{"id":7171,"date":"2026-11-08T17:43:35","date_gmt":"2026-11-08T09:43:35","guid":{"rendered":"https:\/\/ai.oaido.com\/index.php\/2026\/11\/08\/moe-routing-strategies-explained\/"},"modified":"2026-11-08T17:43:43","modified_gmt":"2026-11-08T09:43:43","slug":"moe-routing-strategies-explained","status":"publish","type":"post","link":"https:\/\/ai.oaido.com\/index.php\/2026\/11\/08\/moe-routing-strategies-explained\/","title":{"rendered":"\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\u8def\u7531\u7b56\u7565\u5168\u666f\u89e3\u6790\uff1a\u4eceTop-K\u5230\u54c8\u5e0c\u8def\u7531\u7684\u6280\u672f\u6f14\u8fdb"},"content":{"rendered":"

\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\u8def\u7531\u7b56\u7565\u5168\u666f\u89e3\u6790\uff1a\u4eceTop-K\u5230\u54c8\u5e0c\u8def\u7531\u7684\u6280\u672f\u6f14\u8fdb<\/h1>\n

\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u7ade\u6280\u573a\u4e2d\uff0c\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08Mixture of Experts, MoE\uff09\u67b6\u6784\u6b63\u9010\u6e10\u53d6\u4ee3\u4f20\u7edf\u7684\u7a20\u5bc6\u6a21\u578b\uff0c\u6210\u4e3a\u5f53\u524dAI\u7814\u53d1\u7684\u4e3b\u6d41\u8303\u5f0f\u3002\u4eceOpenAI\u7684GPT-4\u5230\u5f00\u6e90\u754c\u7684Mixtral\uff0cMoE\u6a21\u578b\u901a\u8fc7\u7a00\u758f\u6fc0\u6d3b\u673a\u5236\uff0c\u5728\u4fdd\u6301\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u5de8\u5927\u7684\u540c\u65f6\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u63a8\u7406\u6210\u672c\u3002\u7136\u800c\uff0cMoE\u67b6\u6784\u7684\u6548\u80fd\u5e76\u975e\u4ec5\u53d6\u51b3\u4e8e\u4e13\u5bb6\u7f51\u7edc\u672c\u8eab\u7684\u6df1\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u4e00\u4e2a\u5173\u952e\u7ec4\u4ef6\u2014\u2014\u8def\u7531\u7b56\u7565<\/strong>\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u8def\u7531\u7b56\u7565\u51b3\u5b9a\u4e86\u8f93\u5165\u7684\u6bcf\u4e00\u4e2aToken\u7a76\u7adf\u5e94\u8be5\u7531\u54ea\u4e2a\uff08\u6216\u54ea\u51e0\u4e2a\uff09\u4e13\u5bb6\u7f51\u7edc\u6765\u5904\u7406\u3002\u8fd9\u4e00\u51b3\u7b56\u673a\u5236\u76f4\u63a5\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u8ba1\u7b97\u6548\u7387\u3001\u8d1f\u8f7d\u5747\u8861\u6027\u4ee5\u53ca\u6700\u7ec8\u751f\u6210\u8d28\u91cf\u3002\u672c\u6587\u5c06\u57fa\u4e8e\u6700\u65b0\u7684\u6280\u672f\u6307\u5357\uff0c\u6df1\u5165\u5256\u6790MoE\u8def\u7531\u7684\u4e03\u5927\u6838\u5fc3\u7b56\u7565\uff0c\u5e76\u63a2\u8ba8\u5176\u5728DeepSeek-V4\u7b49\u524d\u6cbf\u6a21\u578b\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n

\u8def\u7531\u7b56\u7565\uff1aMoE\u6a21\u578b\u7684\u201c\u4ea4\u901a\u6307\u6325\u7cfb\u7edf\u201d<\/h2>\n

\u5728\u7a20\u5bc6\u6a21\u578b\u4e2d\uff0c\u6240\u6709\u53c2\u6570\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u90fd\u4f1a\u88ab\u6fc0\u6d3b\uff0c\u800cMoE\u6a21\u578b\u5219\u5f15\u5165\u4e86\u201c\u7a00\u758f\u6027\u201d\u3002\u8fd9\u610f\u5473\u7740\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u8f93\u5165Token\uff0c\u6a21\u578b\u53ea\u9700\u6fc0\u6d3b\u4e00\u5c0f\u90e8\u5206\u4e13\u5bb6\u7f51\u7edc\u3002\u8def\u7531\u7b56\u7565\u5c31\u662f\u90a3\u4e2a\u8d1f\u8d23\u5206\u914d\u4efb\u52a1\u7684\u201c\u4ea4\u901a\u6307\u6325\u7cfb\u7edf\u201d\u3002\u5982\u679c\u6307\u6325\u4e0d\u5f53\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u67d0\u4e9b\u4e13\u5bb6\u8fc7\u8f7d\u800c\u67d0\u4e9b\u4e13\u5bb6\u95f2\u7f6e\uff0c\u4ece\u800c\u9020\u6210\u201c\u8d1f\u8f7d\u4e0d\u5747\u8861\u201d\u73b0\u8c61\uff0c\u6700\u7ec8\u62d6\u6162\u63a8\u7406\u901f\u5ea6\u5e76\u964d\u4f4e\u6a21\u578b\u6027\u80fd\u3002<\/p>\n

