{"id":4497,"date":"2024-01-26T16:22:28","date_gmt":"2024-01-26T08:22:28","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=4497"},"modified":"2024-01-26T16:22:29","modified_gmt":"2024-01-26T08:22:29","slug":"%e3%80%90%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0%e3%80%91moe%e7%9a%84%e4%bb%8b%e7%bb%8d%e4%bb%a5%e5%8f%8a%e8%b0%83%e7%a0%94","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/note-deep-learning\/4497\/","title":{"rendered":"\u3010\u6df1\u5ea6\u5b66\u4e60\u7b14\u8bb0\u3011MoE\u7684\u4ecb\u7ecd\u4ee5\u53ca\u8c03\u7814"},"content":{"rendered":"\n\n\n<h1 class=\"wp-block-heading\">MoE\u4ecb\u7ecd<\/h1>\n\n\n\n<p>MoE(Mixture of Experts)\u548c\u6807\u51c6Dense\u6a21\u578b\u7684\u6574\u4f53\u533a\u522b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul>\n<li>\u540c\u53c2\u6570\u4e0b\u4e0eDense\u6a21\u578b\u76f8\u6bd4\uff0c\u9884\u8bad\u7ec3\u901f\u5ea6\u66f4\u5feb\u3001\u63a8\u7406\u901f\u5ea6\u66f4\u5feb\u3002<\/li>\n\n\n\n<li>\u9700\u8981\u66f4\u9ad8\u7684\u5185\u5b58\u6765\u88c5\u8f7dMoE\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u66f4\u5927\u7684\u8bad\u7ec3\u6311\u6218\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u548c\u6807\u51c6Transformer\u6a21\u578b\u7684\u7ed3\u6784\u533a\u522b\u5982\u4e0b\u5982\u6240\u793a[5]\uff0c\u4e3b\u8981\u662f\u5c06FFN\u5c42\u8fdb\u884c\u4e86\u66f4\u6539\uff0c\u6dfb\u52a0\u4e00\u4e2agate\u5c42\uff0c\u5e76\u5c06FFN\u53d8\u6210n_expert\u4e2a\uff0c\u7531gate\u6765\u5bf9\u6bcf\u4e00\u4e2atoken\u8fdb\u884c\u8def\u7531\uff0c\u9009\u62e9\u4e0d\u540c\u7684expert\uff0c\u6700\u7ec8\u518d\u5c06\u8fd9\u4e9bexpert\u7684\u8f93\u51fa\u4f7f\u7528\u67d0\u79cd\u65b9\u5f0f\uff08\u5927\u591a\u6570\u4e3a\u76f8\u52a0\uff09\u5408\u5e76\u6210output\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"517\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-1024x517.png\" alt=\"\" class=\"wp-image-4498\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-1024x517.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-300x151.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-768x388.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-1536x776.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image.png 1931w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-heading\">MoE\u8bad\u7ec3<\/h1>\n\n\n\n<p>\u73b0\u5728\u4e3b\u8981\u7684\u6d89\u53ca\u5230MoE\u7684\u8d44\u6599\u4e3b\u8981\u6709Mixtral[4]\u3001DeepSeekMoE[3]\u548c\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u7684Llama-MoE[2]\u3002\u4ed6\u4eec\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u8bad\u7ec3\u548c\u521d\u59cb\u5316\u7b56\u7565\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">from scratch\u8bad\u7ec3<\/h2>\n\n\n\n<p>DeepSeekMoE\u91c7\u7528\u4e86\u4ece\u5934\u8bad\u7ec3\uff0c\u8fdb\u884c\u4e86\u591a\u5c3a\u5bf8\u5b9e\u9a8c\u3002\u5927\u90e8\u5206\u8ba4\u77e5\u548c\u7ed3\u6784\u9a8c\u8bc1\u90fd\u662f\u57282B\uff08\u7b49\u65480.3B\uff09\u4e0a\u5b8c\u6210\uff0c\u968f\u540e\u6269\u5c55\u5230\u4e8616B\uff08\u7b49\u65487B\uff09\u3001145B\uff08\u7b49\u654822B\uff09\u3002<\/p>\n\n\n\n<p>DeepSeekMoE\u91c7\u7528\u4e86\u66f4\u52a0\u7ec6\u81f4\u7684expert\u5212\u5206\uff0c\u5e76\u4f7f\u7528\u4e86\u4e00\u4e2a\u5171\u4eab\u4e13\u5bb6\u3002\u4e3b\u8981\u52a8\u673a\u662f\uff1a<\/p>\n\n\n\n<ul>\n<li>\u9700\u8981\u4e00\u4e2a\u5171\u4eab\u4e13\u5bb6\u6765\u63d0\u4f9b\u7efc\u5408\u6027\u7684\u77e5\u8bc6\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u66f4\u591a\u7684expert\u6765\u5c06\u77e5\u8bc6\u8fdb\u884c\u5206\u89e3\uff0c\u540c\u65f6\u63d0\u4f9b\u