{"id":36884,"date":"2025-01-20T13:00:12","date_gmt":"2025-01-20T05:00:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=36884"},"modified":"2025-01-20T13:00:12","modified_gmt":"2025-01-20T05:00:12","slug":"12%e8%ae%a1%e7%ae%97%e9%87%8f%e5%b0%b1%e8%83%bd%e5%aa%b2%e7%be%8e%e5%8e%9f%e6%a8%a1%e5%9e%8b%ef%bc%8cadobe%e3%80%81%e7%bd%97%e5%88%87%e6%96%af%e7%89%b9%e5%a4%a7%e5%ad%a6%e7%ad%89%e6%8f%90%e5%87%bayopo","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36884","title":{"rendered":"12%\u8ba1\u7b97\u91cf\u5c31\u80fd\u5ab2\u7f8e\u539f\u6a21\u578b\uff0cAdobe\u3001\u7f57\u5207\u65af\u7279\u5927\u5b66\u7b49\u63d0\u51faYOPO\u526a\u679d\u6280\u672f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-28-4\" target=\"_blank\">12%\u8ba1\u7b97\u91cf\u5c31\u80fd\u5ab2\u7f8e\u539f\u6a21\u578b\uff0cAdobe\u3001\u7f57\u5207\u65af\u7279\u5927\u5b66\u7b49\u63d0\u51faYOPO\u526a\u679d\u6280\u672f<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ccc004d2538ac932fb46e779f11f8df3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ccc004d2538ac932fb46e779f11f8df3.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\u7bc7\u8bba\u6587\u7684\u6838\u5fc3\u4f5c\u8005\u5305\u62ec\u7f57\u5207\u65af\u7279\u5927\u5b66\u7684\u535a\u58eb\u7814\u7a76\u751f\u5f20\u6cfd\u826f\uff0c\u6307\u5bfc\u6559\u5e08\u5f90\u8fb0\u826f\u526f\u6559\u6388\uff0c\u4ee5\u53ca\u6765\u81eaAdobe\u7684\u7814\u7a76\u5458\u8d75\u6587\u5929\uff0c\u4e07\u951f\u548c\u674e\u5b87\u54f2\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u8fd1\u671f Qwen2-VL \u548c InternVL-2.0 \u7684\u51fa\u73b0\u5c06\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684 SOTA \u63d0\u5347\u5230\u4e86\u65b0\u9ad8\u5ea6\uff0c\u4f46\u5de8\u5927\u7684\u8ba1\u7b97\u5f00\u9500\u9650\u5236\u4e86\u5176\u5728\u5f88\u591a\u573a\u666f\u4e0b\u7684\u5e94\u7528\u3002\u8fd1\u65e5\uff0cAdobe \u7814\u53d1\u56e2\u961f\u8054\u5408\u7f57\u5207\u65af\u7279\u5927\u5b66\u7cfb\u7edf\u6027\u5f97\u7814\u7a76\u4e86\u4e3b\u6d41\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u53c2\u6570\u548c\u8ba1\u7b97\u6a21\u5f0f\u5c42\u9762\u7684\u5197\u4f59\uff0c\u5e76\u63d0\u51fa\u4e86\u540d\u4e3a YOPO\uff08You Only Prune Once\uff09\u7684\u4e00\u7cfb\u5217\u526a\u679d\u65b9\u6848\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e LLaVA-1.5 \u53ea\u9700\u4fdd\u7559 12% \u7684\u8ba1\u7b97\u91cf\u5373\u53ef\u83b7\u5f97\u4e0e\u539f\u59cb\u6a21\u578b\u540c\u7b49\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u5b9e\u9a8c\u56e2\u961f\u8fd8\u9a8c\u8bc1\u4e86\u8fd9\u4e9b\u8ba1\u7b97\u5197\u4f59\u5728 Qwen2-VL \u548c InternVL-2.0 \u540c\u6837\u666e\u904d\u5b58\u5728\u3002\u8fd9\u4e3a\u9ad8\u6548\u5904\u7406\u5bc6\u96c6\u89c6\u89c9 token \u63d0\u4f9b\u4e86\u65b0\u8def\u5f84\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\u4ee3\u7801\u3001\u6a21\u578b\u548c\u9879\u76ee\u4e3b\u9875\u5747\u5df2\u653e\u51fa\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-17ccac3296f1f3af9d6c77d493aa808c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-17ccac3296f1f3af9d6c77d493aa808c.