{"id":9401,"date":"2025-06-06T10:13:51","date_gmt":"2025-06-06T02:13:51","guid":{"rendered":"\/?p=9401"},"modified":"2025-06-06T10:13:51","modified_gmt":"2025-06-06T02:13:51","slug":"transformer-%e5%92%8c-moe-%e7%9a%84%e6%af%94%e8%be%83","status":"publish","type":"post","link":"\/?p=9401","title":{"rendered":"Transformer \u548c MOE \u7684\u6bd4\u8f83"},"content":{"rendered":"<p>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\uff0cTransformer\u6a21\u578b\u51ed\u501f\u5176\u5f3a\u5927\u7684\u6027\u80fd\u6210\u4e3a\u4e3b\u6d41\u67b6\u6784\u3002\u7136\u800c\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u4e0d\u65ad\u6269\u5927\uff0c\u8ba1\u7b97\u6548\u7387\u548c\u63a8\u7406\u901f\u5ea6\u6210\u4e3a\u65b0\u7684\u74f6\u9888\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6df7\u5408\u4e13\u5bb6\uff08Mixture of Experts, MoE\uff09\u67b6\u6784\u5e94\u8fd0\u800c\u751f\u3002\u5b83\u901a\u8fc7\u5f15\u5165\u591a\u4e2a\u201c\u4e13\u5bb6\u201d\uff0c\u5728\u63d0\u5347Transformer\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\uff0c\u4f18\u5316\u4e86\u63a8\u7406\u6548\u7387\u3002\u672c\u6587\u5c06\u6df1\u5165\u5bf9\u6bd4Transformer\u4e0eMoE\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u5f02\u540c\uff0c\u5256\u6790MoE\u7684\u5de5\u4f5c\u539f\u7406\u3001\u6311\u6218\u53ca\u5176\u4f18\u52bf\u3002<\/p>\n<h2><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20250522191629708\" alt=\"\u56fe\u7247\" \/><\/h2>\n<h2><strong>\u4e00\u3001Transformer\u4e0eMoE\u7684\u57fa\u672c\u6982\u5ff5<\/strong><\/h2>\n<h3><strong>1.1 Transformer\u67b6\u6784<\/strong><\/h3>\n<p>Transformer\u662f\u4e00\u79cd\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u751f\u6210\u7b49\u4efb\u52a1\u3002\u5b83\u7531\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u7ec4\u6210\uff0c\u6bcf\u4e2a\u90e8\u5206\u5305\u542b\u591a\u4e2a\u5c42\u3002\u5728\u6bcf\u4e00\u5c42\u4e2d\uff0c\u4e00\u4e2a\u5173\u952e\u7ec4\u4ef6\u662f<strong>\u524d\u9988\u7f51\u7edc\uff08Feed-Forward Network, FFN\uff09<\/strong>\uff0c\u5b83\u8d1f\u8d23\u5bf9\u8f93\u5165\u6570\u636e\u8fdb\u884c\u975e\u7ebf\u6027\u53d8\u6362\uff0c\u589e\u5f3a\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20250522191533176.gif\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3><strong>1.2 \u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784<\/strong><\/h3>\n<p>\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u662f\u4e00\u79cd\u521b\u65b0\u67b6\u6784\uff0c\u5b83\u5728Transformer\u7684\u57fa\u7840\u4e0a\u5f15\u5165\u4e86\u591a\u4e2a\u201c\u4e13\u5bb6\u201d\u6765\u63d0\u5347\u6027\u80fd\u3002\u5728MoE\u6a21\u578b\u4e2d\uff0c\u4f20\u7edf\u7684\u5355\u4e00\u524d\u9988\u7f51\u7edc\u88ab\u66ff\u6362\u4e3a\u591a\u4e2a\u5e76\u884c\u7684<strong>\u4e13\u5bb6\u7f51\u7edc<\/strong>\u3002\u8fd9\u4e9b\u4e13\u5bb6\u7f51\u7edc\u540c\u6837\u662f\u524d\u9988\u7f51\u7edc\uff0c\u4f46\u76