66f4\u591a\u6837\u6027\u7684\u4e13\u5bb6\u7ec4\u5408\u65b9\u5f0f\uff0c\u66f4\u52a0\u6709\u9488\u5bf9\u6027\u7684\u5bf9\u77e5\u8bc6\u8fdb\u884c\u83b7\u53d6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6a21\u578b\u6574\u4f53\u6027\u80fd\u57282B\u89c4\u6a21\u65f6\uff0c\u8fbe\u5230\u4e86Dense\u6a21\u578b\u76f8\u5f53\u7684\u6027\u80fd\u3002\u572816B\u89c4\u6a21\u4e0b\uff0c\u4f7f\u752840%\u7684\u8ba1\u7b97\u91cf\u8fbe\u5230\u4e86Llama2-7B\u7684\u6027\u80fd\u3002\u5728145B\u7684\u89c4\u6a21\u6027\uff0c\u4f7f\u752828.5%\u7684\u8ba1\u7b97\u6765\u90a3\u4e2a\u8fbe\u5230\u4e86DeepSeek-67B\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u8bad\u7ec3\u7ec6\u8282<\/strong><\/p>\n\n\n\n<p>\u5bf9\u4e8e2B\u7684MoE\u6a21\u578b\uff0c\u4f7f\u7528\u4e869\u5c42Transformer\uff0c1280\u7684hidden size\uff0c10\u4e2a\u6ce8\u610f\u529b\u5934\uff0c\u7ef4\u5ea6\u4e3a128\u3002<\/p>\n\n\n\n<p>\u53c2\u6570\u521d\u59cb\u5316\u6807\u51c6\u5dee\u4e3a0.006\uff0c64\u4e2aexpert\uff081+63\uff09\uff0c\u6bcf\u4e00\u4e2aexpert\u7684\u5927\u5c0f\u4e3a1\/4\u4e2aFFN\u5927\u5c0f\u3002\u4e5f\u5c31\u662f\u6574\u4e2aMoE\u5c42\u4e3a16*FFN\u3002<\/p>\n\n\n\n<p>AdamW+0.9&amp;0.95\u3002weight decay 0.1\uff0cbatch size token 4M\u3002\u5b66\u4e60\u7387\u8c03\u5ea6\u6ca1\u6709\u4f7f\u7528cosine\u53ca\u5176\u53d8\u79cd\u3002\u800c\u662f\uff1a<\/p>\n\n\n\n<ul>\n<li>warmup 2000\u4e2astep\u52301.08e-3\u3002<\/li>\n\n\n\n<li>\u572880%step\u65f6\uff0c\u5b66\u4e60\u7387\u7f29\u5c0f\u52300.316\u3002<\/li>\n\n\n\n<li>\u572890%step\u65f6\uff0c\u5b66\u4e60\u7387\u7ee7\u7eed\u7f29\u5c0f0.316(0.316^^2)\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8bba\u6587\u4e2d\u5e76\u6ca1\u6709\u4ea4\u4ee3\u4e3a\u4ec0\u4e48\u662f1.08\u8fd9\u79cd\u7cbe\u786e\u5230-2\u7ea7\u522b\u7684\u5b66\u4e60\u7387\u4ee5\u53ca0.316\u8fd9\u79cd\u6570\uff0c\u731c\u6d4b\u662f\u505a\u4e86\u4e00\u4e9b\u76f8\u5173\u7684scaling law\u5b9e\u9a8c\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5bf9\u51e0\u4e2a\u7ed3\u6784\u7684\u9a8c\u8bc1\uff0c\u5728\u5c0f\u6a21\u578b\u4e0a\u9a8c\u8bc1\u4e86\u5f53\u524d\u7ed3\u6784\u7684\u6709\u6548\u6027\u3002\u6027\u80fd\u8d85\u8fc7\u540c\u5c3a\u5bf8\u7684Dense\u6a21\u578b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"590\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-1-1024x590.png\" alt=\"\" class=\"wp-image-4499\" style=\"width:591px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-1-1024x590.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-1-300x173.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-1-768x443.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-1-1536x885.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-1.png 1952w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u5373\u4f7f\u662f\u548c\u540c\u53c2\u6570\u91cf\u7684Dense\u6a21\u578b\u76f8\u6bd4\uff0c\u8be5\u7ed3\u6784\u4e5f\u5177\u5907\u4e00\u5b9a\u7684\u4f18\u52bf\uff0c\u8bf4\u660e\u4e86\u5171\u4eab\u4e13\u5bb6\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"720\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-2-1024x720.png\" alt=\"\" class=\"wp-image-4500\" style=\"width:619px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-2-1024x720.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-2-300x211.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-2-768x540.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-2-1536x1079.