{"id":75450,"date":"2026-02-12T11:17:29","date_gmt":"2026-02-12T03:17:29","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/75450.html"},"modified":"2026-02-12T11:17:29","modified_gmt":"2026-02-12T03:17:29","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8bmoe%e6%9e%b6%e6%9e%84%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/75450.html","title":{"rendered":"\u5927\u6a21\u578bMoE\u67b6\u6784\u6df1\u5ea6\u89e3\u6790"},"content":{"rendered":"<h2>\u5927\u6a21\u578bMoE\u67b6\u6784\u6df1\u5ea6\u89e3\u6790\uff1a\u4ece\u7a00\u758f\u6fc0\u6d3b\u5230\u7cfb\u7edf\u534f\u540c\u7684\u5de5\u7a0b\u5b9e\u73b0<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260212031727-698d46476bd1e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"><\/p>\n<h3>\u5f15\u8a00\uff1a\u7a00\u758f\u6fc0\u6d3b\u7684\u672c\u8d28\u4e0e\u6570\u5b66\u5b9a\u4e49<\/h3>\n<p>\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08Mixture-of-Experts, MoE\uff09\u5e76\u975e\u5168\u65b0\u6982\u5ff5\uff0c\u4f46\u76f4\u81f3\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u5176\u201c\u8d85\u5927\u89c4\u6a21\u7a00\u758f\u6fc0\u6d3b\u201d\u7684\u7279\u6027\u624d\u771f\u6b63\u91ca\u653e\u51fa\u5de5\u7a0b\u4ef7\u503c\u3002MoE\u7684\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\uff1a\u5982\u4f55\u5728\u7ef4\u6301\u8ba1\u7b97\u5f00\u9500\u57fa\u672c\u4e0d\u53d8\u7684\u524d\u63d0\u4e0b\uff0c\u65e0\u9650\u6269\u5c55\u6a21\u578b\u53c2\u6570\u91cf\u3002\u5176\u6570\u5b66\u672c\u8d28\u662f\u4e00\u79cd\u6761\u4ef6\u8ba1\u7b97\u8303\u5f0f\u2014\u2014\u5bf9\u4e8e\u6bcf\u4e2a\u8f93\u5165\uff0c\u4ec5\u6fc0\u6d3b\u6a21\u578b\u603b\u53c2\u6570\u7684\u4e00\u4e2a\u6781\u7a00\u758f\u5b50\u96c6\u3002<\/p>\n<p>\u5b9a\u4e49\u6807\u51c6Transformer\u5c42\u4e3a\u51fd\u6570FFN(x)\uff0cMoE\u5c42\u5219\u5c06\u5176\u6269\u5c55\u4e3a\uff1a<\/p>\n<p>MoE(x) = \u2211_{i=1}^N G(x)_i \u00b7 E_i(x)<\/p>\n<p>\u5176\u4e2dN\u4e3a\u4e13\u5bb6\u603b\u6570\uff0cE_i\u4e3a\u7b2ci\u4e2a\u4e13\u5bb6\uff08\u901a\u5e38\u4e3aFFN\uff09\uff0cG(x)\u4e3a\u95e8\u63a7\u7f51\u7edc\u7684\u8f93\u51fa\u6982\u7387\u5206\u5e03\u3002\u8ba1\u7b97\u74f6\u9888\u5728\u4e8eG(x)\u5fc5\u987b\u4e3a\u7a00\u758f\u5411\u91cf\uff0c\u5426\u5219\u4e0a\u5f0f\u9000\u5316\u4e3a\u53c2\u6570\u500d\u589e\u7684\u5bc6\u96c6\u6a21\u578b\u3002TopK\u7a00\u758f\u5316\u662f\u5de5\u4e1a\u754c\u6807\u51c6\u89e3\u6cd5\uff1a<\/p>\n<p>G(x) = Softmax(TopK(W_g \u00b7 x, k))<\/p>\n<p>TopK\u51fd\u6570\u5c06\u975eTopK\u4f4d\u7f6e\u7684logits\u7f6e\u4e3a-\u221e\uff0c\u7ecfSoftmax\u540e\u5bf9\u5e94\u6982\u7387\u4e3a0\u3002\u8fd9\u4e00\u5b9a\u4e49\u76f4\u63a5\u51b3\u5b9aMoE\u7684\u8ba1\u7b97\u6548\u7387\uff1a\u5f53N=64, k=2\u65f6\uff0c\u5355\u6b21\u524d\u5411\u7684\u8ba1\u7b97\u91cf\u4ec5\u4e3a\u5bc6\u96c6\u6a21\u578b\u76842\/64=3.125%\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u4e00\u5b9a\u4e49\u7684\u7b80\u6d01\u6027\u80cc\u540e\u9690\u85cf\u7740\u4e09\u91cd\u6df1\u5c42\u6311\u6218\uff1a\u8def\u7531\u51b3\u7b56\u7684\u53ef\u5b66\u4e60\u6027\u3001\u4e13\u5bb6\u8d1f\u8f7d\u7684\u5206\u5e03\u5747\u8861\u3001\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u901a\u4fe1\u6a21\u5f0f\u3002\u672c\u6587\u5c06\u4ece\u95e8\u63a7\u7f51\u7edc\u7684\u5177\u4f53\u5b9e\u73b0\u51fa\u53d1\uff0c\u9010\u5c42\u6df1\u5165\u81f3\u7cfb\u7edf\u7ea7\u4f18\u5316\uff0c\u5b8c\u6574\u5448\u73b0MoE\u7684\u6280\u672f\u5168\u8c8c\u3002<\/p>\n<hr>\n<h3>\u4e00\u3001\u95e8\u63a7\u7f51\u7edc\u4e0e\u52a8\u6001\u8def\u7531\u7684\u5b9e\u73b0\u7c92\u5ea6<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260212031728-698d464815cf8.