f8\u6bd4Transformer\u4e2d\u7684FFN\uff0c\u5b83\u4eec\u7684\u89c4\u6a21\u66f4\u5c0f\u3001\u66f4\u8f7b\u91cf\u3002<\/p>\n<p>MoE\u7684\u6838\u5fc3\u5728\u4e8e\uff1a\u5b83\u5e76\u975e\u8ba9\u6240\u6709\u4e13\u5bb6\u540c\u65f6\u5de5\u4f5c\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u4e2a\u8def\u7531\u5668\uff08Router\uff09\u4e3a\u6bcf\u4e2a\u8f93\u5165\uff08\u4f8b\u5982\u6587\u672c\u4e2d\u7684token\uff09\u52a8\u6001\u9009\u62e9\u4e00\u4e2a\u6216\u591a\u4e2a\u4e13\u5bb6\u8fdb\u884c\u5904\u7406\u3002\u8fd9\u79cd\u673a\u5236\u663e\u8457\u63d0\u9ad8\u4e86\u63a8\u7406\u6548\u7387\u3002<\/p>\n<h2><strong>\u4e8c\u3001Transformer\u4e0eMoE\u5728\u89e3\u7801\u5668\u5757\u4e0a\u7684\u533a\u522b<\/strong><\/h2>\n<h3><strong>2.1 Transformer\u7684\u89e3\u7801\u5668\u5757<\/strong><\/h3>\n<p>\u5728\u6807\u51c6\u7684Transformer\u6a21\u578b\u4e2d\uff0c\u6bcf\u4e2a\u89e3\u7801\u5668\u5757\u5305\u542b\u4ee5\u4e0b\u7ec4\u4ef6\uff1a<\/p>\n<ul>\n<li>\u81ea\u6ce8\u610f\u529b\u5c42\uff1a\u6355\u6349\u8f93\u5165\u5e8f\u5217\u4e2d\u7684\u4f9d\u8d56\u5173\u7cfb\u3002<\/li>\n<li><strong>\u524d\u9988\u7f51\u7edc\uff08FFN\uff09<\/strong>\uff1a\u5bf9\u81ea\u6ce8\u610f\u529b\u5c42\u7684\u8f93\u51fa\u8fdb\u884c\u8fdb\u4e00\u6b65\u5904\u7406\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e2aFFN\u662f\u4e00\u4e2a\u5168\u8fde\u63a5\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u6240\u6709\u8f93\u5165\u6570\u636e\u90fd\u4f1a\u7ecf\u8fc7\u76f8\u540c\u7684\u8ba1\u7b97\u8def\u5f84\u3002<\/p>\n<h3><strong>2.2 MoE\u7684\u89e3\u7801\u5668\u5757<\/strong><\/h3>\n<p><strong><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20250522191532675.gif\" alt=\"\u56fe\u7247\" \/><\/strong><\/p>\n<p>MoE\u5bf9\u89e3\u7801\u5668\u5757\u8fdb\u884c\u4e86\u6539\u9020\uff0c\u4e3b\u8981\u533a\u522b\u5728\u4e8e\uff1a<\/p>\n<ul>\n<li><strong>\u524d\u9988\u7f51\u7edc\u88ab\u66ff\u6362\u4e3a\u591a\u4e2a\u4e13\u5bb6\u7f51\u7edc<\/strong>\uff1a\u8fd9\u4e9b\u4e13\u5bb6\u662f\u5c0f\u578b\u524d\u9988\u7f51\u7edc\uff0c\u6570\u91cf\u591a\u4f46\u89c4\u6a21\u5c0f\u3002<\/li>\n<li><strong>\u8def\u7531\u5668\u7684\u5f15\u5165<\/strong>\uff1a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u8def\u7531\u5668\u4f1a\u4e3a\u6bcf\u4e2atoken\u9009\u62e9\u4e00\u4e2a\u4e13\u5bb6\u5b50\u96c6\uff08\u901a\u5e38\u662f\u524dK\u4e2a\u4e13\u5bb6\uff09\u8fdb\u884c\u5904\u7406\u3002<\/li>\n<\/ul>\n<p>\u7531\u4e8e\u7f51\u7edc\u5305\u542b\u591a\u4e2a\u89e3\u7801\u5668\u5c42\uff1a<\/p>\n<ul>\n<li>\u6587\u672c\u5728\u4e0d\u540c\u5c42\u4e2d\u53ef\u80fd\u88ab\u5206\u914d\u7ed9\u4e0d\u540c\u7684\u4e13\u5bb6\u3002<\/li>\n<li>\u540c\u4e00\u5c42\u4e2d\uff0c\u4e0d\u540c\u7684token\u4e5f\u53ef\u80fd\u88ab\u5206\u914d\u7ed9\u4e0d\u540c\u7684\u4e13\u5bb6\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u52a8\u6001\u9009\u62e9\u673a\u5236\u4f7f\u5f97MoE\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