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-2.png 1827w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u572816B\u7684\u8bd5\u9a8c\u4e0b\uff0c\u4ec5\u752840%\u7684\u8ba1\u7b97\u91cf\u5c31\u8fbe\u5230\u4e86DeepSeek-7B\u7684\u6027\u80fd\uff0c\u540c\u65f6MoE\u7ed3\u6784\u5728\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u66f4\u52a0\u51fa\u8272\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"1024\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-3-979x1024.png\" alt=\"\" class=\"wp-image-4501\" style=\"width:604px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-3-979x1024.png 979w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-3-287x300.png 287w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-3-768x803.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-3.png 1250w\" sizes=\"(max-width: 979px) 100vw, 979px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4ece\u73b0\u6709\u6a21\u578b\u6269\u5c55<\/h2>\n\n\n\n<p>Mixtral\u548cLlama-MoE\u5747\u4f7f\u7528\u4e86\u4ece\u73b0\u6709\u7684\u6a21\u578b\u8fdb\u884c\u521d\u59cb\u5316\u968f\u540e\u5fae\u8c03\u7684\u7b56\u7565\u3002\u4f46\u662f\u4ed6\u4eec\u5374\u9009\u62e9\u4e86\u4e0d\u540c\u7684FFN\u521d\u59cb\u5316\u65b9\u5411\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5411\u4e0a\u6269\u5c55<\/h3>\n\n\n\n<p>Mixtral\u4f7f\u7528\u4e86\u5411\u4e0a\u6269\u5c55\u7684\u521d\u59cb\u5316\u7b56\u7565\uff0c\u65e2\u7528mistral-7B\u201d\u6269\u5c55\u201d\u51fa\u4e00\u4e2a47B\u7b49\u6548\u4e0e12B\u6a21\u578b\u7684MoE\u6a21\u578b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"461\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-4-1024x461.png\" alt=\"\" class=\"wp-image-4502\" style=\"width:582px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-4-1024x461.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-4-300x135.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-4-768x346.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-4-1536x691.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-4.png 1902w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>Mixtral(2\/8)\u9009\u62e9\u590d\u7528Mistral\uff0c\u5e76\u5c06FFN\u590d\u52368\u4efd\uff0c\u5176\u4ed6\u53c2\u6570\u5b8c\u5168\u590d\u7528\u3002\u5e76\u572832k\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0a\u8fdb\u884c\u4e86\u5fae\u8c03\u3002\u6574\u4f53\u6027\u80fd\u57fa\u672c\u63a5\u8fd1Llama2-70B\u548cGPT-3.5\u3002\u6574\u4f53\u7ed3\u6784\u7c7b\u4f3c\u4e8eGShard\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"261\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-5-1024x261.png\" alt=\"\" class=\"wp-image-4503\" style=\"width:685px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-5-1024x261.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-5-300x76.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-5-768x195.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-5-1536x391.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-5.png 1969w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u7531\u4e8eMis\/xtral\u4f7f\u7528\u7684\u6ed1\u52a8\u7a97\u53e3\u5bf9\u957f\u4e0a\u4e0b\u6587\u5177\u6709\u72ec\u7279\u7684\u4f18\u52bf\uff08\u56e0\u6b64Qwen2\u4e5f\u662f\u7528\u8fd9\u4e00\u7ed3\u6784\uff09\uff0cMixtral\u8fd8\u5bf9\u957f\u6587\u672c\u80fd\u529b\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u5728\u79d8\u94a5\u68c0\u7d22\u8fd9\u4e2a\u4efb\u52a1\u91cd\uff0c\u83b7\u5f97\u4e86100%\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"348\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-6-1024x348.png\" alt=\"\" class=\"wp-image-4504\" style=\"width:714px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-6-1024x348.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-6-300x102.