{"id":36671,"date":"2025-01-16T06:00:49","date_gmt":"2025-01-15T22:00:49","guid":{"rendered":"https:\/\/17aitech.com\/?p=36671"},"modified":"2025-01-16T06:00:49","modified_gmt":"2025-01-15T22:00:49","slug":"token%e5%8c%96%e4%b8%80%e5%88%87%ef%bc%8c%e7%94%9a%e8%87%b3%e7%bd%91%e7%bb%9c%ef%bc%81%e5%8c%97%e5%a4%a7%e8%b0%b7%e6%ad%8c%e9%a9%ac%e6%99%ae%e6%89%80%e6%8f%90%e5%87%batokenformer%ef%bc%8ctra","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36671","title":{"rendered":"Token\u5316\u4e00\u5207\uff0c\u751a\u81f3\u7f51\u7edc\uff01\u5317\u5927&amp;\u8c37\u6b4c&amp;\u9a6c\u666e\u6240\u63d0\u51faTokenFormer\uff0cTransformer\u4ece\u6765\u6ca1\u6709\u8fd9\u4e48\u7075\u6d3b\u8fc7\uff01"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-14-4\" target=\"_blank\">Token\u5316\u4e00\u5207\uff0c\u751a\u81f3\u7f51\u7edc\uff01\u5317\u5927&amp;\u8c37\u6b4c&amp;\u9a6c\u666e\u6240\u63d0\u51faTokenFormer\uff0cTransformer\u4ece\u6765\u6ca1\u6709\u8fd9\u4e48\u7075\u6d3b\u8fc7\uff01<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7f6ec60f447cb6bebf64aacc4c8ac739.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7f6ec60f447cb6bebf64aacc4c8ac739.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u662f\u6c6a\u6d77\u6d0b\uff0c\u5317\u4eac\u5927\u5b6620\u7ea7\u535a\u58eb\u751f\uff0c\u76ee\u524d\u4e3b\u8981\u5173\u6ce8\u662f\u901a\u7528\u6a21\u578b\u7684\u67b6\u6784\u8bbe\u8ba1\u548c\u5b66\u4e60\u7b97\u6cd5\u3002\u6307\u5bfc\u6559\u6388\u4e3b\u8981\u5305\u62ec\u738b\u7acb\u5a01\uff0c\u5317\u4eac\u5927\u5b66\u667a\u80fd\u5b66\u9662\u6559\u6388\uff1bBernt Schiele\uff0c\u5fb7\u56fd\u9a6c\u666e\u8ba1\u7b97\u6240\u6559\u6388\uff1bFederico Tombari \u8c37\u6b4c\u4eba\u5de5\u667a\u80fd\u79d1\u5b66\u5bb6\u7b49\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u65b0\u4e00\u4ee3\u901a\u7528\u7075\u6d3b\u7684\u7f51\u7edc\u7ed3\u6784 TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters \u6765\u5566\uff01<\/section>\n<section><\/section>\n<section>TokenFormer\u00a0\u4e0d\u4ec5\u50cf\u539f\u59cb Transformer \u4e00\u6837 Token \u5316\u4e86 input data\uff0c\u5e76\u4e14 Token \u5316\u4e86\u7f51\u7edc\u53c2\u6570\uff0c\u5c06 attention \u673a\u5236\u62d3\u5c55\u5230 Token \u548c parameters \u7684\u4ea4\u4e92\u4e2d\uff0c\u6700\u5927\u5316\u4e86 Transformer \u7684\u7075\u6d3b\u6027\uff0c\u771f\u6b63\u5f97\u5230\u4e86\u4e00\u4e2a Fully attention-based \u7684\u7f51\u7edc\u7ed3\u6784\u3002<\/section>\n<section><\/section>\n<section><strong>\u8fd9\u79cd\u65b9\u5f0f\u6253\u7834\u4e86\u539f\u6709\u4eba\u4eec\u533a\u522b\u770b\u5f85 data \u548c model \u7684\u89c2\u5ff5\uff0c\u5373\u6240\u6709\u7684\u8ba1\u7b97\u90fd\u5f52\u7eb3\u4e3a\u4e0d\u540c\u7c7b\u578b\u7684 Token\uff08e.g., data, param token\uff09\u901a\u8fc7\u7075\u6d3b\u7684 attention \u6765\u4ea4\u4e92<\/strong>\u3002\u5f97\u76ca\u4e8e\u8fd9\u4e00\u7075\u6d3b\u7684\u6027\u8d28\uff0cTokenFormer \u5141\u8bb8 incremental scaling model size\uff0c\u57fa\u4e8e\u8bad\u597d\u7684\u6a21\u578b\u4e0a\u589e\u91cf\u7684\u62d3\u5c55\u65b0\u7684\u66f4\u5927\u7684\u6a21\u578b\uff0c\u5927\u5927\u8282\u7701\u4e86\u8ba1\u7b97\u7684\u5f00\u9500\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6669b0f156932342de818ee401c650f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6669b0f156932342de818ee401c650f3.png\"><\/a><\/section>\n<section>\u8fd9\u9879\u540d\u4e3a TokenFormer \u7684\u65b0\u5de5\u4f5c\uff0c\u7531\u8c37\u6b4c\uff0c\u9a6c\u666e\u8ba1\u7b97\u6240\u548c\u5317\u5927\u7684\u7814\u7a76\u8005\u63d0\u51fa\uff0c\u5728 Twitter\uff0cHackerNews, Reddit \u4e0a\u5f97\u5230\u5e7f\u6cdb\u7684\u8ba8\u8bba\u548c\u5173\u6ce8 (Twitter \u4e0a\u6709 150K + \u7684\u6d4f\u89c8\u91cf)\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-789af8d4a2cbde3104a6a33c7b329362.