff09\uff1b\u7ed3\u679c\uff0c\u5bf9\u4e8e\u5927\u5c0f\u4e3a 64k \u7684\u8f93\u5165\uff0c\u8fd9\u4e9b\u4ee3\u7801\u5728\u4e00\u53f0 A100 GPU \u4e0a\u5b9e\u73b0\u4e86 25.6% \u7684 FLOP \u5229\u7528\u7387\u3002\u5728 RTX 4090 \u7b49\u66f4\u65b0\u7684\u67b6\u6784\u4e0a\uff0c\u5bf9\u4e8e\u540c\u6837\u5927\u5c0f\u7684\u8f93\u5165\uff0c\u4e00\u4e2a\u7b80\u5355\u7684 CUDA \u5b9e\u73b0\u5c31\u80fd\u5b9e\u73b0 41.4% \u7684 FLOP \u5229\u7528\u7387\u3002<\/p>\n<p><img data-dominant-color=\"ececec\" data-has-transparency=\"false\" style=\"--dominant-color: #ececec;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15919\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f26c91a417ae890d261164f70d8fed8e39319d.png\" width=\"519\" height=\"361\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f26c91a417ae890d261164f70d8fed8e39319d.png 519w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f26c91a417ae890d261164f70d8fed8e39319d-300x209.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f26c91a417ae890d261164f70d8fed8e39319d-150x104.png 150w\" sizes=\"auto, (max-width: 519px) 100vw, 519px\" \/><\/p>\n<p>\u6709\u5173 Monarch Mixer \u7684\u66f4\u591a\u6570\u5b66\u63cf\u8ff0\u548c\u7406\u8bba\u5206\u6790\u8bf7\u53c2\u770b\u539f\u8bba\u6587\u3002<\/p>\n<h3>\u5b9e\u9a8c<\/h3>\n<p>\u8be5\u7814\u7a76\u56e2\u961f\u5728 Transformer \u5df2\u5360\u4e3b\u5bfc\u5730\u4f4d\u7684\u4e09\u4e2a\u4efb\u52a1\u4e0a\u5bf9 Monarch Mixer \u548c Transformer \u8fdb\u884c\u4e86\u6bd4\u8f83\uff1aBERT \u98ce\u683c\u7684\u975e\u56e0\u679c\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\u3001ViT \u98ce\u683c\u7684\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u3001GPT \u98ce\u683c\u7684\u56e0\u679c\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\u3002<\/p>\n<p>\u5728\u6bcf\u4e2a\u4efb\u52a1\u4e0a\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\u65b0\u63d0\u51fa\u7684\u65b9\u6cd5\u5728\u4e0d\u4f7f\u7528\u6ce8\u610f\u529b\u548c MLP \u7684\u524d\u63d0\u4e0b\u5747\u80fd\u8fbe\u5230\u4e0e Transformer \u76f8\u5ab2\u7f8e\u7684\u6c34\u5e73\u3002\u4ed6\u4eec\u8fd8\u5728 BERT \u8bbe\u7f6e\u4e2d\u8bc4\u4f30\u4e86\u65b0\u65b9\u6cd5\u76f8\u8f83\u4e8e\u5f3a\u5927 Transformer \u57fa\u51c6\u6a21\u578b\u7684\u52a0\u901f\u60c5\u51b5\u3002<\/p>\n<p><strong>\u975e\u56e0\u679c\u8bed\u8a00\u5efa\u6a21<\/strong><\/p>\n<p>\u5bf9\u4e8e\u975e\u56e0\u679c\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\uff0c\u8be5\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u79cd\u57fa\u4e8e M2 \u7684\u67b6\u6784\uff1aM2-BERT\u3002M2-BERT \u53ef\u4ee5\u76f4\u63a5\u66ff\u4ee3 BERT \u98ce\u683c\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u800c BERT \u662f Transformer \u67b6\u6784\u7684\u4e00\u5927\u4e3b\u529b\u5e94\u7528\u3002\u5bf9\u4e8e M2-BERT \u7684\u8bad\u7ec3\uff0c\u4f7f\u7528\u4e86\u5728 C4 \u4e0a\u7684\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\uff0ctoken \u5316\u5668\u5219\u662f bert-base-uncased\u3002<\/p>\n<p>M2-BERT \u57fa\u4e8e Transformer \u9aa8\u5e72\uff0c\u4f46\u5176\u4e2d\u7684\u6ce8\u610f\u529b\u5c42\u548c MLP \u88ab M2 \u5c42\u66ff\u6362\uff0c\u5982\u56fe 3 \u6240\u793a\u3002<\/p>\n<p><img data-dominant-color=\"ebebec\" data-has-transparency=\"false\" style=\"--dominant-color: #ebebec;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15920\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a8f7c41859ca3b985ab23236a14b14d7f93580.png\" width=\"525\" height=\"663\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a8f7c41859ca3b985ab23236a14b14d7f93580.png 525w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a8f7c41859ca3b985ab23236a14b14d7f93580-238x300.png 238w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a8f7c41859ca3b985ab23236a14b14d7f93580-119x150.png 119w\" sizes=\"auto, (max-width: 525px) 100vw, 525px\" \/><\/p>\n<p>\u5728\u5e8f\u5217\u6df7\u5408\u5668\u4e2d\uff0c\u6ce8\u610f\u529b\u88ab\u5e26\u6b8b\u5dee\u5377\u79ef\u7684\u53cc\u5411\u95e8\u63a7\u5377\u79ef\u66ff\u4ee3\uff08\u89c1\u56fe 3 \u5de6\u4fa7\uff09\u3002\u4e3a\u4e86\u6062\u590d\u5377\u79ef\uff0c\u8be5\u56e2\u961f\u5c06 Monarch \u77e9\u9635\u8bbe\u7f6e\u4e3a DFT \u548c\u9006 DFT \u77e9\u9635\u3002\u4ed6\u4eec\u8fd8\u5728\u6295\u5c04\u6b65\u9aa4\u4e4b\u540e\u6dfb\u52a0\u4e86\u9010\u6df1\u5ea6\u7684\u5377\u79ef\u3002<\/p>\n<p>\u5728\u7ef4\u5ea6\u6df7\u5408\u5668\u4e2d\uff0cMLP \u4e2d\u4e24\u4e2a\u5bc6\u96c6\u77e9\u9635\u88ab\u66ff\u6362\u6210\u4e86\u5b66\u4e60\u5f97\u5230\u7684\u5206\u5757\u5bf9\u89d2\u77e9\u9635\uff081 \u9636 Monarch \u77e9\u9635\uff0cb = 4\uff09\u3002<\/p>\n<p>\u7814\u7a76\u8005\u9884\u8bad\u7ec3\u4e86 4 \u4e2a M2-BERT \u6a21\u578b\uff1a\u5176\u4e2d\u4e24\u4e2a\u662f\u5927\u5c0f\u5206\u522b\u4e3a 80M \u548c 110M \u7684 M2-BERT-base \u6a21\u578b\uff0c\u53e6\u5916\u4e24\u4e2a\u662f\u5927\u5c0f\u5206\u522b\u4e3a 260M \u548c 341M \u7684 M2-BERT-large \u6a21\u578b\u3002\u5b83\u4eec\u5206\u522b\u76f8\u5f53\u4e8e BERT-base \u548c BERT-large\u3002<\/p>\n<p>\u8868 3 \u7ed9\u51fa\u4e86\u76f8\u5f53\u4e8e BERT-base \u7684\u6a21\u578b\u7684\u6027\u80fd\u8868\u73b0\uff0c\u8868 4 \u7ed9\u51fa\u4e86\u76f8\u5f53\u4e8e BERT-large \u7684\u6a21\u578b\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n<p><img data-dominant-color=\"efefef\" data-has-transparency=\"false\" style=\"--dominant-color: #efefef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15921\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/19f119194c026c2fda5827e2d11b596cd79e82.png\" width=\"1080\" height=\"502\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/19f119194c026c2fda5827e2d11b596cd79e82.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/19f119194c026c2fda5827e2d11b596cd79e82-300x139.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/19f119194c026c2fda5827e2d11b596cd79e82-1024x476.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/19f119194c026c2fda5827e2d11b596cd79e82-150x70.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/19f119194c026c2fda5827e2d11b596cd79e82-768x357.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4ece\u8868\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u5728 GLUE \u57fa\u51c6\u4e0a\uff0cM2-BERT-base \u7684\u8868\u73b0\u53ef\u4ee5\u5ab2\u7f8e BERT-base\uff0c\u540c\u65f6\u53c2\u6570\u8fd8\u5c11\u4e86 27%\uff1b\u800c\u5f53\u4e24\u8005\u53c2\u6570\u6570\u91cf\u76f8\u5f53\u65f6\uff0cM2-BERT-base \u80dc\u8fc7 BERT-base 1.3 \u5206\u3002\u7c7b\u4f3c\u5730\uff0c\u53c2\u6570\u5c11 24% \u7684 M2-BERT-large \u4e0e BERT-large \u8868\u73b0\u76f8\u5f53\uff0c\u800c\u53c2\u6570\u6570\u91cf\u4e00\u6837\u65f6\uff0cM2-BERT-large \u6709 0.7 \u5206\u7684\u4f18\u52bf\u3002<\/p>\n<p>\u8868 5 \u7ed9\u51fa\u4e86\u76f8\u5f53\u4e8e BERT-base \u7684\u6a21\u578b\u7684\u524d\u5411\u541e\u5410\u91cf\u60c5\u51b5\u3002\u5176\u4e2d\u62a5\u544a\u7684\u662f\u5728 