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-6-768x261.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-6-1536x522.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-6.png 1974w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u5411\u4e0b\u6269\u5c55<\/h3>\n\n\n\n<p>Llama-MoE\u4f7f\u7528\u4e86\u5411\u4e0b\u6269\u5c55\u7684\u521d\u59cb\u5316\u7b56\u7565\uff0c\u65e2\u7528Llama2-7B\u201c\u7f29\u5c0f\u201d\u51fa\u4e00\u4e2a7B\u7b49\u65483~3.5B\u7684MoE\u6a21\u578b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"565\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-7-1024x565.png\" alt=\"\" class=\"wp-image-4505\" style=\"width:529px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-7-1024x565.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-7-300x166.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-7-768x424.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-7-1536x848.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-7.png 1909w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>Llama-MoE-v1\u7684\u6027\u80fd\u663e\u8457\u4f4e\u4e8eLlama2-7B\uff0c\u56e0\u4e3a\u91c7\u7528\u5411\u4e0b\u6269\u5c55\uff0c\u56e0\u6b64\u6574\u4e2a\u6a21\u578b\u7684\u6fc0\u6d3b\u53c2\u6570\u663e\u8457\u51cf\u5c11\uff08\u6839\u636e\u4e0d\u540c\u7684expert\u914d\u7f6e\uff0c\u57283~3.5B\u95f4\uff09\u3002\u4e0d\u8fc7Llama-MoE-v1\u65e2\u7136\u5728\u540c\u6fc0\u6d3b\u91cf\u7684Dense\u6a21\u578b\u4e0a\u83b7\u5f97\u4e86\u8f83\u4e3a\u51fa\u8272\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p><strong>\u8bad\u7ec3\u7ec6\u8282<\/strong><\/p>\n\n\n\n<p>\u5728Llama2-7B\u7684\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528112\u5757A100 80G\uff0cglobal batch token 15M\u3002<\/p>\n\n\n\n<p>\u5b66\u4e60\u7387\u4f7f\u7528cosine\u8c03\u5ea6\uff0c\u4ece2e-4 ~ 2e-5\u3002\u603b\u8ba1\u8bad\u7ec3200B token\uff0813.6k step)\u3002<\/p>\n\n\n\n<p>\u6d4b\u8bc4\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"629\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-8-1024x629.png\" alt=\"\" class=\"wp-image-4506\" style=\"width:598px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-8-1024x629.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-8-300x184.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-8-768x472.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-8-1536x944.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-8.png 1958w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u6574\u4f53\u770b\uff0c\u591aexpert\u4f3c\u4e4e\u662f\u4e00\u4e2a\u6b63\u786e\u7684\u8def\u7ebf\uff08\u548cDeepSeekMoE\u4e00\u81f4\uff09<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"285\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-9-1024x285.png\" alt=\"\" class=\"wp-image-4507\" style=\"width:569px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-9-1024x285.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-9-300x83.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-9-768x214.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-9-1536x427.