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-789af8d4a2cbde3104a6a33c7b329362.png\"><\/a><\/section>\n<section>\u76ee\u524d\u4ee3\u7801\u3001\u6a21\u578b\u548c\u9879\u76ee\u4e3b\u9875\u5747\u5df2\u653e\u51fa\uff1a<\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2410.23168<\/p>\n<\/li>\n<li>\n<p>\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/Haiyang-W\/TokenFormer<\/p>\n<\/li>\n<li>\n<p>\u5f00\u6e90\u6a21\u578b\uff1ahttps:\/\/huggingface.co\/Haiyang-W<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u80cc\u666f\u4ecb\u7ecd<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5f97\u76ca\u4e8e\u5176\u5904\u7406\u5404\u79cd\u6570\u636e\u7684\u7075\u6d3b\u6027\uff0cTransformer \u7f51\u7edc\u7ed3\u6784\u5728\u5404\u4e2a AI \u9886\u57df\u90fd\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\u3002<\/section>\n<section><\/section>\n<section>Transformer \u6a21\u578b\u901a\u5e38\u5c06\u5904\u7406\u5355\u4e2a Token \u6240\u9700\u7684\u8ba1\u7b97\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff1a\u4e0e\u5176\u4ed6 Token \u7684\u4ea4\u4e92\uff08Token-Token Interaction\uff09\u548c\u6d89\u53ca\u6a21\u578b\u53c2\u6570\u7684\u8ba1\u7b97\uff08Token-Parameter Interaction\uff09\u3002<\/section>\n<section><\/section>\n<section>Attention \u4fc3\u8fdb\u4e86 Token-Token \u4e4b\u95f4\u7684\u4ea4\u4e92\uff0c\u4f7f\u73b0\u4ee3\u901a\u7528\u57fa\u7840\u6a21\u578b\u80fd\u591f\u5c06\u591a\u6a21\u6001\u6570\u636e\u7f16\u7801\u6210\u7edf\u4e00\u7684 Token \u5e8f\u5217\uff0c\u5e76\u6709\u6548\u6355\u6349\u5b83\u4eec\u4e4b\u95f4\u7684\u590d\u6742\u4f9d\u8d56\u5173\u7cfb\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u53cd\uff0cToken-Parameter \u8ba1\u7b97\u4e3b\u8981\u4f9d\u8d56\u4e8e\u56fa\u5b9a\u7684 linear projection\uff0c\u5927\u5927\u9650\u5236 model size \u7684 scaling\u3002Scaling model \u662f\u901a\u5e38\u6539\u53d8\u6a21\u578b\u7ed3\u6784\uff0c\u5f80\u5f80\u9700\u8981\u4ece\u5934\u8bad\u7ec3\u6574\u4e2a\u6a21\u578b\uff0c\u5e26\u6765\u4e86\u8fc7\u591a\u7684\u8d44\u6e90\u6d88\u8017\uff0c\u4f7f\u5176\u8d8a\u6765\u8d8a\u4e0d\u5207\u5b9e\u9645\u3002<\/section>\n<section><\/section>\n<section><strong>\u5728\u672c\u6587\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u4f7f\u7528 token \u8fd9\u4e00\u6982\u5ff5\u5efa\u6a21\u6240\u6709\u7684\u8ba1\u7b97\uff0c\u5373\u5c06 model parameters \u4e5f\u89c6\u4e3a\u4e00\u79cd token\uff0c<\/strong><strong>\u7f51\u7edc\u7684\u8ba1\u7b97\u7edf\u4e00\u4e3a\u5404\u79cd\u4e0d\u540c\u7684 token ( e.g., data tokens and parameter tokens) \u4e4b\u95f4\u901a\u8fc7 attention \u6765\u8fdb\u884c\u4ea4\u4e92\uff0c\u5927\u5927\u589e\u5f3a\u4e86 Token-Parameter \u4ea4\u4e92\u7684\u7075\u6d3b\u6027<\/strong>\uff0c\u4ece\u800c\u80fd\u591f\u589e\u91cf\u5f0f\u7684\u6269\u5c55\u6a21\u578b\u53c2\u6570\uff0c\u6709\u6548\u5730\u91cd\u7528\u5148\u524d\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u4e86\u8bad\u7ec3\u8d1f\u62c5\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u7814\u7a76\u56e2\u961f\u5f15\u5165\u4e86 TokenFormer\u3002\u7edf\u4e00 Token-Token \u548c Token-Parameters Interaction \u7684\u8ba1\u7b97\u3002\u5176 Token-Parameter attention \u5177\u6709\u7075\u6d3b\u6027\uff0c\u5e76\u80fd\u591f\u5904\u7406\u53ef\u53d8\u6570\u91cf\u7684\u53c2\u6570\uff0c\u4ece\u800c\u672c\u8d28\u4e0a\u6700\u5927\u5316\u4e86 Transformer \u7684\u7075\u6d3b\u6027\uff0c\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u53ef\u6269\u5c55\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>TokenFormer \u63d0\u4f9b\u4e00\u79cd\u65b0\u7684\u770b\u5f85\u6a21\u578b\u7684\u89c6\u89d2\uff0c\u5373\u7f51\u7edc\u7684\u8ba1\u7b97\u5c31\u662f\u4e00\u4e9b Tokens \u76f8\u4e92\u4efb\u610f\u4ea4\u4e92\u3002\u57fa\u4e8e\u8fd9\u4e9b Tokens \uff08e.g., data token, parameter token, memory token\uff09\u548c attention \u673a\u5236\u53ef\u4ee5\u7075<\/strong><strong>\u6d3b\u5730\u6784\u9020\u4efb\u610f\u7684\u7f51\u7edc\u7ed3\u6784\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u5e0c\u671b TokenFormer \u4f5c\u4e3a\u4e00\u79cd\u901a\u7528\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u4e0d\u4ec5\u5728 incremental model scaling \u4e0a\u6709\u8d21\u732e\uff0c\u8fd8\u5728 Sparse Inference, Parameter-Efficient Tuning, Vision and Language Models, Device-Cloud Collaboration \u548c Model Interpretability \u7b49\u9886\u57df\u6709\u66f4\u591a\u7684\u8d21\u732e\u3002<\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>Tokenformer \u7684\u6838\u5fc3\u521b\u65b0\u662f Token-Parameter Attention\uff08Pattention\uff09 Layer\uff0c\u5b83\u7ed3\u5408\u4e86\u4e00\u7ec4 Trainable Tokens \u4f5c\u4e3a model parameters\uff0c\u5e76\u901a\u8fc7 cross-attention \u6765\u7ba1\u7406 Input Token \u4e0e\u8fd9\u4e9b Parameter Tokens \u4e4b\u95f4\u7684\u4ea4\u4e92\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cPattention \u5c42\u5f15\u5165\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u7ef4\u5ea6 \u2014Parameter Token \u7684\u6570\u91cf\uff0c\u8fd9\u4e00\u7ef4\u5ea6\u72ec\u7acb\u4e8e\u8f93\u5165\u548c\u8f93\u51fa\u7ef4\u5ea6\u3002\u6b64\u89e3\u8026\u65b9\u5f0f\u4f7f\u5f97\u8f93\u5165\u6570\u636e\u53ef\u4ee5\u4e0e variable number of parameters \u8fdb\u884c\u4ea4\u4e92\uff0c\u63d0\u4f9b\u4e86\u589e\u91cf\u6a21\u578b\u6269\u5c55\u6240\u9700\u7684\u7075\u6d3b\u6027\u3002 \u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-606c35c7e3e8f19b5882dbe8c2f0dc5f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-606c35c7e3e8f19b5882dbe8c2f0dc5f.png\"><\/a><\/section>\n<section>Pattention Layer: \u5177\u4f53\u6765\u8bf4\uff0c\u5c31\u662f\u8ba9 input data \u4f5c\u4e3a query, \u7814\u7a76\u56e2\u961f\u5f15\u5165\u4e86\u4e24\u7ec4\u5177\u6709 n \u4e2a\u53ef\u5b66\u4e60\u7684 Tokens\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-71789f1e474a36b2af4869fe694adeb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-71789f1e474a36b2af4869fe694adeb4.png\"><\/a>\u4ee3\u8868 key\uff0c <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e1f83890ae6058d4f5d915ca49d17cc5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e1f83890ae6058d4f5d915ca49d17cc5.png\"><\/a>\u8868\u793a value\u3002\u8f93\u51fa\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c8848c79010e799055c6313b850e3726.