1. Top-K Softmax\uff1a\u5de5\u4e1a\u754c\u7684\u9ec4\u91d1\u6807\u51c6<\/h2>\n

\u76ee\u524d\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u8def\u7531\u7b56\u7565\u662fTop-K Softmax\uff0c\u8fd9\u4e00\u7b56\u7565\u5728Mixtral 8x7B\u7b49\u6807\u6746\u6a21\u578b\u4e2d\u5f97\u5230\u4e86\u5b8c\u7f8e\u9a8c\u8bc1\u3002\u5176\u5de5\u4f5c\u539f\u7406\u975e\u5e38\u76f4\u89c2\uff1a\u6a21\u578b\u8ba1\u7b97\u6bcf\u4e2aToken\u5bf9\u6240\u6709\u4e13\u5bb6\u7684\u201c\u5339\u914d\u5ea6\u201d\uff08\u901a\u5e38\u901a\u8fc7\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u95e8\u63a7\u7f51\u7edc\u8ba1\u7b97logits\uff09\uff0c\u7136\u540e\u901a\u8fc7Softmax\u51fd\u6570\u5c06logits\u8f6c\u6362\u4e3a\u6982\u7387\u5206\u5e03\uff0c\u6700\u540e\u9009\u53d6\u6982\u7387\u6700\u9ad8\u7684\u524dK\u4e2a\u4e13\u5bb6\u8fdb\u884c\u5904\u7406\u3002<\/p>\n

\u5bf9\u4e8eMixtral\u800c\u8a00\uff0cK\u901a\u5e38\u53d6\u503c\u4e3a2\uff0c\u5373\u6bcf\u4e2aToken\u7531\u4e24\u4e2a\u4e13\u5bb6\u5171\u540c\u5904\u7406\u3002\u8fd9\u79cd\u7b56\u7565\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\u3002\u901a\u8fc7Softmax\u51fd\u6570\uff0c\u6a21\u578b\u80fd\u591f\u5bf9\u4e13\u5bb6\u7684\u201c\u80fd\u529b\u201d\u8fdb\u884c\u6982\u7387\u5316\u8bc4\u4f30\uff0c\u786e\u4fdd\u88ab\u9009\u4e2d\u7684\u4e13\u5bb6\u786e\u5b9e\u6700\u64c5\u957f\u5904\u7406\u5f53\u524d\u7684\u4e0a\u4e0b\u6587\u3002\u7136\u800c\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u6269\u5927\uff0cTop-K\u7b56\u7565\u5728\u5904\u7406\u5927\u89c4\u6a21\u4e13\u5bb6\u5e93\u65f6\uff0c\u8ba1\u7b97\u5f00\u9500\u548c\u5185\u5b58\u8bbf\u95ee\u538b\u529b\u4e5f\u968f\u4e4b\u589e\u5927\u3002<\/p>\n

2. Sigmoid Gating\uff1a\u72ec\u7acb\u7684\u5e76\u884c\u5904\u7406<\/h2>\n

\u4e0eTop-K\u7684\u7ade\u4e89\u6027\u9009\u62e9\u4e0d\u540c\uff0cSigmoid Gating\u7b56\u7565\u91c7\u7528\u4e86\u4e00\u79cd\u201c\u72ec\u7acb\u95e8\u63a7\u201d\u7684\u601d\u8def\u3002\u5728\u8fd9\u91cc\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u90fd\u6709\u4e00\u4e2a\u72ec\u7acb\u7684\u4e8c\u5206\u7c7b\u95e8\u63a7\u7f51\u7edc\u3002\u5bf9\u4e8e\u6bcf\u4e00\u4e2aToken\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u7684\u95e8\u63a7\u7f51\u7edc\u90fd\u4f1a\u8f93\u51fa\u4e00\u4e2a0\u52301\u4e4b\u95f4\u7684\u6982\u7387\u503c\uff08\u5373Sigmoid\u503c\uff09\u3002<\/p>\n