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"><\/p>\n<h4>1.1 \u95e8\u63a7\u7684\u6570\u5b66\u5f62\u5f0f\u4e0e\u68af\u5ea6\u4f20\u64ad<\/h4>\n<p>\u5728\u4ee3\u7801\u5c42\u9762\uff0c\u95e8\u63a7\u7f51\u7edc\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u7ebf\u6027\u5c42\uff0c\u5176\u8f93\u5165\u4e3ahidden_dim\u7ef4\u5411\u91cf\uff0c\u8f93\u51fa\u4e3anum_experts\u7ef4logits\u3002\u4ee5Qwen3-14B\u7684MoE\u5b9e\u73b0\u4e3a\u4f8b\uff0c\u5176\u4f2a\u4ee3\u7801\u5df2\u7ed9\u51fa\u6807\u51c6\u8303\u5f0f\uff1a<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MoEGating<\/span><span class=\"token punctuation\">(<\/span>nn<span class=\"token punctuation\">.<\/span>Module<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> hidden_dim<span class=\"token punctuation\">,<\/span> num_experts<span class=\"token punctuation\">,<\/span> top_k<span class=\"token operator\">=<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>router <span class=\"token operator\">=<\/span> nn<span class=\"token punctuation\">.<\/span>Linear<span class=\"token punctuation\">(<\/span>hidden_dim<span class=\"token punctuation\">,<\/span> num_experts<span class=\"token punctuation\">,<\/span> bias<span class=\"token operator\">=<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u6a21\u578bMoE\u67b6\u6784\u6df1\u5ea6\u89e3\u6790\uff1a\u4ece\u7a00\u758f\u6fc0\u6d3b\u5230\u7cfb\u7edf\u534f\u540c\u7684\u5de5\u7a0b\u5b9e\u73b0 \u5f15\u8a00\uff1a\u7a00\u758f\u6fc0\u6d3b\u7684\u672c\u8d28\u4e0e\u6570\u5b66\u5b9a\u4e49<br \/>\n\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08Mixture-of-Experts, MoE\uff09\u5e76\u975e\u5168\u65b0\u6982\u5ff5\uff0c\u4f46\u76f4\u81f3\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u5176\u201c\u8d85\u5927\u89c4\u6a21\u7a00\u758f\u6fc0\u6d3b\u201d\u7684\u7279\u6027\u624d\u771f\u6b63\u91ca\u653e\u51fa\u5de5\u7a0b\u4ef7\u503c\u3002MoE\u7684\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\uff1a\u5982\u4f55\u5728\u7ef4\u6301\u8ba1\u7b97\u5f00\u9500\u57fa\u672c\u4e0d\u53d8\u7684\u524d\u63d0\u4e0b\uff0c\u65e0\u9650\u6269\u5c55\u6a21\u578b\u53c2\u6570\u91cf\u3002\u5176\u6570\u5b66\u672c\u8d28\u662f\u4e00\u79cd\u6761\u4ef6\u8ba1\u7b97\u8303\u5f0f\u2014\u2014\u5bf9\u4e8e\u6bcf\u4e2a\u8f93\u5165\uff0c\u4ec5\u6fc0\u6d3b\u6a21\u578b\u603b\u53c2\u6570\u7684\u4e00\u4e2a\u6781\u7a00\u758f\u5b50\u96c6\u3002<br \/>\n\u5b9a\u4e49\u6807\u51c6Transformer\u5c42\u4e3a\u51fd\u6570FFN(x)\uff0cMoE\u5c42\u5219\u5c06\u5176\u6269\u5c55\u4e3a\uff1a<br \/>\nMo<\/p>\n","protected":false},"author":2,"featured_media":75448,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[8042,132,188],"topic":[],"class_list":["post-75450","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-moe","tag-132","tag-188"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5927\u6a21\u578bMoE\u67b6\u6784\u6df1\u5ea6\u89e3\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/75450.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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