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-9.png 1888w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h1 class=\"wp-block-heading\">\u8ba4\u77e5<\/h1>\n\n\n\n<p>\u8fd9\u51e0\u7bc7\u6587\u7ae0\u63d0\u5230\u4e86\u4e00\u4e9b\u6d89\u53ca\u5230expert\u548c\u6570\u636e\u4e0a\u7684\u4e00\u4e9b\u8ba4\u77e5\u3002\u4e0d\u8fc7\u6bd4\u8f83\u7c97\uff0c\u53ef\u4ee5\u5f53\u505a\u4e00\u4e2a\u5751\u7559\u4e0b\uff0c\u540e\u9762\u586b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">expert\u8ba4\u77e5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">expert\u521d\u59cb\u5316<\/h3>\n\n\n\n<p>\u5bf9\u4e8eexpert\u7684\u521d\u59cb\u5316\uff0c\u5bf9\u4e8eMixtral\u548cDeepSeekMoE\u76f8\u5bf9\u7b80\u5355\u3002\u5bf9\u4e8eLlama-MoE\u8fd9\u7c7b\u5411\u4e0b\u62c6\u5206\u7684\u7ed3\u6784\uff0c\u4f1a\u5b58\u5728\u5982\u4f55\u62c6\u5206expert\u7684\u95ee\u9898\u3002\u5747\u7b49\u62c6\u5206\uff1f\u805a\u7c7b\u62c6\u5206\uff1f<\/p>\n\n\n\n<p>\u8bba\u6587\u5bf9\u62c6\u5206\u65b9\u5f0f\u505a\u4e86\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<ul>\n<li><strong>Independent Random<\/strong>\uff1a \u8fd9\u79cd\u65b9\u6cd5\u6d89\u53ca\u968f\u673a\u5730\u5c06\u539f\u59cbFFNs\u7684\u53c2\u6570\u5206\u5272\u6210\u591a\u4e2a\u4e13\u5bb6\u7f51\u7edc\u3002\u6bcf\u4e2a\u4e13\u5bb6\u7f51\u7edc\u90fd\u662f\u72ec\u7acb\u4e14\u4e0d\u91cd\u53e0\u7684\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u4e0d\u5171\u4eab\u4efb\u4f55\u4e2d\u95f4\u795e\u7ecf\u5143\u3002\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5355\u76f4\u63a5\uff0c\u4f46\u53ef\u80fd\u4e0d\u4f1a\u8003\u8651\u5230\u4e13\u5bb6\u7f51\u7edc\u4e4b\u95f4\u7684\u6f5c\u5728\u7ed3\u6784\u548c\u76f8\u4e92\u5173\u7cfb\u3002<\/li>\n\n\n\n<li><strong>Independent Clustering<\/strong>\uff1a \u8fd9\u79cd\u65b9\u6cd5\u57fa\u4e8e\u805a\u7c7b\u6765\u6784\u5efa\u4e13\u5bb6\u7f51\u7edc\u3002\u5b83\u9996\u5148\u5bf9FFN\u7684\u6743\u91cd\u8fdb\u884c\u805a\u7c7b\uff0c\u7136\u540e\u5c06\u805a\u7c7b\u7ed3\u679c\u7528\u4f5c\u4e13\u5bb6\u7f51\u7edc\u7684\u5212\u5206\u4f9d\u636e\u3002\u8fd9\u79cd\u65b9\u6cd5\u8bd5\u56fe\u627e\u5230\u6743\u91cd\u4e4b\u95f4\u7684\u81ea\u7136\u5206\u7ec4\uff0c\u4ee5\u4fbf\u6bcf\u4e2a\u4e13\u5bb6\u7f51\u7edc\u90fd\u80fd\u4e13\u6ce8\u4e8e\u5904\u7406\u7279\u5b9a\u7684\u8f93\u5165\u7279\u5f81\u3002<\/li>\n\n\n\n<li><strong>Sharing Inter<\/strong>\uff1a \u8fd9\u79cd\u65b9\u6cd5\u6d89\u53ca\u5230\u5728\u4e13\u5bb6\u7f51\u7edc\u4e4b\u95f4\u5171\u4eab\u4e2d\u95f4\u795e\u7ecf\u5143\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4e0d\u662f\u5c06\u6240\u6709\u4e2d\u95f4\u795e\u7ecf\u5143\u968f\u673a\u5206\u914d\u7ed9\u4e0d\u540c\u7684\u4e13\u5bb6\u7f51\u7edc\uff0c\u800c\u662f\u5c06\u4e00\u4e9b\u795e\u7ecf\u5143\u8bbe\u7f6e\u4e3a\u5171\u4eab\u7684\uff0c\u800c\u5176\u4ed6\u795e\u7ecf\u5143\u5219\u6839\u636e\u91cd\u8981\u6027\u5206\u914d\u7ed9\u5404\u4e2a\u4e13\u5bb6\u3002\u8fd9\u79cd\u65b9\u6cd5\u8bd5\u56fe\u5728\u4fdd\u6301\u6a21\u578b\u7ed3\u6784\u7684\u540c\u65f6\uff0c\u901a\u8fc7\u5171\u4eab\u6765\u51cf\u5c11\u6a21\u578b\u7684\u590d\u6742\u6027\u3002<\/li>\n\n\n\n<li><strong>Sharing Inner<\/strong>\uff1a \u8fd9\u79cd\u65b9\u6cd5\u7c7b\u4f3c\u4e8eSharing Inter\uff0c\u4f46\u5b83\u5728\u4e13\u5bb6\u7f51\u7edc\u4e4b\u95f4\u5171\u4eab\u66f4\u591a\u7684\u4e2d\u95f4\u795e\u7ecf\u5143\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u80fd\u4f1a\u4fdd\u7559\u66f4\u591a\u7684\u6a21\u578b\u7ed3\u6784\uff0c\u56e0\u4e3a\u5b83\u5141\u8bb8\u4e13\u5bb6\u7f51\u7edc\u6709\u66f4\u591a\u7684\u91cd\u53e0\uff0c\u8fd9\u53ef\u80fd\u6709\u52a9\u4e8e\u6a21\u578b\u66f4\u597d\u5730\u6355\u6349\u8f93\u5165\u6570\u636e\u7684\u590d\u6742\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>Independent\u53ef\u80fd\u4e0d\u4f1a\u5145\u5206\u5229\u7528\u5171\u4eab\u795e\u7ecf\u5143\u7684\u4f18\u52bf\uff0c\u800cSharing\u53ef\u80fd\u4f1a\u5bfc\u81f4\u4e13\u5bb6\u7f51\u7edc\u4e4b\u95f4\u7684\u529f\u80fd\u91cd\u53e0\uff0c\u4f46\u4e5f\u53ef\u80fd\u6709\u52a9\u4e8e\u6355\u6349\u8f93\u5165\u6570\u636e\u7684\u590d\u6742\u6027\u3002<\/p>\n\n\n\n<p>\u6574\u4f53\u770b\uff0c\u72ec\u7acb\u968f\u673a\u62c6\u5206\u7684\u6548\u679c\u6700\u597d\uff0c\u4e0d\u8fc7\u8fd9\u4e2a\u6548\u679c\u597d\u9700\u8981\u518d15B