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\uff1aTreat Visual Tokens as Text? But Your MLLM Only Needs Fewer Efforts to See<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2410.06169<\/section>\n<\/li>\n<li>\n<section>\u5f00\u6e90\u4ee3\u7801 &amp; \u6a21\u578b\uff1ahttps:\/\/github.com\/ZhangAIPI\/YOPO_MLLM_Pruning\/tree\/main?tab=readme-ov-file<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u80cc\u666f\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u8fd1\u671f\u591a\u9879\u7814\u7a76\u8868\u660e\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u548c\u8f93\u5165\u56fe\u50cf\u5206\u8fa8\u7387\u7684\u589e\u52a0\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u80fd\u529b\u4e5f\u968f\u4e4b\u63d0\u5347\u3002\u7136\u800c\uff0c\u4f7f\u7528\u66f4\u5927\u7684\u6a21\u578b\u6216\u5f15\u5165\u66f4\u591a\u89c6\u89c9 tokens \u4f1a\u5e26\u6765\u663e\u8457\u7684\u8ba1\u7b97\u8d1f\u62c5\u3002\u5927\u90e8\u5206\u591a\u6a21\u6001\u5927\u6a21\u578b\u89c6\u89c9 token \u6570\u91cf\u5728\u51e0\u767e\u5230\u51e0\u5343\u4e0d\u7b49\uff0c\u901a\u5e38\u8fdc\u5927\u4e8e\u6587\u672c token \u7684\u6570\u91cf\u3002\u8fd9\u79cd\u5de8\u5927\u7684\u4e0d\u5e73\u8861\u5e26\u6765\u4e86\u4e00\u4e2a\u5173\u952e\u6311\u6218\uff1a\u6a21\u578b\u7684\u8ba1\u7b97\u6210\u672c\u968f\u7740\u603b\u8f93\u5165 token \u7684\u6570\u91cf\u7684\u5e73\u65b9\u800c\u589e\u52a0\uff0c\u4ece\u800c\u9650\u5236\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53ef\u6269\u5c55\u6027\u3002\u5c3d\u7ba1\u8fd1\u671f\u4e00\u4e9b\u5de5\u4f5c\u63d0\u51fa\u4e86\u5bf9\u89c6\u89c9 token \u505a\u524a\u51cf\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5982 FastV\uff0cSparseVLM\uff0c Pyramid-drop \u7b49\uff0c\u4f46\u8fd9\u7c7b\u65b9\u6cd5\u4e0d\u53ef\u907f\u514d\u5f97\u5728\u5224\u65ad\u524a\u51cf\u54ea\u4e9b\u89c6\u89c9 token \u65f6\u5f15\u5165\u4e86\u989d\u5916\u7684\u8ba1\u7b97\u91cf\u3002\u4e3a\u6b64\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u5728\u4e0d\u5f15\u5165\u989d\u5916\u8ba1\u7b97\u91cf\u7684\u524d\u63d0\u4e0b\u5bf9\u6a21\u578b\u53c2\u6570\u548c\u8ba1\u7b97\u6a21\u5f0f\u8fdb\u884c\u66f4\u9ad8\u6548\u526a\u679d\uff0c\u5e76\u5728\u591a\u4e2a benchmark \u4e0a\u5b9e\u73b0\u4e86 SOTA\u3002<\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ac9baf00597c00cf53cbd76e0ec1651f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ac9baf00597c00cf53cbd76e0ec1651f.png\"><\/a><\/p>\n<section><strong>1 \u90bb\u57df\u611f\u77e5\u89c6\u89c9\u6ce8\u610f\u529b\uff1a<\/strong>\u7814\u7a76\u56e2\u961f\u53d1\u73b0\u5c3d\u7ba1\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e2d\u5b58\u5728\u5927\u91cf\u7684\u89c6\u89c9 tokens\uff0c\u4f46\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cd4eeae0fdda37533e84138a02c6379f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cd4eeae0fdda37533e84138a02c6379f.png\"><\/a>\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\u4e2d\uff0c\u5927\u591a\u6570\u6ce8\u610f\u529b\u662f\u7a00\u758f\u7684\uff0c\u4e14\u663e\u8457\u7684\u6ce8\u610f\u529b\u6743\u91cd\u4e3b\u8981\u96c6\u4e2d\u5728\u76f8\u90bb\u7684\u89c6\u89c9 tokens \u4e0a\u3002\u4e3a\u51cf\u5c11\u7531\u8fd9\u79cd\u5197\u4f59\u5f15\u8d77\u7684\u8ba1\u7b97\u8d1f\u62c5\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684\u526a\u679d\u65b9\u6cd5\uff0c\u9009\u62e9\u6027\u5730\u6d88\u9664\u89c6\u89c9 token \u4e4b\u95f4\u7684\u975e\u5fc5\u8981\u6ce8\u610f\u529b\u8ba1\u7b97\u3002\u5177\u4f53\u800c\u8a00\uff0c\u7814\u7a76\u56e2\u961f\u5bf9\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u884c\u4e86\u4fee\u6539\uff0c\u4f7f\u5f97\u53ea\u6709\u76f8\u90bb\u7684\u89c6\u89c9 token \u5f7c\u6b64\u5173\u6ce8\uff0c\u800c\u6587\u672c token \u5219\u4fdd\u7559\u4e86\u5728\u89c6\u89c9 token \u548c\u6587\u672c token \u4e4b\u95f4\u81ea\u7531\u5173\u6ce8\u7684\u80fd\u529b\u3002\u4fee\u6539\u540e\u7684\u89c6\u89c9\u6ce8\u610f\u529b\u8ba1\u7b97\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ada881f8eb8eccc30c27ecaedd9f87b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ada881f8eb8eccc30c27ecaedd9f87b9.png\"><\/a><\/section>\n<section>\u5728\u5e94\u7528\u4e86\u6b64\u526a\u679d\u65b9\u6848\u540e\uff0c\u6a21\u578b\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u7531\u548c\u89c6\u89c9 token \u6570\u91cf\u7684\u4e8c\u6b21\u65b9\u6210\u6b63\u6bd4\u964d\u4e3a\u4e86\u548c\u5176\u6570\u91cf\u6210\u6b63\u6bd4\u3002<\/section>\n<section><\/section>\n<section><strong>2 \u975e\u6d3b\u8dc3\u6ce8\u610f\u529b\u5934\u526a\u679d\uff1a<\/strong>\u7814\u7a76\u56e2\u961f\u4ee5 LLaVA-1.5 \u4f5c\u4e3a\u7814\u7a76\u5bf9\u8c61\uff0c\u968f\u673a\u9009\u53d6\u4e86 100 \u4e2a\u89c6\u89c9\u95ee\u7b54\u6837\u672c\uff0c\u53ef\u89c6\u5316\u4e86\u89c6\u89c9 token \u7684\u4e0d\u540c\u6ce8\u610f\u529b\u5934\u7684\u6743\u91cd\uff0c\u5b9e\u9a8c\u53d1\u73b0\u5927\u7ea6\u6709\u4e00\u534a\u6570\u91cf\u7684\u6ce8\u610f\u529b\u5934\u90fd\u6ca1\u6709\u88ab\u6fc0\u6d3b\u3002\u7531\u6b64\u53ef\u89c1\u8fd9\u90e8\u5206\u6ce8\u610f\u529b\u5934\u7684\u76f8\u5173\u8ba1\u7b97\u540c\u6837\u5b58\u5728\u5927\u91cf\u5197\u4f59\u5e76\u53ef\u4ee5\u88ab\u526a\u679d\u3002<\/section>\n<section><\/section>\n<section><strong>3 \u9009\u62e9\u6027\u5c42\u4e22\u5f03\uff1a<\/strong>\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u53ef\u89c6\u5316 LLaVA-1.5 \u4e0d\u540c\u5c42\u7684\u89c6\u89c9 token \u8de8\u6a21\u6001\u6ce8\u610f\u529b\u6743\u91cd\u53d1\u73b0\uff0c\u5927\u6743\u91cd\u96c6\u4e2d\u5728\u524d 20 \u5c42\uff0c\u5728\u7b2c 20 \u5c42\u5230 40 \u5c42\u4e4b\u95f4\u6743\u91cd\u63a5\u8fd1\u4e8e 0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-75b5decda6e16314b11c00804dbf506d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-75b5decda6e16314b11c00804dbf506d.png\"><\/a><\/section>\n<section>\u8fd9\u9879\u7ed3\u679c\u8868\u660e\u9760\u540e\u7684 20 \u5c42\u7684\u89c6\u89c9\u8ba1\u7b97\u5b58\u5728\u5927\u91cf\u5197\u4f59\u3002\u8fd9\u4e00\u89c2\u5bdf\u542f\u53d1\u4e86\u7814\u7a76\u56e2\u961f\u5728\u9760\u540e\u7684\u5c42\u4e2d\u76f4\u63a5\u8df3\u8fc7\u6240\u6709\u4e0e\u89c6\u89c9\u76f8\u5173\u7684\u8ba1\u7b97\uff0c\u4ece\u800c\u51cf\u5c11\u8ba1\u7b97\u5f00\u9500\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u5c42 l&gt;L\u2212N\uff0c\u89c6\u89c9\u6ce8\u610f\u529b\u548c\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u8ba1\u7b97\u90fd\u88ab\u7701\u7565\uff0c\u4f7f\u5f97\u6ce8\u610f\u529b\u8ba1\u7b97\u53ef\u4ee5\u7b80\u5316\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-508d7f7bfa3e8e6a4fb5151117439875.