u66f4\u52a0\u7075\u6d3b\uff0c\u540c\u65f6\u901a\u8fc7\u51cf\u5c11\u6fc0\u6d3b\u7684\u53c2\u6570\u91cf\uff0c\u63d0\u5347\u4e86\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<h2><strong>\u4e09\u3001\u8def\u7531\u5668\u7684\u5de5\u4f5c\u539f\u7406<\/strong><\/h2>\n<p>\u8def\u7531\u5668\u662fMoE\u6a21\u578b\u7684\u201c\u5927\u8111\u201d\uff0c\u8d1f\u8d23\u51b3\u5b9a\u6bcf\u4e2atoken\u7531\u54ea\u4e9b\u4e13\u5bb6\u5904\u7406\u3002\u5176\u5de5\u4f5c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20250522191532870.gif\" alt=\"\u56fe\u7247\" \/><\/p>\n<ol>\n<li><strong>\u751f\u6210\u5206\u6570<\/strong>\uff1a\u8def\u7531\u5668\u4e3a\u6bcf\u4e2a\u4e13\u5bb6\u751f\u6210\u4e00\u4e2a\u672a\u5f52\u4e00\u5316\u7684\u5206\u6570\uff08logits\uff09\u3002<\/li>\n<li><strong>softmax\u5f52\u4e00\u5316<\/strong>\uff1a\u5c06\u8fd9\u4e9blogits\u901a\u8fc7softmax\u51fd\u6570\u8f6c\u6362\u4e3a\u6982\u7387\u5206\u5e03\u3002<\/li>\n<li><strong>\u9009\u62e9\u4e13\u5bb6<\/strong>\uff1a\u6839\u636e\u6982\u7387\u5206\u6570\uff0c\u9009\u62e9\u5f97\u5206\u6700\u9ad8\u7684\u524dK\u4e2a\u4e13\u5bb6\u5904\u7406\u5f53\u524dtoken\u3002<\/li>\n<\/ol>\n<p>\u8def\u7531\u5668\u4e0e\u6574\u4e2a\u7f51\u7edc\u4e00\u540c\u8bad\u7ec3\uff0c\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u9010\u6e10\u5b66\u4f1a\u5982\u4f55\u4e3a\u4e0d\u540c\u7684\u8f93\u5165\u9009\u62e9\u6700\u4f73\u4e13\u5bb6\u3002\u8fd9\u79cd\u52a8\u6001\u5206\u914d\u673a\u5236\u662fMoE\u9ad8\u6548\u6027\u7684\u5173\u952e\u3002<\/p>\n<h2><strong>\u56db\u3001MoE\u9762\u4e34\u7684\u6311\u6218\u4e0e\u89e3\u51b3\u65b9\u6848<\/strong><\/h2>\n<p>\u5c3d\u7ba1MoE\u67b6\u6784\u8bbe\u8ba1\u5de7\u5999\uff0c\u4f46\u5728\u8bad\u7ec3\u548c\u5b9e\u73b0\u8fc7\u7a0b\u4e2d\u4ecd\u9762\u4e34\u4e00\u4e9b\u6311\u6218\u3002\u4ee5\u4e0b\u662f\u4e24\u4e2a\u4e3b\u8981\u95ee\u9898\u53ca\u5176\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n<h3><strong>4.1 \u6311\u62181\uff1a\u4e13\u5bb6\u8bad\u7ec3\u4e0d\u5747\u8861<\/strong><\/h3>\n<p><strong><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640.gif\" alt=\"\u56fe\u7247\" \/><\/strong><\/p>\n<p>\u5728\u8bad\u7ec3\u521d\u671f\uff0c\u6240\u6709\u4e13\u5bb6\u7684\u80fd\u529b\u76f8\u4f3c\uff0c\u8def\u7531\u5668\u53ef\u80fd\u4f1a\u968f\u673a\u9009\u62e9\u67d0\u4e2a\u4e13\u5bb6\uff08\u4f8b\u5982\u201c\u4e13\u5bb62\u201d\uff09\u3002\u968f\u7740\u8bad\u7ec3\u8fdb\u884c\uff0c\u8fd9\u4e2a\u4e13\u5bb6\u4f1a\u56e0\u9891\u7e41\u4f7f\u7528\u800c\u53d8\u5f97\u66f4\u5f3a\uff0c\u968f\u540e\u88ab\u66f4\u9891\u7e41\u5730\u9009\u4e2d\uff0c\u5f62\u6210\u6076\u6027\u5faa\u73af\uff1a<\/p>\n<ul>\n<li>\u201c\u4e13\u5bb62\u201d\u88ab\u9009\u4e2d \u2192 \u53d8\u5f97\u66f4\u597d \u2192 \u518d\u6b21\u88ab\u9009\u4e2d \u2192 \u53d8\u5f97\u66f4\u5f3a \u2192 \u53cd\u590d\u5982\u6b64\u3002<\/li>\n<li>\u5176\u4ed6\u4e13\u5bb6\u5219\u56e0\u7f3a\u4e4f\u8bad\u7ec3\u673a\u4f1a\u800c\u8868\u73b0\u4e0d\u8db3\u3002<\/li>\n<\/ul>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u6dfb\u52a0\u566a\u58f0<\/strong>\uff1a\u5728\u8def\u7531\u5668\u7684\u8f93\u51falogits\u4e2d\u52a0\u5165\u968f\u673a\u566a\u58f0\uff0c\u4f7f\u5176\u4ed6\u4e13\u5bb6\u6709\u673a\u4f1a\u83b7\u5f97\u66f4\u9ad8\u7684\u5206\u6570\uff0c\u4ece\u800c\u88ab\u9009\u4e2d\u3002<\/li>\n<li><strong>\u5c4f\u853d\u4f4e\u5206\u4e13\u5bb6<\/strong>\uff1a\u5c06\u9664\u524dK\u4e2alogits\u5916\u7684\u6240\u6709logits\u8bbe\u7f6e\u4e3a\u8d1f\u65e0\u7a77\uff0c\u7ecf\u8fc7softmax\u540e\u8fd9\u4e9b\u4e13\u5bb6\u7684\u5206\u6570\u53d8\u4e3a\u96f6\uff0c\u786e\u4fdd\u8bad\u7ec3\u673a\u4f1a\u7684\u516c\u5e73\u5206\u914d\u3002<\/li>\n<\/ul>\n<h3><strong>4.2 \u6311\u62182\uff1a\u4e13\u5bb6\u8d1f\u8f7d\u4e0d\u5747\u8861<\/strong><\/h3>\n<p><strong><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20250522191533092.gif\" alt=\"\u56fe\u7247\" \/><\/strong><\/p>\n<p>\u67d0\u4e9b\u4e13\u5bb6\u53ef\u80fd\u4f1a\u6bd4\u5176\u4ed6\u4e13\u5bb6\u5904\u7406\u66f4\u591a\u7684token\uff0c\u5bfc\u81f4\u8bad\u7ec3\u8d44\u6e90\u5206\u914d\u4e0d\u5747\uff0c\u90e8\u5206\u4e13\u5bb6\u5f97\u4e0d\u5230\u5145\u5206\u4f18\u5316\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u9650\u5236\u4e13\u5bb6\u5bb9\u91cf<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u4e13\u5bb6\u8bbe\u7f6e\u4e00\u4e2a\u5904\u7406token\u7684\u4e0a\u9650\u3002\u4e00\u65e6\u67d0\u4e2a\u4e13\u5bb6\u8fbe\u5230\u9650\u5236\uff0c\u65b0\u7684token\u5c06\u88ab\u5206\u914d\u7ed9\u4e0b\u4e00\u4e2a\u5f97\u5206\u6700\u9ad8\u7684\u4e13\u5bb6\uff0c\u4ece\u800c\u4fdd\u8bc1\u6240\u6709\u4e13\u5bb6\u90fd\u80fd\u53c2\u4e0e\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n<h2><strong>\u4e94\u3001MoE\u7684\u4f18\u52bf<\/strong><\/h2>\n<p>MoE\u67b6\u6784\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\uff1a<\/p>\n<ul>\n<li><strong>\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6<\/strong>\uff1a\u5c3d\u7ba1MoE\u6a21\u578b\u52a0\u8f7d\u7684\u53c2\u6570\u91cf\u6bd4Transformer\u591a\uff0c\u4f46\u5728\u63a8\u7406\u65f6\u53ea\u6fc0\u6d3b\u90e8\u5206\u4e13\u5bb6\uff0c\u8ba1\u7b97\u91cf\u5927\u5e45\u51cf\u5c11\uff0c\u901f\u5ea6\u66f4\u5feb\u3002<\/li>\n<li><strong>\u66f4\u9ad8\u7684\u7075\u6d3b\u6027<\/strong>\uff1a\u901a\u8fc7\u52a8\u6001\u9009\u62e9\u4e13\u5bb6\uff0cMoE\u80fd\u66f4\u597d\u5730\u9002\u5e94\u4e0d\u540c\u7684\u8f93\u5165\u6570\u636e\u548c\u4efb\u52a1\u3002<\/li>\n<li><strong>\u66f4\u5927\u7684\u6a21\u578b\u5bb9\u91cf<\/strong>\uff1a\u591a\u4e2a\u4e13\u5bb6\u7684\u5f15\u5165\u63d0\u5347\u4e86\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u800c\u4e0d\u663e\u8457\u589e\u52a0\u8ba1\u7b97\u6210\u672c\u3002<\/li>\n<\/ul>\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u4f8b\u5b50\u662fMistralAI\u7684<strong>Mixtral 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