token\u4e4b\u540e\u624d\u80fd\u663e\u73b0\u51fa\u6765\uff0c\u805a\u7c7b\u7684\u6548\u679c\u4e00\u5f00\u59cb\u5f88\u597d\uff0c\u957f\u671f\u6548\u679c\u4e0d\u592a\u884c\u3002\u731c\u6d4b\u662f\u964d\u4f4e\u4e86expert\u7684\u8868\u8fbe\u6027\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"421\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-10-1024x421.png\" alt=\"\" class=\"wp-image-4508\" style=\"width:664px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-10-1024x421.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-10-300x123.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-10-768x316.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-10-1536x632.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-10.png 1974w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">expert\u533a\u5206<\/h3>\n\n\n\n<p>\u51e0\u4e2a\u6a21\u578b\u4e5f\u90fd\u9a8c\u8bc1\u4e86\u4e0d\u540c\u7684expert\u662f\u5426\u6709\u6548\uff0c\u7a76\u7adf\u5728\u6355\u6349\u4ec0\u4e48\u4fe1\u606f\uff1f<\/p>\n\n\n\n<p>Mixtral\u5bf9\u51e0\u4e2aexpert\u7684\u9009\u62e9\u8fdb\u884c\u4e86\u5206\u6790\uff0c\u901a\u8fc7\u5bf9\u540c\u4e00\u6570\u636e\u96c6\u7684\u8fde\u7eed2\u4e2atoken\u7684expert\u8fdb\u884c\u5206\u6790\uff0c\u53d1\u73b0\u6d45\u5c42\u7f51\u7edc\u57fa\u672c\u63a5\u8fd1\u4e8e\u968f\u673a\u5206\u914d\uff081\/8=12.5%\uff0c1-6\/8 * 5\/7=46%\uff09\uff0c\u4f46\u662f\u968f\u7740\u5c42\u6570\u7684\u589e\u9ad8\uff0c\u4ed6\u4eec\u9009\u62e9\u4e13\u95e8\u7684expert\u7684\u6982\u7387\u663e\u8457\u63d0\u5347\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"300\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-11-1024x300.png\" alt=\"\" class=\"wp-image-4509\" style=\"width:655px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-11-1024x300.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-11-300x88.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-11-768x225.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-11-1536x451.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-11.png 1939w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>Llama-MoE\u4e5f\u5bf9expert\u8fdb\u884c\u4e86\u5b9a\u5411\u5206\u6790\uff0c\u53d1\u73b0\u4e0d\u540c\u7684\u4efb\u52a1\/\u6570\u636e\u7c7b\u578b\u9009\u62e9\u7684expert\u6709\u660e\u663e\u7684\u533a\u5206\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1004\" height=\"1024\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-12-1004x1024.png\" alt=\"\" class=\"wp-image-4510\" style=\"width:771px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-12-1004x1024.png 1004w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-12-294x300.png 294w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-12-768x783.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-12.png 1316w\" sizes=\"(max-width: 1004px) 100vw, 1004px\" \/><\/figure><\/div>\n\n\n<p>Mixtral\u8fd8\u505a\u4e86\u66f4\u8be6\u7ec6\u7684token\u7ea7\u522b\u5206\u5e03\u3002\u6574\u4f53\u770b\uff0c\u4e00\u4e9b\u6a21\u7248\u5b57\u7b26\u3001\u7b26\u53f7\u3001\u6570\u5b57\u7b49 \u66f4\u5bb9\u6613\u88ab\u5206\u914d\u5230\u4e00\u4e2aexpert\u4e2d\uff0c\u8bf4\u660e\u4e86expert\u7684\u6709\u6548\u6027\u3002\u4e5f\u8bf4\u660e\u4e86expert\u5b66\u4e60\u5230\u5e95\u5e76\u4e0d\u50cf\u591aexpert\u7684\u63a8\u8350\u7cfb\u7edf\u5728\u201c\u9886\u57df\u201d\u4e0a\u5b66\u4e60\uff0c\u800c\u662f\u4e2a\u66f4\u7ec6\u81f4\u7684\u8bed\u6cd5\u7ea7\u522b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-13-1024x585.png\" alt=\"\" class=\"wp-image-4511\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-13-1024x585.