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-508d7f7bfa3e8e6a4fb5151117439875.png\"><\/a><\/section>\n<section><strong>4 \u5728 FFN \u4e2d\u8fdb\u884c\u7a00\u758f\u89c6\u89c9\u6295\u5f71\uff1a<\/strong>\u901a\u8fc7\u526a\u679d\u5927\u90e8\u5206\u89c6\u89c9\u6ce8\u610f\u529b\u8ba1\u7b97\uff0c\u6a21\u578b\u7684\u89c6\u89c9\u8868\u793a\u53d8\u5f97\u9ad8\u5ea6\u7a00\u758f\u3002\u4e3a\u4e86\u6709\u6548\u5229\u7528\u8fd9\u79cd\u7a00\u758f\u6027\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u5728\u6bcf\u4e2a transformer \u6a21\u5757\u5185\u7684 FFN \u9690\u85cf\u5c42\u4e2d\u968f\u673a\u4e22\u5f03 p% \u7684\u795e\u7ecf\u5143\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e7779456047e89066152348fadab198b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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0.45%\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5c55\u793a\u6b64\u79cd\u65b9\u6cd5\u5728\u526a\u679d\u89c6\u89c9\u8ba1\u7b97\u5197\u4f59\u65b9\u9762\u7684\u53ef\u6269\u5c55\u6027\uff0c\u56e2\u961f\u5728\u4e24\u4e2a\u6700\u5927\u7684\u57fa\u51c6\u6d4b\u8bd5 VQAv2 \u548c GQA \u4e0a\uff0c\u4ee5\u4e0d\u540c\u7684\u526a\u679d\u7c92\u5ea6\uff0c\u5c06\u4ed6\u4eec\u63d0\u51fa\u7684\u7b56\u7565\u4e0e token \u526a\u679d\u4ee3\u8868\u6027\u5de5\u4f5c PyramidDrop \u548c FastV \u8fdb\u884c\u6bd4\u8f83\u3002\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u968f\u7740\u89c6\u89c9\u8ba1\u7b97\u7684 FLOPs \u51cf\u5c11\uff0c\u526a\u679d\u6a21\u578b\u7684\u6027\u80fd\u4e5f\u968f\u4e4b\u4e0b\u964d\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u4f7f\u7528 FastV \u526a\u679d\u7684\u6a21\u578b\uff0c\u5c06 FLOPs \u4ece 75% \u51cf\u5c11\u5230 19% \u5bfc\u81f4\u5728\u4e24\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u5e73\u5747\u6027\u80fd\u4ece 71.35% \u964d\u81f3 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-daab300b02d2d04bfb35ca010041be89.png\"><\/a><\/section>\n<section><strong>\u8ba8\u8bba<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u540c\u65f6\u526a\u679d\u89c6\u89c9\u548c\u6587\u672c\u7684\u53c2\u6570\uff1f\u7814\u7a76\u56e2\u961f\u4e13\u6ce8\u4e8e\u51cf\u5c11\u89c6\u89c9 token \u8ba1\u7b97\u4e2d\u7684\u5197\u4f59\uff0c\u4ece\u800c\u964d\u4f4e\u5176\u5f00\u9500\uff0c\u540c\u65f6\u4fdd\u7559\u6587\u672c token \u7684\u8ba1\u7b97\u3002\u4e3a\u4e86\u63a2\u8ba8\u6587\u672c token \u662f\u5426\u4e5f\u5b58\u5728\u7c7b\u4f3c\u7684\u5197\u4f59\uff0c\u56e2\u961f\u8fdb\u884c\u4e86\u4e00\u4e2a\u5b9e\u9a8c\uff0c\u5206\u522b\u5bf9\u4ec5\u89c6\u89c9 token \u548c\u89c6\u89c9\u4e0e\u6587\u672c token \u540c\u65f6\u526a\u679d 20 \u4e2a\u6ce8\u610f\u529b\u5934\u3002\u5728\u672a\u8fdb\u884c\u5fae\u8c03\u7684\u60c5\u51b5\u4e0b\uff0c\u4ec5\u526a\u679d\u89c6\u89c9 token \u5728 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