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c8848c79010e799055c6313b850e3726.png\"><\/a><\/section>\n<section>\u5176\u4e2d \u0398 \u662f\u6539\u8fdb\u7684 softmax\uff0c\u4e3a\u4e86\u9632\u6b62\u68af\u5ea6 exponential \u5e26\u6765\u7684\u68af\u5ea6\u95ee\u9898\uff0c<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8131467ae501efca7775000e7f2cd09f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8131467ae501efca7775000e7f2cd09f.png\"><\/a><\/section>\n<section>\u8fd9\u91cc f () \u662f\u4efb\u610f\u975e\u7ebf\u6027\u51fd\u6570\uff0c\u9ed8\u8ba4\u4f7f\u7528 gelu\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-df61eaaaec83bc059b1e4631235ea1c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-df61eaaaec83bc059b1e4631235ea1c3.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u4f7f\u7528 Pattention Layer \u66ff\u6362\u6389\u6807\u51c6 Transformer \u4e2d\u7684\u6240\u6709\u7684 linear projection\uff0c\u6700\u5927\u5316 Transformer \u7684\u7075\u6d3b\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u5e94\u7528\uff1a\u5929\u751f\u7684\u589e\u91cf\u5f0f Model Scaling<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u6709\u4e86 TokenFormer \u8fd9\u4e00\u7075\u6d3b\u7684\u6027\u8d28\uff0c\u53ef\u4ee5\u5ef6\u4f38\u51fa\u5f88\u591a\u5e94\u7528\u3002\u8fd9\u91cc\u4ee5\u589e\u91cf\u5f0f model scaling \u4e3a\u4f8b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2482193d39180816b1e728a5aa82445a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2482193d39180816b1e728a5aa82445a.png\"><\/a><\/section>\n<section><\/section>\n<section>\u5047\u8bbe\u5df2\u7ecf\u8bad\u7ec3\u597d\u4e86\u4e00\u4e2a TokenFormer\uff0c\u5176 key parameters \u548c value parameters \u8ba1\u4e3a\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c19a27ea4b6ad728b1ffa0a9f275aa02.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c19a27ea4b6ad728b1ffa0a9f275aa02.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3cfb8b7e1257a6124ecd84c6729536cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3cfb8b7e1257a6124ecd84c6729536cb.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u52a0\u5165\u65b0\u7684\u91cd\u65b0\u521d\u59cb\u5316\u7684 key-value parameter pairs\uff0c\u8ba1\u4e3a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2d933430841deff5631a4a9f9528f7a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2d933430841deff5631a4a9f9528f7a2.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-56e913baac4cbf558fe2656f0b11f6ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-56e913baac4cbf558fe2656f0b11f6ef.png\"><\/a>\uff0c\u8fdb\u800c\u7ec4\u5408\u6210\u65b0\u7684 key-value set,<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a20d6b0c9fd5306f51b7f081ce563e54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a20d6b0c9fd5306f51b7f081ce563e54.png\"><\/a><\/section>\n<section>\u7136\u540e\u4f7f\u7528 pattention layer\uff0c\u8ba9 input data \u4e0e Parameter tokens \u8fdb\u884c\u4ea4\u4e92\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8faafa8e754327f1a6bdd2eec128daf7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8faafa8e754327f1a6bdd2eec128daf7.png\"><\/a><\/section>\n<section>\u8fd9\u91cc\u76f4\u89c2\u7684\u7406\u89e3\u5c31\u662f\u6bcf\u4e2a