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-13-300x171.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-13-768x439.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-13-1536x878.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-13.png 1960w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\/\u7ec4\u5408\u8ba4\u8bc6<\/h2>\n\n\n\n<p>Llama-MoE\u8fd8\u5b9e\u9a8c\u4e86\u4e00\u4e9b\u6570\u636e\u914d\u6bd4\u548c\u6e05\u6d17\u7b56\u7565\u3002<\/p>\n\n\n\n<p>Sheared-Llama\u7684\u914d\u6bd4\u4f3c\u4e4e\u66f4\u4f18\u79c0\u4e00\u70b9\u3002\u8003\u8651\u5230\u8fd9\u4e2aMoE\u662f\u57fa\u4e8eLlama2-7B\u7684\uff0c\u56e0\u6b64\u5bf9\u4e8eLlama2\u7684\u540e\u7eed\u5de5\u4f5c\u4f3c\u4e4e\u6709\u6307\u5bfc\u610f\u4e49\u3002\u5bf9\u4e8e\u5176\u4ed6\u6a21\u578b\u7684\u540e\u7eed\u5de5\u4f5c\uff0c\u610f\u4e49\u5c1a\u4e0d\u660e\u786e\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"383\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-14-1024x383.png\" alt=\"\" class=\"wp-image-4512\" style=\"width:690px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-14-1024x383.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-14-300x112.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-14-768x287.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-14-1536x574.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-14.png 1948w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u540c\u65f6\u8fd8\u5bf9\u6570\u636e\u96c6\u4e2d\u7684\u5e7f\u544a\u548c\u4e0d\u6d41\u5229\u6587\u672c\u8fdb\u884c\u4e86\u8fc7\u6ee4\uff0c\u7ed3\u8bba\u662f\u4e0d\u6d41\u5229\u6587\u672c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6027\u80fd\uff0c\u4f46\u662f\u5e7f\u544a\u6587\u672c\u6027\u80fd\u6709\u6240\u4e0b\u964d\uff0c\u731c\u6d4b\u662f\u964d\u4f4e\u4e86\u6570\u636e\u591a\u6837\u6027\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"366\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-15-1024x366.png\" alt=\"\" class=\"wp-image-4513\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-15-1024x366.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-15-300x107.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-15-768x275.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-15-1536x549.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-15.png 1968w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h1 class=\"wp-block-heading\">\u5b9e\u73b0<\/h1>\n\n\n\n<p>Mixtral\u662f\u4f7f\u7528megablocks\u6765\u5b9e\u73b0\u7684MoE\uff0cLlama-MoE\u57fa\u4e8etransformers\u8fdb\u884c\u4e86\u5f00\u53d1\uff0c\u5728github\u8fdb\u884c\u4e86\u5f00\u6e90\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u9700\u8981\u66f4\u65b0\u5230Deepspeed 0.13.1\u4ee5\u4e0a\uff0c\u5e76\u4e14\u53ef\u80fd\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u95ee\u9898(2024.01.26)\uff0c\u76ee\u524d\u5bf9\u4e8ex\/y\u67b6\u6784\u7684MoE\u6a21\u578b\u53ef\u80fd\u8bad\u7ec3\u8fd8\u6709\u4e00\u4e9b\u95ee\u9898\uff08x!