\u5982\u679c\u67d0\u4e2a\u4e13\u5bb6\u7684\u95e8\u63a7\u503c\u5927\u4e8e\u9608\u503c\uff08\u4f8b\u59820.5\uff09\uff0c\u5219\u8be5\u4e13\u5bb6\u88ab\u6fc0\u6d3b\u3002\u8fd9\u79cd\u65b9\u6cd5\u5141\u8bb8\u4e13\u5bb6\u5e76\u884c\u5de5\u4f5c\uff0c\u7406\u8bba\u4e0a\u80fd\u591f\u5145\u5206\u5229\u7528\u6240\u6709\u4e13\u5bb6\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u7136\u800c\uff0c\u5176\u7f3a\u70b9\u5728\u4e8e\u8ba1\u7b97\u91cf\u5de8\u5927\uff0c\u56e0\u4e3a\u5fc5\u987b\u4e3a\u6bcf\u4e2aToken\u8bc4\u4f30\u6240\u6709\u4e13\u5bb6\u7684\u95e8\u63a7\u503c\uff0c\u8fd9\u5728\u4e13\u5bb6\u6570\u91cf\u8fbe\u5230\u6570\u5343\u751a\u81f3\u4e0a\u4e07\u65f6\uff0c\u4f1a\u5e26\u6765\u5de8\u5927\u7684\u8ba1\u7b97\u5197\u4f59\u3002<\/p>\n

3. Expert-Choice\uff1a\u7b80\u5316\u7684\u968f\u673a\u9009\u62e9<\/h2>\n

Expert-Choice\u7b56\u7565\u53ef\u4ee5\u770b\u4f5c\u662fTop-K\u7684\u7b80\u5316\u7248\u6216\u53d8\u4f53\u3002\u5b83\u901a\u5e38\u4e0d\u4f9d\u8d56\u4e8e\u590d\u6742\u7684\u6982\u7387\u8ba1\u7b97\uff0c\u800c\u662f\u76f4\u63a5\u6839\u636e\u4e13\u5bb6\u7684ID\u6216\u5176\u4ed6\u7b80\u5355\u7279\u5f81\u8fdb\u884c\u9009\u62e9\u3002\u5728\u67d0\u4e9b\u5b9e\u73b0\u4e2d\uff0c\u8fd9\u8868\u73b0\u4e3a\u4ece\u4e13\u5bb6\u6c60\u4e2d\u968f\u673a\u9009\u62e9K\u4e2a\uff0c\u6216\u8005\u6839\u636e\u67d0\u79cd\u786e\u5b9a\u6027\u89c4\u5219\uff08\u5982Token ID\u7684\u54c8\u5e0c\u503c\uff09\u6620\u5c04\u5230\u7279\u5b9a\u4e13\u5bb6\u3002\u8fd9\u79cd\u65b9\u6cd5\u8ba1\u7b97\u6548\u7387\u6781\u9ad8\uff0c\u4f46\u5f80\u5f80\u7f3a\u4e4f\u5bf9Token\u8bed\u4e49\u7684\u7cbe\u7ec6\u6355\u6349\u80fd\u529b\uff0c\u901a\u5e38\u7528\u4e8e\u7279\u5b9a\u7684\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\u6216\u5bf9\u7cbe\u5ea6\u8981\u6c42\u4e0d\u9ad8\u7684\u4efb\u52a1\u3002<\/p>\n

4. Dynamic Routing\uff1a\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684\u667a\u80fd\u8def\u7531<\/h2>\n

\u968f\u7740\u6a21\u578b\u5bf9\u63a8\u7406\u6548\u7387\u8981\u6c42\u7684\u63d0\u5347\uff0cDynamic Routing\u7b56\u7565\u5e94\u8fd0\u800c\u751f\u3002\u8fd9\u79cd\u7b56\u7565\u4e0d\u518d\u4ec5\u4ec5\u4f9d\u8d56Token\u7684\u9759\u6001\u7279\u5f81\uff0c\u800c\u662f\u7ed3\u5408\u4e86\u6a21\u578b\u7684\u4e2d\u95f4\u5c42\u72b6\u6001\u6216\u4e0a\u4e0b\u6587\u4fe1\u606f\u6765\u52a8\u6001\u8c03\u6574\u8def\u7531\u51b3\u7b56\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6a21\u578b\u68c0\u6d4b\u5230\u5f53\u524d\u7684Token\u5c5e\u4e8e\u903b\u8f91\u63a8\u7406\u7c7b\u578b\uff0cDynamic Routing\u53ef\u80fd\u4f1a\u503e\u5411\u4e8e\u9009\u62e9\u64c5\u957f\u6570\u5b66\u6216\u903b\u8f91\u7684\u4e13\u5bb6\u5b50\u96c6\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u8d4b\u4e88\u4e86MoE\u6a21\u578b\u66f4\u5f3a\u7684\u4e0a\u4e0b\u6587\u9002\u5e94\u80fd\u529b\uff0c\u4f46\u4e5f\u589e\u52a0\u4e86\u8def\u7531\u5668\u7684\u590d\u6742\u5ea6\u548c\u8bad\u7ec3\u96be\u5ea6\u3002<\/p>\n