Key-Value \u4ee3\u8868\u4e00\u79cd\u5b66\u597d\u7684 pattern\uff0c\u5176\u7ec4\u6210\u4e00\u4e2a\u5de8\u5927\u7684\u77e5\u8bc6\u5e93\u3002\u6587\u4e2d\u7684 incremental scaling \u5c31\u662f\u5728\u539f\u6709\u7684\u77e5\u8bc6\u5e93\u4e0a\u8fdb\u4e00\u6b65\u62d3\u5c55\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u589e\u91cf\u5f0f model scaling\uff1a\u5982\u4e0b\u53f3\u56fe\u6240\u793a\uff0c\u6a21\u578b\u5728\u5df2\u7ecf\u8bad\u597d\u7684 124M \u7684\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u91c7\u7528\u589e\u91cf\u5f0f\u8bad\u7ec3\uff0c\u53ea\u7528\u5341\u5206\u4e4b\u4e00\u7684\u6570\u636e\u5c31\u53ef\u4ee5\u8fbe\u5230\u4ece\u5934\u8bad\u7ec3\u7b56\u7565\u76f8\u8fd1\u7684\u6027\u80fd\uff0c\u8ba9\u6a21\u578b\u53ef\u4ee5\u4e0d\u65ad\u8fed\u4ee3\uff0c<strong>\u771f\u6b63\u5730\u6d3b\u8d77\u6765\u4e86<\/strong>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-46684aef14b064f604e43f9891ad0e4c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-46684aef14b064f604e43f9891ad0e4c.png\"><\/a><\/section>\n<section>Language Modeling\uff1a\u5982\u4e0b\u8868\u6240\u793a\uff0c\u7814\u7a76\u56e2\u961f\u6bd4\u8f83\u4e86 Transformer-based \u7684\u6a21\u578b\u548c TokenFormer \u5728\u8bed\u8a00\u5efa\u6a21\u4e0a\u7684\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-236c7750ed3cc7fd6af1c5ef7743d334.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-236c7750ed3cc7fd6af1c5ef7743d334.png\"><\/a><\/section>\n<section>\u5728\u76f8\u540c\u89c4\u6a21\u3001\u76f8\u540c\u6a21\u578b\u5c3a\u5bf8\u4e0b\uff0c\u00a0TokenFormer\u00a0\u5728\u5927\u5927\u589e\u52a0\u7075\u6d3b\u6027\u7684\u524d\u63d0\u4e0b\u8fbe\u5230\u4e86\u6bd4 Transformer \u66f4\u597d\u7684 zero-shot \u6027\u80fd\u3002\u8fd9\u91cc\u7814\u7a76\u56e2\u961f follow \u4e86 pythia \u6807\u51c6\u7684\u8bad\u7ec3\u4ee3\u7801\u4ee5\u53ca\u6570\u636e\u96c6\uff1aPile (300B)\u3002\u4e0a\u8ff0\u7ed3\u679c\u5c55\u73b0\u4e86\u00a0TokenFormer\u00a0\u5728\u8bed\u8a00\u6a21\u578b\u5efa\u6a21\u4e0a\u7684\u80fd\u529b\u3002<\/section>\n<section>\u00a0<\/section>\n<section>Visual Modeling: \u4e3a\u4e86\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u00a0TokenFormer\u00a0\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u548c\u6807\u51c6\u7684 vision transformer \u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-73dd4c2adf8571cb1c704f4726110c0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-73dd4c2adf8571cb1c704f4726110c0e.png\"><\/a><\/section>\n<section>\u5728 ImageNet-1K \u7684\u76d1\u7763\u8bad\u7ec3\u7684 setting \u4e0a\uff0c\u4f7f\u7528\u76f8\u540c\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u00a0TokenFormer \u7684\u6027\u80fd\u8d85\u8fc7\u4e86 vision-transformer\uff0c\u9a8c\u8bc1\u4e86\u5176\u5728 visual modeling \u4e0a\u7684\u80fd\u529b\u3002<\/section>\n<section>\u00a0<\/section>\n<section><strong>\u672a\u6765\u7814\u7a76\u65b9\u5411<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6781\u81f4\u7684\u4e13\u5bb6\u6df7\u5408\uff08Mixture-of-Experts\uff09\u8303\u5f0f<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\u00a0Tokenformer \u662f\u4e13\u5bb6\u6df7\u5408\uff08MoE\uff09\u6846\u67b6\u7684\u6781\u81f4\u5b9e\u4f8b\u5316\uff0c\u5176\u4e2d\u6bcf\u4e00\u7ec4\u952e &#8211; \u503c\u53c2\u6570\u5bf9\u90fd\u5145\u5f53\u4e00\u4e2a\u72ec\u7acb\u7684\u4e13\u5bb6\u3002\u8fd9\u79cd\u521b\u65b0\u7684\u7c7b MoE \u67b6\u6784\u6709\u53ef\u80fd\u663e\u8457\u51cf\u5c11\u4e0e Token-Parameter \u4ea4\u4e92\u76f8\u5173\u7684\u8ba1\u7b97\u6210\u672c\u3002<\/section>\n<section><\/section>\n<section><strong>\u65b0\u7684\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u8303\u5f0f<\/strong><\/section>\n<section><\/section>\n<section>Tokenformer \u7684\u6269\u5c55\u65b9\u6cd5\u901a\u8fc7\u96c6\u6210\u989d\u5916\u7684 key-value parameter pairs\uff0c\u5c55\u73b0\u4e86\u4e00\u79cd\u53c2\u6570\u9ad8\u6548\u7684\u5fae\u8c03\u7b56\u7565\u3002\u5f53\u9762\u5bf9\u65b0\u4efb\u52a1\u6216\u6570\u636e\u96c6\u65f6\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u52a0\u5165\u65b0\u7684 Token Parameters \u6765\u6269\u5c55\u5176\u9884\u8bad\u7ec3\u53c2\u6570\uff0c\u4ece\u800c\u5feb\u901f\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section><strong>\u6574\u5408\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u5229\u7528 Tokenformer \u7684\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u80fd\u529b\uff0c\u53ef\u4ee5\u5b9e\u73b0\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u6001\u7684\u65e0\u7f1d\u96c6\u6210\u3002\u5177\u4f53\u65b9\u6cd5\u662f\u5c06\u9884\u8bad\u7ec3\u7684 Visual Tokenformer \u548c Language Tokenformer \u7684 key-value parameter Tokens \u7edf\u4e00\u4e3a\u4e00\u4e2a\u53c2\u6570\u96c6\uff0c\u7136\u540e\u5f15\u5165\u65b0\u7684 Trainable Tokens \u6765\u6267\u884c\u89c6\u89c9 &#8211; \u8bed\u8a00\u5bf9\u9f50\u548c\u6307\u4ee4\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section><strong>\u7aef\u4e91\u534f\u540c<\/strong><\/section>\n<section><\/section>\n<section>Tokenformer \u53ef\u4ee5\u5728\u8bbe\u5907 &#8211; \u4e91\u534f\u4f5c\u4e2d\u5145\u5f53\u4e91\u7aef\u77e5\u8bc6\u5e93\uff0c\u4e3a\u8bbe\u5907\u7aef\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63d0\u4f9b\u652f\u6301\uff0c\u5176\u4e2d\u6bcf\u7ec4 key-value parameter tokens \u4ee3\u8868\u4e00\u4e2a\u53ef\u5b66\u4e60\u6a21\u5f0f\uff0c\u901a\u8fc7\u8bbe\u5907\u8fdb\u884c\u5b9e\u65f6\u5904\u7406\uff0c\u5e76\u5229\u7528\u4e91\u7aef\u6267\u884c\u5bc6\u96c6\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section><strong>\u589e\u5f3a\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027<\/strong><\/section>\n<section>\u7531\u4e8e Tokenformer \u5b8c\u5168\u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5b83\u81ea\u7136\u53d7\u76ca\u4e8e\u5728 Token-Parameter \u4ea4\u4e92\u4e2d\u4e0e\u6ce8\u610f\u529b\u76f8\u5173\u7684\u53ef\u89e3\u91ca\u6027\u7279\u6027\u3002\u8fd9\u4e00\u7279\u70b9\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u4e3a AI \u793e\u533a\u5f00\u53d1\u66f4\u900f\u660e\u3001\u6613\u7406\u89e3\u7684\u6a21\u578b\u8d21\u732e\u529b\u91cf\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-14-4\" target=\"_blank\">Token\u5316\u4e00\u5207\uff0c\u751a\u81f3\u7f51\u7edc\uff01\u5317\u5927&amp;\u8c37\u6b4c&amp;\u9a6c\u666e\u6240\u63d0\u51faTokenFormer\uff0cTransformer\u4ece\u6765\u6ca1\u6709\u8fd9\u4e48\u7075\u6d3b\u8fc7\uff01<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Token\u5316\u4e00\u5207\uff0c\u751a\u81f3 [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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