=y\uff09,\u5f53x=y\u65f6\u5e94\u8be5\u6ca1\u6709\u95ee\u9898\u3002\u4e3b\u8981\u539f\u56e0\u662fDeepspeed\u5728\u6570\u636e\u5e76\u884c\u65f6\uff0c\u53ea\u5bf9\u4e00\u4e2a\u8fdb\u7a0b\u8fdb\u884c\u76d1\u63a7\uff0c\u5f53\u8be5\u8fdb\u7a0b\u6ca1\u6709\u4f7f\u7528\u67d0\u4e9bexpert\u65f6\uff0c\u5176\u4ed6\u4f7f\u7528\u8fd9\u4e9bexpert\u7684\u8fdb\u7a0b\u7684\u66f4\u65b0\u53ef\u80fd\u4f1a\u4ea7\u751f\u9519\u8bef\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/microsoft\/DeepSpeed\/pull\/5008\">https:\/\/github.com\/microsoft\/DeepSpeed\/pull\/5008<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/microsoft\/DeepSpeed\/pull\/4966\">https:\/\/github.com\/microsoft\/DeepSpeed\/pull\/4966<\/a><\/p>\n\n\n\n<p>\u5bf9\u4e8e\u662f\u5426\u9700\u8981\u5bf9\u521d\u59cb\u5316\u7684gate\u8fdb\u884c\u51bb\u7ed3\uff0c\u8be2\u95ee\u4e86Llama-MoE\u7684\u4eba\uff0c\u7ed3\u8bba\u662f\u4e0d\u9700\u8981\u3002\u4ed6\u4eec\u786e\u5b9e\u505a\u8fc7\u76f8\u5173\u51bb\u7ed3\u5b9e\u9a8c\uff0c\u4e0d\u8fc7\u5728\u5927\u698220B\u53c2\u6570\u7684\u65f6\u5019\u4e24\u8005loss\u5c31\u6ca1\u6709\u660e\u663e\u533a\u522b\uff08\u5927\u69822.1\uff0c\u533a\u522b\u5168\u53c2\u6570\u5fae\u8c03\uff09\uff0c\u56e0\u6b64\u4ed6\u4eec\u7684\u8bad\u7ec3\u5e76\u672a\u4f7f\u7528\u4efb\u4f55\u201cgate\u76f8\u5173\u7684\u9b54\u6cd5\u201d\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\u4f7f\u7528\u7c7b\u4f3c\u4e8eMixtral\u65b9\u5f0f\u521d\u59cb\u5316\u7684\u6a21\u578b\uff0c\u521d\u59cb\u9636\u6bb5\u68af\u5ea6\u8fc7\u5927\uff0c\u4e0d\u8fc7\u89c2\u5bdf\u5230\u4e86\u660e\u663e\u7684\u4e0b\u964d\u3002\u8003\u8651\u5230\u5927\u5c3a\u5bf8\u7684\u68af\u5ea6\u786e\u5b9e\u4f1a\u5927\u4e00\u70b9\uff0c\u540c\u65f6Deepspeed\u7684\u4e00\u4e9b\u95ee\u9898\u4ee5\u53ca\u53c2\u6570\u878d\u5408\u7b49\u4ee3\u7801\u53ef\u80fd\u5b58\u5728\u7684bug\uff0c\u53ef\u80fd\u9700\u8981\u540e\u7eed\u89c2\u5bdf\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"574\" height=\"1024\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-16-574x1024.png\" alt=\"\" class=\"wp-image-4514\" style=\"width:268px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-16-574x1024.png 574w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-16-168x300.png 168w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2024\/01\/image-16.png 716w\" sizes=\"(max-width: 574px) 100vw, 574px\" \/><\/figure><\/div>\n\n\n<h1 class=\"wp-block-heading\">\u5f15\u7528<\/h1>\n\n\n\n<p>1.<a href=\"https:\/\/huggingface.co\/blog\/moe\">https:\/\/huggingface.co\/blog\/moe<\/a><\/p>\n\n\n\n<p>2.Llama-Moe <a href=\"https:\/\/github.com\/pjlab-sys4nlp\/llama-moe\/blob\/main\/docs\/LLaMA_MoE.pdf\">https:\/\/github.com\/pjlab-sys4nlp\/llama-moe\/blob\/main\/docs\/LLaMA_MoE.pdf<\/a><\/p>\n\n\n\n<p>3.DeepSeekMoE <a href=\"http:\/\/arxiv.org\/abs\/2401.06066\">http:\/\/arxiv.org\/abs\/2401.06066<\/a><\/p>\n\n\n\n<p>4.Mixtral <a href=\"http:\/\/arxiv.org\/abs\/2401.04088\">http:\/\/arxiv.org\/abs\/2401.04088<\/a><\/p>\n\n\n\n<p>5.Switch Transformers <a href=\"https:\/\/arxiv.org\/abs\/2101.03961\">https:\/\/arxiv.org\/abs\/2101.03961<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MoE\u4ecb\u7ecd MoE(Mixture of Experts)\u548c\u6807\u51c6Dense\u6a21\u578b\u7684\u6574\u4f53\u533a\u522b\u5982\u4e0b\uff1a \u548c\u6807 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[9],"tags":[],"views":19904,"_links":{"self":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4497"}],"collection":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/comments?post=4497"}],"version-history":[{"count":2,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4497\/revisions"}],"predecessor-version":[{"id":4522,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4497\/revisions\/4522"}],"wp:attachment":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/media?parent=4497"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/categories?post=4497"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/tags?post=4497"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}