A100-40GB GPU \u4e0a\u6bcf\u6beb\u79d2\u5904\u7406\u7684 token \u6570\uff0c\u8fd9\u80fd\u53cd\u6620\u63a8\u7406\u65f6\u95f4\u3002<\/p>\n<p><img data-dominant-color=\"ececec\" data-has-transparency=\"false\" style=\"--dominant-color: #ececec;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15922\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/36d5211546377235369371b7ef8d5c5846a0e1.png\" width=\"1080\" height=\"262\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/36d5211546377235369371b7ef8d5c5846a0e1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/36d5211546377235369371b7ef8d5c5846a0e1-300x73.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/36d5211546377235369371b7ef8d5c5846a0e1-1024x248.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/36d5211546377235369371b7ef8d5c5846a0e1-150x36.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/36d5211546377235369371b7ef8d5c5846a0e1-768x186.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0cM2-BERT-base \u7684\u541e\u5410\u91cf\u751a\u81f3\u8d85\u8fc7\u4e86\u7ecf\u8fc7\u9ad8\u5ea6\u4f18\u5316\u7684 BERT \u6a21\u578b\uff1b\u76f8\u8f83\u4e8e\u5728 4k \u5e8f\u5217\u957f\u5ea6\u4e0a\u7684\u6807\u51c6 HuggingFace \u5b9e\u73b0\uff0cM2-BERT-base \u7684\u541e\u5410\u91cf\u53ef\u8fbe\u5176 9.1 \u500d\uff01<\/p>\n<p>\u8868 6 \u5219\u62a5\u544a\u4e86 M2-BERT-base (80M) \u548c BERT-base \u7684 CPU \u63a8\u7406\u65f6\u95f4 \u2014\u2014 \u7ed3\u679c\u662f\u76f4\u63a5\u8fd0\u884c\u8fd9\u4e24\u4e2a\u6a21\u578b\u7684 PyTorch \u5b9e\u73b0\u5f97\u5230\u7684\u3002<\/p>\n<p><img data-dominant-color=\"eeeeee\" data-has-transparency=\"false\" style=\"--dominant-color: #eeeeee;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15923\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e769b14840ed19049549719dcf85c53b3b55ba.png\" width=\"1080\" height=\"290\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e769b14840ed19049549719dcf85c53b3b55ba.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e769b14840ed19049549719dcf85c53b3b55ba-300x81.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e769b14840ed19049549719dcf85c53b3b55ba-1024x275.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e769b14840ed19049549719dcf85c53b3b55ba-150x40.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e769b14840ed19049549719dcf85c53b3b55ba-768x206.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5f53\u5e8f\u5217\u8f83\u77ed\u65f6\uff0c\u6570\u636e\u5c40\u90e8\u6027\u7684\u5f71\u54cd\u4f9d\u7136\u4e3b\u5bfc\u7740 FLOP \u7684\u51cf\u5c11\u60c5\u51b5\uff0c\u800c\u8fc7\u6ee4\u5668\u751f\u6210\uff08BERT \u4e2d\u6ca1\u6709\uff09\u7b49\u64cd\u4f5c\u7684\u6210\u672c\u66f4\u9ad8\u3002\u800c\u5f53\u5e8f\u5217\u957f\u5ea6\u8d85\u8fc7 1K \u65f6\uff0cM2-BERT-base \u7684\u52a0\u901f\u4f18\u52bf\u5c31\u6e10\u6e10\u8d77\u6765\u4e86\uff0c\u5f53\u5e8f\u5217\u957f\u5ea6\u8fbe 8K \u65f6\uff0c\u901f\u5ea6\u4f18\u52bf\u53ef\u8fbe 6.5 \u500d\u3002<\/p>\n<p><strong>\u56fe\u50cf\u5206\u7c7b<\/strong><\/p>\n<p>\u5728\u975e\u56e0\u679c\u5efa\u6a21\u65b9\u9762\uff0c\u4e3a\u4e86\u9a8c\u8bc1\u65b0\u65b9\u6cd5\u5728\u56fe\u50cf\u4e0a\u4e5f\u6709\u5728\u8bed\u8a00\u4e0a\u4e00\u6837\u7684\u4f18\u52bf\uff0c\u8be5\u56e2\u961f\u8fd8\u8bc4\u4f30\u4e86 M2 \u5728\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n<p>\u8868 7 \u7ed9\u51fa\u4e86 Monarch Mixer\u3001ViT-b\u3001HyenaViT-b \u548c ViT-b-Monarch\uff08\u7528 Monarch \u77e9\u9635\u66ff\u6362\u4e86\u6807\u51c6 ViT-b \u4e2d\u7684 MLP \u6a21\u5757\uff09\u5728 ImageNet-1k \u4e0a\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n<p><img data-dominant-color=\"eaeae9\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeae9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15924\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/549a5a5974a90674bf70212454e455028c530c.png\" width=\"1010\" height=\"325\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/549a5a5974a90674bf70212454e455028c530c.png 1010w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/549a5a5974a90674bf70212454e455028c530c-300x97.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/549a5a5974a90674bf70212454e455028c530c-150x48.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/549a5a5974a90674bf70212454e455028c530c-768x247.png 768w\" sizes=\"auto, (max-width: 1010px) 100vw, 1010px\" \/><\/p>\n<p>Monarch Mixer \u4f18\u52bf\u975e\u5e38\u660e\u663e\uff1a\u53ea\u9700\u4e00\u534a\u7684\u53c2\u6570\u91cf\uff0c\u5176\u8868\u73b0\u5c31\u80fd\u80dc\u8fc7\u539f\u59cb ViT-b \u6a21\u578b\u3002\u800c\u66f4\u8ba9\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u53c2\u6570\u66f4\u5c11\u7684 Monarch Mixer \u5f88\u80fd\u80dc\u8fc7 ResNet-152\uff1b\u8981\u77e5\u9053\uff0cResNet-152 \u53ef\u662f\u4e13\u95e8\u9488\u5bf9 ImageNet \u4efb\u52a1\u8bbe\u8ba1\u7684\u3002<\/p>\n<p><strong>\u56e0\u679c\u8bed\u8a00\u5efa\u6a21<\/strong><\/p>\n<p>GPT \u98ce\u683c\u7684\u56e0\u679c\u8bed\u8a00\u5efa\u6a21\u662f Transformer \u7684\u4e00\u5927\u5173\u952e\u5e94\u7528\u3002\u8be5\u56e2\u961f\u4e3a\u56e0\u679c\u8bed\u8a00\u5efa\u6a21\u6784\u5efa\u4e86\u4e00\u4e2a\u57fa\u4e8e M2 \u7684\u67b6\u6784\uff1aM2-GPT\u3002<\/p>\n<p>\u5bf9\u4e8e\u5e8f\u5217\u6df7\u5408\u5668\uff0cM2-GPT \u7ec4\u5408\u4f7f\u7528\u4e86\u6765\u81ea Hyena 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src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/951d35f19c77970c0ed316f7593ed973a4ab1a.png\" width=\"1027\" height=\"351\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/951d35f19c77970c0ed316f7593ed973a4ab1a.png 1027w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/951d35f19c77970c0ed316f7593ed973a4ab1a-300x103.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/951d35f19c77970c0ed316f7593ed973a4ab1a-1024x350.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/951d35f19c77970c0ed316f7593ed973a4ab1a-150x51.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/951d35f19c77970c0ed316f7593ed973a4ab1a-768x262.png 768w\" sizes=\"auto, (max-width: 1027px) 100vw, 1027px\" \/><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5c3d\u7ba1\u57fa\u4e8e\u65b0\u67b6\u6784\u7684\u6a21\u578b\u5b8c\u5168\u6ca1\u6709\u6ce8\u610f\u529b\u548c MLP\uff0c\u4f46\u5176\u5728\u9884\u8bad\u7ec3\u7684\u56f0\u60d1\u5ea6\u6307\u6807\u4e0a\u4f9d\u7136\u80dc\u8fc7 Transformer \u548c Hyena\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u4e0e Transformer \u5927\u4e0d\u76f8\u540c\u7684\u6a21\u578b\u4e5f\u53ef\u80fd\u5728\u56e0\u679c\u8bed\u8a00\u5efa\u6a21\u53d6\u5f97\u51fa\u8272\u8868\u73b0\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15915\" class=\"pvc_stats total_only  \" data-element-id=\"15915\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 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