5. Hash Routing\uff1aDeepSeek-V4 \u7684\u7a81\u7834<\/h2>\n

\u5728\u6700\u65b0\u7684\u6280\u672f\u6f14\u8fdb\u4e2d\uff0cDeepSeek-V4\u63d0\u51fa\u7684\u54c8\u5e0c\u8def\u7531<\/strong>\u7b56\u7565\u5f15\u8d77\u4e86\u4e1a\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\u3002\u4f20\u7edf\u7684\u8def\u7531\u7b56\u7565\uff08\u5982Top-K\uff09\u5728\u5904\u7406\u6d77\u91cf\u4e13\u5bb6\u65f6\uff0c\u5f80\u5f80\u9762\u4e34\u8d1f\u8f7d\u4e0d\u5747\u8861\u7684\u95ee\u9898\uff0c\u5373\u67d0\u4e9b\u4e13\u5bb6\u88ab\u9891\u7e41\u8c03\u7528\uff0c\u800c\u67d0\u4e9b\u4e13\u5bb6\u5374\u957f\u671f\u95f2\u7f6e\u3002<\/p>\n

DeepSeek-V4\u91c7\u7528\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u54c8\u5e0c\u8def\u7531\u673a\u5236\uff0c\u5c06Token\u6620\u5c04\u5230\u4e13\u5bb6ID\u7684\u8fc7\u7a0b\u8f6c\u5316\u4e3a\u4e00\u4e2a\u786e\u5b9a\u6027\u54c8\u5e0c\u51fd\u6570\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u8ba1\u7b97\u901f\u5ea6\u6781\u5feb\uff0c\u80fd\u591f\u5b9e\u73b0\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u8d1f\u8f7d\u5747\u8861\uff0c\u8fd8\u80fd\u6781\u5927\u5730\u964d\u4f4e\u663e\u5b58\u5360\u7528\u3002\u901a\u8fc7\u54c8\u5e0c\u8def\u7531\uff0c\u6a21\u578b\u53ef\u4ee5\u8f7b\u677e\u6269\u5c55\u5230\u6570\u4e07\u4e2a\u4e13\u5bb6\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u67d0\u4e2a\u4e13\u5bb6\u6210\u4e3a\u6027\u80fd\u74f6\u9888\u3002\u8fd9\u4e00\u7b56\u7565\u88ab\u8ba4\u4e3a\u662f\u901a\u5f80\u4e07\u4ebf\u53c2\u6570\u7ea7MoE\u6a21\u578b\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002<\/p>\n

\u884c\u4e1a\u5f71\u54cd\u4e0e\u5e94\u7528\u573a\u666f<\/h2>\n

MoE\u8def\u7531\u7b56\u7565\u7684\u6f14\u8fdb\uff0c\u6b63\u5728\u91cd\u5851AI\u57fa\u7840\u8bbe\u65bd\u7684\u5efa\u8bbe\u65b9\u5411\u3002\u5bf9\u4e8e\u4f01\u4e1a\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u9009\u62e9\u5408\u9002\u7684\u8def\u7531\u7b56\u7565\u76f4\u63a5\u5173\u7cfb\u5230\u90e8\u7f72\u6210\u672c\u548c\u63a8\u7406\u5ef6\u8fdf\u3002\u4f8b\u5982\uff0c\u5728\u8d44\u6e90\u53d7\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\u4e0a\uff0cTop-K\u6216Expert-Choice\u53ef\u80fd\u66f4\u4e3a\u5408\u9002\uff1b\u800c\u5728\u9700\u8981\u6781\u81f4\u6027\u80fd\u548c\u6d77\u91cf\u53c2\u6570\u7684\u4e91\u7aef\u670d\u52a1\u4e2d\uff0cDeepSeek-V4\u5f0f\u7684\u54c8\u5e0c\u8def\u7531\u6216\u52a8\u6001\u8def\u7531\u5219\u662f\u66f4\u4f18\u89e3\u3002<\/p>\n

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\n

\u53c2\u8003\u6765\u6e90\uff1a<\/strong> MarkTechPost
\u539f\u6587\u94fe\u63a5\uff1a<\/strong> https:\/\/www.marktechpost.com\/2026\/11\/07\/moe-routing-strategies-explained\/<\/a><\/p>\n

\u4fe1\u606f\u6765\u6e90\uff1aMarkTechPost\uff0c\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.marktechpost.com\/2026\/11\/07\/moe-routing-strategies-explained\/<\/a><\/em><\/p>\n

\u5c01\u9762\u56fe\u7247\u6765\u6e90\uff1aUnsplash \/ \u6444\u5f71\u5e08 Brett Jordan<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"

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